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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1402.4997
|
Alfredo Luis
|
Alfredo Luis and Angel S. Sanz
|
Nonclassical polarization dynamics in classical-like states
|
8 pages, 3 figures
|
Phys. Rev. A 92, 023832 (2015)
|
10.1103/PhysRevA.92.023832
| null |
quant-ph physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Quantum polarization is investigated by means of a trajectory picture based
on the Bohmian formulation of quantum mechanics. Relevant examples of
classical-like two-mode field states are thus examined, namely Glauber and
SU(2) coherent states. Although these states are often regarded as classical,
the analysis here shows that the corresponding electric-field polarization
trajectories display topologies very different from those expected from
classical electrodynamics. Rather than incompatibility with the usual classical
model, this result demonstrates the dynamical richness of quantum motions,
determined by local variations of the system quantum phase in the corresponding
(polarization) configuration space, absent in classical-like models. These
variations can be related to the evolution in time of the phase, but also to
its dependence on configurational coordinates, which is the crucial factor to
generate motion in the case of stationary states like those here considered. In
this regard, for completeness these results are compared those obtained from
nonclassical N00N states.
|
[
{
"created": "Thu, 20 Feb 2014 13:53:25 GMT",
"version": "v1"
},
{
"created": "Tue, 23 Dec 2014 20:38:51 GMT",
"version": "v2"
},
{
"created": "Tue, 1 Sep 2015 05:41:17 GMT",
"version": "v3"
}
] |
2015-09-02
|
[
[
"Luis",
"Alfredo",
""
],
[
"Sanz",
"Angel S.",
""
]
] |
[
-0.03800588846206665,
-0.037815432995557785,
0.0008371333824470639,
0.039449293166399,
-0.046079281717538834,
0.02139783836901188,
0.0036613387055695057,
-0.026826277375221252,
0.04920371621847153,
-0.0947791039943695,
0.05633672699332237,
0.07156477123498917,
-0.0028020250611007214,
-0.011826773174107075,
0.05147150158882141,
-0.030042991042137146,
-0.03113422356545925,
-0.05752186104655266,
-0.03318691998720169,
0.024221118539571762,
0.061580903828144073,
-0.03356338292360306,
0.013805951923131943,
0.0072977058589458466,
0.052348989993333817,
0.0460844412446022,
0.10575088858604431,
0.02834629826247692,
0.023486953228712082,
0.00017339612531941384,
0.05245436728000641,
0.045572079718112946,
-0.12302320450544357,
0.013372556306421757,
-0.012575359083712101,
-0.01568051241338253,
0.09886109828948975,
-0.07316885888576508,
0.013433801010251045,
0.01776249334216118,
0.06493239104747772,
0.08038299530744553,
-0.011735518462955952,
-0.031129350885748863,
0.09918342530727386,
-0.033094339072704315,
0.1345461755990982,
-0.034680504351854324,
-0.03157972916960716,
-0.13033507764339447,
-0.05415620654821396,
0.02792007476091385,
0.06408201158046722,
0.04008304327726364,
0.0126500828191638,
0.030602820217609406,
-0.004862444009631872,
-0.00243471865542233,
0.020122673362493515,
-0.0812545120716095,
-0.008579202927649021,
0.09515584260225296,
0.009676842018961906,
-0.02584998309612274,
0.06231050193309784,
-0.029230546206235886,
-0.02653156779706478,
-0.0029402808286249638,
0.003437168663367629,
0.04945772886276245,
-0.013203690759837627,
-0.017841761931777,
0.01948273554444313,
-0.015142344869673252,
0.007596207782626152,
0.001394411432556808,
-0.042594362050294876,
0.09178678691387177,
0.014737418852746487,
-0.028757790103554726,
-0.016435952857136726,
-0.12275668978691101,
-0.036309290677309036,
0.039831794798374176,
-0.020173683762550354,
0.0025514867156744003,
-0.03800351545214653,
-0.02876243181526661,
-0.0337420292198658,
-0.0383908785879612,
-0.023570120334625244,
-0.0789005309343338,
-0.01626923494040966,
-0.07543950527906418,
0.04755493625998497,
0.002424705307930708,
0.08276233077049255,
0.060766465961933136,
0.06745355576276779,
0.001841107732616365,
0.10481924563646317,
-0.01741083152592182,
0.02010628581047058,
0.05634023994207382,
0.043392740190029144,
-0.02879902347922325,
0.07558321952819824,
0.06950632482767105,
-0.03916185349225998,
0.02823314443230629,
0.07109201699495316,
-0.06914792209863663,
-0.014044519513845444,
-0.021694093942642212,
-0.03369821235537529,
0.11749454587697983,
-0.05397625267505646,
0.11160413920879364,
0.037947166711091995,
0.06240147724747658,
-0.016375508159399033,
-0.028922351077198982,
-0.005579340271651745,
0.09856166690587997,
-0.008938641287386417,
0.025851674377918243,
-0.08499503135681152,
5.097647699749978e-33,
0.07182982563972473,
-0.016425682231783867,
0.050666920840740204,
0.06488935649394989,
0.011577037163078785,
0.01166947279125452,
-0.0038800244219601154,
-0.05258316174149513,
0.0053421915508806705,
-0.042786505073308945,
0.016239764168858528,
0.04265900328755379,
0.05970170348882675,
0.02346571907401085,
0.048960696905851364,
-0.07888449728488922,
-0.06699493527412415,
-0.033465251326560974,
0.03467434644699097,
0.005002490244805813,
0.0948384553194046,
0.08071882277727127,
-0.05397723987698555,
0.004103856161236763,
-0.04981667548418045,
-0.026240669190883636,
0.03517232835292816,
0.020937351509928703,
-0.10235048085451126,
0.030458688735961914,
0.03380988538265228,
0.01078284252434969,
-0.09219040721654892,
-0.016240065917372704,
0.0923735573887825,
-0.00138752197381109,
0.018306098878383636,
0.042074356228113174,
-0.04546138644218445,
-0.007437323220074177,
-0.012984304688870907,
-0.04872412607073784,
-0.03177879378199577,
0.053341444581747055,
-0.0016795636620372534,
-0.029427312314510345,
0.042522139847278595,
0.004103056620806456,
0.01489646639674902,
0.0037198702339082956,
-0.02352689765393734,
-0.023450419306755066,
-0.002794336061924696,
-0.01084780041128397,
0.05654679983854294,
-0.023485098034143448,
0.043320342898368835,
0.006399984937161207,
-0.052935730665922165,
-0.003863697871565819,
-0.003764781868085265,
-0.03593014180660248,
0.0037639306392520666,
-0.0824212059378624,
-0.04501131549477577,
-0.02374579757452011,
-0.051817283034324646,
-0.010223462246358395,
0.028779583051800728,
0.041121527552604675,
0.03548435494303703,
0.05826041102409363,
0.0053696478717029095,
0.001179311191663146,
0.06689412146806717,
-0.022223353385925293,
0.0044114068150520325,
0.052589237689971924,
-0.06552485376596451,
0.036447715014219284,
-0.11220894753932953,
-0.04745044186711311,
-0.05721770226955414,
0.05915806069970131,
-0.03948961943387985,
-0.020034754648804665,
0.00447284197434783,
-0.01711118407547474,
-0.06892863661050797,
-0.018015194684267044,
-0.046600908041000366,
0.0782918930053711,
0.031094366684556007,
-0.048231083899736404,
-0.06348726153373718,
-8.746857137888488e-33,
-0.07514754682779312,
-0.032800350338220596,
-0.03624872490763664,
0.021473165601491928,
-0.11041100323200226,
0.04493236169219017,
-0.05621202662587166,
0.07946492731571198,
0.00363184348680079,
-0.036736372858285904,
0.040313493460416794,
0.05381537601351738,
0.06956685334444046,
0.009702643379569054,
-0.06447591632604599,
0.013442288152873516,
-0.013206847012043,
0.028200285509228706,
0.11048708111047745,
0.003840920515358448,
0.04452219605445862,
-0.0034463710617274046,
0.06956374645233154,
-0.027573827654123306,
0.020785290747880936,
0.053652528673410416,
0.01829558238387108,
0.018396925181150436,
-0.06563445925712585,
0.011311077512800694,
0.05108767747879028,
-0.0431688018143177,
-0.054050493985414505,
0.036836590617895126,
-0.15956079959869385,
0.0892968401312828,
-0.07271595299243927,
-0.016817057505249977,
-0.012703094631433487,
0.01573316752910614,
-0.06861560791730881,
-0.016301918774843216,
0.03324400261044502,
0.09187084436416626,
0.02633533626794815,
-0.050063084810972214,
-0.0028824955224990845,
0.07845555245876312,
-0.06323061138391495,
-0.01803247630596161,
-0.08395242691040039,
0.024977339431643486,
0.010604530572891235,
0.033748649060726166,
-0.12394481897354126,
0.003962530288845301,
-0.010279729031026363,
0.01420159824192524,
0.022393666207790375,
-0.026667427271604538,
-0.024661511182785034,
-0.018363963812589645,
0.0033664642833173275,
0.004236405249685049,
-0.028833800926804543,
-0.07627341151237488,
0.009283928200602531,
-0.059348151087760925,
0.06701547652482986,
-0.08675414323806763,
-0.041563086211681366,
-0.04168747738003731,
-0.03377191349864006,
0.04040460288524628,
0.0024583821650594473,
0.017675448209047318,
0.10415742546319962,
-0.006864769384264946,
-0.03270631283521652,
-0.057569462805986404,
0.07505784928798676,
0.021961281076073647,
-0.1192103698849678,
-0.07690832763910294,
-0.034291792660951614,
0.0913013368844986,
-0.07566709816455841,
0.048994969576597214,
-0.008521688170731068,
-0.033004771918058395,
0.07874128967523575,
0.046033285558223724,
-0.0556509830057621,
-0.00976419635117054,
0.0888618677854538,
-6.081638304067383e-8,
0.009807891212403774,
0.004159589763730764,
-0.02580295316874981,
0.04612165316939354,
0.006988123990595341,
-0.07255982607603073,
-0.042469874024391174,
-0.056068338453769684,
0.0588558129966259,
-0.07513953745365143,
-0.021115226671099663,
-0.033301591873168945,
-0.11311697214841843,
-0.09459823369979858,
0.01473187655210495,
-0.0034480539616197348,
0.06948358565568924,
-0.03120848909020424,
-0.03073711134493351,
0.08280537277460098,
0.019484765827655792,
-0.05980801582336426,
-0.0840226262807846,
0.05302492529153824,
-0.014613891951739788,
-0.05057007819414139,
-0.021598244085907936,
-0.07241615653038025,
-0.04262946918606758,
0.044906895607709885,
0.044541843235492706,
-0.007932104170322418,
0.020482489839196205,
0.06755823642015457,
-0.141885444521904,
-0.020712310448288918,
-0.08752083033323288,
-0.00042654192657209933,
-0.035185229033231735,
0.011820665560662746,
-0.01720469444990158,
0.023407090455293655,
-0.05401467904448509,
0.0012630214914679527,
-0.001439130399376154,
0.05082353577017784,
0.0036068023182451725,
0.019674303010106087,
0.0374564528465271,
0.04491547867655754,
-0.09502339363098145,
0.022095967084169388,
0.0070875841192901134,
-0.06241058558225632,
-0.07007297873497009,
0.06702641397714615,
-0.011579975485801697,
-0.015417373739182949,
0.002695605158805847,
-0.011033503338694572,
0.023455888032913208,
0.02808082103729248,
-0.08829750865697861,
0.01459863968193531
] | null | null | null | null | null | null | null |
[
-0.03800588846206665,
-0.037815432995557785,
0.0008371333824470639,
0.039449293166399,
-0.046079281717538834,
0.02139783836901188,
0.0036613387055695057,
-0.026826277375221252,
0.04920371621847153,
-0.0947791039943695,
0.05633672699332237,
0.07156477123498917,
-0.0028020250611007214,
-0.011826773174107075,
0.05147150158882141,
-0.030042991042137146,
-0.03113422356545925,
-0.05752186104655266,
-0.03318691998720169,
0.024221118539571762,
0.061580903828144073,
-0.03356338292360306,
0.013805951923131943,
0.0072977058589458466,
0.052348989993333817,
0.0460844412446022,
0.10575088858604431,
0.02834629826247692,
0.023486953228712082,
0.00017339612531941384,
0.05245436728000641,
0.045572079718112946,
-0.12302320450544357,
0.013372556306421757,
-0.012575359083712101,
-0.01568051241338253,
0.09886109828948975,
-0.07316885888576508,
0.013433801010251045,
0.01776249334216118,
0.06493239104747772,
0.08038299530744553,
-0.011735518462955952,
-0.031129350885748863,
0.09918342530727386,
-0.033094339072704315,
0.1345461755990982,
-0.034680504351854324,
-0.03157972916960716,
-0.13033507764339447,
-0.05415620654821396,
0.02792007476091385,
0.06408201158046722,
0.04008304327726364,
0.0126500828191638,
0.030602820217609406,
-0.004862444009631872,
-0.00243471865542233,
0.020122673362493515,
-0.0812545120716095,
-0.008579202927649021,
0.09515584260225296,
0.009676842018961906,
-0.02584998309612274,
0.06231050193309784,
-0.029230546206235886,
-0.02653156779706478,
-0.0029402808286249638,
0.003437168663367629,
0.04945772886276245,
-0.013203690759837627,
-0.017841761931777,
0.01948273554444313,
-0.015142344869673252,
0.007596207782626152,
0.001394411432556808,
-0.042594362050294876,
0.09178678691387177,
0.014737418852746487,
-0.028757790103554726,
-0.016435952857136726,
-0.12275668978691101,
-0.036309290677309036,
0.039831794798374176,
-0.020173683762550354,
0.0025514867156744003,
-0.03800351545214653,
-0.02876243181526661,
-0.0337420292198658,
-0.0383908785879612,
-0.023570120334625244,
-0.0789005309343338,
-0.01626923494040966,
-0.07543950527906418,
0.04755493625998497,
0.002424705307930708,
0.08276233077049255,
0.060766465961933136,
0.06745355576276779,
0.001841107732616365,
0.10481924563646317,
-0.01741083152592182,
0.02010628581047058,
0.05634023994207382,
0.043392740190029144,
-0.02879902347922325,
0.07558321952819824,
0.06950632482767105,
-0.03916185349225998,
0.02823314443230629,
0.07109201699495316,
-0.06914792209863663,
-0.014044519513845444,
-0.021694093942642212,
-0.03369821235537529,
0.11749454587697983,
-0.05397625267505646,
0.11160413920879364,
0.037947166711091995,
0.06240147724747658,
-0.016375508159399033,
-0.028922351077198982,
-0.005579340271651745,
0.09856166690587997,
-0.008938641287386417,
0.025851674377918243,
-0.08499503135681152,
5.097647699749978e-33,
0.07182982563972473,
-0.016425682231783867,
0.050666920840740204,
0.06488935649394989,
0.011577037163078785,
0.01166947279125452,
-0.0038800244219601154,
-0.05258316174149513,
0.0053421915508806705,
-0.042786505073308945,
0.016239764168858528,
0.04265900328755379,
0.05970170348882675,
0.02346571907401085,
0.048960696905851364,
-0.07888449728488922,
-0.06699493527412415,
-0.033465251326560974,
0.03467434644699097,
0.005002490244805813,
0.0948384553194046,
0.08071882277727127,
-0.05397723987698555,
0.004103856161236763,
-0.04981667548418045,
-0.026240669190883636,
0.03517232835292816,
0.020937351509928703,
-0.10235048085451126,
0.030458688735961914,
0.03380988538265228,
0.01078284252434969,
-0.09219040721654892,
-0.016240065917372704,
0.0923735573887825,
-0.00138752197381109,
0.018306098878383636,
0.042074356228113174,
-0.04546138644218445,
-0.007437323220074177,
-0.012984304688870907,
-0.04872412607073784,
-0.03177879378199577,
0.053341444581747055,
-0.0016795636620372534,
-0.029427312314510345,
0.042522139847278595,
0.004103056620806456,
0.01489646639674902,
0.0037198702339082956,
-0.02352689765393734,
-0.023450419306755066,
-0.002794336061924696,
-0.01084780041128397,
0.05654679983854294,
-0.023485098034143448,
0.043320342898368835,
0.006399984937161207,
-0.052935730665922165,
-0.003863697871565819,
-0.003764781868085265,
-0.03593014180660248,
0.0037639306392520666,
-0.0824212059378624,
-0.04501131549477577,
-0.02374579757452011,
-0.051817283034324646,
-0.010223462246358395,
0.028779583051800728,
0.041121527552604675,
0.03548435494303703,
0.05826041102409363,
0.0053696478717029095,
0.001179311191663146,
0.06689412146806717,
-0.022223353385925293,
0.0044114068150520325,
0.052589237689971924,
-0.06552485376596451,
0.036447715014219284,
-0.11220894753932953,
-0.04745044186711311,
-0.05721770226955414,
0.05915806069970131,
-0.03948961943387985,
-0.020034754648804665,
0.00447284197434783,
-0.01711118407547474,
-0.06892863661050797,
-0.018015194684267044,
-0.046600908041000366,
0.0782918930053711,
0.031094366684556007,
-0.048231083899736404,
-0.06348726153373718,
-8.746857137888488e-33,
-0.07514754682779312,
-0.032800350338220596,
-0.03624872490763664,
0.021473165601491928,
-0.11041100323200226,
0.04493236169219017,
-0.05621202662587166,
0.07946492731571198,
0.00363184348680079,
-0.036736372858285904,
0.040313493460416794,
0.05381537601351738,
0.06956685334444046,
0.009702643379569054,
-0.06447591632604599,
0.013442288152873516,
-0.013206847012043,
0.028200285509228706,
0.11048708111047745,
0.003840920515358448,
0.04452219605445862,
-0.0034463710617274046,
0.06956374645233154,
-0.027573827654123306,
0.020785290747880936,
0.053652528673410416,
0.01829558238387108,
0.018396925181150436,
-0.06563445925712585,
0.011311077512800694,
0.05108767747879028,
-0.0431688018143177,
-0.054050493985414505,
0.036836590617895126,
-0.15956079959869385,
0.0892968401312828,
-0.07271595299243927,
-0.016817057505249977,
-0.012703094631433487,
0.01573316752910614,
-0.06861560791730881,
-0.016301918774843216,
0.03324400261044502,
0.09187084436416626,
0.02633533626794815,
-0.050063084810972214,
-0.0028824955224990845,
0.07845555245876312,
-0.06323061138391495,
-0.01803247630596161,
-0.08395242691040039,
0.024977339431643486,
0.010604530572891235,
0.033748649060726166,
-0.12394481897354126,
0.003962530288845301,
-0.010279729031026363,
0.01420159824192524,
0.022393666207790375,
-0.026667427271604538,
-0.024661511182785034,
-0.018363963812589645,
0.0033664642833173275,
0.004236405249685049,
-0.028833800926804543,
-0.07627341151237488,
0.009283928200602531,
-0.059348151087760925,
0.06701547652482986,
-0.08675414323806763,
-0.041563086211681366,
-0.04168747738003731,
-0.03377191349864006,
0.04040460288524628,
0.0024583821650594473,
0.017675448209047318,
0.10415742546319962,
-0.006864769384264946,
-0.03270631283521652,
-0.057569462805986404,
0.07505784928798676,
0.021961281076073647,
-0.1192103698849678,
-0.07690832763910294,
-0.034291792660951614,
0.0913013368844986,
-0.07566709816455841,
0.048994969576597214,
-0.008521688170731068,
-0.033004771918058395,
0.07874128967523575,
0.046033285558223724,
-0.0556509830057621,
-0.00976419635117054,
0.0888618677854538,
-6.081638304067383e-8,
0.009807891212403774,
0.004159589763730764,
-0.02580295316874981,
0.04612165316939354,
0.006988123990595341,
-0.07255982607603073,
-0.042469874024391174,
-0.056068338453769684,
0.0588558129966259,
-0.07513953745365143,
-0.021115226671099663,
-0.033301591873168945,
-0.11311697214841843,
-0.09459823369979858,
0.01473187655210495,
-0.0034480539616197348,
0.06948358565568924,
-0.03120848909020424,
-0.03073711134493351,
0.08280537277460098,
0.019484765827655792,
-0.05980801582336426,
-0.0840226262807846,
0.05302492529153824,
-0.014613891951739788,
-0.05057007819414139,
-0.021598244085907936,
-0.07241615653038025,
-0.04262946918606758,
0.044906895607709885,
0.044541843235492706,
-0.007932104170322418,
0.020482489839196205,
0.06755823642015457,
-0.141885444521904,
-0.020712310448288918,
-0.08752083033323288,
-0.00042654192657209933,
-0.035185229033231735,
0.011820665560662746,
-0.01720469444990158,
0.023407090455293655,
-0.05401467904448509,
0.0012630214914679527,
-0.001439130399376154,
0.05082353577017784,
0.0036068023182451725,
0.019674303010106087,
0.0374564528465271,
0.04491547867655754,
-0.09502339363098145,
0.022095967084169388,
0.0070875841192901134,
-0.06241058558225632,
-0.07007297873497009,
0.06702641397714615,
-0.011579975485801697,
-0.015417373739182949,
0.002695605158805847,
-0.011033503338694572,
0.023455888032913208,
0.02808082103729248,
-0.08829750865697861,
0.01459863968193531
] |
1402.4998
|
Dries van Oosten
|
H. Zhang, S. A. Wolbers, D. M. Krol, J. I. Dijkhuis, and D. van Oosten
|
Modelling and experiments of self-reflectivity under femtosecond
ablation conditions
|
11 pages, 8 figures
| null | null | null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We present a numerical model which describes the propagation of a single
femtosecond laser pulse in a medium of which the optical properties dynamically
change within the duration of the pulse. We use a Finite Difference Time Domain
(FDTD) method to solve the Maxwell's equations coupled to equations describing
the changes in the material properties. We use the model to simulate the
self-reflectivity of strongly focused femtosecond laser pulses on silicon and
gold under laser ablation condition. We compare the simulations to experimental
results and find excellent agreement.
|
[
{
"created": "Thu, 20 Feb 2014 13:54:54 GMT",
"version": "v1"
}
] |
2014-02-21
|
[
[
"Zhang",
"H.",
""
],
[
"Wolbers",
"S. A.",
""
],
[
"Krol",
"D. M.",
""
],
[
"Dijkhuis",
"J. I.",
""
],
[
"van Oosten",
"D.",
""
]
] |
[
0.016246981918811798,
-0.06501705944538116,
0.045387428253889084,
0.056817393749952316,
-0.02113102190196514,
-0.11121606826782227,
0.08686717599630356,
-0.031287141144275665,
-0.06618580222129822,
-0.07593154907226562,
0.011501515284180641,
0.00027585672796703875,
-0.010523183271288872,
-0.0000723301200196147,
0.041601307690143585,
-0.03934343159198761,
0.025602106004953384,
-0.022927848622202873,
0.01896100491285324,
0.04967702552676201,
0.0939568355679512,
-0.037795353680849075,
0.02332814782857895,
-0.019251374527812004,
-0.0649050921201706,
-0.10531085729598999,
0.053759343922138214,
0.0042284270748496056,
-0.0037303930148482323,
0.03140677884221077,
0.11192965507507324,
-0.04450230300426483,
-0.05300155654549599,
0.08706298470497131,
-0.06590370833873749,
-0.02901850827038288,
0.05413718521595001,
0.03122050128877163,
-0.08212628215551376,
-0.05826263502240181,
0.039371367543935776,
-0.06003817543387413,
-0.02343486249446869,
0.027892449870705605,
0.07085694372653961,
-0.036391567438840866,
0.036390386521816254,
-0.09791196137666702,
-0.02735155262053013,
0.03273351863026619,
-0.006914170924574137,
0.029092540964484215,
-0.06663765758275986,
-0.042615219950675964,
0.07935509085655212,
0.04594609886407852,
0.05995090678334236,
0.0374290868639946,
0.017486602067947388,
-0.03952626883983612,
-0.030837230384349823,
0.005204738117754459,
-0.02785651944577694,
-0.055721838027238846,
0.05236758664250374,
0.014663196168839931,
0.050021640956401825,
0.06690774857997894,
-0.03987853229045868,
0.01816392131149769,
0.052243635058403015,
0.004911558236926794,
0.04063788801431656,
0.0013279455015435815,
0.016568509861826897,
-0.0418204739689827,
0.00618788180872798,
0.10757803916931152,
-0.06454076617956161,
-0.03603021427989006,
0.06009381264448166,
0.039385296404361725,
0.015871476382017136,
-0.011955329217016697,
-0.08903024345636368,
0.035525593906641006,
-0.03101116418838501,
0.03078725002706051,
-0.06991361081600189,
-0.06529968976974487,
0.0373108796775341,
0.026039423421025276,
-0.06038755178451538,
-0.04158890247344971,
0.03005850687623024,
-0.08212713897228241,
0.044422607868909836,
-0.0816601812839508,
0.060355447232723236,
-0.02393537014722824,
-0.04195670038461685,
0.019873974844813347,
-0.04967256262898445,
0.06656967103481293,
-0.019722100347280502,
-0.0013936238829046488,
0.02055528201162815,
0.17978091537952423,
-0.07656651735305786,
0.0014380852226167917,
0.08978953212499619,
-0.013285130262374878,
-0.04370586574077606,
0.005544114857912064,
0.04785540699958801,
0.025882991030812263,
-0.020033080130815506,
-0.00571481604129076,
0.041704967617988586,
-0.0454566664993763,
-0.011706890538334846,
0.059142857789993286,
-0.016062254086136818,
-0.03509484976530075,
-0.04012788087129593,
0.02871115505695343,
0.0671481192111969,
-2.1409363100182788e-33,
0.08289485424757004,
0.07482361048460007,
-0.09070958197116852,
-0.031416941434144974,
-0.031636130064725876,
-0.024904021993279457,
0.08316797763109207,
0.01714371331036091,
-0.05296027287840843,
-0.0070509398356080055,
0.0015339761739596725,
0.03063100576400757,
-0.030574770644307137,
0.0007838229648768902,
0.030954105779528618,
-0.0010571335442364216,
0.02892964705824852,
0.0029314872808754444,
0.08251918107271194,
0.03895191475749016,
0.00600928021594882,
0.06555697321891785,
0.020652176812291145,
0.022027267143130302,
0.0001078228306141682,
0.0219330545514822,
-0.08872576057910919,
0.08869533985853195,
0.03001558966934681,
-0.005752189550548792,
0.009759784676134586,
0.0965910330414772,
-0.030701259151101112,
-0.06519070267677307,
0.12299259752035141,
0.033665016293525696,
-0.02008274756371975,
0.08144872635602951,
-0.0004252613289281726,
-0.048783011734485626,
-0.03064824640750885,
-0.013158603571355343,
0.09472533315420151,
0.019244996830821037,
-0.015277129597961903,
-0.01812269166111946,
-0.08991134911775589,
0.043148335069417953,
-0.03472147136926651,
0.009744919836521149,
-0.014516064897179604,
0.003976022358983755,
-0.008260790258646011,
-0.02519224025309086,
0.03165852651000023,
0.01928248070180416,
0.054276950657367706,
0.010314724408090115,
-0.010168032720685005,
-0.004331890493631363,
0.14712753891944885,
-0.07359084486961365,
0.13012315332889557,
0.06159312278032303,
-0.01198121253401041,
0.01997586339712143,
-0.03686247766017914,
0.03815837949514389,
-0.006573203485459089,
0.011181069537997246,
0.017945438623428345,
0.044237952679395676,
0.027456453070044518,
-0.10029830783605576,
0.0957721695303917,
-0.04999285936355591,
0.06169557943940163,
-0.06404827535152435,
-0.022034931927919388,
-0.03277787193655968,
0.0017160887364298105,
0.014721072278916836,
-0.08283020555973053,
-0.0719340443611145,
-0.019481990486383438,
0.0882912427186966,
-0.03407486528158188,
-0.01636054366827011,
-0.09589824080467224,
-0.0821814313530922,
-0.03405406326055527,
0.010614634491503239,
0.06502127647399902,
-0.0336189940571785,
-0.00017926606233231723,
4.052779423978848e-34,
0.05815380439162254,
0.0009276604978367686,
0.06319030374288559,
0.047561828047037125,
0.005044155288487673,
0.04160967469215393,
0.07199525833129883,
0.12646503746509552,
-0.06778621673583984,
0.043509650975465775,
0.06402195245027542,
-0.03557628020644188,
-0.0840555727481842,
0.019788682460784912,
-0.12119756639003754,
0.023627210408449173,
0.00898628681898117,
-0.07601499557495117,
0.021194832399487495,
0.040117766708135605,
-0.06574074178934097,
0.016798151656985283,
0.023025009781122208,
0.024619121104478836,
-0.007339345291256905,
0.008861677721142769,
-0.05542408674955368,
0.01832658424973488,
-0.06948214024305344,
-0.06922248005867004,
0.024044346064329147,
-0.02134590782225132,
0.014255901798605919,
-0.04594702273607254,
-0.090941421687603,
0.05727168917655945,
0.02615419216454029,
-0.013465235009789467,
0.009647169150412083,
-0.05353778600692749,
-0.011401951313018799,
-0.03264928236603737,
-0.008627856150269508,
-0.018768927082419395,
-0.0003925297933164984,
0.035862814635038376,
-0.05495429039001465,
-0.06521110236644745,
0.04485612362623215,
-0.01230721827596426,
-0.053802356123924255,
-0.041723936796188354,
0.027252377942204475,
-0.0031625565607100725,
-0.016273271292448044,
0.012532118707895279,
0.028945405036211014,
0.07587964832782745,
-0.005874770227819681,
0.05695062130689621,
-0.026370184496045113,
-0.01942502148449421,
0.16849824786186218,
0.061797261238098145,
0.035956498235464096,
-0.002238580258563161,
0.010288462042808533,
0.027899419888854027,
0.004455212038010359,
0.01619480922818184,
0.014091018587350845,
0.02579735964536667,
-0.044137727469205856,
0.037602487951517105,
-0.039347000420093536,
-0.022652510553598404,
0.030436281114816666,
-0.012601584196090698,
-0.1240130141377449,
0.0546419732272625,
0.09855499118566513,
0.0490126870572567,
-0.03300845995545387,
0.05649258568882942,
-0.08654594421386719,
-0.03166063874959946,
0.06970846652984619,
-0.010022366419434547,
-0.0797857865691185,
-0.0205083005130291,
-0.003074735403060913,
0.013009118847548962,
0.05655511096119881,
-0.16888968646526337,
0.02071862295269966,
-3.708876405994488e-8,
-0.03758375719189644,
-0.006929535418748856,
-0.012931271456182003,
0.034597571939229965,
0.015393491834402084,
0.011202310211956501,
-0.020116664469242096,
-0.10156644135713577,
0.003637602785602212,
-0.06764017790555954,
-0.09532821923494339,
-0.005404247902333736,
0.001304955338127911,
0.03201448917388916,
-0.06412535905838013,
-0.01270094234496355,
0.04362493008375168,
-0.059325773268938065,
-0.0030853881035000086,
0.010129713453352451,
-0.0789904072880745,
0.01693928986787796,
0.031099215149879456,
0.0047051506116986275,
-0.010280744172632694,
-0.007472979370504618,
-0.02562452293932438,
-0.01924086920917034,
0.04291173815727234,
0.05814685672521591,
-0.022021731361746788,
-0.06471210718154907,
-0.022227684035897255,
0.06860524415969849,
-0.06907350569963455,
-0.03260762616991997,
-0.0051130736246705055,
0.013714920729398727,
-0.02851528488099575,
-0.04554681479930878,
0.02970925346016884,
0.03385773301124573,
-0.04339070990681648,
0.004083611536771059,
0.01694714091718197,
-0.0038305697962641716,
-0.052609726786613464,
-0.05112889036536217,
-0.008973900228738785,
0.09557366371154785,
0.01826251856982708,
0.006981977261602879,
-0.03445398434996605,
-0.04866405203938484,
0.02036815509200096,
-0.0327906459569931,
-0.04290366917848587,
0.05519503355026245,
0.07945436984300613,
0.017806103453040123,
0.04848439246416092,
-0.08771704137325287,
0.002581243170425296,
0.057238731533288956
] | null | null | null | null | null | null | null |
[
0.016246981918811798,
-0.06501705944538116,
0.045387428253889084,
0.056817393749952316,
-0.02113102190196514,
-0.11121606826782227,
0.08686717599630356,
-0.031287141144275665,
-0.06618580222129822,
-0.07593154907226562,
0.011501515284180641,
0.00027585672796703875,
-0.010523183271288872,
-0.0000723301200196147,
0.041601307690143585,
-0.03934343159198761,
0.025602106004953384,
-0.022927848622202873,
0.01896100491285324,
0.04967702552676201,
0.0939568355679512,
-0.037795353680849075,
0.02332814782857895,
-0.019251374527812004,
-0.0649050921201706,
-0.10531085729598999,
0.053759343922138214,
0.0042284270748496056,
-0.0037303930148482323,
0.03140677884221077,
0.11192965507507324,
-0.04450230300426483,
-0.05300155654549599,
0.08706298470497131,
-0.06590370833873749,
-0.02901850827038288,
0.05413718521595001,
0.03122050128877163,
-0.08212628215551376,
-0.05826263502240181,
0.039371367543935776,
-0.06003817543387413,
-0.02343486249446869,
0.027892449870705605,
0.07085694372653961,
-0.036391567438840866,
0.036390386521816254,
-0.09791196137666702,
-0.02735155262053013,
0.03273351863026619,
-0.006914170924574137,
0.029092540964484215,
-0.06663765758275986,
-0.042615219950675964,
0.07935509085655212,
0.04594609886407852,
0.05995090678334236,
0.0374290868639946,
0.017486602067947388,
-0.03952626883983612,
-0.030837230384349823,
0.005204738117754459,
-0.02785651944577694,
-0.055721838027238846,
0.05236758664250374,
0.014663196168839931,
0.050021640956401825,
0.06690774857997894,
-0.03987853229045868,
0.01816392131149769,
0.052243635058403015,
0.004911558236926794,
0.04063788801431656,
0.0013279455015435815,
0.016568509861826897,
-0.0418204739689827,
0.00618788180872798,
0.10757803916931152,
-0.06454076617956161,
-0.03603021427989006,
0.06009381264448166,
0.039385296404361725,
0.015871476382017136,
-0.011955329217016697,
-0.08903024345636368,
0.035525593906641006,
-0.03101116418838501,
0.03078725002706051,
-0.06991361081600189,
-0.06529968976974487,
0.0373108796775341,
0.026039423421025276,
-0.06038755178451538,
-0.04158890247344971,
0.03005850687623024,
-0.08212713897228241,
0.044422607868909836,
-0.0816601812839508,
0.060355447232723236,
-0.02393537014722824,
-0.04195670038461685,
0.019873974844813347,
-0.04967256262898445,
0.06656967103481293,
-0.019722100347280502,
-0.0013936238829046488,
0.02055528201162815,
0.17978091537952423,
-0.07656651735305786,
0.0014380852226167917,
0.08978953212499619,
-0.013285130262374878,
-0.04370586574077606,
0.005544114857912064,
0.04785540699958801,
0.025882991030812263,
-0.020033080130815506,
-0.00571481604129076,
0.041704967617988586,
-0.0454566664993763,
-0.011706890538334846,
0.059142857789993286,
-0.016062254086136818,
-0.03509484976530075,
-0.04012788087129593,
0.02871115505695343,
0.0671481192111969,
-2.1409363100182788e-33,
0.08289485424757004,
0.07482361048460007,
-0.09070958197116852,
-0.031416941434144974,
-0.031636130064725876,
-0.024904021993279457,
0.08316797763109207,
0.01714371331036091,
-0.05296027287840843,
-0.0070509398356080055,
0.0015339761739596725,
0.03063100576400757,
-0.030574770644307137,
0.0007838229648768902,
0.030954105779528618,
-0.0010571335442364216,
0.02892964705824852,
0.0029314872808754444,
0.08251918107271194,
0.03895191475749016,
0.00600928021594882,
0.06555697321891785,
0.020652176812291145,
0.022027267143130302,
0.0001078228306141682,
0.0219330545514822,
-0.08872576057910919,
0.08869533985853195,
0.03001558966934681,
-0.005752189550548792,
0.009759784676134586,
0.0965910330414772,
-0.030701259151101112,
-0.06519070267677307,
0.12299259752035141,
0.033665016293525696,
-0.02008274756371975,
0.08144872635602951,
-0.0004252613289281726,
-0.048783011734485626,
-0.03064824640750885,
-0.013158603571355343,
0.09472533315420151,
0.019244996830821037,
-0.015277129597961903,
-0.01812269166111946,
-0.08991134911775589,
0.043148335069417953,
-0.03472147136926651,
0.009744919836521149,
-0.014516064897179604,
0.003976022358983755,
-0.008260790258646011,
-0.02519224025309086,
0.03165852651000023,
0.01928248070180416,
0.054276950657367706,
0.010314724408090115,
-0.010168032720685005,
-0.004331890493631363,
0.14712753891944885,
-0.07359084486961365,
0.13012315332889557,
0.06159312278032303,
-0.01198121253401041,
0.01997586339712143,
-0.03686247766017914,
0.03815837949514389,
-0.006573203485459089,
0.011181069537997246,
0.017945438623428345,
0.044237952679395676,
0.027456453070044518,
-0.10029830783605576,
0.0957721695303917,
-0.04999285936355591,
0.06169557943940163,
-0.06404827535152435,
-0.022034931927919388,
-0.03277787193655968,
0.0017160887364298105,
0.014721072278916836,
-0.08283020555973053,
-0.0719340443611145,
-0.019481990486383438,
0.0882912427186966,
-0.03407486528158188,
-0.01636054366827011,
-0.09589824080467224,
-0.0821814313530922,
-0.03405406326055527,
0.010614634491503239,
0.06502127647399902,
-0.0336189940571785,
-0.00017926606233231723,
4.052779423978848e-34,
0.05815380439162254,
0.0009276604978367686,
0.06319030374288559,
0.047561828047037125,
0.005044155288487673,
0.04160967469215393,
0.07199525833129883,
0.12646503746509552,
-0.06778621673583984,
0.043509650975465775,
0.06402195245027542,
-0.03557628020644188,
-0.0840555727481842,
0.019788682460784912,
-0.12119756639003754,
0.023627210408449173,
0.00898628681898117,
-0.07601499557495117,
0.021194832399487495,
0.040117766708135605,
-0.06574074178934097,
0.016798151656985283,
0.023025009781122208,
0.024619121104478836,
-0.007339345291256905,
0.008861677721142769,
-0.05542408674955368,
0.01832658424973488,
-0.06948214024305344,
-0.06922248005867004,
0.024044346064329147,
-0.02134590782225132,
0.014255901798605919,
-0.04594702273607254,
-0.090941421687603,
0.05727168917655945,
0.02615419216454029,
-0.013465235009789467,
0.009647169150412083,
-0.05353778600692749,
-0.011401951313018799,
-0.03264928236603737,
-0.008627856150269508,
-0.018768927082419395,
-0.0003925297933164984,
0.035862814635038376,
-0.05495429039001465,
-0.06521110236644745,
0.04485612362623215,
-0.01230721827596426,
-0.053802356123924255,
-0.041723936796188354,
0.027252377942204475,
-0.0031625565607100725,
-0.016273271292448044,
0.012532118707895279,
0.028945405036211014,
0.07587964832782745,
-0.005874770227819681,
0.05695062130689621,
-0.026370184496045113,
-0.01942502148449421,
0.16849824786186218,
0.061797261238098145,
0.035956498235464096,
-0.002238580258563161,
0.010288462042808533,
0.027899419888854027,
0.004455212038010359,
0.01619480922818184,
0.014091018587350845,
0.02579735964536667,
-0.044137727469205856,
0.037602487951517105,
-0.039347000420093536,
-0.022652510553598404,
0.030436281114816666,
-0.012601584196090698,
-0.1240130141377449,
0.0546419732272625,
0.09855499118566513,
0.0490126870572567,
-0.03300845995545387,
0.05649258568882942,
-0.08654594421386719,
-0.03166063874959946,
0.06970846652984619,
-0.010022366419434547,
-0.0797857865691185,
-0.0205083005130291,
-0.003074735403060913,
0.013009118847548962,
0.05655511096119881,
-0.16888968646526337,
0.02071862295269966,
-3.708876405994488e-8,
-0.03758375719189644,
-0.006929535418748856,
-0.012931271456182003,
0.034597571939229965,
0.015393491834402084,
0.011202310211956501,
-0.020116664469242096,
-0.10156644135713577,
0.003637602785602212,
-0.06764017790555954,
-0.09532821923494339,
-0.005404247902333736,
0.001304955338127911,
0.03201448917388916,
-0.06412535905838013,
-0.01270094234496355,
0.04362493008375168,
-0.059325773268938065,
-0.0030853881035000086,
0.010129713453352451,
-0.0789904072880745,
0.01693928986787796,
0.031099215149879456,
0.0047051506116986275,
-0.010280744172632694,
-0.007472979370504618,
-0.02562452293932438,
-0.01924086920917034,
0.04291173815727234,
0.05814685672521591,
-0.022021731361746788,
-0.06471210718154907,
-0.022227684035897255,
0.06860524415969849,
-0.06907350569963455,
-0.03260762616991997,
-0.0051130736246705055,
0.013714920729398727,
-0.02851528488099575,
-0.04554681479930878,
0.02970925346016884,
0.03385773301124573,
-0.04339070990681648,
0.004083611536771059,
0.01694714091718197,
-0.0038305697962641716,
-0.052609726786613464,
-0.05112889036536217,
-0.008973900228738785,
0.09557366371154785,
0.01826251856982708,
0.006981977261602879,
-0.03445398434996605,
-0.04866405203938484,
0.02036815509200096,
-0.0327906459569931,
-0.04290366917848587,
0.05519503355026245,
0.07945436984300613,
0.017806103453040123,
0.04848439246416092,
-0.08771704137325287,
0.002581243170425296,
0.057238731533288956
] |
1402.5003
|
Magnus M. Halldorsson
|
Marijke H.L. Bodlaender and Magn\'us M. Halld\'orsson
|
Beyond Geometry : Towards Fully Realistic Wireless Models
| null | null | null | null |
cs.NI cs.DS
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Signal-strength models of wireless communications capture the gradual fading
of signals and the additivity of interference. As such, they are closer to
reality than other models. However, nearly all theoretic work in the SINR model
depends on the assumption of smooth geometric decay, one that is true in free
space but is far off in actual environments. The challenge is to model
realistic environments, including walls, obstacles, reflections and anisotropic
antennas, without making the models algorithmically impractical or analytically
intractable.
We present a simple solution that allows the modeling of arbitrary static
situations by moving from geometry to arbitrary decay spaces. The complexity of
a setting is captured by a metricity parameter Z that indicates how far the
decay space is from satisfying the triangular inequality. All results that hold
in the SINR model in general metrics carry over to decay spaces, with the
resulting time complexity and approximation depending on Z in the same way that
the original results depends on the path loss term alpha. For distributed
algorithms, that to date have appeared to necessarily depend on the planarity,
we indicate how they can be adapted to arbitrary decay spaces.
Finally, we explore the dependence on Z in the approximability of core
problems. In particular, we observe that the capacity maximization problem has
exponential upper and lower bounds in terms of Z in general decay spaces. In
Euclidean metrics and related growth-bounded decay spaces, the performance
depends on the exact metricity definition, with a polynomial upper bound in
terms of Z, but an exponential lower bound in terms of a variant parameter phi.
On the plane, the upper bound result actually yields the first approximation of
a capacity-type SINR problem that is subexponential in alpha.
|
[
{
"created": "Thu, 20 Feb 2014 14:11:14 GMT",
"version": "v1"
}
] |
2014-02-21
|
[
[
"Bodlaender",
"Marijke H. L.",
""
],
[
"Halldórsson",
"Magnús M.",
""
]
] |
[
-0.07645799219608307,
-0.011316150426864624,
-0.005485239904373884,
-0.02192155458033085,
0.08297869563102722,
-0.10093172639608383,
-0.05848561227321625,
-0.010252741165459156,
-0.008884221315383911,
-0.023490194231271744,
-0.026265235617756844,
0.03001762554049492,
0.006314585916697979,
-0.02539204992353916,
0.02946867048740387,
-0.05221269279718399,
0.06534576416015625,
-0.04606541246175766,
-0.09003443270921707,
-0.02631872333586216,
-0.008255855180323124,
0.04403983801603317,
-0.039967574179172516,
-0.030333176255226135,
0.06441773474216461,
-0.021436145529150963,
0.0730615183711052,
-0.08615713566541672,
0.017947562038898468,
0.031639594584703445,
0.015417581424117088,
-0.009302271530032158,
-0.0004962988896295428,
-0.057121265679597855,
-0.038968078792095184,
0.08490175753831863,
0.014621252194046974,
0.002489781938493252,
0.004752969369292259,
0.060665637254714966,
-0.023587122559547424,
0.1022675484418869,
0.008490219712257385,
0.02333839423954487,
-0.057187698781490326,
-0.07578680664300919,
0.030983228236436844,
-0.010776626877486706,
-0.03193765878677368,
-0.07246120274066925,
-0.000726974627468735,
-0.009213237091898918,
-0.04740586504340172,
0.03169678524136543,
-0.01921347714960575,
-0.09742540866136551,
-0.007178215775638819,
0.008486293256282806,
-0.05419951304793358,
0.02016415260732174,
0.04875490814447403,
-0.03999710455536842,
-0.0064604757353663445,
-0.017575271427631378,
-0.01013646088540554,
0.005129133351147175,
0.0925549566745758,
0.052939265966415405,
-0.02085576206445694,
0.08712007105350494,
-0.08778411149978638,
-0.042730674147605896,
-0.08109228312969208,
0.038812629878520966,
0.008367404341697693,
0.010593659244477749,
0.05376646667718887,
0.07593724876642227,
-0.00001956810592673719,
-0.023669414222240448,
-0.022502616047859192,
-0.007700955495238304,
-0.06976925581693649,
-0.03039860539138317,
0.022766415029764175,
0.041164323687553406,
-0.1069696769118309,
0.03328586742281914,
0.09004335105419159,
-0.03823525831103325,
-0.0003593872534111142,
0.02483026683330536,
-0.08001633733510971,
0.03367340564727783,
0.021533751860260963,
-0.027602169662714005,
0.029129065573215485,
-0.027948085218667984,
0.00029393527074716985,
0.10629783570766449,
-0.01571063883602619,
-0.07855379581451416,
0.019147979095578194,
-0.04447393864393234,
0.03668313845992088,
0.002544769085943699,
-0.004263527691364288,
0.04067790135741234,
0.013625665567815304,
0.022484678775072098,
0.059342529624700546,
-0.00408631656318903,
-0.013975216075778008,
0.07941289991140366,
0.040440429002046585,
-0.029054727405309677,
0.05480239540338516,
0.05572762340307236,
0.06911381334066391,
0.04071381315588951,
0.022221656516194344,
-0.0069397566840052605,
0.032337259501218796,
-0.0021677068434655666,
0.06475372612476349,
0.0407293364405632,
0.024156277999281883,
8.12855078277581e-34,
-0.06469663232564926,
0.07974369823932648,
-0.05122664198279381,
0.051558397710323334,
0.060575440526008606,
-0.001715235412120819,
0.029239119961857796,
0.11559093743562698,
0.09126016497612,
0.07546825706958771,
-0.0550905205309391,
0.012823489494621754,
-0.05029980093240738,
-0.05680537596344948,
0.12233152240514755,
0.006412571761757135,
-0.014521444216370583,
-0.03538450971245766,
-0.03550790250301361,
-0.009825143031775951,
0.09965494275093079,
-0.08827749639749527,
-0.0672055333852768,
-0.0513322614133358,
-0.004344574641436338,
-0.005916911642998457,
-0.04747395217418671,
-0.08862318843603134,
-0.05350617319345474,
0.00898375641554594,
-0.06822265684604645,
0.03612607344985008,
0.02647911198437214,
0.058076854795217514,
0.03468093276023865,
-0.01135954074561596,
-0.01212858222424984,
-0.025451958179473877,
-0.007659466005861759,
-0.06254629790782928,
-0.024785656481981277,
-0.014445343986153603,
-0.0179403405636549,
0.043341852724552155,
0.03453633934259415,
-0.13793495297431946,
0.047956433147192,
0.026540353894233704,
-0.04960399866104126,
-0.053801096975803375,
0.05262158811092377,
-0.0617884024977684,
-0.09696320444345474,
0.015295003540813923,
0.023412546142935753,
-0.02214573137462139,
-0.00032224334427155554,
0.009934835135936737,
0.032650176435709,
0.09581564366817474,
0.014234060421586037,
0.001753441640175879,
0.0640181303024292,
-0.006565633229911327,
0.03402209281921387,
-0.03046899475157261,
-0.12039633095264435,
-0.01725362055003643,
0.044828157871961594,
0.04000357538461685,
0.014853185042738914,
0.024657782167196274,
-0.015213308855891228,
0.0011797198094427586,
0.049386125057935715,
-0.06722930073738098,
0.033871304243803024,
-0.013897057622671127,
0.006024432368576527,
0.015144038014113903,
-0.0318865031003952,
0.0019345988985151052,
-0.0571536123752594,
-0.003314969828352332,
-0.014797233045101166,
-0.0036803418770432472,
0.0578550361096859,
-0.08726668357849121,
-0.10377246886491776,
-0.05105909705162048,
-0.09672485291957855,
0.07308106124401093,
0.009062279015779495,
-0.025422796607017517,
-0.03012140840291977,
-3.754251980669974e-33,
-0.06480571627616882,
0.035994160920381546,
0.01852354034781456,
-0.014153082855045795,
-0.028536038473248482,
-0.03802265226840973,
-0.053391650319099426,
0.006507406011223793,
-0.016118016093969345,
-0.07961983233690262,
-0.03317401558160782,
0.04095899686217308,
0.046873532235622406,
0.042066145688295364,
0.013416382484138012,
-0.018733682110905647,
0.10542935132980347,
-0.07345280051231384,
-0.03379957377910614,
-0.02552374079823494,
0.03248123079538345,
-0.007808332797139883,
-0.07358502596616745,
-0.059797320514917374,
0.0227513387799263,
0.025871343910694122,
-0.025653356686234474,
0.04345398023724556,
0.058864858001470566,
0.043697893619537354,
-0.05153847485780716,
-0.02087586373090744,
-0.02276337519288063,
-0.06602875888347626,
0.024212798103690147,
0.04317718744277954,
0.01902259886264801,
0.08394293487071991,
-0.041136082261800766,
-0.00905072595924139,
0.07552174478769302,
-0.013778275810182095,
-0.053868163377046585,
0.046697989106178284,
0.04291499778628349,
-0.06549174338579178,
-0.02330888994038105,
-0.020133089274168015,
-0.0891963317990303,
-0.02479824423789978,
0.07768790423870087,
-0.039669446647167206,
0.027319492772221565,
0.09855913370847702,
-0.020709166303277016,
0.058063022792339325,
-0.041806090623140335,
0.029430478811264038,
0.09521867334842682,
-0.014996413141489029,
-0.05003761127591133,
-0.08690783381462097,
0.005175465252250433,
0.09342881292104721,
0.059020981192588806,
-0.009107590653002262,
-0.02032351866364479,
-0.00816174503415823,
-0.04679468646645546,
0.12783998250961304,
0.00036828499287366867,
0.001466047135181725,
-0.07224388420581818,
0.0016240716213360429,
-0.02915765531361103,
0.04501747339963913,
0.09650851041078568,
-0.0019834425766021013,
-0.08656182885169983,
-0.004957843571901321,
-0.022624684497714043,
0.11352576315402985,
-0.05917757749557495,
-0.08641264587640762,
0.030398989096283913,
-0.017149293795228004,
-0.015389974229037762,
-0.0213466789573431,
-0.03253920376300812,
0.00793196726590395,
0.013501851819455624,
-0.012765785679221153,
-0.028843941166996956,
-0.05665000155568123,
-0.045222826302051544,
-5.706228023427684e-8,
-0.04548689350485802,
0.025068923830986023,
-0.046042852103710175,
-0.08038721978664398,
0.10829325020313263,
-0.04383639991283417,
0.04048748314380646,
-0.10913078486919403,
0.035084377974271774,
-0.007707162294536829,
0.01888040080666542,
0.033307068049907684,
-0.017678000032901764,
0.06312018632888794,
-0.08169890195131302,
0.09439458698034286,
-0.09672901779413223,
-0.09286269545555115,
0.036884404718875885,
0.0611259862780571,
-0.04342258349061012,
-0.023835711181163788,
0.0029587731696665287,
0.025318294763565063,
0.017762551084160805,
0.004341103136539459,
0.020195569843053818,
0.0034130436833947897,
0.05891173705458641,
0.09193478524684906,
-0.02290811762213707,
0.04028091952204704,
0.11673373728990555,
0.08992935717105865,
-0.06058422848582268,
0.019869988784193993,
0.04711782932281494,
-0.047031451016664505,
-0.05605630204081535,
0.007574543822556734,
-0.02934093587100506,
0.05341465026140213,
-0.030272051692008972,
-0.0059506213292479515,
0.12416745722293854,
-0.01606059819459915,
0.08832791447639465,
0.018854642286896706,
-0.029906610026955605,
0.026072200387716293,
-0.009739269502460957,
0.045434094965457916,
-0.07376153767108917,
-0.08802209794521332,
-0.021661190316081047,
-0.03709594905376434,
0.0549505315721035,
-0.09071313589811325,
0.03574991971254349,
-0.004685915540903807,
-0.07295800000429153,
0.08010511845350266,
-0.018003344535827637,
0.003893003100529313
] | null | null | null | null | null | null | null |
[
-0.07645799219608307,
-0.011316150426864624,
-0.005485239904373884,
-0.02192155458033085,
0.08297869563102722,
-0.10093172639608383,
-0.05848561227321625,
-0.010252741165459156,
-0.008884221315383911,
-0.023490194231271744,
-0.026265235617756844,
0.03001762554049492,
0.006314585916697979,
-0.02539204992353916,
0.02946867048740387,
-0.05221269279718399,
0.06534576416015625,
-0.04606541246175766,
-0.09003443270921707,
-0.02631872333586216,
-0.008255855180323124,
0.04403983801603317,
-0.039967574179172516,
-0.030333176255226135,
0.06441773474216461,
-0.021436145529150963,
0.0730615183711052,
-0.08615713566541672,
0.017947562038898468,
0.031639594584703445,
0.015417581424117088,
-0.009302271530032158,
-0.0004962988896295428,
-0.057121265679597855,
-0.038968078792095184,
0.08490175753831863,
0.014621252194046974,
0.002489781938493252,
0.004752969369292259,
0.060665637254714966,
-0.023587122559547424,
0.1022675484418869,
0.008490219712257385,
0.02333839423954487,
-0.057187698781490326,
-0.07578680664300919,
0.030983228236436844,
-0.010776626877486706,
-0.03193765878677368,
-0.07246120274066925,
-0.000726974627468735,
-0.009213237091898918,
-0.04740586504340172,
0.03169678524136543,
-0.01921347714960575,
-0.09742540866136551,
-0.007178215775638819,
0.008486293256282806,
-0.05419951304793358,
0.02016415260732174,
0.04875490814447403,
-0.03999710455536842,
-0.0064604757353663445,
-0.017575271427631378,
-0.01013646088540554,
0.005129133351147175,
0.0925549566745758,
0.052939265966415405,
-0.02085576206445694,
0.08712007105350494,
-0.08778411149978638,
-0.042730674147605896,
-0.08109228312969208,
0.038812629878520966,
0.008367404341697693,
0.010593659244477749,
0.05376646667718887,
0.07593724876642227,
-0.00001956810592673719,
-0.023669414222240448,
-0.022502616047859192,
-0.007700955495238304,
-0.06976925581693649,
-0.03039860539138317,
0.022766415029764175,
0.041164323687553406,
-0.1069696769118309,
0.03328586742281914,
0.09004335105419159,
-0.03823525831103325,
-0.0003593872534111142,
0.02483026683330536,
-0.08001633733510971,
0.03367340564727783,
0.021533751860260963,
-0.027602169662714005,
0.029129065573215485,
-0.027948085218667984,
0.00029393527074716985,
0.10629783570766449,
-0.01571063883602619,
-0.07855379581451416,
0.019147979095578194,
-0.04447393864393234,
0.03668313845992088,
0.002544769085943699,
-0.004263527691364288,
0.04067790135741234,
0.013625665567815304,
0.022484678775072098,
0.059342529624700546,
-0.00408631656318903,
-0.013975216075778008,
0.07941289991140366,
0.040440429002046585,
-0.029054727405309677,
0.05480239540338516,
0.05572762340307236,
0.06911381334066391,
0.04071381315588951,
0.022221656516194344,
-0.0069397566840052605,
0.032337259501218796,
-0.0021677068434655666,
0.06475372612476349,
0.0407293364405632,
0.024156277999281883,
8.12855078277581e-34,
-0.06469663232564926,
0.07974369823932648,
-0.05122664198279381,
0.051558397710323334,
0.060575440526008606,
-0.001715235412120819,
0.029239119961857796,
0.11559093743562698,
0.09126016497612,
0.07546825706958771,
-0.0550905205309391,
0.012823489494621754,
-0.05029980093240738,
-0.05680537596344948,
0.12233152240514755,
0.006412571761757135,
-0.014521444216370583,
-0.03538450971245766,
-0.03550790250301361,
-0.009825143031775951,
0.09965494275093079,
-0.08827749639749527,
-0.0672055333852768,
-0.0513322614133358,
-0.004344574641436338,
-0.005916911642998457,
-0.04747395217418671,
-0.08862318843603134,
-0.05350617319345474,
0.00898375641554594,
-0.06822265684604645,
0.03612607344985008,
0.02647911198437214,
0.058076854795217514,
0.03468093276023865,
-0.01135954074561596,
-0.01212858222424984,
-0.025451958179473877,
-0.007659466005861759,
-0.06254629790782928,
-0.024785656481981277,
-0.014445343986153603,
-0.0179403405636549,
0.043341852724552155,
0.03453633934259415,
-0.13793495297431946,
0.047956433147192,
0.026540353894233704,
-0.04960399866104126,
-0.053801096975803375,
0.05262158811092377,
-0.0617884024977684,
-0.09696320444345474,
0.015295003540813923,
0.023412546142935753,
-0.02214573137462139,
-0.00032224334427155554,
0.009934835135936737,
0.032650176435709,
0.09581564366817474,
0.014234060421586037,
0.001753441640175879,
0.0640181303024292,
-0.006565633229911327,
0.03402209281921387,
-0.03046899475157261,
-0.12039633095264435,
-0.01725362055003643,
0.044828157871961594,
0.04000357538461685,
0.014853185042738914,
0.024657782167196274,
-0.015213308855891228,
0.0011797198094427586,
0.049386125057935715,
-0.06722930073738098,
0.033871304243803024,
-0.013897057622671127,
0.006024432368576527,
0.015144038014113903,
-0.0318865031003952,
0.0019345988985151052,
-0.0571536123752594,
-0.003314969828352332,
-0.014797233045101166,
-0.0036803418770432472,
0.0578550361096859,
-0.08726668357849121,
-0.10377246886491776,
-0.05105909705162048,
-0.09672485291957855,
0.07308106124401093,
0.009062279015779495,
-0.025422796607017517,
-0.03012140840291977,
-3.754251980669974e-33,
-0.06480571627616882,
0.035994160920381546,
0.01852354034781456,
-0.014153082855045795,
-0.028536038473248482,
-0.03802265226840973,
-0.053391650319099426,
0.006507406011223793,
-0.016118016093969345,
-0.07961983233690262,
-0.03317401558160782,
0.04095899686217308,
0.046873532235622406,
0.042066145688295364,
0.013416382484138012,
-0.018733682110905647,
0.10542935132980347,
-0.07345280051231384,
-0.03379957377910614,
-0.02552374079823494,
0.03248123079538345,
-0.007808332797139883,
-0.07358502596616745,
-0.059797320514917374,
0.0227513387799263,
0.025871343910694122,
-0.025653356686234474,
0.04345398023724556,
0.058864858001470566,
0.043697893619537354,
-0.05153847485780716,
-0.02087586373090744,
-0.02276337519288063,
-0.06602875888347626,
0.024212798103690147,
0.04317718744277954,
0.01902259886264801,
0.08394293487071991,
-0.041136082261800766,
-0.00905072595924139,
0.07552174478769302,
-0.013778275810182095,
-0.053868163377046585,
0.046697989106178284,
0.04291499778628349,
-0.06549174338579178,
-0.02330888994038105,
-0.020133089274168015,
-0.0891963317990303,
-0.02479824423789978,
0.07768790423870087,
-0.039669446647167206,
0.027319492772221565,
0.09855913370847702,
-0.020709166303277016,
0.058063022792339325,
-0.041806090623140335,
0.029430478811264038,
0.09521867334842682,
-0.014996413141489029,
-0.05003761127591133,
-0.08690783381462097,
0.005175465252250433,
0.09342881292104721,
0.059020981192588806,
-0.009107590653002262,
-0.02032351866364479,
-0.00816174503415823,
-0.04679468646645546,
0.12783998250961304,
0.00036828499287366867,
0.001466047135181725,
-0.07224388420581818,
0.0016240716213360429,
-0.02915765531361103,
0.04501747339963913,
0.09650851041078568,
-0.0019834425766021013,
-0.08656182885169983,
-0.004957843571901321,
-0.022624684497714043,
0.11352576315402985,
-0.05917757749557495,
-0.08641264587640762,
0.030398989096283913,
-0.017149293795228004,
-0.015389974229037762,
-0.0213466789573431,
-0.03253920376300812,
0.00793196726590395,
0.013501851819455624,
-0.012765785679221153,
-0.028843941166996956,
-0.05665000155568123,
-0.045222826302051544,
-5.706228023427684e-8,
-0.04548689350485802,
0.025068923830986023,
-0.046042852103710175,
-0.08038721978664398,
0.10829325020313263,
-0.04383639991283417,
0.04048748314380646,
-0.10913078486919403,
0.035084377974271774,
-0.007707162294536829,
0.01888040080666542,
0.033307068049907684,
-0.017678000032901764,
0.06312018632888794,
-0.08169890195131302,
0.09439458698034286,
-0.09672901779413223,
-0.09286269545555115,
0.036884404718875885,
0.0611259862780571,
-0.04342258349061012,
-0.023835711181163788,
0.0029587731696665287,
0.025318294763565063,
0.017762551084160805,
0.004341103136539459,
0.020195569843053818,
0.0034130436833947897,
0.05891173705458641,
0.09193478524684906,
-0.02290811762213707,
0.04028091952204704,
0.11673373728990555,
0.08992935717105865,
-0.06058422848582268,
0.019869988784193993,
0.04711782932281494,
-0.047031451016664505,
-0.05605630204081535,
0.007574543822556734,
-0.02934093587100506,
0.05341465026140213,
-0.030272051692008972,
-0.0059506213292479515,
0.12416745722293854,
-0.01606059819459915,
0.08832791447639465,
0.018854642286896706,
-0.029906610026955605,
0.026072200387716293,
-0.009739269502460957,
0.045434094965457916,
-0.07376153767108917,
-0.08802209794521332,
-0.021661190316081047,
-0.03709594905376434,
0.0549505315721035,
-0.09071313589811325,
0.03574991971254349,
-0.004685915540903807,
-0.07295800000429153,
0.08010511845350266,
-0.018003344535827637,
0.003893003100529313
] |
1402.5006
|
Dahe Liu
|
Juan Liu, Jiulin Shi, Yijun Tang, Kaixing Zhu, Yuan Ge, Xuegang Chen,
Xingdao He, Dahe Liu
|
Effect of atmospheric environment on the attenuation coefficient of
light in water
| null | null | null | null |
physics.ao-ph physics.geo-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The attenuation coefficient of 532 nm light in water under different
atmospheric conditions was investigated. Measurements were made over a two-year
period at the same location and show that the attenuation coefficient is
significantly influenced by the atmospheric environment. It is lowest when the
atmospheric pressure is high and temperature is low, and is highest when the
atmospheric pressure is low and temperature is high. The maximum attenuation
coefficient of pure water in these studies was about three times the minimum
value. The mechanism of the phenomena is discussed. These results are also
important in underwater acoustics.
|
[
{
"created": "Thu, 20 Feb 2014 14:15:53 GMT",
"version": "v1"
}
] |
2014-02-21
|
[
[
"Liu",
"Juan",
""
],
[
"Shi",
"Jiulin",
""
],
[
"Tang",
"Yijun",
""
],
[
"Zhu",
"Kaixing",
""
],
[
"Ge",
"Yuan",
""
],
[
"Chen",
"Xuegang",
""
],
[
"He",
"Xingdao",
""
],
[
"Liu",
"Dahe",
""
]
] |
[
-0.01319141872227192,
-0.03122945874929428,
0.02138415537774563,
0.011326088570058346,
-0.01003445964306593,
-0.03446236252784729,
0.054237447679042816,
-0.006480150856077671,
-0.006743760779500008,
-0.04716910421848297,
0.056715209037065506,
-0.028246136382222176,
0.003251096233725548,
-0.006516226567327976,
-0.06065715476870537,
0.11471876502037048,
0.01990591734647751,
0.01823735237121582,
-0.026967182755470276,
-0.03307921811938286,
0.0544041283428669,
0.04665260389447212,
-0.025287464261054993,
-0.07445266842842102,
0.040235430002212524,
0.009232738055288792,
-0.01697213016450405,
-0.0074521321803331375,
-0.04830176383256912,
0.06635034829378128,
0.04850459098815918,
-0.019105233252048492,
0.05772724002599716,
-0.028762424364686012,
0.02549523115158081,
0.004589920863509178,
-0.023755062371492386,
-0.050510622560977936,
-0.0450156070291996,
-0.011709396727383137,
-0.08149143308401108,
0.005627428647130728,
0.018902450799942017,
0.0631423145532608,
-0.009012678638100624,
0.012994838878512383,
-0.01717006228864193,
-0.014851588755846024,
-0.08456972241401672,
0.00486318115144968,
0.013947954401373863,
0.009705284610390663,
0.004687031731009483,
-0.025501437485218048,
-0.06807243078947067,
-0.03346201032400131,
-0.07521668076515198,
-0.02223219908773899,
0.019204838201403618,
-0.05879543349146843,
0.045956000685691833,
0.05586604028940201,
-0.024731842800974846,
-0.018709808588027954,
0.10371348261833191,
0.013351521454751492,
0.006979861296713352,
-0.002625582041218877,
-0.026340162381529808,
-0.02599412202835083,
-0.016071952879428864,
0.029319923371076584,
0.1026831641793251,
0.04255174472928047,
-0.049288783222436905,
-0.06039508804678917,
-0.004430853296071291,
0.05270379036664963,
-0.020229080691933632,
0.06918321549892426,
0.03490697965025902,
-0.08592160046100616,
-0.016499411314725876,
0.024160567671060562,
0.05182499811053276,
0.005020309239625931,
0.047431617975234985,
0.021694708615541458,
-0.11558707803487778,
-0.002697116695344448,
-0.0810399278998375,
-0.03356928750872612,
-0.06916402280330658,
0.025875933468341827,
-0.035489022731781006,
-0.0010385639034211636,
-0.074509397149086,
-0.008853938430547714,
0.054524313658475876,
-0.038286950439214706,
0.0021945738699287176,
-0.025062624365091324,
-0.07882298529148102,
0.016460806131362915,
0.003434037324041128,
-0.029536016285419464,
0.0006677052588202059,
0.06943772733211517,
0.023334074765443802,
0.04489511251449585,
-0.0738324299454689,
-0.01167341135442257,
-0.05159519240260124,
-0.017061976715922356,
0.038965240120887756,
0.0018325645942240953,
-0.06256304681301117,
0.06196592003107071,
-0.039805009961128235,
-0.006824125535786152,
0.020561128854751587,
0.06866349279880524,
-0.023491133004426956,
0.06377865374088287,
0.03544934466481209,
-0.010521374642848969,
0.03292974829673767,
2.809737126996481e-33,
0.05332434922456741,
-0.07916976511478424,
-0.034927353262901306,
-0.039100565016269684,
0.02095511183142662,
-0.0914812907576561,
0.03982468694448471,
-0.011356987059116364,
-0.0392436720430851,
0.04558779299259186,
-0.03613423556089401,
0.06451630592346191,
-0.04508158564567566,
-0.06594935804605484,
0.01255678478628397,
0.025673100724816322,
0.12559911608695984,
-0.025609906762838364,
-0.019695620983839035,
0.004364365711808205,
-0.04627483710646629,
0.009705264121294022,
0.02430703118443489,
0.020390497520565987,
0.03723931685090065,
-0.0800078734755516,
-0.05541367456316948,
-0.031647901982069016,
-0.0074814665131270885,
0.016554100438952446,
0.04538625851273537,
-0.0940563976764679,
0.03789696842432022,
-0.01932913437485695,
0.014168170280754566,
-0.00036608180380426347,
0.043546780943870544,
0.14610555768013,
0.012663444504141808,
-0.0036501390859484673,
-0.03888988122344017,
0.01901084929704666,
0.08262576907873154,
0.044892843812704086,
0.038827501237392426,
0.008599515073001385,
-0.04534464329481125,
0.037339918315410614,
0.03531299903988838,
0.09565968066453934,
-0.07213335484266281,
-0.13233347237110138,
-0.0317695178091526,
0.1140890046954155,
0.06902776658535004,
0.03583674132823944,
0.04166517034173012,
0.04160613566637039,
-0.047531742602586746,
-0.07250077277421951,
-0.07171831279993057,
-0.019155656918883324,
0.07580094784498215,
-0.04289352893829346,
0.04230404272675514,
0.049316611140966415,
0.02513149008154869,
0.021899018436670303,
-0.05692627653479576,
-0.03333302214741707,
-0.08510558307170868,
-0.006799404509365559,
0.025007052347064018,
0.042461615055799484,
-0.038229476660490036,
-0.02154901809990406,
0.012007229961454868,
-0.07914668321609497,
0.054219409823417664,
0.08661655336618423,
-0.03569919243454933,
0.11057507991790771,
0.08465933054685593,
-0.02335403300821781,
-0.05894317477941513,
0.03599262610077858,
0.005899359472095966,
0.005793767049908638,
-0.022824063897132874,
0.051607098430395126,
0.027728058397769928,
0.005263671278953552,
-0.004032439086586237,
-0.15535567700862885,
0.08913211524486542,
-5.2433961422824796e-33,
0.015548295341432095,
0.038095623254776,
-0.0746447741985321,
0.027802253141999245,
0.07995041459798813,
0.0601927675306797,
-0.0037168720737099648,
0.10691607743501663,
-0.057953231036663055,
0.01973007619380951,
0.06701653450727463,
-0.02496301382780075,
-0.04458421841263771,
-0.008323932997882366,
-0.036932479590177536,
0.014046641997992992,
-0.010852046310901642,
0.04129931330680847,
0.06774745881557465,
0.032354481518268585,
-0.04044868424534798,
0.010476934723556042,
0.1315600723028183,
0.01282443106174469,
-0.07474300265312195,
-0.04168286547064781,
0.03490694239735603,
-0.08832836151123047,
-0.021928930655121803,
-0.05143170803785324,
-0.0666889101266861,
0.10677032172679901,
0.07297644019126892,
-0.003624149365350604,
0.04883458837866783,
0.014975295402109623,
0.0556216724216938,
-0.006059851963073015,
-0.08539699763059616,
0.032848138362169266,
0.03953506797552109,
-0.02246958017349243,
0.07011234015226364,
-0.13549163937568665,
-0.06413917243480682,
0.06406091898679733,
-0.007431806065142155,
-0.06085778400301933,
-0.019196653738617897,
-0.09768252074718475,
-0.011843874119222164,
-0.06657645851373672,
0.06660307198762894,
0.03541142866015434,
0.02328205667436123,
0.04015888646245003,
0.0003543129132594913,
0.027613159269094467,
-0.011580727994441986,
0.03987450152635574,
0.13576088845729828,
-0.029876507818698883,
-0.0290637519210577,
0.01137836929410696,
0.02162342332303524,
0.037080422043800354,
-0.04814903438091278,
0.03527582809329033,
-0.0017271951073780656,
-0.05359206348657608,
-0.000607939378824085,
-0.06097913160920143,
0.020436257123947144,
0.03236568719148636,
0.015868529677391052,
-0.07637368142604828,
-0.12632758915424347,
0.026407083496451378,
-0.10324421525001526,
0.08584392070770264,
-0.015424543060362339,
0.09792224317789078,
-0.03847113251686096,
0.004406660329550505,
-0.012060918845236301,
-0.06296827644109726,
0.051479946821928024,
-0.05576052516698837,
-0.06240951269865036,
-0.011672246269881725,
0.052622243762016296,
0.09405246376991272,
-0.02967069298028946,
-0.07960911840200424,
0.013586286455392838,
-5.4374254432332236e-8,
-0.059327468276023865,
-0.04344534873962402,
0.041855085641145706,
-0.058509185910224915,
0.0068566626869142056,
0.05666523426771164,
0.027837708592414856,
0.010903244838118553,
0.03981852903962135,
-0.037990670651197433,
-0.04981837421655655,
-0.0714067816734314,
0.040261782705783844,
-0.04119483754038811,
-0.028590256348252296,
-0.07266748696565628,
0.0018992603290826082,
-0.06840787827968597,
0.021211883053183556,
-0.0327124260365963,
-0.007356960326433182,
0.007810079958289862,
-0.025920111685991287,
-0.011216464452445507,
0.08031223714351654,
0.07056635618209839,
0.010638395324349403,
-0.006627372466027737,
0.04212931543588638,
-0.011982628144323826,
0.04824669659137726,
-0.048435963690280914,
-0.040563199669122696,
-0.012684589251875877,
-0.0803782120347023,
-0.01513660792261362,
-0.037056293338537216,
-0.04462585225701332,
-0.10198157280683517,
0.009177889674901962,
-0.06798935681581497,
0.03690467029809952,
0.007157755084335804,
0.009188223630189896,
0.06889645010232925,
0.02511683851480484,
0.11276637762784958,
-0.00663759233430028,
-0.060667555779218674,
0.017501765862107277,
-0.04463823884725571,
0.03682958707213402,
-0.013432390987873077,
-0.07482381910085678,
-0.0069333408027887344,
-0.00350704207085073,
0.020725436508655548,
0.07206352800130844,
-0.10281218588352203,
-0.035953376442193985,
0.01774337887763977,
-0.029364774003624916,
-0.08105333149433136,
0.061827003955841064
] | null | null | null | null | null | null | null |
[
-0.01319141872227192,
-0.03122945874929428,
0.02138415537774563,
0.011326088570058346,
-0.01003445964306593,
-0.03446236252784729,
0.054237447679042816,
-0.006480150856077671,
-0.006743760779500008,
-0.04716910421848297,
0.056715209037065506,
-0.028246136382222176,
0.003251096233725548,
-0.006516226567327976,
-0.06065715476870537,
0.11471876502037048,
0.01990591734647751,
0.01823735237121582,
-0.026967182755470276,
-0.03307921811938286,
0.0544041283428669,
0.04665260389447212,
-0.025287464261054993,
-0.07445266842842102,
0.040235430002212524,
0.009232738055288792,
-0.01697213016450405,
-0.0074521321803331375,
-0.04830176383256912,
0.06635034829378128,
0.04850459098815918,
-0.019105233252048492,
0.05772724002599716,
-0.028762424364686012,
0.02549523115158081,
0.004589920863509178,
-0.023755062371492386,
-0.050510622560977936,
-0.0450156070291996,
-0.011709396727383137,
-0.08149143308401108,
0.005627428647130728,
0.018902450799942017,
0.0631423145532608,
-0.009012678638100624,
0.012994838878512383,
-0.01717006228864193,
-0.014851588755846024,
-0.08456972241401672,
0.00486318115144968,
0.013947954401373863,
0.009705284610390663,
0.004687031731009483,
-0.025501437485218048,
-0.06807243078947067,
-0.03346201032400131,
-0.07521668076515198,
-0.02223219908773899,
0.019204838201403618,
-0.05879543349146843,
0.045956000685691833,
0.05586604028940201,
-0.024731842800974846,
-0.018709808588027954,
0.10371348261833191,
0.013351521454751492,
0.006979861296713352,
-0.002625582041218877,
-0.026340162381529808,
-0.02599412202835083,
-0.016071952879428864,
0.029319923371076584,
0.1026831641793251,
0.04255174472928047,
-0.049288783222436905,
-0.06039508804678917,
-0.004430853296071291,
0.05270379036664963,
-0.020229080691933632,
0.06918321549892426,
0.03490697965025902,
-0.08592160046100616,
-0.016499411314725876,
0.024160567671060562,
0.05182499811053276,
0.005020309239625931,
0.047431617975234985,
0.021694708615541458,
-0.11558707803487778,
-0.002697116695344448,
-0.0810399278998375,
-0.03356928750872612,
-0.06916402280330658,
0.025875933468341827,
-0.035489022731781006,
-0.0010385639034211636,
-0.074509397149086,
-0.008853938430547714,
0.054524313658475876,
-0.038286950439214706,
0.0021945738699287176,
-0.025062624365091324,
-0.07882298529148102,
0.016460806131362915,
0.003434037324041128,
-0.029536016285419464,
0.0006677052588202059,
0.06943772733211517,
0.023334074765443802,
0.04489511251449585,
-0.0738324299454689,
-0.01167341135442257,
-0.05159519240260124,
-0.017061976715922356,
0.038965240120887756,
0.0018325645942240953,
-0.06256304681301117,
0.06196592003107071,
-0.039805009961128235,
-0.006824125535786152,
0.020561128854751587,
0.06866349279880524,
-0.023491133004426956,
0.06377865374088287,
0.03544934466481209,
-0.010521374642848969,
0.03292974829673767,
2.809737126996481e-33,
0.05332434922456741,
-0.07916976511478424,
-0.034927353262901306,
-0.039100565016269684,
0.02095511183142662,
-0.0914812907576561,
0.03982468694448471,
-0.011356987059116364,
-0.0392436720430851,
0.04558779299259186,
-0.03613423556089401,
0.06451630592346191,
-0.04508158564567566,
-0.06594935804605484,
0.01255678478628397,
0.025673100724816322,
0.12559911608695984,
-0.025609906762838364,
-0.019695620983839035,
0.004364365711808205,
-0.04627483710646629,
0.009705264121294022,
0.02430703118443489,
0.020390497520565987,
0.03723931685090065,
-0.0800078734755516,
-0.05541367456316948,
-0.031647901982069016,
-0.0074814665131270885,
0.016554100438952446,
0.04538625851273537,
-0.0940563976764679,
0.03789696842432022,
-0.01932913437485695,
0.014168170280754566,
-0.00036608180380426347,
0.043546780943870544,
0.14610555768013,
0.012663444504141808,
-0.0036501390859484673,
-0.03888988122344017,
0.01901084929704666,
0.08262576907873154,
0.044892843812704086,
0.038827501237392426,
0.008599515073001385,
-0.04534464329481125,
0.037339918315410614,
0.03531299903988838,
0.09565968066453934,
-0.07213335484266281,
-0.13233347237110138,
-0.0317695178091526,
0.1140890046954155,
0.06902776658535004,
0.03583674132823944,
0.04166517034173012,
0.04160613566637039,
-0.047531742602586746,
-0.07250077277421951,
-0.07171831279993057,
-0.019155656918883324,
0.07580094784498215,
-0.04289352893829346,
0.04230404272675514,
0.049316611140966415,
0.02513149008154869,
0.021899018436670303,
-0.05692627653479576,
-0.03333302214741707,
-0.08510558307170868,
-0.006799404509365559,
0.025007052347064018,
0.042461615055799484,
-0.038229476660490036,
-0.02154901809990406,
0.012007229961454868,
-0.07914668321609497,
0.054219409823417664,
0.08661655336618423,
-0.03569919243454933,
0.11057507991790771,
0.08465933054685593,
-0.02335403300821781,
-0.05894317477941513,
0.03599262610077858,
0.005899359472095966,
0.005793767049908638,
-0.022824063897132874,
0.051607098430395126,
0.027728058397769928,
0.005263671278953552,
-0.004032439086586237,
-0.15535567700862885,
0.08913211524486542,
-5.2433961422824796e-33,
0.015548295341432095,
0.038095623254776,
-0.0746447741985321,
0.027802253141999245,
0.07995041459798813,
0.0601927675306797,
-0.0037168720737099648,
0.10691607743501663,
-0.057953231036663055,
0.01973007619380951,
0.06701653450727463,
-0.02496301382780075,
-0.04458421841263771,
-0.008323932997882366,
-0.036932479590177536,
0.014046641997992992,
-0.010852046310901642,
0.04129931330680847,
0.06774745881557465,
0.032354481518268585,
-0.04044868424534798,
0.010476934723556042,
0.1315600723028183,
0.01282443106174469,
-0.07474300265312195,
-0.04168286547064781,
0.03490694239735603,
-0.08832836151123047,
-0.021928930655121803,
-0.05143170803785324,
-0.0666889101266861,
0.10677032172679901,
0.07297644019126892,
-0.003624149365350604,
0.04883458837866783,
0.014975295402109623,
0.0556216724216938,
-0.006059851963073015,
-0.08539699763059616,
0.032848138362169266,
0.03953506797552109,
-0.02246958017349243,
0.07011234015226364,
-0.13549163937568665,
-0.06413917243480682,
0.06406091898679733,
-0.007431806065142155,
-0.06085778400301933,
-0.019196653738617897,
-0.09768252074718475,
-0.011843874119222164,
-0.06657645851373672,
0.06660307198762894,
0.03541142866015434,
0.02328205667436123,
0.04015888646245003,
0.0003543129132594913,
0.027613159269094467,
-0.011580727994441986,
0.03987450152635574,
0.13576088845729828,
-0.029876507818698883,
-0.0290637519210577,
0.01137836929410696,
0.02162342332303524,
0.037080422043800354,
-0.04814903438091278,
0.03527582809329033,
-0.0017271951073780656,
-0.05359206348657608,
-0.000607939378824085,
-0.06097913160920143,
0.020436257123947144,
0.03236568719148636,
0.015868529677391052,
-0.07637368142604828,
-0.12632758915424347,
0.026407083496451378,
-0.10324421525001526,
0.08584392070770264,
-0.015424543060362339,
0.09792224317789078,
-0.03847113251686096,
0.004406660329550505,
-0.012060918845236301,
-0.06296827644109726,
0.051479946821928024,
-0.05576052516698837,
-0.06240951269865036,
-0.011672246269881725,
0.052622243762016296,
0.09405246376991272,
-0.02967069298028946,
-0.07960911840200424,
0.013586286455392838,
-5.4374254432332236e-8,
-0.059327468276023865,
-0.04344534873962402,
0.041855085641145706,
-0.058509185910224915,
0.0068566626869142056,
0.05666523426771164,
0.027837708592414856,
0.010903244838118553,
0.03981852903962135,
-0.037990670651197433,
-0.04981837421655655,
-0.0714067816734314,
0.040261782705783844,
-0.04119483754038811,
-0.028590256348252296,
-0.07266748696565628,
0.0018992603290826082,
-0.06840787827968597,
0.021211883053183556,
-0.0327124260365963,
-0.007356960326433182,
0.007810079958289862,
-0.025920111685991287,
-0.011216464452445507,
0.08031223714351654,
0.07056635618209839,
0.010638395324349403,
-0.006627372466027737,
0.04212931543588638,
-0.011982628144323826,
0.04824669659137726,
-0.048435963690280914,
-0.040563199669122696,
-0.012684589251875877,
-0.0803782120347023,
-0.01513660792261362,
-0.037056293338537216,
-0.04462585225701332,
-0.10198157280683517,
0.009177889674901962,
-0.06798935681581497,
0.03690467029809952,
0.007157755084335804,
0.009188223630189896,
0.06889645010232925,
0.02511683851480484,
0.11276637762784958,
-0.00663759233430028,
-0.060667555779218674,
0.017501765862107277,
-0.04463823884725571,
0.03682958707213402,
-0.013432390987873077,
-0.07482381910085678,
-0.0069333408027887344,
-0.00350704207085073,
0.020725436508655548,
0.07206352800130844,
-0.10281218588352203,
-0.035953376442193985,
0.01774337887763977,
-0.029364774003624916,
-0.08105333149433136,
0.061827003955841064
] |
1402.5007
|
Romain Garnier
|
Romain Garnier, Andr\'e Barka, Olivier Pascal
|
Efficient periodic band diagram computation using a finite element
method, Arnoldi eigensolver and sparse linear system solver
| null |
Computer Physics Communications, Volume 184, Issue 7, July 2013,
Pages 1673-1682
|
10.1016/j.cpc.2013.02.011
| null |
physics.comp-ph
|
http://creativecommons.org/licenses/by-nc-sa/3.0/
|
We present here a Finite Element Method devoted to the simulation of 3D
periodic structures of arbitrary geometry. The numerical method based on ARPACK
and PARDISO libraries, is discussed with the aim of extracting the eigenmodes
of periodical structures and thus establishing their frequency band gaps.
Simulation parameters and the computational optimization are the focus.
Resolution will be used to characterize EBG (Electromagnetic Band Gap)
structures, such as plasma rods and metallic cubes.
|
[
{
"created": "Thu, 20 Feb 2014 14:16:33 GMT",
"version": "v1"
}
] |
2014-02-21
|
[
[
"Garnier",
"Romain",
""
],
[
"Barka",
"André",
""
],
[
"Pascal",
"Olivier",
""
]
] |
[
-0.05659102275967598,
0.06014164537191391,
-0.04291214421391487,
-0.022949539124965668,
-0.0800444632768631,
-0.09043630212545395,
-0.015606007538735867,
-0.023696262389421463,
-0.07255200296640396,
-0.054811324924230576,
0.0028019265737384558,
-0.05451448634266853,
0.012293915264308453,
-0.07330219447612762,
0.13811595737934113,
-0.084264375269413,
-0.04135020449757576,
-0.023113921284675598,
0.027128279209136963,
0.031951069831848145,
0.024411147460341454,
-0.009173963218927383,
-0.08170611411333084,
-0.05046020448207855,
-0.01092558167874813,
-0.0003894065448548645,
0.04916224256157875,
-0.061683107167482376,
0.05408192425966263,
-0.00439322367310524,
0.0997796282172203,
-0.030195100232958794,
0.0040293061174452305,
-0.006566769443452358,
0.018658306449651718,
-0.04448042809963226,
-0.03064180165529251,
0.055260710418224335,
-0.10737865418195724,
0.03254973143339157,
0.010602082125842571,
0.055377013981342316,
0.017523761838674545,
0.029654763638973236,
0.040589939802885056,
-0.043522704392671585,
-0.006852090358734131,
-0.07678242027759552,
0.001154488418251276,
-0.058366093784570694,
-0.024795088917016983,
-0.03929506614804268,
0.02741369418799877,
0.06150107830762863,
0.023637620732188225,
-0.06250336766242981,
0.0431000255048275,
-0.033077262341976166,
0.0019376227864995599,
-0.07235652953386307,
0.0656132847070694,
-0.058471787720918655,
-0.014489954337477684,
-0.030666565522551537,
0.009392065927386284,
0.02737080678343773,
0.04170285537838936,
-0.042163215577602386,
-0.009354818612337112,
0.00868421234190464,
-0.005009242333471775,
0.010921184904873371,
0.02276722714304924,
0.02394639141857624,
0.08905555307865143,
0.08316239714622498,
-0.07916758209466934,
0.007618313655257225,
-0.023305533453822136,
0.020923923701047897,
-0.047597385942935944,
0.04740079119801521,
-0.029545478522777557,
-0.000281378481304273,
-0.08468747138977051,
0.03328390046954155,
-0.07132826745510101,
-0.0034299087710678577,
-0.06491506099700928,
-0.009711610153317451,
0.09086208045482635,
0.0867302194237709,
-0.07352583855390549,
0.011487714014947414,
-0.0808967873454094,
0.06293413043022156,
0.09419792890548706,
0.010895009152591228,
0.061034221202135086,
0.028232527896761894,
0.06681433320045471,
-0.037737950682640076,
-0.021834932267665863,
0.07607382535934448,
-0.07690565288066864,
0.06048654764890671,
0.039750467985868454,
-0.0027581339236348867,
-0.05857516825199127,
0.00693383626639843,
0.021950000897049904,
0.037908002734184265,
-0.06438945233821869,
-0.014819379895925522,
0.037052225321531296,
-0.028452325612306595,
0.03597284108400345,
0.0356990247964859,
0.14974306523799896,
0.06167995184659958,
0.060363054275512695,
0.06373191624879837,
0.024817245081067085,
0.08995387703180313,
0.009969757869839668,
0.020062293857336044,
-0.011936885304749012,
-1.8227436956984871e-34,
-0.022455109283328056,
0.0393696092069149,
-0.019811775535345078,
0.014114337041974068,
0.01717819646000862,
0.029675843194127083,
0.026041720062494278,
0.04313287511467934,
0.08499134331941605,
0.039933543652296066,
-0.11001638323068619,
-0.00992080383002758,
0.061101436614990234,
-0.022145560011267662,
0.043359290808439255,
-0.045971840620040894,
0.0025982677470892668,
0.011650829575955868,
0.006322935689240694,
0.07173535972833633,
0.0878763347864151,
-0.06438106298446655,
0.03527329862117767,
0.05856677517294884,
-0.07025523483753204,
0.05094466730952263,
-0.005052555818110704,
-0.007300081197172403,
-0.07844161987304688,
-0.0022057185415178537,
0.05781375616788864,
0.00643970537930727,
0.050357747822999954,
0.06133158132433891,
0.0829034075140953,
0.011001423001289368,
0.035668663680553436,
0.08527646213769913,
-0.09589364379644394,
-0.06092512235045433,
0.03428390249609947,
-0.017603326588869095,
0.03429718688130379,
0.03138493746519089,
0.04151298478245735,
-0.02287949062883854,
0.0591529905796051,
-0.053864359855651855,
0.06153402850031853,
-0.01902921497821808,
0.006726526189595461,
0.01763906143605709,
-0.00573843065649271,
-0.021087344735860825,
0.03937387093901634,
0.025906559079885483,
0.0018257596530020237,
0.004398544784635305,
0.03359394520521164,
-0.03904719650745392,
0.04210847616195679,
0.06388738006353378,
0.08116564899682999,
0.03947873041033745,
-0.021933481097221375,
0.02816486544907093,
-0.03384708985686302,
-0.029514215886592865,
-0.024023516103625298,
0.0031955421436578035,
0.013296122662723064,
0.0025524008087813854,
0.017292136326432228,
0.0033485242165625095,
0.021423356607556343,
-0.03956911340355873,
-0.014538451097905636,
-0.016689948737621307,
0.004920155741274357,
-0.015223504044115543,
0.025163156911730766,
0.007138416171073914,
0.008698997087776661,
-0.04078157991170883,
-0.015085199847817421,
-0.0708070769906044,
0.06486346572637558,
0.016658317297697067,
0.010431278496980667,
-0.11607321351766586,
0.009796767495572567,
-0.0027158185839653015,
0.05127514526247978,
0.007783951703459024,
0.037238314747810364,
-2.0860271321814466e-33,
0.07431918382644653,
-0.005942836869508028,
0.09505659341812134,
-0.07355421036481857,
0.0370635986328125,
-0.023268677294254303,
-0.06839360296726227,
0.10194302350282669,
0.004925503395497799,
0.018594324588775635,
0.05355872958898544,
0.01549934409558773,
0.016819152981042862,
0.007272715680301189,
-0.006210634484887123,
0.006632012315094471,
0.02424558997154236,
-0.16243991255760193,
-0.012917809188365936,
-0.0336105041205883,
-0.07463382184505463,
-0.1065220907330513,
0.015310928225517273,
-0.06738746166229248,
-0.035421889275312424,
-0.02369704470038414,
0.03383226320147514,
-0.11392795294523239,
0.010908094234764576,
0.08831407874822617,
-0.09272229671478271,
0.04973495751619339,
0.027444683015346527,
0.02085661143064499,
0.020283449441194534,
0.024535277858376503,
-0.05723109841346741,
0.04631708562374115,
0.08274801820516586,
-0.15399383008480072,
-0.06833958625793457,
0.048972152173519135,
0.015347102656960487,
-0.08439218252897263,
-0.006105445791035891,
0.015795527026057243,
0.03166759014129639,
0.006079963408410549,
-0.08287906646728516,
0.0013569069560617208,
-0.02371538057923317,
-0.025687584653496742,
0.012231891043484211,
-0.08875080198049545,
0.05107036232948303,
0.04590689390897751,
-0.07609790563583374,
-0.01828625798225403,
0.06897386908531189,
-0.012968834489583969,
-0.07846461236476898,
-0.049056366086006165,
0.055557310581207275,
-0.028102481737732887,
0.006031829863786697,
0.016954952850937843,
-0.02598031423985958,
-0.017834244295954704,
-0.07416076958179474,
0.05610564723610878,
0.015486628748476505,
0.019520940259099007,
-0.04523421451449394,
0.04419580101966858,
-0.04219863563776016,
-0.05881620943546295,
0.043458543717861176,
0.0451238751411438,
-0.011473521590232849,
0.04015236347913742,
0.10059700906276703,
0.02096579037606716,
-0.08307512104511261,
0.02094724401831627,
-0.05545204132795334,
-0.034691426903009415,
-0.0009450071956962347,
0.03748524934053421,
-0.028388626873493195,
0.016313273459672928,
0.04819270968437195,
0.047693558037281036,
0.0502949133515358,
0.09389570355415344,
0.07026204466819763,
-4.0047552829491906e-8,
-0.020811259746551514,
-0.04449499398469925,
-0.01271506305783987,
-0.04977567493915558,
0.03264664113521576,
-0.026385869830846786,
-0.05344652384519577,
-0.09297306835651398,
0.05523451790213585,
-0.08549012243747711,
0.06691404432058334,
-0.04793296009302139,
-0.055747270584106445,
0.06487379968166351,
-0.028397100046277046,
0.05176470801234245,
0.007837604731321335,
-0.03881080448627472,
0.025477146729826927,
0.019851693883538246,
-0.09754903614521027,
0.03474053740501404,
0.06998471170663834,
-0.06630252301692963,
0.03672810643911362,
0.031405288726091385,
-0.05044925585389137,
-0.0729839950799942,
0.055293112993240356,
-0.024365615099668503,
-0.06307327002286911,
-0.0502801351249218,
0.023100238293409348,
0.0789792537689209,
0.0015702579403296113,
0.026688870042562485,
-0.0276067815721035,
-0.017165187746286392,
-0.009167610667645931,
-0.08502455800771713,
-0.0196321289986372,
0.008057010360062122,
0.09986485540866852,
-0.0689237117767334,
0.03862817957997322,
0.039937857538461685,
-0.04801127314567566,
0.08281322568655014,
-0.005861096084117889,
-0.006328272633254528,
-0.07682029902935028,
-0.020503442734479904,
-0.035664450377225876,
-0.04628133401274681,
-0.07172682881355286,
-0.005040195770561695,
-0.0492190383374691,
-0.08468294888734818,
0.027888160198926926,
-0.1215323954820633,
-0.04473007842898369,
-0.0031503308564424515,
-0.05424701049923897,
0.03575532138347626
] | null | null | null | null | null | null | null |
[
-0.05659102275967598,
0.06014164537191391,
-0.04291214421391487,
-0.022949539124965668,
-0.0800444632768631,
-0.09043630212545395,
-0.015606007538735867,
-0.023696262389421463,
-0.07255200296640396,
-0.054811324924230576,
0.0028019265737384558,
-0.05451448634266853,
0.012293915264308453,
-0.07330219447612762,
0.13811595737934113,
-0.084264375269413,
-0.04135020449757576,
-0.023113921284675598,
0.027128279209136963,
0.031951069831848145,
0.024411147460341454,
-0.009173963218927383,
-0.08170611411333084,
-0.05046020448207855,
-0.01092558167874813,
-0.0003894065448548645,
0.04916224256157875,
-0.061683107167482376,
0.05408192425966263,
-0.00439322367310524,
0.0997796282172203,
-0.030195100232958794,
0.0040293061174452305,
-0.006566769443452358,
0.018658306449651718,
-0.04448042809963226,
-0.03064180165529251,
0.055260710418224335,
-0.10737865418195724,
0.03254973143339157,
0.010602082125842571,
0.055377013981342316,
0.017523761838674545,
0.029654763638973236,
0.040589939802885056,
-0.043522704392671585,
-0.006852090358734131,
-0.07678242027759552,
0.001154488418251276,
-0.058366093784570694,
-0.024795088917016983,
-0.03929506614804268,
0.02741369418799877,
0.06150107830762863,
0.023637620732188225,
-0.06250336766242981,
0.0431000255048275,
-0.033077262341976166,
0.0019376227864995599,
-0.07235652953386307,
0.0656132847070694,
-0.058471787720918655,
-0.014489954337477684,
-0.030666565522551537,
0.009392065927386284,
0.02737080678343773,
0.04170285537838936,
-0.042163215577602386,
-0.009354818612337112,
0.00868421234190464,
-0.005009242333471775,
0.010921184904873371,
0.02276722714304924,
0.02394639141857624,
0.08905555307865143,
0.08316239714622498,
-0.07916758209466934,
0.007618313655257225,
-0.023305533453822136,
0.020923923701047897,
-0.047597385942935944,
0.04740079119801521,
-0.029545478522777557,
-0.000281378481304273,
-0.08468747138977051,
0.03328390046954155,
-0.07132826745510101,
-0.0034299087710678577,
-0.06491506099700928,
-0.009711610153317451,
0.09086208045482635,
0.0867302194237709,
-0.07352583855390549,
0.011487714014947414,
-0.0808967873454094,
0.06293413043022156,
0.09419792890548706,
0.010895009152591228,
0.061034221202135086,
0.028232527896761894,
0.06681433320045471,
-0.037737950682640076,
-0.021834932267665863,
0.07607382535934448,
-0.07690565288066864,
0.06048654764890671,
0.039750467985868454,
-0.0027581339236348867,
-0.05857516825199127,
0.00693383626639843,
0.021950000897049904,
0.037908002734184265,
-0.06438945233821869,
-0.014819379895925522,
0.037052225321531296,
-0.028452325612306595,
0.03597284108400345,
0.0356990247964859,
0.14974306523799896,
0.06167995184659958,
0.060363054275512695,
0.06373191624879837,
0.024817245081067085,
0.08995387703180313,
0.009969757869839668,
0.020062293857336044,
-0.011936885304749012,
-1.8227436956984871e-34,
-0.022455109283328056,
0.0393696092069149,
-0.019811775535345078,
0.014114337041974068,
0.01717819646000862,
0.029675843194127083,
0.026041720062494278,
0.04313287511467934,
0.08499134331941605,
0.039933543652296066,
-0.11001638323068619,
-0.00992080383002758,
0.061101436614990234,
-0.022145560011267662,
0.043359290808439255,
-0.045971840620040894,
0.0025982677470892668,
0.011650829575955868,
0.006322935689240694,
0.07173535972833633,
0.0878763347864151,
-0.06438106298446655,
0.03527329862117767,
0.05856677517294884,
-0.07025523483753204,
0.05094466730952263,
-0.005052555818110704,
-0.007300081197172403,
-0.07844161987304688,
-0.0022057185415178537,
0.05781375616788864,
0.00643970537930727,
0.050357747822999954,
0.06133158132433891,
0.0829034075140953,
0.011001423001289368,
0.035668663680553436,
0.08527646213769913,
-0.09589364379644394,
-0.06092512235045433,
0.03428390249609947,
-0.017603326588869095,
0.03429718688130379,
0.03138493746519089,
0.04151298478245735,
-0.02287949062883854,
0.0591529905796051,
-0.053864359855651855,
0.06153402850031853,
-0.01902921497821808,
0.006726526189595461,
0.01763906143605709,
-0.00573843065649271,
-0.021087344735860825,
0.03937387093901634,
0.025906559079885483,
0.0018257596530020237,
0.004398544784635305,
0.03359394520521164,
-0.03904719650745392,
0.04210847616195679,
0.06388738006353378,
0.08116564899682999,
0.03947873041033745,
-0.021933481097221375,
0.02816486544907093,
-0.03384708985686302,
-0.029514215886592865,
-0.024023516103625298,
0.0031955421436578035,
0.013296122662723064,
0.0025524008087813854,
0.017292136326432228,
0.0033485242165625095,
0.021423356607556343,
-0.03956911340355873,
-0.014538451097905636,
-0.016689948737621307,
0.004920155741274357,
-0.015223504044115543,
0.025163156911730766,
0.007138416171073914,
0.008698997087776661,
-0.04078157991170883,
-0.015085199847817421,
-0.0708070769906044,
0.06486346572637558,
0.016658317297697067,
0.010431278496980667,
-0.11607321351766586,
0.009796767495572567,
-0.0027158185839653015,
0.05127514526247978,
0.007783951703459024,
0.037238314747810364,
-2.0860271321814466e-33,
0.07431918382644653,
-0.005942836869508028,
0.09505659341812134,
-0.07355421036481857,
0.0370635986328125,
-0.023268677294254303,
-0.06839360296726227,
0.10194302350282669,
0.004925503395497799,
0.018594324588775635,
0.05355872958898544,
0.01549934409558773,
0.016819152981042862,
0.007272715680301189,
-0.006210634484887123,
0.006632012315094471,
0.02424558997154236,
-0.16243991255760193,
-0.012917809188365936,
-0.0336105041205883,
-0.07463382184505463,
-0.1065220907330513,
0.015310928225517273,
-0.06738746166229248,
-0.035421889275312424,
-0.02369704470038414,
0.03383226320147514,
-0.11392795294523239,
0.010908094234764576,
0.08831407874822617,
-0.09272229671478271,
0.04973495751619339,
0.027444683015346527,
0.02085661143064499,
0.020283449441194534,
0.024535277858376503,
-0.05723109841346741,
0.04631708562374115,
0.08274801820516586,
-0.15399383008480072,
-0.06833958625793457,
0.048972152173519135,
0.015347102656960487,
-0.08439218252897263,
-0.006105445791035891,
0.015795527026057243,
0.03166759014129639,
0.006079963408410549,
-0.08287906646728516,
0.0013569069560617208,
-0.02371538057923317,
-0.025687584653496742,
0.012231891043484211,
-0.08875080198049545,
0.05107036232948303,
0.04590689390897751,
-0.07609790563583374,
-0.01828625798225403,
0.06897386908531189,
-0.012968834489583969,
-0.07846461236476898,
-0.049056366086006165,
0.055557310581207275,
-0.028102481737732887,
0.006031829863786697,
0.016954952850937843,
-0.02598031423985958,
-0.017834244295954704,
-0.07416076958179474,
0.05610564723610878,
0.015486628748476505,
0.019520940259099007,
-0.04523421451449394,
0.04419580101966858,
-0.04219863563776016,
-0.05881620943546295,
0.043458543717861176,
0.0451238751411438,
-0.011473521590232849,
0.04015236347913742,
0.10059700906276703,
0.02096579037606716,
-0.08307512104511261,
0.02094724401831627,
-0.05545204132795334,
-0.034691426903009415,
-0.0009450071956962347,
0.03748524934053421,
-0.028388626873493195,
0.016313273459672928,
0.04819270968437195,
0.047693558037281036,
0.0502949133515358,
0.09389570355415344,
0.07026204466819763,
-4.0047552829491906e-8,
-0.020811259746551514,
-0.04449499398469925,
-0.01271506305783987,
-0.04977567493915558,
0.03264664113521576,
-0.026385869830846786,
-0.05344652384519577,
-0.09297306835651398,
0.05523451790213585,
-0.08549012243747711,
0.06691404432058334,
-0.04793296009302139,
-0.055747270584106445,
0.06487379968166351,
-0.028397100046277046,
0.05176470801234245,
0.007837604731321335,
-0.03881080448627472,
0.025477146729826927,
0.019851693883538246,
-0.09754903614521027,
0.03474053740501404,
0.06998471170663834,
-0.06630252301692963,
0.03672810643911362,
0.031405288726091385,
-0.05044925585389137,
-0.0729839950799942,
0.055293112993240356,
-0.024365615099668503,
-0.06307327002286911,
-0.0502801351249218,
0.023100238293409348,
0.0789792537689209,
0.0015702579403296113,
0.026688870042562485,
-0.0276067815721035,
-0.017165187746286392,
-0.009167610667645931,
-0.08502455800771713,
-0.0196321289986372,
0.008057010360062122,
0.09986485540866852,
-0.0689237117767334,
0.03862817957997322,
0.039937857538461685,
-0.04801127314567566,
0.08281322568655014,
-0.005861096084117889,
-0.006328272633254528,
-0.07682029902935028,
-0.020503442734479904,
-0.035664450377225876,
-0.04628133401274681,
-0.07172682881355286,
-0.005040195770561695,
-0.0492190383374691,
-0.08468294888734818,
0.027888160198926926,
-0.1215323954820633,
-0.04473007842898369,
-0.0031503308564424515,
-0.05424701049923897,
0.03575532138347626
] |
1402.5010
|
Quentin Merigot
|
Hiba Abdallah (LJK), Quentin M\'erigot (LJK)
|
On the reconstruction of convex sets from random normal measurements
| null | null | null | null |
cs.CG
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We study the problem of reconstructing a convex body using only a finite
number of measurements of outer normal vectors. More precisely, we suppose that
the normal vectors are measured at independent random locations uniformly
distributed along the boundary of our convex set. Given a desired Hausdorff
error eta, we provide an upper bounds on the number of probes that one has to
perform in order to obtain an eta-approximation of this convex set with high
probability. Our result rely on the stability theory related to Minkowski's
theorem.
|
[
{
"created": "Thu, 20 Feb 2014 14:30:41 GMT",
"version": "v1"
}
] |
2014-02-21
|
[
[
"Abdallah",
"Hiba",
"",
"LJK"
],
[
"Mérigot",
"Quentin",
"",
"LJK"
]
] |
[
-0.013964896090328693,
0.019016675651073456,
0.048759497702121735,
-0.024461448192596436,
0.050465162843465805,
-0.04080577194690704,
0.09900248050689697,
-0.023776182904839516,
0.026917560026049614,
0.007913670502603054,
-0.02029709704220295,
0.05479509383440018,
0.0112013453617692,
-0.03996463119983673,
-0.0612284392118454,
-0.08088483661413193,
0.09061035513877869,
-0.03467362001538277,
-0.05961140617728233,
0.10868535190820694,
-0.07526600360870361,
0.0874355211853981,
0.02435595542192459,
0.019567688927054405,
0.004293148405849934,
-0.12225773185491562,
-0.0009144647629000247,
-0.04949481040239334,
-0.02725246548652649,
0.05054517090320587,
0.03992312774062157,
-0.1168140172958374,
-0.013866550289094448,
-0.03822482377290726,
0.03411345183849335,
0.051665421575307846,
-0.042202990502119064,
0.022398333996534348,
-0.033261191099882126,
0.048171721398830414,
-0.00719215115532279,
0.10064627230167389,
-0.001266058417968452,
0.06565728038549423,
0.08420061320066452,
0.061436545103788376,
-0.006099080201238394,
-0.08898480236530304,
0.060361139476299286,
-0.06749537587165833,
-0.036248695105314255,
0.012429867871105671,
-0.008337931707501411,
-0.02855329029262066,
-0.017385603860020638,
0.016293954104185104,
-0.011495077982544899,
-0.04283784702420235,
-0.005884225945919752,
-0.0059497905895113945,
0.08077965676784515,
-0.046359799802303314,
0.021740451455116272,
-0.025107914581894875,
-0.029732396826148033,
-0.011191437020897865,
0.039017874747514725,
0.04820811748504639,
-0.000043806328903883696,
0.05415084958076477,
-0.08471368998289108,
0.02361227199435234,
-0.09183423966169357,
-0.04667685180902481,
0.07281648367643356,
0.0018650010460987687,
-0.03779073804616928,
0.039804041385650635,
-0.042390018701553345,
-0.03298293799161911,
0.006254162173718214,
-0.020166916772723198,
-0.020694423466920853,
0.019712334498763084,
0.024612005800008774,
0.038316257297992706,
-0.018358342349529266,
0.024787545204162598,
0.0377131886780262,
-0.037581611424684525,
-0.05601313337683678,
-0.018153468146920204,
-0.02104969322681427,
0.017786484211683273,
-0.025134313851594925,
-0.07028800994157791,
-0.0037207009736448526,
0.014153649099171162,
0.11554448306560516,
0.08439391106367111,
-0.030304325744509697,
-0.06518594920635223,
0.06314387917518616,
0.0316033661365509,
-0.007386368233710527,
0.052396103739738464,
0.022710362449288368,
-0.04823578894138336,
0.054806001484394073,
-0.020682765170931816,
0.0781322568655014,
-0.06604520231485367,
0.03593914955854416,
0.04582230746746063,
0.055306822061538696,
-0.10065688192844391,
0.04121122881770134,
0.07280132919549942,
0.004715514834970236,
-0.035136628895998,
-0.039086855947971344,
-0.05254526808857918,
0.07392992079257965,
-0.025059323757886887,
0.0171547569334507,
0.1144900694489479,
0.06208845600485802,
1.5975763523071615e-33,
-0.003509514732286334,
-0.0027388802263885736,
0.03839080035686493,
0.05455835163593292,
0.022830653935670853,
0.10013120621442795,
0.0598384253680706,
-0.015462755225598812,
0.05606398358941078,
-0.0002738883486017585,
0.027085615321993828,
-0.10157863050699234,
-0.010683023370802402,
-0.03448159992694855,
0.05416938289999962,
0.017877524718642235,
0.0018353394698351622,
0.0520586259663105,
0.026324404403567314,
-0.018456486985087395,
-0.0513845793902874,
-0.08372744172811508,
-0.0066080898977816105,
-0.14109468460083008,
-0.014708577655255795,
-0.06295991688966751,
-0.030903371050953865,
-0.07063832879066467,
-0.12079861760139465,
-0.003980059176683426,
-0.07907308638095856,
0.04282137379050255,
0.044413160532712936,
0.044310275465250015,
-0.023784419521689415,
0.039813652634620667,
0.036554161459207535,
0.00977562740445137,
-0.10540853440761566,
-0.04426261782646179,
0.02900131605565548,
0.05460112541913986,
0.040400635451078415,
-0.0018074051477015018,
-0.016319649294018745,
-0.043039046227931976,
0.008082637563347816,
0.13232165575027466,
0.006447257474064827,
-0.0644589364528656,
-0.0021083755418658257,
0.03560158610343933,
-0.07880797237157822,
-0.0964590460062027,
0.0435795858502388,
-0.009287863969802856,
-0.06671644002199173,
-0.05499373748898506,
0.021126624196767807,
0.07290374487638474,
0.08330650627613068,
-0.023256679996848106,
-0.006767031271010637,
-0.014388958923518658,
0.017352061346173286,
0.060450732707977295,
-0.01317725982517004,
-0.05057789385318756,
0.022245991975069046,
-0.014037047512829304,
-0.013639700599014759,
-0.013140160590410233,
-0.01733960025012493,
-0.03892974555492401,
0.01839740015566349,
0.05754569545388222,
-0.024072935804724693,
-0.008271828293800354,
-0.032467544078826904,
-0.03461085259914398,
-0.0006418267730623484,
-0.028804047033190727,
-0.05676040053367615,
-0.03278590366244316,
0.0006370437913574278,
-0.013005148619413376,
0.05736329033970833,
-0.06358348578214645,
-0.016709255054593086,
0.00323859928175807,
-0.06034018471837044,
-0.06610561162233353,
-0.0551714263856411,
0.03536905720829964,
-0.04943236708641052,
-1.3030103249605584e-33,
-0.04499788582324982,
-0.0747896060347557,
-0.07899916917085648,
0.024230994284152985,
-0.01626787707209587,
-0.04785903915762901,
-0.018267545849084854,
0.029722027480602264,
-0.12786203622817993,
-0.029107747599482536,
-0.029281888157129288,
-0.013088342733681202,
0.023074736818671227,
-0.0052211470901966095,
-0.0025397981517016888,
0.04128388687968254,
0.06201512739062309,
-0.0006137373275123537,
0.0017674319678917527,
-0.054682422429323196,
0.07658176869153976,
-0.07539249956607819,
0.04949608072638512,
0.04624411463737488,
0.045552920550107956,
0.04503313824534416,
-0.051890235394239426,
0.10334303230047226,
-0.08371217548847198,
-0.03708910197019577,
-0.0691315159201622,
-0.1234898567199707,
-0.036496978253126144,
0.005059030372649431,
-0.03668169304728508,
-0.016660647466778755,
0.031075583770871162,
0.043438032269477844,
-0.0011344822123646736,
0.038505323231220245,
-0.034198563545942307,
0.07293538749217987,
-0.00606169831007719,
0.0706789568066597,
0.02008366584777832,
0.030400395393371582,
-0.008116377517580986,
0.016896862536668777,
-0.027379734441637993,
0.01608291082084179,
-0.027460839599370956,
0.0006274333572946489,
0.03692031651735306,
0.0587814524769783,
-0.028191441670060158,
0.090468630194664,
-0.09349362552165985,
0.08413534611463547,
0.033594004809856415,
-0.03485572338104248,
-0.07449260354042053,
-0.021840354427695274,
-0.03295338526368141,
0.20491573214530945,
0.09914036095142365,
0.016296643763780594,
-0.000010428579116705805,
0.008501752279698849,
-0.053442925214767456,
0.057019803673028946,
-0.008223113603889942,
-0.016908440738916397,
-0.017462383955717087,
0.03789602965116501,
0.016741303727030754,
0.03137737140059471,
0.10634405165910721,
-0.07995294034481049,
0.0073680696077644825,
0.0544305257499218,
0.01597931794822216,
-0.006666733417659998,
0.09687010943889618,
0.03141503408551216,
0.10436677187681198,
-0.004948989488184452,
0.008214174769818783,
-0.03238530084490776,
0.015045600943267345,
-0.05801231786608696,
-0.01163620688021183,
0.024191465228796005,
-0.02082601748406887,
-0.04530077427625656,
0.04417334869503975,
-3.940251858125521e-8,
-0.023571079596877098,
-0.059026267379522324,
-0.02815713919699192,
-0.02172205038368702,
-0.013492190279066563,
-0.027640530839562416,
-0.034413788467645645,
-0.03105141408741474,
-0.121842160820961,
-0.0528414323925972,
0.00279157143086195,
-0.05173537880182266,
-0.04792657494544983,
0.006641652435064316,
-0.12344039976596832,
0.03235654905438423,
-0.01995871774852276,
0.059785712510347366,
0.003654981730505824,
-0.04051721841096878,
-0.035030148923397064,
0.02026335708796978,
0.03392798453569412,
0.05487262085080147,
-0.013644121587276459,
-0.02708522230386734,
0.0329044908285141,
-0.04907944053411484,
0.06937266886234283,
0.008820570074021816,
-0.0504930280148983,
-0.0069562760181725025,
0.11585021018981934,
0.031131917610764503,
-0.0009057166171260178,
0.004855363629758358,
-0.07639698684215546,
0.022800656035542488,
0.02098078280687332,
0.00038675160612910986,
-0.03355337679386139,
0.0692940354347229,
0.0586337149143219,
-0.015255467034876347,
0.1139795184135437,
0.07394309341907501,
0.033242564648389816,
0.00452466169372201,
0.029166018590331078,
0.03351396694779396,
0.07338586449623108,
-0.007199977990239859,
0.04624229669570923,
0.02823833003640175,
-0.029642945155501366,
0.024569211527705193,
0.017176397144794464,
-0.04531833902001381,
0.006120989099144936,
-0.03210236877202988,
-0.01226434949785471,
0.09308408945798874,
-0.013598850928246975,
-0.029055925086140633
] | null | null | null | null | null | null | null |
[
-0.013964896090328693,
0.019016675651073456,
0.048759497702121735,
-0.024461448192596436,
0.050465162843465805,
-0.04080577194690704,
0.09900248050689697,
-0.023776182904839516,
0.026917560026049614,
0.007913670502603054,
-0.02029709704220295,
0.05479509383440018,
0.0112013453617692,
-0.03996463119983673,
-0.0612284392118454,
-0.08088483661413193,
0.09061035513877869,
-0.03467362001538277,
-0.05961140617728233,
0.10868535190820694,
-0.07526600360870361,
0.0874355211853981,
0.02435595542192459,
0.019567688927054405,
0.004293148405849934,
-0.12225773185491562,
-0.0009144647629000247,
-0.04949481040239334,
-0.02725246548652649,
0.05054517090320587,
0.03992312774062157,
-0.1168140172958374,
-0.013866550289094448,
-0.03822482377290726,
0.03411345183849335,
0.051665421575307846,
-0.042202990502119064,
0.022398333996534348,
-0.033261191099882126,
0.048171721398830414,
-0.00719215115532279,
0.10064627230167389,
-0.001266058417968452,
0.06565728038549423,
0.08420061320066452,
0.061436545103788376,
-0.006099080201238394,
-0.08898480236530304,
0.060361139476299286,
-0.06749537587165833,
-0.036248695105314255,
0.012429867871105671,
-0.008337931707501411,
-0.02855329029262066,
-0.017385603860020638,
0.016293954104185104,
-0.011495077982544899,
-0.04283784702420235,
-0.005884225945919752,
-0.0059497905895113945,
0.08077965676784515,
-0.046359799802303314,
0.021740451455116272,
-0.025107914581894875,
-0.029732396826148033,
-0.011191437020897865,
0.039017874747514725,
0.04820811748504639,
-0.000043806328903883696,
0.05415084958076477,
-0.08471368998289108,
0.02361227199435234,
-0.09183423966169357,
-0.04667685180902481,
0.07281648367643356,
0.0018650010460987687,
-0.03779073804616928,
0.039804041385650635,
-0.042390018701553345,
-0.03298293799161911,
0.006254162173718214,
-0.020166916772723198,
-0.020694423466920853,
0.019712334498763084,
0.024612005800008774,
0.038316257297992706,
-0.018358342349529266,
0.024787545204162598,
0.0377131886780262,
-0.037581611424684525,
-0.05601313337683678,
-0.018153468146920204,
-0.02104969322681427,
0.017786484211683273,
-0.025134313851594925,
-0.07028800994157791,
-0.0037207009736448526,
0.014153649099171162,
0.11554448306560516,
0.08439391106367111,
-0.030304325744509697,
-0.06518594920635223,
0.06314387917518616,
0.0316033661365509,
-0.007386368233710527,
0.052396103739738464,
0.022710362449288368,
-0.04823578894138336,
0.054806001484394073,
-0.020682765170931816,
0.0781322568655014,
-0.06604520231485367,
0.03593914955854416,
0.04582230746746063,
0.055306822061538696,
-0.10065688192844391,
0.04121122881770134,
0.07280132919549942,
0.004715514834970236,
-0.035136628895998,
-0.039086855947971344,
-0.05254526808857918,
0.07392992079257965,
-0.025059323757886887,
0.0171547569334507,
0.1144900694489479,
0.06208845600485802,
1.5975763523071615e-33,
-0.003509514732286334,
-0.0027388802263885736,
0.03839080035686493,
0.05455835163593292,
0.022830653935670853,
0.10013120621442795,
0.0598384253680706,
-0.015462755225598812,
0.05606398358941078,
-0.0002738883486017585,
0.027085615321993828,
-0.10157863050699234,
-0.010683023370802402,
-0.03448159992694855,
0.05416938289999962,
0.017877524718642235,
0.0018353394698351622,
0.0520586259663105,
0.026324404403567314,
-0.018456486985087395,
-0.0513845793902874,
-0.08372744172811508,
-0.0066080898977816105,
-0.14109468460083008,
-0.014708577655255795,
-0.06295991688966751,
-0.030903371050953865,
-0.07063832879066467,
-0.12079861760139465,
-0.003980059176683426,
-0.07907308638095856,
0.04282137379050255,
0.044413160532712936,
0.044310275465250015,
-0.023784419521689415,
0.039813652634620667,
0.036554161459207535,
0.00977562740445137,
-0.10540853440761566,
-0.04426261782646179,
0.02900131605565548,
0.05460112541913986,
0.040400635451078415,
-0.0018074051477015018,
-0.016319649294018745,
-0.043039046227931976,
0.008082637563347816,
0.13232165575027466,
0.006447257474064827,
-0.0644589364528656,
-0.0021083755418658257,
0.03560158610343933,
-0.07880797237157822,
-0.0964590460062027,
0.0435795858502388,
-0.009287863969802856,
-0.06671644002199173,
-0.05499373748898506,
0.021126624196767807,
0.07290374487638474,
0.08330650627613068,
-0.023256679996848106,
-0.006767031271010637,
-0.014388958923518658,
0.017352061346173286,
0.060450732707977295,
-0.01317725982517004,
-0.05057789385318756,
0.022245991975069046,
-0.014037047512829304,
-0.013639700599014759,
-0.013140160590410233,
-0.01733960025012493,
-0.03892974555492401,
0.01839740015566349,
0.05754569545388222,
-0.024072935804724693,
-0.008271828293800354,
-0.032467544078826904,
-0.03461085259914398,
-0.0006418267730623484,
-0.028804047033190727,
-0.05676040053367615,
-0.03278590366244316,
0.0006370437913574278,
-0.013005148619413376,
0.05736329033970833,
-0.06358348578214645,
-0.016709255054593086,
0.00323859928175807,
-0.06034018471837044,
-0.06610561162233353,
-0.0551714263856411,
0.03536905720829964,
-0.04943236708641052,
-1.3030103249605584e-33,
-0.04499788582324982,
-0.0747896060347557,
-0.07899916917085648,
0.024230994284152985,
-0.01626787707209587,
-0.04785903915762901,
-0.018267545849084854,
0.029722027480602264,
-0.12786203622817993,
-0.029107747599482536,
-0.029281888157129288,
-0.013088342733681202,
0.023074736818671227,
-0.0052211470901966095,
-0.0025397981517016888,
0.04128388687968254,
0.06201512739062309,
-0.0006137373275123537,
0.0017674319678917527,
-0.054682422429323196,
0.07658176869153976,
-0.07539249956607819,
0.04949608072638512,
0.04624411463737488,
0.045552920550107956,
0.04503313824534416,
-0.051890235394239426,
0.10334303230047226,
-0.08371217548847198,
-0.03708910197019577,
-0.0691315159201622,
-0.1234898567199707,
-0.036496978253126144,
0.005059030372649431,
-0.03668169304728508,
-0.016660647466778755,
0.031075583770871162,
0.043438032269477844,
-0.0011344822123646736,
0.038505323231220245,
-0.034198563545942307,
0.07293538749217987,
-0.00606169831007719,
0.0706789568066597,
0.02008366584777832,
0.030400395393371582,
-0.008116377517580986,
0.016896862536668777,
-0.027379734441637993,
0.01608291082084179,
-0.027460839599370956,
0.0006274333572946489,
0.03692031651735306,
0.0587814524769783,
-0.028191441670060158,
0.090468630194664,
-0.09349362552165985,
0.08413534611463547,
0.033594004809856415,
-0.03485572338104248,
-0.07449260354042053,
-0.021840354427695274,
-0.03295338526368141,
0.20491573214530945,
0.09914036095142365,
0.016296643763780594,
-0.000010428579116705805,
0.008501752279698849,
-0.053442925214767456,
0.057019803673028946,
-0.008223113603889942,
-0.016908440738916397,
-0.017462383955717087,
0.03789602965116501,
0.016741303727030754,
0.03137737140059471,
0.10634405165910721,
-0.07995294034481049,
0.0073680696077644825,
0.0544305257499218,
0.01597931794822216,
-0.006666733417659998,
0.09687010943889618,
0.03141503408551216,
0.10436677187681198,
-0.004948989488184452,
0.008214174769818783,
-0.03238530084490776,
0.015045600943267345,
-0.05801231786608696,
-0.01163620688021183,
0.024191465228796005,
-0.02082601748406887,
-0.04530077427625656,
0.04417334869503975,
-3.940251858125521e-8,
-0.023571079596877098,
-0.059026267379522324,
-0.02815713919699192,
-0.02172205038368702,
-0.013492190279066563,
-0.027640530839562416,
-0.034413788467645645,
-0.03105141408741474,
-0.121842160820961,
-0.0528414323925972,
0.00279157143086195,
-0.05173537880182266,
-0.04792657494544983,
0.006641652435064316,
-0.12344039976596832,
0.03235654905438423,
-0.01995871774852276,
0.059785712510347366,
0.003654981730505824,
-0.04051721841096878,
-0.035030148923397064,
0.02026335708796978,
0.03392798453569412,
0.05487262085080147,
-0.013644121587276459,
-0.02708522230386734,
0.0329044908285141,
-0.04907944053411484,
0.06937266886234283,
0.008820570074021816,
-0.0504930280148983,
-0.0069562760181725025,
0.11585021018981934,
0.031131917610764503,
-0.0009057166171260178,
0.004855363629758358,
-0.07639698684215546,
0.022800656035542488,
0.02098078280687332,
0.00038675160612910986,
-0.03355337679386139,
0.0692940354347229,
0.0586337149143219,
-0.015255467034876347,
0.1139795184135437,
0.07394309341907501,
0.033242564648389816,
0.00452466169372201,
0.029166018590331078,
0.03351396694779396,
0.07338586449623108,
-0.007199977990239859,
0.04624229669570923,
0.02823833003640175,
-0.029642945155501366,
0.024569211527705193,
0.017176397144794464,
-0.04531833902001381,
0.006120989099144936,
-0.03210236877202988,
-0.01226434949785471,
0.09308408945798874,
-0.013598850928246975,
-0.029055925086140633
] |
1402.5014
|
Jian-Jun Shu
|
Jian-Jun Shu and Graham Wilks
|
Heat transfer in the flow of a cold, axisymmetric jet over a hot sphere
| null |
Journal of Heat Transfer-Transactions of the ASME, Vol. 135, No.
3, pp. 032201, 2013
|
10.1115/1.4007980
| null |
physics.flu-dyn
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The heat transfer characteristics of thin film flow over a hot sphere
resulting from a cold vertical jet of liquid falling onto the surface has been
investigated. The underlying physical features have been illustrated by
numerical solutions of high accuracy based on the modified Keller box method.
The solutions for film thickness distribution are good agreement with those
obtained approximately by using the Pohlhausen integral momentum technique and
observed experimentally by using water as working fluid, thus providing a basic
confirmation of the validity of the results presented.
|
[
{
"created": "Thu, 20 Feb 2014 14:42:33 GMT",
"version": "v1"
},
{
"created": "Fri, 7 Mar 2014 15:01:58 GMT",
"version": "v2"
}
] |
2014-03-10
|
[
[
"Shu",
"Jian-Jun",
""
],
[
"Wilks",
"Graham",
""
]
] |
[
-0.012354492209851742,
0.017077283933758736,
-0.010981849394738674,
-0.028894294053316116,
0.010844891890883446,
0.015861643478274345,
0.01916864700615406,
0.018012112006545067,
0.006604635622352362,
-0.08843798190355301,
-0.029341263696551323,
-0.010737347416579723,
0.01031290739774704,
0.0458543635904789,
-0.020560886710882187,
-0.09353326261043549,
0.014358040876686573,
0.07719941437244415,
-0.007331043481826782,
-0.06645435839891434,
0.011148442514240742,
-0.023230398073792458,
-0.054492488503456116,
0.052665021270513535,
0.04400742053985596,
0.06703512370586395,
0.039506979286670685,
0.009756439365446568,
-0.06016101315617561,
0.057870425283908844,
0.021672528237104416,
0.012094029225409031,
-0.10913676768541336,
0.04067387804389,
0.05238401144742966,
-0.031723182648420334,
-0.043695349246263504,
0.0037847270723432302,
-0.05731901153922081,
0.020026911050081253,
-0.026321755722165108,
-0.05579337105154991,
0.09696387499570847,
0.03909173235297203,
-0.0023773633874952793,
0.11443448066711426,
0.0020399843342602253,
0.028855979442596436,
-0.06357447803020477,
-0.0013795277336612344,
-0.07180827856063843,
-0.005748215597122908,
0.018146101385354996,
0.001192737719975412,
-0.00914804171770811,
-0.03166009858250618,
0.029015948995947838,
-0.007720183581113815,
-0.037651389837265015,
0.046228665858507156,
0.006348252762109041,
-0.0655696839094162,
-0.043315012007951736,
-0.006607103161513805,
-0.03954906389117241,
-0.05425083264708519,
-0.04471831023693085,
0.007657682057470083,
-0.07036402076482773,
-0.05636729300022125,
0.033775728195905685,
0.04948268085718155,
-0.05146104097366333,
-0.07282808423042297,
-0.019474556669592857,
-0.1420472115278244,
-0.04951377958059311,
-0.010222448967397213,
-0.080518938601017,
0.10586167126893997,
0.06441867351531982,
0.0031301823910325766,
-0.11560548096895218,
0.04945438355207443,
-0.10570353269577026,
0.0868183970451355,
0.0277093555778265,
0.0005691886763088405,
-0.06826341897249222,
0.08302765339612961,
0.04248641058802605,
0.03729673847556114,
-0.0726548507809639,
-0.061293911188840866,
-0.0057470714673399925,
-0.038442641496658325,
-0.07397448271512985,
-0.024108927696943283,
0.020290222018957138,
-0.0877218022942543,
-0.06474097073078156,
-0.06178794056177139,
0.026648838073015213,
0.07670263200998306,
0.042211130261421204,
0.06534677743911743,
0.07316505908966064,
-0.0021118696313351393,
0.04307982698082924,
-0.03421865403652191,
-0.12006162106990814,
-0.013038240373134613,
-0.05048704147338867,
0.03378312662243843,
0.07151226699352264,
-0.055449191480875015,
-0.05833014100790024,
-0.036730434745550156,
-0.07846344262361526,
0.004677632823586464,
-0.004987304098904133,
0.048914358019828796,
-0.05843261256814003,
0.06545491516590118,
-0.049930766224861145,
0.005544241052120924,
0.008470289409160614,
-5.093820639118586e-34,
-0.036205414682626724,
0.025002796202898026,
-0.05948793888092041,
0.05042096972465515,
-0.07431244105100632,
0.0023832302540540695,
0.025380156934261322,
0.04966143146157265,
0.03362972289323807,
-0.0008557045366615057,
-0.023720620200037956,
0.03069673292338848,
-0.06706997752189636,
0.029943233355879784,
-0.09146666526794434,
0.0128641901537776,
0.0527988038957119,
-0.018058041110634804,
-0.03874989226460457,
0.134697824716568,
-0.0018897568807005882,
0.032552123069763184,
0.03421115502715111,
-0.011477045714855194,
-0.008023170754313469,
-0.006468521896749735,
-0.0685742124915123,
-0.0006488209473900497,
0.028945136815309525,
0.03106543980538845,
0.057665079832077026,
-0.07409790903329849,
-0.014192018657922745,
-0.009407245554029942,
-0.036344945430755615,
-0.02321263588964939,
-0.0362686812877655,
-0.0006286724237725139,
0.017328638583421707,
0.04770661145448685,
-0.05563691630959511,
0.010839644819498062,
-0.007697297725826502,
0.08768416196107864,
-0.039600253105163574,
0.01107371412217617,
-0.0471174456179142,
0.022629136219620705,
0.038326140493154526,
-0.03167564421892166,
0.0643545463681221,
-0.05291955545544624,
0.019506260752677917,
-0.009433338418602943,
0.04233701899647713,
-0.0071967667900025845,
0.010906776413321495,
0.07135952264070511,
-0.015516825951635838,
0.019141320139169693,
-0.07161401212215424,
0.0467669814825058,
-0.02472216635942459,
-0.09655021131038666,
0.06979968398809433,
0.027047740295529366,
0.006905154325067997,
0.05425908416509628,
-0.02349991723895073,
-0.03791813924908638,
-0.025834841653704643,
0.02937430515885353,
-0.041602157056331635,
0.011147091165184975,
0.05041119456291199,
-0.029310479760169983,
0.07001357525587082,
-0.010244459845125675,
0.12494887411594391,
0.04943171516060829,
-0.022433815523982048,
-0.0047472817823290825,
0.07813999801874161,
-0.11783091723918915,
-0.003061787225306034,
-0.0052369125187397,
-0.02686287648975849,
0.06086159870028496,
0.04174326732754707,
0.02283022738993168,
-0.011884532868862152,
-0.11733339726924896,
0.08247451484203339,
0.012677847407758236,
0.058822065591812134,
-2.4266602321237982e-33,
-0.01720636710524559,
-0.08062589168548584,
0.013938119634985924,
0.019764380529522896,
-0.028676878660917282,
0.05553877353668213,
0.025044510141015053,
0.09085410833358765,
-0.02637503668665886,
0.0029892262537032366,
-0.020211616531014442,
-0.020287860184907913,
-0.07275290787220001,
0.010984851978719234,
0.04101159796118736,
-0.07759100943803787,
-0.06969987601041794,
-0.05111265927553177,
0.021895527839660645,
0.05015765503048897,
-0.013034573756158352,
0.0341312512755394,
0.008012701757252216,
0.008828689344227314,
-0.049150120466947556,
-0.04320512339472771,
0.012914364226162434,
0.03756091371178627,
-0.04299354553222656,
0.049852799624204636,
0.05686667561531067,
-0.051868341863155365,
0.023431845009326935,
-0.0023684490006417036,
0.006624104455113411,
0.027053149417042732,
0.11058645695447922,
0.04956114664673805,
0.045978449285030365,
-0.07121741771697998,
-0.014212372712790966,
-0.055504389107227325,
-0.037943556904792786,
-0.02051467075943947,
-0.009132578037679195,
0.0637940913438797,
-0.03848280757665634,
-0.028795961290597916,
0.06024511530995369,
0.018386080861091614,
-0.04521302506327629,
-0.044293954968452454,
0.024789098650217056,
0.04787784442305565,
0.06063379347324371,
0.013375936076045036,
0.016817865893244743,
0.015592571347951889,
0.06125770881772041,
-0.07224816083908081,
0.017403164878487587,
0.0029118864331394434,
-0.025857754051685333,
0.0005434495396912098,
0.006564523559063673,
0.043121881783008575,
0.005691401194781065,
0.06299912929534912,
0.028015440329909325,
-0.007803810760378838,
-0.010624498128890991,
0.02327030338346958,
0.07800431549549103,
-0.04209582880139351,
0.008222050964832306,
-0.05362704023718834,
0.01902388036251068,
0.04101763293147087,
-0.015313712880015373,
0.14942646026611328,
-0.03435396030545235,
0.08030764758586884,
-0.0018448610790073872,
-0.023686617612838745,
0.13415080308914185,
-0.12495455145835876,
0.014117896556854248,
-0.09626439958810806,
-0.05761237442493439,
-0.017137186601758003,
0.041954509913921356,
0.013111834414303303,
0.049749817699193954,
0.022350041195750237,
-0.05138331279158592,
-4.188663993431874e-8,
0.03389636054635048,
-0.07537627965211868,
0.06726355850696564,
-0.005101351998746395,
-0.008087573572993279,
0.04531555622816086,
-0.08231297135353088,
0.011500424705445766,
0.05281367525458336,
-0.10921428352594376,
-0.10017091035842896,
-0.0007054079324007034,
0.029856771230697632,
-0.020253343507647514,
-0.007136012893170118,
-0.049579404294490814,
0.04532285034656525,
-0.04894274100661278,
0.09447580575942993,
0.002681969664990902,
0.05612362176179886,
-0.007742739282548428,
0.12051000446081161,
0.004004688002169132,
-0.10463596880435944,
0.08022420853376389,
0.018656235188245773,
-0.023982178419828415,
0.05420061945915222,
-0.06367288529872894,
-0.10226219147443771,
0.006051316391676664,
-0.04603942483663559,
0.06439372152090073,
0.09439118206501007,
-0.03816372528672218,
0.019715040922164917,
0.045808255672454834,
-0.007911615073680878,
0.026309937238693237,
0.020579906180500984,
0.04200483858585358,
-0.005494412500411272,
-0.034874942153692245,
0.11323545128107071,
0.04081471636891365,
0.028508277609944344,
-0.06225108355283737,
-0.03663267195224762,
0.020307404920458794,
-0.0033836967777460814,
0.0977393239736557,
-0.028684178367257118,
0.11736582219600677,
-0.01519450917840004,
-0.03626478090882301,
-0.05467454344034195,
-0.013307214714586735,
-0.031332410871982574,
-0.04389750212430954,
-0.04699424281716347,
0.02001410350203514,
-0.039307642728090286,
0.018626704812049866
] | null | null | null | null | null | null | null |
[
-0.012354492209851742,
0.017077283933758736,
-0.010981849394738674,
-0.028894294053316116,
0.010844891890883446,
0.015861643478274345,
0.01916864700615406,
0.018012112006545067,
0.006604635622352362,
-0.08843798190355301,
-0.029341263696551323,
-0.010737347416579723,
0.01031290739774704,
0.0458543635904789,
-0.020560886710882187,
-0.09353326261043549,
0.014358040876686573,
0.07719941437244415,
-0.007331043481826782,
-0.06645435839891434,
0.011148442514240742,
-0.023230398073792458,
-0.054492488503456116,
0.052665021270513535,
0.04400742053985596,
0.06703512370586395,
0.039506979286670685,
0.009756439365446568,
-0.06016101315617561,
0.057870425283908844,
0.021672528237104416,
0.012094029225409031,
-0.10913676768541336,
0.04067387804389,
0.05238401144742966,
-0.031723182648420334,
-0.043695349246263504,
0.0037847270723432302,
-0.05731901153922081,
0.020026911050081253,
-0.026321755722165108,
-0.05579337105154991,
0.09696387499570847,
0.03909173235297203,
-0.0023773633874952793,
0.11443448066711426,
0.0020399843342602253,
0.028855979442596436,
-0.06357447803020477,
-0.0013795277336612344,
-0.07180827856063843,
-0.005748215597122908,
0.018146101385354996,
0.001192737719975412,
-0.00914804171770811,
-0.03166009858250618,
0.029015948995947838,
-0.007720183581113815,
-0.037651389837265015,
0.046228665858507156,
0.006348252762109041,
-0.0655696839094162,
-0.043315012007951736,
-0.006607103161513805,
-0.03954906389117241,
-0.05425083264708519,
-0.04471831023693085,
0.007657682057470083,
-0.07036402076482773,
-0.05636729300022125,
0.033775728195905685,
0.04948268085718155,
-0.05146104097366333,
-0.07282808423042297,
-0.019474556669592857,
-0.1420472115278244,
-0.04951377958059311,
-0.010222448967397213,
-0.080518938601017,
0.10586167126893997,
0.06441867351531982,
0.0031301823910325766,
-0.11560548096895218,
0.04945438355207443,
-0.10570353269577026,
0.0868183970451355,
0.0277093555778265,
0.0005691886763088405,
-0.06826341897249222,
0.08302765339612961,
0.04248641058802605,
0.03729673847556114,
-0.0726548507809639,
-0.061293911188840866,
-0.0057470714673399925,
-0.038442641496658325,
-0.07397448271512985,
-0.024108927696943283,
0.020290222018957138,
-0.0877218022942543,
-0.06474097073078156,
-0.06178794056177139,
0.026648838073015213,
0.07670263200998306,
0.042211130261421204,
0.06534677743911743,
0.07316505908966064,
-0.0021118696313351393,
0.04307982698082924,
-0.03421865403652191,
-0.12006162106990814,
-0.013038240373134613,
-0.05048704147338867,
0.03378312662243843,
0.07151226699352264,
-0.055449191480875015,
-0.05833014100790024,
-0.036730434745550156,
-0.07846344262361526,
0.004677632823586464,
-0.004987304098904133,
0.048914358019828796,
-0.05843261256814003,
0.06545491516590118,
-0.049930766224861145,
0.005544241052120924,
0.008470289409160614,
-5.093820639118586e-34,
-0.036205414682626724,
0.025002796202898026,
-0.05948793888092041,
0.05042096972465515,
-0.07431244105100632,
0.0023832302540540695,
0.025380156934261322,
0.04966143146157265,
0.03362972289323807,
-0.0008557045366615057,
-0.023720620200037956,
0.03069673292338848,
-0.06706997752189636,
0.029943233355879784,
-0.09146666526794434,
0.0128641901537776,
0.0527988038957119,
-0.018058041110634804,
-0.03874989226460457,
0.134697824716568,
-0.0018897568807005882,
0.032552123069763184,
0.03421115502715111,
-0.011477045714855194,
-0.008023170754313469,
-0.006468521896749735,
-0.0685742124915123,
-0.0006488209473900497,
0.028945136815309525,
0.03106543980538845,
0.057665079832077026,
-0.07409790903329849,
-0.014192018657922745,
-0.009407245554029942,
-0.036344945430755615,
-0.02321263588964939,
-0.0362686812877655,
-0.0006286724237725139,
0.017328638583421707,
0.04770661145448685,
-0.05563691630959511,
0.010839644819498062,
-0.007697297725826502,
0.08768416196107864,
-0.039600253105163574,
0.01107371412217617,
-0.0471174456179142,
0.022629136219620705,
0.038326140493154526,
-0.03167564421892166,
0.0643545463681221,
-0.05291955545544624,
0.019506260752677917,
-0.009433338418602943,
0.04233701899647713,
-0.0071967667900025845,
0.010906776413321495,
0.07135952264070511,
-0.015516825951635838,
0.019141320139169693,
-0.07161401212215424,
0.0467669814825058,
-0.02472216635942459,
-0.09655021131038666,
0.06979968398809433,
0.027047740295529366,
0.006905154325067997,
0.05425908416509628,
-0.02349991723895073,
-0.03791813924908638,
-0.025834841653704643,
0.02937430515885353,
-0.041602157056331635,
0.011147091165184975,
0.05041119456291199,
-0.029310479760169983,
0.07001357525587082,
-0.010244459845125675,
0.12494887411594391,
0.04943171516060829,
-0.022433815523982048,
-0.0047472817823290825,
0.07813999801874161,
-0.11783091723918915,
-0.003061787225306034,
-0.0052369125187397,
-0.02686287648975849,
0.06086159870028496,
0.04174326732754707,
0.02283022738993168,
-0.011884532868862152,
-0.11733339726924896,
0.08247451484203339,
0.012677847407758236,
0.058822065591812134,
-2.4266602321237982e-33,
-0.01720636710524559,
-0.08062589168548584,
0.013938119634985924,
0.019764380529522896,
-0.028676878660917282,
0.05553877353668213,
0.025044510141015053,
0.09085410833358765,
-0.02637503668665886,
0.0029892262537032366,
-0.020211616531014442,
-0.020287860184907913,
-0.07275290787220001,
0.010984851978719234,
0.04101159796118736,
-0.07759100943803787,
-0.06969987601041794,
-0.05111265927553177,
0.021895527839660645,
0.05015765503048897,
-0.013034573756158352,
0.0341312512755394,
0.008012701757252216,
0.008828689344227314,
-0.049150120466947556,
-0.04320512339472771,
0.012914364226162434,
0.03756091371178627,
-0.04299354553222656,
0.049852799624204636,
0.05686667561531067,
-0.051868341863155365,
0.023431845009326935,
-0.0023684490006417036,
0.006624104455113411,
0.027053149417042732,
0.11058645695447922,
0.04956114664673805,
0.045978449285030365,
-0.07121741771697998,
-0.014212372712790966,
-0.055504389107227325,
-0.037943556904792786,
-0.02051467075943947,
-0.009132578037679195,
0.0637940913438797,
-0.03848280757665634,
-0.028795961290597916,
0.06024511530995369,
0.018386080861091614,
-0.04521302506327629,
-0.044293954968452454,
0.024789098650217056,
0.04787784442305565,
0.06063379347324371,
0.013375936076045036,
0.016817865893244743,
0.015592571347951889,
0.06125770881772041,
-0.07224816083908081,
0.017403164878487587,
0.0029118864331394434,
-0.025857754051685333,
0.0005434495396912098,
0.006564523559063673,
0.043121881783008575,
0.005691401194781065,
0.06299912929534912,
0.028015440329909325,
-0.007803810760378838,
-0.010624498128890991,
0.02327030338346958,
0.07800431549549103,
-0.04209582880139351,
0.008222050964832306,
-0.05362704023718834,
0.01902388036251068,
0.04101763293147087,
-0.015313712880015373,
0.14942646026611328,
-0.03435396030545235,
0.08030764758586884,
-0.0018448610790073872,
-0.023686617612838745,
0.13415080308914185,
-0.12495455145835876,
0.014117896556854248,
-0.09626439958810806,
-0.05761237442493439,
-0.017137186601758003,
0.041954509913921356,
0.013111834414303303,
0.049749817699193954,
0.022350041195750237,
-0.05138331279158592,
-4.188663993431874e-8,
0.03389636054635048,
-0.07537627965211868,
0.06726355850696564,
-0.005101351998746395,
-0.008087573572993279,
0.04531555622816086,
-0.08231297135353088,
0.011500424705445766,
0.05281367525458336,
-0.10921428352594376,
-0.10017091035842896,
-0.0007054079324007034,
0.029856771230697632,
-0.020253343507647514,
-0.007136012893170118,
-0.049579404294490814,
0.04532285034656525,
-0.04894274100661278,
0.09447580575942993,
0.002681969664990902,
0.05612362176179886,
-0.007742739282548428,
0.12051000446081161,
0.004004688002169132,
-0.10463596880435944,
0.08022420853376389,
0.018656235188245773,
-0.023982178419828415,
0.05420061945915222,
-0.06367288529872894,
-0.10226219147443771,
0.006051316391676664,
-0.04603942483663559,
0.06439372152090073,
0.09439118206501007,
-0.03816372528672218,
0.019715040922164917,
0.045808255672454834,
-0.007911615073680878,
0.026309937238693237,
0.020579906180500984,
0.04200483858585358,
-0.005494412500411272,
-0.034874942153692245,
0.11323545128107071,
0.04081471636891365,
0.028508277609944344,
-0.06225108355283737,
-0.03663267195224762,
0.020307404920458794,
-0.0033836967777460814,
0.0977393239736557,
-0.028684178367257118,
0.11736582219600677,
-0.01519450917840004,
-0.03626478090882301,
-0.05467454344034195,
-0.013307214714586735,
-0.031332410871982574,
-0.04389750212430954,
-0.04699424281716347,
0.02001410350203514,
-0.039307642728090286,
0.018626704812049866
] |
1402.5018
|
Jian-Jun Shu
|
Jian-Jun Shu
|
Laminar film condensation heat transfer on a vertical, non-isothermal,
semi-infinite plate
| null |
Arabian Journal for Science and Engineering, Vol. 37, No. 6, pp.
1711-1721, 2012
|
10.1007/s13369-012-0272-8
| null |
physics.flu-dyn
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper gives similarity transformations for laminar film condensation on
a vertical flat plate with variable temperature distribution and finds
analytical solutions for arbitrary Prandtl numbers and condensation rates. The
work contrasts with Sparrow and Gregg's assertion that wall temperature
variation does not permit similarity solutions. To resolve the long debatable
issue regarding heat transfer of non-isothermal case, some useful formulas are
obtained, including significant correlations for varying Prandtl numbers.
Results are compared with the available experimental data.
|
[
{
"created": "Thu, 20 Feb 2014 14:53:13 GMT",
"version": "v1"
},
{
"created": "Fri, 28 Feb 2014 13:59:54 GMT",
"version": "v2"
}
] |
2014-03-03
|
[
[
"Shu",
"Jian-Jun",
""
]
] |
[
-0.08289288729429245,
0.011781193315982819,
-0.07589088380336761,
-0.049955081194639206,
-0.019069267436861992,
0.016093233600258827,
-0.015708591789007187,
0.020103204995393753,
0.04260013997554779,
-0.08279751986265182,
0.06914463639259338,
-0.04022620990872383,
-0.007529811933636665,
0.09633403271436691,
0.027478734031319618,
-0.10322832316160202,
-0.018323512747883797,
-0.00499072577804327,
-0.009996547363698483,
0.006712493486702442,
-0.04909602925181389,
-0.03494924679398537,
-0.09087447077035904,
0.07128744572401047,
0.016070520505309105,
-0.010628976859152317,
0.004672438371926546,
-0.02274221181869507,
0.016628272831439972,
0.056871216744184494,
0.031060758978128433,
0.0548839308321476,
-0.06881513446569443,
0.005391685292124748,
0.07383790612220764,
-0.016818281263113022,
-0.07480757683515549,
0.03159722313284874,
-0.07795508950948715,
-0.0833795815706253,
0.04662357643246651,
-0.0331185981631279,
0.001474501914344728,
0.0653943195939064,
-0.021385788917541504,
0.037637703120708466,
-0.06172901391983032,
0.09287349134683609,
-0.038546621799468994,
-0.060296982526779175,
-0.05323777347803116,
0.08125277608633041,
-0.0508413203060627,
0.014180206693708897,
0.03339121490716934,
0.07987356185913086,
0.04956023767590523,
-0.02434168942272663,
0.016067108139395714,
0.03913820534944534,
-0.02855919860303402,
-0.012243682518601418,
-0.07856322824954987,
-0.06511044502258301,
0.014477534219622612,
0.016291886568069458,
-0.025288578122854233,
-0.01017620787024498,
-0.044118594378232956,
-0.03390171751379967,
-0.007524743210524321,
0.07629884034395218,
0.031404945999383926,
-0.014025094918906689,
0.0370379202067852,
-0.043195851147174835,
0.008529379963874817,
0.013364098966121674,
-0.07311637699604034,
-0.03446975350379944,
0.04158218950033188,
-0.016776949167251587,
-0.0057075428776443005,
-0.0036102309823036194,
-0.10556362569332123,
-0.025927890092134476,
0.027710413560271263,
-0.07818460464477539,
0.053287848830223083,
0.004138678312301636,
0.015193742699921131,
0.08736567199230194,
-0.0861816555261612,
-0.11363941431045532,
-0.050508931279182434,
0.0009375532972626388,
-0.04571792483329773,
0.055546484887599945,
0.10476907342672348,
-0.03008202090859413,
-0.02687525749206543,
-0.12707504630088806,
-0.028935253620147705,
0.0006880129803903401,
-0.014837649650871754,
0.09446153789758682,
0.10309600085020065,
-0.019437476992607117,
0.016795387491583824,
-0.08047235757112503,
-0.04878547042608261,
-0.00438658706843853,
0.016721658408641815,
0.014727202244102955,
0.06533566862344742,
-0.1338125765323639,
0.04810864478349686,
-0.05128294974565506,
-0.07422373443841934,
-0.06790963560342789,
-0.0014980562264099717,
0.044626932591199875,
0.011295951902866364,
0.017987018451094627,
-0.11326532065868378,
0.006484272889792919,
-0.0003899457224179059,
1.7593071099070306e-33,
-0.014632070437073708,
0.03905893862247467,
-0.009272792376577854,
0.024525407701730728,
0.03642251342535019,
-0.014063465408980846,
-0.04306572303175926,
0.043928131461143494,
0.0728871077299118,
-0.026643693447113037,
0.030582977458834648,
-0.005170904565602541,
-0.014681575819849968,
0.029977239668369293,
-0.023267356678843498,
0.022876089438796043,
0.049416303634643555,
0.00273459916934371,
0.019169937819242477,
-0.00814107432961464,
-0.011931965127587318,
0.09397894144058228,
0.09945376217365265,
0.0391540490090847,
0.0573284886777401,
-0.05559916794300079,
-0.038331661373376846,
-0.056631479412317276,
-0.006623821798712015,
-0.04470940679311752,
0.11913442611694336,
0.0287618525326252,
-0.023578602820634842,
-0.013693011365830898,
0.007456639781594276,
0.0017537166131660342,
-0.06098246946930885,
0.003025658428668976,
0.06396737694740295,
0.08466893434524536,
-0.015519586391746998,
0.05667909234762192,
0.02760300226509571,
0.04093071073293686,
0.03335382789373398,
-0.004614667501300573,
0.06871310621500015,
0.07238566875457764,
-0.008205712772905827,
-0.058149322867393494,
0.007658287417143583,
0.0050347414799034595,
-0.10114554315805435,
-0.03656663000583649,
0.023537393659353256,
0.056129276752471924,
0.03699933737516403,
0.02290610410273075,
0.015688851475715637,
-0.03187943249940872,
0.018137283623218536,
0.04867841303348541,
-0.0274185873568058,
-0.11528460681438446,
0.04119212180376053,
-0.04500589892268181,
-0.05806709825992584,
0.04405243322253227,
-0.012142334133386612,
-0.0434049628674984,
0.008282817900180817,
0.004337013233453035,
-0.023327002301812172,
-0.01884639449417591,
0.08145223557949066,
-0.015144158154726028,
-0.03953088819980621,
-0.03865627571940422,
0.038059547543525696,
-0.0809328481554985,
-0.13640181720256805,
0.12351211905479431,
0.047455113381147385,
-0.05045925825834274,
-0.1019478440284729,
0.0011039645178243518,
0.056387703865766525,
0.049480706453323364,
0.045345526188611984,
0.009651555679738522,
0.033241771161556244,
-0.052726905792951584,
-0.020929675549268723,
0.020806122571229935,
0.09647883474826813,
-4.60110272291532e-33,
-0.008401249535381794,
-0.0009199181804433465,
0.021358687430620193,
0.0004697729891631752,
-0.016715046018362045,
-0.053533367812633514,
0.03074955753982067,
0.07335589826107025,
-0.020315105095505714,
-0.032361552119255066,
-0.008380480110645294,
0.03274557366967201,
-0.0712718740105629,
-0.022367559373378754,
-0.02049340307712555,
0.06751935929059982,
-0.058244749903678894,
-0.028113897889852524,
-0.06702499836683273,
0.024593818932771683,
-0.021692825481295586,
0.03899789974093437,
-0.023990683257579803,
0.01598898321390152,
-0.07398383319377899,
-0.04848600924015045,
0.06974326819181442,
0.04171831160783768,
0.061073366552591324,
0.026806997135281563,
-0.04790472611784935,
0.023369483649730682,
0.01799757219851017,
-0.025157880038022995,
-0.01200392097234726,
0.00682765943929553,
0.09191925823688507,
0.006506581325083971,
0.013166962191462517,
-0.0762658566236496,
0.004455973859876394,
0.02684636227786541,
-0.0023862295784056187,
-0.08454816788434982,
-0.022738028317689896,
0.04079672694206238,
0.05359754338860512,
-0.09230917692184448,
0.02016022801399231,
-0.030873458832502365,
0.06840765476226807,
-0.05420520901679993,
-0.014591081067919731,
-0.0012537509901449084,
-0.02422277256846428,
-0.08178021013736725,
-0.04638338461518288,
0.00250812666490674,
0.04304835945367813,
-0.055022984743118286,
0.04595526307821274,
-0.07779492437839508,
0.0626571923494339,
0.002762462245300412,
0.05423441529273987,
-0.049130816012620926,
0.028778502717614174,
-0.03210511803627014,
0.041238803416490555,
-0.03288072720170021,
-0.008866781368851662,
0.012255930341780186,
-0.012600405141711235,
-0.10369309037923813,
-0.07602927088737488,
-0.05865545943379402,
0.07272325456142426,
-0.014365646988153458,
0.009099485352635384,
0.05002310499548912,
-0.05024339631199837,
-0.016817839816212654,
-0.01100530382245779,
-0.08857189863920212,
0.023829549551010132,
0.009026162326335907,
0.07543203234672546,
-0.035315852612257004,
-0.002240015659481287,
0.061643555760383606,
0.040904175490140915,
-0.015971053391695023,
0.10500256717205048,
-0.06504129618406296,
0.032829590141773224,
-4.672726916510328e-8,
-0.019313959404826164,
-0.05242859944701195,
0.009753484278917313,
0.03597043827176094,
-0.050829194486141205,
-0.015818685293197632,
-0.04309150576591492,
-0.021201949566602707,
0.04834211245179176,
0.006539289839565754,
-0.05680951103568077,
0.04234740510582924,
0.05810241028666496,
0.017619486898183823,
-0.07019279897212982,
-0.008745788596570492,
0.016688117757439613,
-0.029197074472904205,
0.04526171088218689,
-0.012072724290192127,
-0.04523387923836708,
0.0465913750231266,
-0.03042851947247982,
0.004788050893694162,
-0.054483767598867416,
-0.0013927500694990158,
-0.043953802436590195,
-0.07650867104530334,
0.0838511660695076,
-0.030205346643924713,
-0.023138318210840225,
0.00297655095346272,
0.0934402123093605,
-0.03659544512629509,
0.19406020641326904,
-0.00796030554920435,
0.06434334069490433,
0.00008939404506236315,
-0.014256860129535198,
-0.09517879039049149,
0.0383327454328537,
0.007471024990081787,
-0.01887422986328602,
0.012157320976257324,
0.15300822257995605,
-0.0033506450708955526,
0.10901699215173721,
0.02781187742948532,
-0.016450269147753716,
0.01279868558049202,
0.06962458044290543,
-0.0036652928683906794,
-0.004094506613910198,
0.036963555961847305,
0.03344644233584404,
-0.06861059367656708,
-0.029893402010202408,
0.05907265841960907,
0.09092351794242859,
0.015046337619423866,
0.037724193185567856,
-0.00962193962186575,
-0.052944622933864594,
-0.06458175927400589
] | null | null | null | null | null | null | null |
[
-0.08289288729429245,
0.011781193315982819,
-0.07589088380336761,
-0.049955081194639206,
-0.019069267436861992,
0.016093233600258827,
-0.015708591789007187,
0.020103204995393753,
0.04260013997554779,
-0.08279751986265182,
0.06914463639259338,
-0.04022620990872383,
-0.007529811933636665,
0.09633403271436691,
0.027478734031319618,
-0.10322832316160202,
-0.018323512747883797,
-0.00499072577804327,
-0.009996547363698483,
0.006712493486702442,
-0.04909602925181389,
-0.03494924679398537,
-0.09087447077035904,
0.07128744572401047,
0.016070520505309105,
-0.010628976859152317,
0.004672438371926546,
-0.02274221181869507,
0.016628272831439972,
0.056871216744184494,
0.031060758978128433,
0.0548839308321476,
-0.06881513446569443,
0.005391685292124748,
0.07383790612220764,
-0.016818281263113022,
-0.07480757683515549,
0.03159722313284874,
-0.07795508950948715,
-0.0833795815706253,
0.04662357643246651,
-0.0331185981631279,
0.001474501914344728,
0.0653943195939064,
-0.021385788917541504,
0.037637703120708466,
-0.06172901391983032,
0.09287349134683609,
-0.038546621799468994,
-0.060296982526779175,
-0.05323777347803116,
0.08125277608633041,
-0.0508413203060627,
0.014180206693708897,
0.03339121490716934,
0.07987356185913086,
0.04956023767590523,
-0.02434168942272663,
0.016067108139395714,
0.03913820534944534,
-0.02855919860303402,
-0.012243682518601418,
-0.07856322824954987,
-0.06511044502258301,
0.014477534219622612,
0.016291886568069458,
-0.025288578122854233,
-0.01017620787024498,
-0.044118594378232956,
-0.03390171751379967,
-0.007524743210524321,
0.07629884034395218,
0.031404945999383926,
-0.014025094918906689,
0.0370379202067852,
-0.043195851147174835,
0.008529379963874817,
0.013364098966121674,
-0.07311637699604034,
-0.03446975350379944,
0.04158218950033188,
-0.016776949167251587,
-0.0057075428776443005,
-0.0036102309823036194,
-0.10556362569332123,
-0.025927890092134476,
0.027710413560271263,
-0.07818460464477539,
0.053287848830223083,
0.004138678312301636,
0.015193742699921131,
0.08736567199230194,
-0.0861816555261612,
-0.11363941431045532,
-0.050508931279182434,
0.0009375532972626388,
-0.04571792483329773,
0.055546484887599945,
0.10476907342672348,
-0.03008202090859413,
-0.02687525749206543,
-0.12707504630088806,
-0.028935253620147705,
0.0006880129803903401,
-0.014837649650871754,
0.09446153789758682,
0.10309600085020065,
-0.019437476992607117,
0.016795387491583824,
-0.08047235757112503,
-0.04878547042608261,
-0.00438658706843853,
0.016721658408641815,
0.014727202244102955,
0.06533566862344742,
-0.1338125765323639,
0.04810864478349686,
-0.05128294974565506,
-0.07422373443841934,
-0.06790963560342789,
-0.0014980562264099717,
0.044626932591199875,
0.011295951902866364,
0.017987018451094627,
-0.11326532065868378,
0.006484272889792919,
-0.0003899457224179059,
1.7593071099070306e-33,
-0.014632070437073708,
0.03905893862247467,
-0.009272792376577854,
0.024525407701730728,
0.03642251342535019,
-0.014063465408980846,
-0.04306572303175926,
0.043928131461143494,
0.0728871077299118,
-0.026643693447113037,
0.030582977458834648,
-0.005170904565602541,
-0.014681575819849968,
0.029977239668369293,
-0.023267356678843498,
0.022876089438796043,
0.049416303634643555,
0.00273459916934371,
0.019169937819242477,
-0.00814107432961464,
-0.011931965127587318,
0.09397894144058228,
0.09945376217365265,
0.0391540490090847,
0.0573284886777401,
-0.05559916794300079,
-0.038331661373376846,
-0.056631479412317276,
-0.006623821798712015,
-0.04470940679311752,
0.11913442611694336,
0.0287618525326252,
-0.023578602820634842,
-0.013693011365830898,
0.007456639781594276,
0.0017537166131660342,
-0.06098246946930885,
0.003025658428668976,
0.06396737694740295,
0.08466893434524536,
-0.015519586391746998,
0.05667909234762192,
0.02760300226509571,
0.04093071073293686,
0.03335382789373398,
-0.004614667501300573,
0.06871310621500015,
0.07238566875457764,
-0.008205712772905827,
-0.058149322867393494,
0.007658287417143583,
0.0050347414799034595,
-0.10114554315805435,
-0.03656663000583649,
0.023537393659353256,
0.056129276752471924,
0.03699933737516403,
0.02290610410273075,
0.015688851475715637,
-0.03187943249940872,
0.018137283623218536,
0.04867841303348541,
-0.0274185873568058,
-0.11528460681438446,
0.04119212180376053,
-0.04500589892268181,
-0.05806709825992584,
0.04405243322253227,
-0.012142334133386612,
-0.0434049628674984,
0.008282817900180817,
0.004337013233453035,
-0.023327002301812172,
-0.01884639449417591,
0.08145223557949066,
-0.015144158154726028,
-0.03953088819980621,
-0.03865627571940422,
0.038059547543525696,
-0.0809328481554985,
-0.13640181720256805,
0.12351211905479431,
0.047455113381147385,
-0.05045925825834274,
-0.1019478440284729,
0.0011039645178243518,
0.056387703865766525,
0.049480706453323364,
0.045345526188611984,
0.009651555679738522,
0.033241771161556244,
-0.052726905792951584,
-0.020929675549268723,
0.020806122571229935,
0.09647883474826813,
-4.60110272291532e-33,
-0.008401249535381794,
-0.0009199181804433465,
0.021358687430620193,
0.0004697729891631752,
-0.016715046018362045,
-0.053533367812633514,
0.03074955753982067,
0.07335589826107025,
-0.020315105095505714,
-0.032361552119255066,
-0.008380480110645294,
0.03274557366967201,
-0.0712718740105629,
-0.022367559373378754,
-0.02049340307712555,
0.06751935929059982,
-0.058244749903678894,
-0.028113897889852524,
-0.06702499836683273,
0.024593818932771683,
-0.021692825481295586,
0.03899789974093437,
-0.023990683257579803,
0.01598898321390152,
-0.07398383319377899,
-0.04848600924015045,
0.06974326819181442,
0.04171831160783768,
0.061073366552591324,
0.026806997135281563,
-0.04790472611784935,
0.023369483649730682,
0.01799757219851017,
-0.025157880038022995,
-0.01200392097234726,
0.00682765943929553,
0.09191925823688507,
0.006506581325083971,
0.013166962191462517,
-0.0762658566236496,
0.004455973859876394,
0.02684636227786541,
-0.0023862295784056187,
-0.08454816788434982,
-0.022738028317689896,
0.04079672694206238,
0.05359754338860512,
-0.09230917692184448,
0.02016022801399231,
-0.030873458832502365,
0.06840765476226807,
-0.05420520901679993,
-0.014591081067919731,
-0.0012537509901449084,
-0.02422277256846428,
-0.08178021013736725,
-0.04638338461518288,
0.00250812666490674,
0.04304835945367813,
-0.055022984743118286,
0.04595526307821274,
-0.07779492437839508,
0.0626571923494339,
0.002762462245300412,
0.05423441529273987,
-0.049130816012620926,
0.028778502717614174,
-0.03210511803627014,
0.041238803416490555,
-0.03288072720170021,
-0.008866781368851662,
0.012255930341780186,
-0.012600405141711235,
-0.10369309037923813,
-0.07602927088737488,
-0.05865545943379402,
0.07272325456142426,
-0.014365646988153458,
0.009099485352635384,
0.05002310499548912,
-0.05024339631199837,
-0.016817839816212654,
-0.01100530382245779,
-0.08857189863920212,
0.023829549551010132,
0.009026162326335907,
0.07543203234672546,
-0.035315852612257004,
-0.002240015659481287,
0.061643555760383606,
0.040904175490140915,
-0.015971053391695023,
0.10500256717205048,
-0.06504129618406296,
0.032829590141773224,
-4.672726916510328e-8,
-0.019313959404826164,
-0.05242859944701195,
0.009753484278917313,
0.03597043827176094,
-0.050829194486141205,
-0.015818685293197632,
-0.04309150576591492,
-0.021201949566602707,
0.04834211245179176,
0.006539289839565754,
-0.05680951103568077,
0.04234740510582924,
0.05810241028666496,
0.017619486898183823,
-0.07019279897212982,
-0.008745788596570492,
0.016688117757439613,
-0.029197074472904205,
0.04526171088218689,
-0.012072724290192127,
-0.04523387923836708,
0.0465913750231266,
-0.03042851947247982,
0.004788050893694162,
-0.054483767598867416,
-0.0013927500694990158,
-0.043953802436590195,
-0.07650867104530334,
0.0838511660695076,
-0.030205346643924713,
-0.023138318210840225,
0.00297655095346272,
0.0934402123093605,
-0.03659544512629509,
0.19406020641326904,
-0.00796030554920435,
0.06434334069490433,
0.00008939404506236315,
-0.014256860129535198,
-0.09517879039049149,
0.0383327454328537,
0.007471024990081787,
-0.01887422986328602,
0.012157320976257324,
0.15300822257995605,
-0.0033506450708955526,
0.10901699215173721,
0.02781187742948532,
-0.016450269147753716,
0.01279868558049202,
0.06962458044290543,
-0.0036652928683906794,
-0.004094506613910198,
0.036963555961847305,
0.03344644233584404,
-0.06861059367656708,
-0.029893402010202408,
0.05907265841960907,
0.09092351794242859,
0.015046337619423866,
0.037724193185567856,
-0.00962193962186575,
-0.052944622933864594,
-0.06458175927400589
] |
1402.5019
|
Yi Liu Dr
|
Guillaume Point, Yi Liu, Yohann Brelet, Sergey Mitryukovskiy, Pengji
Ding, Aur\'elien Houard, and Andr\'e Mysyrowicz
|
Lasing of ambient air with microjoule pulse energy pumped by a multi
terawatt IR femtosecond laser
| null | null |
10.1364/OL.39.001725
| null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We report on the lasing action of atmospheric air pumped by an 800 nm
femtosecond laser pulse with peak power up to 4 TW. Lasing emission at 428 nm
increases rapidly over a small range of pump laser power, followed by
saturation above ~ 1.5 TW. The maximum lasing pulse energy is measured to be
2.6 uJ corresponding to an emission power in the MW range, while a maximum
conversion efficiency of is measured at moderate pump pulse energy. The optical
gain inside the filament plasma is estimated to be excess of 0.7/cm. The lasing
emission shows a doughnut profile, reflecting the spatial distribution of the
pump-generated white-light continuum that acts as a seed for the lasing. We
attribute the pronounced saturation to the defocusing of the seed in the plasma
amplifying region and to the saturation of the seed intensity.
|
[
{
"created": "Thu, 20 Feb 2014 14:55:01 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Point",
"Guillaume",
""
],
[
"Liu",
"Yi",
""
],
[
"Brelet",
"Yohann",
""
],
[
"Mitryukovskiy",
"Sergey",
""
],
[
"Ding",
"Pengji",
""
],
[
"Houard",
"Aurélien",
""
],
[
"Mysyrowicz",
"André",
""
]
] |
[
0.031227804720401764,
-0.01942102052271366,
-0.027189800515770912,
0.04052019864320755,
-0.04854525253176689,
-0.032300256192684174,
0.07407914847135544,
-0.07357721030712128,
-0.008995980955660343,
-0.039174433797597885,
-0.051021892577409744,
0.016704533249139786,
-0.006921033374965191,
-0.021672457456588745,
0.018152810633182526,
0.10511495172977448,
0.030740302056074142,
-0.04867618903517723,
-0.021166156977415085,
0.035639915615320206,
0.10955256223678589,
-0.04097258672118187,
0.011861247941851616,
-0.010803557932376862,
-0.0033079625573009253,
-0.07088692486286163,
-0.05869264155626297,
-0.02112746052443981,
-0.0034596065524965525,
0.07146477699279785,
0.07260672003030777,
-0.04451453685760498,
-0.05653904378414154,
0.09318863600492477,
0.1104457750916481,
-0.1060640811920166,
0.031476106494665146,
-0.0408228300511837,
-0.028367584571242332,
0.037567414343357086,
0.03854998201131821,
-0.0796600803732872,
0.006797097157686949,
0.07392741739749908,
-0.05115802586078644,
0.025557223707437515,
-0.0032341883052140474,
-0.0710858479142189,
-0.07575555145740509,
0.022811314091086388,
-0.04720849171280861,
0.01993558183312416,
-0.05329297110438347,
0.011553999036550522,
0.013821491040289402,
0.10867105424404144,
0.0015944623155519366,
0.03136963024735451,
0.024492954835295677,
-0.1076635792851448,
-0.05367133021354675,
0.041058771312236786,
-0.0408126562833786,
0.017370568588376045,
0.027271434664726257,
-0.03455657884478569,
0.008068316616117954,
0.02913791313767433,
-0.006675427313894033,
-0.061888501048088074,
0.03350600227713585,
0.03661911562085152,
0.03135829046368599,
0.029235992580652237,
-0.010473315604031086,
0.015088816173374653,
0.009659324772655964,
-0.0070219445042312145,
-0.023558523505926132,
0.010792653076350689,
0.13321606814861298,
0.05686481297016144,
-0.048321641981601715,
0.02323020063340664,
-0.10299110412597656,
0.039082396775484085,
0.05256059020757675,
0.02847391739487648,
-0.009562185034155846,
0.05017189309000969,
-0.08154497295618057,
-0.0347495898604393,
-0.057644329965114594,
-0.02771913819015026,
0.01942150667309761,
-0.015089827589690685,
0.10295230895280838,
-0.052847057580947876,
0.023815510794520378,
-0.06432805955410004,
0.022438229992985725,
-0.029645603150129318,
0.018435491248965263,
0.006219095550477505,
-0.04080137237906456,
-0.032261937856674194,
0.08153639733791351,
0.16156837344169617,
-0.10920511931180954,
0.05858532339334488,
0.061797671020030975,
-0.038681961596012115,
0.012566513381898403,
-0.05059913918375969,
0.04255300760269165,
0.06565579771995544,
-0.016803137958049774,
0.034074123948812485,
-0.08929164707660675,
-0.005156707018613815,
-0.042087722569704056,
0.061992742121219635,
0.02018522471189499,
0.04337707534432411,
-0.028361842036247253,
-0.028007930144667625,
-0.012839098460972309,
3.428375559263265e-33,
0.07737193256616592,
-0.004637399688363075,
0.012970809824764729,
-0.0079598817974329,
-0.022364463657140732,
-0.02090759016573429,
0.024930307641625404,
-0.051886025816202164,
-0.12289547920227051,
0.03887565806508064,
-0.049625396728515625,
-0.001686502480879426,
-0.05159927159547806,
0.07720986008644104,
-0.025454441085457802,
-0.10110785067081451,
0.014875460416078568,
0.07347084581851959,
-0.085960254073143,
0.06393381953239441,
-0.023026546463370323,
0.08615425229072571,
0.021622855216264725,
0.04994790628552437,
-0.058220990002155304,
-0.0011453519109636545,
-0.08590790629386902,
0.05754125118255615,
-0.023633291944861412,
0.009931218810379505,
0.08214202523231506,
0.04497397691011429,
-0.029097283259034157,
-0.05912720412015915,
0.0670347809791565,
0.01332583837211132,
-0.0431673564016819,
0.016968529671430588,
-0.011894751340150833,
0.007923382334411144,
-0.03578343987464905,
0.04115957394242287,
0.0028790468350052834,
0.013523961417376995,
0.0055257463827729225,
0.02675539441406727,
-0.08080404996871948,
-0.051265887916088104,
0.015158859081566334,
-0.01530266460031271,
-0.04441938176751137,
-0.013312913477420807,
0.03653688356280327,
0.034199707210063934,
0.09040568768978119,
0.02519330382347107,
0.08148257434368134,
-0.00338573451153934,
0.03290529176592827,
-0.06885601580142975,
0.015355773270130157,
-0.04520328715443611,
0.024659115821123123,
0.032359711825847626,
-0.04690847918391228,
0.005686433520168066,
0.0319489985704422,
0.06198560446500778,
0.0031517441384494305,
0.01796301081776619,
0.007361911237239838,
-0.0376494899392128,
0.052588917315006256,
-0.08688432723283768,
0.13680322468280792,
-0.01318094041198492,
0.08512566983699799,
0.08048243820667267,
-0.03637968376278877,
0.026215074583888054,
0.05328549072146416,
-0.06339021772146225,
-0.0011549227638170123,
-0.08156226575374603,
-0.06541908532381058,
0.018753139302134514,
-0.08979593962430954,
0.09185600280761719,
-0.07420661300420761,
0.04267354682087898,
0.029477860778570175,
-0.024301493540406227,
0.02431393228471279,
-0.08082330226898193,
-0.056015413254499435,
-4.2810442638612125e-33,
0.12411242723464966,
-0.032451700419187546,
0.03116498328745365,
0.03737796097993851,
0.03799882158637047,
0.08599413186311722,
0.007971751503646374,
0.0020231958478689194,
-0.08404113352298737,
0.010330426506698132,
-0.007919104769825935,
0.04257411137223244,
-0.022311942651867867,
-0.02240584045648575,
-0.04702913388609886,
-0.027110762894153595,
-0.03144834563136101,
-0.0014106008457019925,
0.054924171417951584,
-0.000934936455450952,
-0.033425223082304,
0.029167184606194496,
0.02903152070939541,
0.008360476233065128,
0.020700491964817047,
-0.0038133924826979637,
0.004841545131057501,
0.045672327280044556,
-0.030237041413784027,
-0.03236102685332298,
-0.015543404035270214,
0.0033833819907158613,
0.000990531058050692,
0.04458572715520859,
-0.09469665586948395,
-0.017452076077461243,
0.090522401034832,
0.00009951477113645524,
-0.06333325058221817,
-0.04632490128278732,
-0.024360252544283867,
-0.017674075439572334,
0.010580092668533325,
-0.05241842567920685,
0.0037272744812071323,
0.05150189250707626,
-0.016434529796242714,
-0.09913323074579239,
0.045538801699876785,
-0.02329390123486519,
-0.04907185211777687,
0.013760238885879517,
-0.06780809164047241,
0.07837407290935516,
0.026349645107984543,
-0.005283263977617025,
0.029075609520077705,
0.07073190063238144,
-0.0030957069247961044,
-0.00014553025539498776,
-0.041705191135406494,
-0.03356689214706421,
0.07543522864580154,
-0.019636355340480804,
-0.007518269121646881,
-0.03796936944127083,
0.00781747791916132,
0.08810316026210785,
-0.003951433580368757,
-0.04721686244010925,
0.020262576639652252,
-0.013132010586559772,
0.004080414772033691,
0.04737541824579239,
-0.006072449032217264,
-0.014715366996824741,
0.016200562939047813,
-0.057343412190675735,
-0.029473278671503067,
0.018795236945152283,
-0.010689157992601395,
0.02242761291563511,
-0.024106770753860474,
0.049307044595479965,
0.07117116451263428,
-0.01591562107205391,
0.08461324870586395,
-0.0531102791428566,
-0.07336331903934479,
-0.041409727185964584,
0.021169079467654228,
0.005452918354421854,
0.0032182573340833187,
-0.12203235179185867,
0.09818387776613235,
-5.250255341593402e-8,
-0.0789712443947792,
0.015217436477541924,
0.028153978288173676,
0.05485128238797188,
0.03975355252623558,
0.038041166961193085,
0.016606740653514862,
0.05972740054130554,
0.03989402577280998,
-0.05208117142319679,
0.003808232257142663,
-0.04211670532822609,
0.03179851919412613,
0.03289224952459335,
0.07327660918235779,
-0.12735186517238617,
-0.05204661935567856,
-0.050056979060173035,
0.008589030243456364,
0.08292821049690247,
-0.02897941879928112,
-0.013959155417978764,
-0.015452916733920574,
-0.010500074364244938,
-0.041549984365701675,
0.036902688443660736,
0.022749751806259155,
0.038713544607162476,
0.05192232504487038,
-0.03811987489461899,
-0.022592736408114433,
-0.032001301646232605,
-0.030641352757811546,
-0.06136813387274742,
-0.14247755706310272,
-0.0036874159704893827,
-0.09988726675510406,
-0.0020429070573300123,
-0.07345351576805115,
0.027025049552321434,
0.012070980854332447,
-0.019850105047225952,
0.03984300047159195,
0.0019835808780044317,
-0.08618862926959991,
0.09368213266134262,
-0.04859543219208717,
-0.006238856818526983,
-0.1204594299197197,
0.05690082535147667,
0.07855265587568283,
-0.01763816364109516,
-0.006831803824752569,
-0.08746667206287384,
-0.0321156345307827,
-0.020696677267551422,
-0.048023901879787445,
0.1000383272767067,
0.01682286709547043,
0.010900073684751987,
0.07966378331184387,
-0.04747037589550018,
-0.034494735300540924,
0.02533329837024212
] | null | null | null | null | null | null | null |
[
0.031227804720401764,
-0.01942102052271366,
-0.027189800515770912,
0.04052019864320755,
-0.04854525253176689,
-0.032300256192684174,
0.07407914847135544,
-0.07357721030712128,
-0.008995980955660343,
-0.039174433797597885,
-0.051021892577409744,
0.016704533249139786,
-0.006921033374965191,
-0.021672457456588745,
0.018152810633182526,
0.10511495172977448,
0.030740302056074142,
-0.04867618903517723,
-0.021166156977415085,
0.035639915615320206,
0.10955256223678589,
-0.04097258672118187,
0.011861247941851616,
-0.010803557932376862,
-0.0033079625573009253,
-0.07088692486286163,
-0.05869264155626297,
-0.02112746052443981,
-0.0034596065524965525,
0.07146477699279785,
0.07260672003030777,
-0.04451453685760498,
-0.05653904378414154,
0.09318863600492477,
0.1104457750916481,
-0.1060640811920166,
0.031476106494665146,
-0.0408228300511837,
-0.028367584571242332,
0.037567414343357086,
0.03854998201131821,
-0.0796600803732872,
0.006797097157686949,
0.07392741739749908,
-0.05115802586078644,
0.025557223707437515,
-0.0032341883052140474,
-0.0710858479142189,
-0.07575555145740509,
0.022811314091086388,
-0.04720849171280861,
0.01993558183312416,
-0.05329297110438347,
0.011553999036550522,
0.013821491040289402,
0.10867105424404144,
0.0015944623155519366,
0.03136963024735451,
0.024492954835295677,
-0.1076635792851448,
-0.05367133021354675,
0.041058771312236786,
-0.0408126562833786,
0.017370568588376045,
0.027271434664726257,
-0.03455657884478569,
0.008068316616117954,
0.02913791313767433,
-0.006675427313894033,
-0.061888501048088074,
0.03350600227713585,
0.03661911562085152,
0.03135829046368599,
0.029235992580652237,
-0.010473315604031086,
0.015088816173374653,
0.009659324772655964,
-0.0070219445042312145,
-0.023558523505926132,
0.010792653076350689,
0.13321606814861298,
0.05686481297016144,
-0.048321641981601715,
0.02323020063340664,
-0.10299110412597656,
0.039082396775484085,
0.05256059020757675,
0.02847391739487648,
-0.009562185034155846,
0.05017189309000969,
-0.08154497295618057,
-0.0347495898604393,
-0.057644329965114594,
-0.02771913819015026,
0.01942150667309761,
-0.015089827589690685,
0.10295230895280838,
-0.052847057580947876,
0.023815510794520378,
-0.06432805955410004,
0.022438229992985725,
-0.029645603150129318,
0.018435491248965263,
0.006219095550477505,
-0.04080137237906456,
-0.032261937856674194,
0.08153639733791351,
0.16156837344169617,
-0.10920511931180954,
0.05858532339334488,
0.061797671020030975,
-0.038681961596012115,
0.012566513381898403,
-0.05059913918375969,
0.04255300760269165,
0.06565579771995544,
-0.016803137958049774,
0.034074123948812485,
-0.08929164707660675,
-0.005156707018613815,
-0.042087722569704056,
0.061992742121219635,
0.02018522471189499,
0.04337707534432411,
-0.028361842036247253,
-0.028007930144667625,
-0.012839098460972309,
3.428375559263265e-33,
0.07737193256616592,
-0.004637399688363075,
0.012970809824764729,
-0.0079598817974329,
-0.022364463657140732,
-0.02090759016573429,
0.024930307641625404,
-0.051886025816202164,
-0.12289547920227051,
0.03887565806508064,
-0.049625396728515625,
-0.001686502480879426,
-0.05159927159547806,
0.07720986008644104,
-0.025454441085457802,
-0.10110785067081451,
0.014875460416078568,
0.07347084581851959,
-0.085960254073143,
0.06393381953239441,
-0.023026546463370323,
0.08615425229072571,
0.021622855216264725,
0.04994790628552437,
-0.058220990002155304,
-0.0011453519109636545,
-0.08590790629386902,
0.05754125118255615,
-0.023633291944861412,
0.009931218810379505,
0.08214202523231506,
0.04497397691011429,
-0.029097283259034157,
-0.05912720412015915,
0.0670347809791565,
0.01332583837211132,
-0.0431673564016819,
0.016968529671430588,
-0.011894751340150833,
0.007923382334411144,
-0.03578343987464905,
0.04115957394242287,
0.0028790468350052834,
0.013523961417376995,
0.0055257463827729225,
0.02675539441406727,
-0.08080404996871948,
-0.051265887916088104,
0.015158859081566334,
-0.01530266460031271,
-0.04441938176751137,
-0.013312913477420807,
0.03653688356280327,
0.034199707210063934,
0.09040568768978119,
0.02519330382347107,
0.08148257434368134,
-0.00338573451153934,
0.03290529176592827,
-0.06885601580142975,
0.015355773270130157,
-0.04520328715443611,
0.024659115821123123,
0.032359711825847626,
-0.04690847918391228,
0.005686433520168066,
0.0319489985704422,
0.06198560446500778,
0.0031517441384494305,
0.01796301081776619,
0.007361911237239838,
-0.0376494899392128,
0.052588917315006256,
-0.08688432723283768,
0.13680322468280792,
-0.01318094041198492,
0.08512566983699799,
0.08048243820667267,
-0.03637968376278877,
0.026215074583888054,
0.05328549072146416,
-0.06339021772146225,
-0.0011549227638170123,
-0.08156226575374603,
-0.06541908532381058,
0.018753139302134514,
-0.08979593962430954,
0.09185600280761719,
-0.07420661300420761,
0.04267354682087898,
0.029477860778570175,
-0.024301493540406227,
0.02431393228471279,
-0.08082330226898193,
-0.056015413254499435,
-4.2810442638612125e-33,
0.12411242723464966,
-0.032451700419187546,
0.03116498328745365,
0.03737796097993851,
0.03799882158637047,
0.08599413186311722,
0.007971751503646374,
0.0020231958478689194,
-0.08404113352298737,
0.010330426506698132,
-0.007919104769825935,
0.04257411137223244,
-0.022311942651867867,
-0.02240584045648575,
-0.04702913388609886,
-0.027110762894153595,
-0.03144834563136101,
-0.0014106008457019925,
0.054924171417951584,
-0.000934936455450952,
-0.033425223082304,
0.029167184606194496,
0.02903152070939541,
0.008360476233065128,
0.020700491964817047,
-0.0038133924826979637,
0.004841545131057501,
0.045672327280044556,
-0.030237041413784027,
-0.03236102685332298,
-0.015543404035270214,
0.0033833819907158613,
0.000990531058050692,
0.04458572715520859,
-0.09469665586948395,
-0.017452076077461243,
0.090522401034832,
0.00009951477113645524,
-0.06333325058221817,
-0.04632490128278732,
-0.024360252544283867,
-0.017674075439572334,
0.010580092668533325,
-0.05241842567920685,
0.0037272744812071323,
0.05150189250707626,
-0.016434529796242714,
-0.09913323074579239,
0.045538801699876785,
-0.02329390123486519,
-0.04907185211777687,
0.013760238885879517,
-0.06780809164047241,
0.07837407290935516,
0.026349645107984543,
-0.005283263977617025,
0.029075609520077705,
0.07073190063238144,
-0.0030957069247961044,
-0.00014553025539498776,
-0.041705191135406494,
-0.03356689214706421,
0.07543522864580154,
-0.019636355340480804,
-0.007518269121646881,
-0.03796936944127083,
0.00781747791916132,
0.08810316026210785,
-0.003951433580368757,
-0.04721686244010925,
0.020262576639652252,
-0.013132010586559772,
0.004080414772033691,
0.04737541824579239,
-0.006072449032217264,
-0.014715366996824741,
0.016200562939047813,
-0.057343412190675735,
-0.029473278671503067,
0.018795236945152283,
-0.010689157992601395,
0.02242761291563511,
-0.024106770753860474,
0.049307044595479965,
0.07117116451263428,
-0.01591562107205391,
0.08461324870586395,
-0.0531102791428566,
-0.07336331903934479,
-0.041409727185964584,
0.021169079467654228,
0.005452918354421854,
0.0032182573340833187,
-0.12203235179185867,
0.09818387776613235,
-5.250255341593402e-8,
-0.0789712443947792,
0.015217436477541924,
0.028153978288173676,
0.05485128238797188,
0.03975355252623558,
0.038041166961193085,
0.016606740653514862,
0.05972740054130554,
0.03989402577280998,
-0.05208117142319679,
0.003808232257142663,
-0.04211670532822609,
0.03179851919412613,
0.03289224952459335,
0.07327660918235779,
-0.12735186517238617,
-0.05204661935567856,
-0.050056979060173035,
0.008589030243456364,
0.08292821049690247,
-0.02897941879928112,
-0.013959155417978764,
-0.015452916733920574,
-0.010500074364244938,
-0.041549984365701675,
0.036902688443660736,
0.022749751806259155,
0.038713544607162476,
0.05192232504487038,
-0.03811987489461899,
-0.022592736408114433,
-0.032001301646232605,
-0.030641352757811546,
-0.06136813387274742,
-0.14247755706310272,
-0.0036874159704893827,
-0.09988726675510406,
-0.0020429070573300123,
-0.07345351576805115,
0.027025049552321434,
0.012070980854332447,
-0.019850105047225952,
0.03984300047159195,
0.0019835808780044317,
-0.08618862926959991,
0.09368213266134262,
-0.04859543219208717,
-0.006238856818526983,
-0.1204594299197197,
0.05690082535147667,
0.07855265587568283,
-0.01763816364109516,
-0.006831803824752569,
-0.08746667206287384,
-0.0321156345307827,
-0.020696677267551422,
-0.048023901879787445,
0.1000383272767067,
0.01682286709547043,
0.010900073684751987,
0.07966378331184387,
-0.04747037589550018,
-0.034494735300540924,
0.02533329837024212
] |
1402.5022
|
David Gagnon
|
David A. Gagnon, Nathan C. Keim, Xiaoning Shen, Paulo E. Arratia
|
Fluid-Induced Propulsion of Rigid Particles in Wormlike Micellar
Solutions
| null | null |
10.1063/1.4896598
| null |
physics.flu-dyn cond-mat.soft physics.bio-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In the absence of inertia, a reciprocal swimmer achieves no net motion in a
viscous Newtonian fluid. Here, we investigate the ability of a reciprocally
actuated particle to translate through a complex fluid that possesses a network
using tracking methods and birefringence imaging. A geometrically polar
particle, a rod with a bead on one end, is reciprocally rotated using magnetic
fields. The particle is immersed in a wormlike micellar (WLM) solution that is
known to be susceptible to the formation of shear bands and other localized
structures due to shear-induced remodeling of its microstructure. Results show
that the nonlinearities present in this WLM solution break time-reversal
symmetry under certain conditions, and enable propulsion of an artificial
"swimmer." We find three regimes dependent on the Deborah number (De): net
motion towards the bead-end of the particle at low De, net motion towards the
rod-end of the particle at intermediate De, and no appreciable propulsion at
high De. At low De, where the particle time-scale is longer then the fluid
relaxation time, we believe that propulsion is caused by an imbalance in the
fluid first normal stress differences between the two ends of the particle
(bead and rod). At De~1, however, we observe the emergence of a region of
network anisotropy near the rod using birefringence imaging. This anisotropy
suggests alignment of the micellar network, which is "locked in" due to the
shorter time-scale of the particle relative to the fluid.
|
[
{
"created": "Thu, 20 Feb 2014 15:07:21 GMT",
"version": "v1"
},
{
"created": "Tue, 17 Jun 2014 15:26:44 GMT",
"version": "v2"
},
{
"created": "Tue, 15 Jul 2014 18:52:10 GMT",
"version": "v3"
},
{
"created": "Sat, 13 Sep 2014 20:55:35 GMT",
"version": "v4"
}
] |
2015-06-18
|
[
[
"Gagnon",
"David A.",
""
],
[
"Keim",
"Nathan C.",
""
],
[
"Shen",
"Xiaoning",
""
],
[
"Arratia",
"Paulo E.",
""
]
] |
[
-0.05293652042746544,
-0.08848366886377335,
0.09219413250684738,
-0.004026197828352451,
-0.017316583544015884,
-0.016793547198176384,
0.021194543689489365,
-0.02350620925426483,
-0.035279784351587296,
0.03965034335851669,
0.026129918172955513,
-0.045456718653440475,
-0.0909903272986412,
0.10185480117797852,
-0.037666864693164825,
0.003335396759212017,
-0.024263130500912666,
0.017459211871027946,
-0.0393565334379673,
0.09353833645582199,
0.029170075431466103,
-0.016031784936785698,
-0.05164206027984619,
0.07610269635915756,
-0.04908766597509384,
0.0251623447984457,
-0.007505116052925587,
-0.013862553983926773,
-0.04976249113678932,
-0.07054060697555542,
0.025559116154909134,
0.025873569771647453,
-0.12733297049999237,
-0.04373199865221977,
-0.07836008816957474,
0.04401223734021187,
-0.01180452760308981,
0.01769499108195305,
-0.03911784291267395,
-0.03053440898656845,
-0.005717279389500618,
0.0116474200040102,
0.031003210693597794,
-0.011296148411929607,
0.0725177600979805,
0.06492774188518524,
0.10471172630786896,
0.040445342659950256,
0.04820173606276512,
0.04298677667975426,
-0.09323173016309738,
0.009096183814108372,
-0.017963508144021034,
-0.0016217341180890799,
0.033691953867673874,
0.05723505839705467,
0.00477195531129837,
0.012017063796520233,
-0.007455441635102034,
-0.050904419273138046,
0.07280702143907547,
0.004741489887237549,
-0.018049582839012146,
0.02569025196135044,
-0.017868634313344955,
-0.03384780511260033,
-0.11130305379629135,
0.024690724909305573,
0.0338582769036293,
0.0776183158159256,
0.05042579770088196,
0.018505126237869263,
-0.0631561204791069,
0.016882361844182014,
0.047159284353256226,
-0.06098588556051254,
0.0070406170561909676,
0.11005149036645889,
0.04261624068021774,
0.07184549421072006,
-0.01305395271629095,
-0.12421858310699463,
0.010516929440200329,
0.049631133675575256,
0.038745686411857605,
0.018567120656371117,
0.04830294847488403,
0.008449834771454334,
0.03708779811859131,
0.057607367634773254,
-0.028965894132852554,
0.019373444840312004,
-0.03658818081021309,
-0.07194384187459946,
0.131098210811615,
-0.06473468989133835,
-0.030256235972046852,
0.05162934213876724,
0.06927438825368881,
0.05023276060819626,
0.01567070186138153,
-0.05250505357980728,
0.018162600696086884,
0.13123098015785217,
0.025410905480384827,
-0.08029928803443909,
0.1084979996085167,
0.050645578652620316,
0.07563178241252899,
0.031141499057412148,
0.02465437352657318,
-0.013081222772598267,
0.07273031026124954,
0.0020047917496412992,
0.02411413937807083,
-0.08521877974271774,
-0.054967645555734634,
0.0397767573595047,
-0.00018337354413233697,
0.025831442326307297,
-0.007602667901664972,
-0.02770490013062954,
-0.07048400491476059,
-0.07463394105434418,
0.03604070469737053,
0.08325567841529846,
0.021227095276117325,
1.4630089732673916e-33,
0.030602579936385155,
0.005868075415492058,
0.011751627549529076,
-0.019129160791635513,
-0.008555298671126366,
-0.04335608333349228,
-0.009588793851435184,
-0.009726103395223618,
-0.004445742350071669,
-0.058374129235744476,
-0.04817671701312065,
0.052051983773708344,
-0.07083092629909515,
0.031250156462192535,
-0.053317051380872726,
-0.06668105721473694,
0.05065986514091492,
-0.027481617406010628,
0.0066052391193807125,
-0.0208580382168293,
0.09727019816637039,
-0.00371063151396811,
-0.09177018702030182,
-0.09671810269355774,
-0.03217550739645958,
-0.027569172903895378,
-0.04137696325778961,
0.005456107202917337,
0.03160250559449196,
0.048519060015678406,
-0.01657457835972309,
-0.04093629866838455,
-0.07267846167087555,
0.08157169073820114,
0.03145334869623184,
0.04767334833741188,
0.006223579868674278,
-0.0581822395324707,
0.03684830293059349,
0.048778459429740906,
-0.012928321957588196,
-0.029265597462654114,
-0.06975904852151871,
-0.004776705987751484,
-0.050645504146814346,
-0.07250915467739105,
0.08002237975597382,
0.04933095723390579,
-0.061039961874485016,
-0.034612879157066345,
0.03730550408363342,
0.01368669793009758,
0.005714809987694025,
-0.08163385838270187,
0.002595277037471533,
-0.03670364245772362,
0.05776765197515488,
0.050053201615810394,
-0.11554694920778275,
-0.006996360141783953,
-0.0002115773386321962,
0.041524529457092285,
-0.01918565109372139,
-0.027767006307840347,
0.010838870890438557,
0.006937638856470585,
-0.01328873448073864,
0.020111704245209694,
0.04134234040975571,
-0.034308310598134995,
-0.08232592791318893,
0.0332830473780632,
-0.058649901300668716,
-0.015142342075705528,
0.04486697167158127,
0.06468123197555542,
0.0672868937253952,
-0.0116510558873415,
0.006188980303704739,
0.0567135363817215,
-0.053422633558511734,
0.04760576784610748,
-0.012560123577713966,
0.020419172942638397,
-0.0764397531747818,
0.011760624125599861,
0.08294276148080826,
-0.11016619950532913,
-0.03619474917650223,
-0.08862815797328949,
0.018230430781841278,
-0.03946707025170326,
0.032972365617752075,
0.011178231798112392,
0.004296942614018917,
-4.031947092688385e-33,
-0.07176721841096878,
-0.07610978931188583,
0.009377242997288704,
0.07731367647647858,
-0.021001098677515984,
0.10932707786560059,
0.06806942075490952,
0.045839205384254456,
0.000977646792307496,
-0.08614172786474228,
0.04624094441533089,
-0.053668323904275894,
-0.07273948192596436,
0.02525133267045021,
0.0062749022617936134,
-0.044708989560604095,
0.011530247516930103,
-0.02592828869819641,
0.05562717095017433,
-0.055391449481248856,
-0.00520356697961688,
0.08403041958808899,
0.08527698367834091,
0.014640160836279392,
0.0611594021320343,
0.04363283887505531,
0.04927271232008934,
0.002588680014014244,
0.0354108065366745,
0.015931524336338043,
0.034185536205768585,
-0.027234800159931183,
0.07578574120998383,
0.027275225147604942,
-0.04936561360955238,
0.12363618612289429,
-0.02857033908367157,
0.023293742910027504,
0.018373122438788414,
-0.05146215111017227,
-0.000500862137414515,
-0.06315023452043533,
0.05390056222677231,
0.022721916437149048,
0.030976828187704086,
-0.008312136866152287,
-0.004152367357164621,
0.06646717339754105,
-0.037056032568216324,
0.04613538086414337,
-0.0694025307893753,
-0.038116659969091415,
0.022467562928795815,
-0.013224317692220211,
0.028229491785168648,
0.013787473551928997,
0.029578857123851776,
-0.04336335510015488,
0.05876576155424118,
-0.009660766460001469,
-0.10317812114953995,
0.03231356665492058,
0.0006062425090931356,
0.01892814226448536,
-0.04271632805466652,
0.01650676131248474,
-0.035399578511714935,
-0.012136755511164665,
-0.010409298352897167,
-0.09501626342535019,
0.03168591111898422,
0.08880675584077835,
0.07971072942018509,
-0.03721917048096657,
0.048460833728313446,
0.011631996370851994,
0.02428341843187809,
0.0720948576927185,
-0.07047629356384277,
-0.0040204632095992565,
-0.0018642215291038156,
0.06254052370786667,
0.0022103621158748865,
-0.07374729216098785,
0.009867249056696892,
-0.11461156606674194,
-0.0415731780230999,
-0.015661468729376793,
-0.030358625575900078,
0.032851822674274445,
0.0790838971734047,
-0.019965380430221558,
0.01712946966290474,
-0.00281515228562057,
0.02765575610101223,
-5.3742201799877876e-8,
0.0178019218146801,
0.002091171219944954,
0.017448371276259422,
-0.035097550600767136,
-0.00888045784085989,
0.08525826036930084,
-0.012262418866157532,
-0.011943402700126171,
0.0009280481026507914,
-0.04200070723891258,
0.027112558484077454,
-0.006720289122313261,
0.017420969903469086,
-0.013913463801145554,
-0.02734067291021347,
0.04565821588039398,
-0.007253517396748066,
-0.0698498785495758,
-0.03714912384748459,
-0.020187027752399445,
-0.0015496949199587107,
-0.09293235838413239,
-0.02600385993719101,
0.042500704526901245,
-0.012638802640140057,
-0.026602229103446007,
-0.11864052712917328,
-0.07896474003791809,
-0.0359264612197876,
-0.07936666905879974,
-0.06457334756851196,
0.026961542665958405,
-0.03668973222374916,
0.04553775489330292,
-0.11716844886541367,
0.009373621083796024,
-0.06628286838531494,
0.056343432515859604,
-0.08726626634597778,
0.07011325657367706,
0.052679598331451416,
0.09561750292778015,
-0.04265366494655609,
-0.00928362924605608,
0.059789858758449554,
0.010827186517417431,
-0.03610876947641373,
-0.016722094267606735,
-0.06490211188793182,
-0.015583844855427742,
-0.03721374273300171,
0.06585146486759186,
0.05886300280690193,
0.08948437124490738,
-0.005717067047953606,
0.11423617601394653,
-0.06597248464822769,
-0.0678805261850357,
-0.05895531177520752,
0.022740701213479042,
-0.056157588958740234,
-0.038107629865407944,
0.010220763273537159,
-0.01415000669658184
] | null | null | null | null | null | null | null |
[
-0.05293652042746544,
-0.08848366886377335,
0.09219413250684738,
-0.004026197828352451,
-0.017316583544015884,
-0.016793547198176384,
0.021194543689489365,
-0.02350620925426483,
-0.035279784351587296,
0.03965034335851669,
0.026129918172955513,
-0.045456718653440475,
-0.0909903272986412,
0.10185480117797852,
-0.037666864693164825,
0.003335396759212017,
-0.024263130500912666,
0.017459211871027946,
-0.0393565334379673,
0.09353833645582199,
0.029170075431466103,
-0.016031784936785698,
-0.05164206027984619,
0.07610269635915756,
-0.04908766597509384,
0.0251623447984457,
-0.007505116052925587,
-0.013862553983926773,
-0.04976249113678932,
-0.07054060697555542,
0.025559116154909134,
0.025873569771647453,
-0.12733297049999237,
-0.04373199865221977,
-0.07836008816957474,
0.04401223734021187,
-0.01180452760308981,
0.01769499108195305,
-0.03911784291267395,
-0.03053440898656845,
-0.005717279389500618,
0.0116474200040102,
0.031003210693597794,
-0.011296148411929607,
0.0725177600979805,
0.06492774188518524,
0.10471172630786896,
0.040445342659950256,
0.04820173606276512,
0.04298677667975426,
-0.09323173016309738,
0.009096183814108372,
-0.017963508144021034,
-0.0016217341180890799,
0.033691953867673874,
0.05723505839705467,
0.00477195531129837,
0.012017063796520233,
-0.007455441635102034,
-0.050904419273138046,
0.07280702143907547,
0.004741489887237549,
-0.018049582839012146,
0.02569025196135044,
-0.017868634313344955,
-0.03384780511260033,
-0.11130305379629135,
0.024690724909305573,
0.0338582769036293,
0.0776183158159256,
0.05042579770088196,
0.018505126237869263,
-0.0631561204791069,
0.016882361844182014,
0.047159284353256226,
-0.06098588556051254,
0.0070406170561909676,
0.11005149036645889,
0.04261624068021774,
0.07184549421072006,
-0.01305395271629095,
-0.12421858310699463,
0.010516929440200329,
0.049631133675575256,
0.038745686411857605,
0.018567120656371117,
0.04830294847488403,
0.008449834771454334,
0.03708779811859131,
0.057607367634773254,
-0.028965894132852554,
0.019373444840312004,
-0.03658818081021309,
-0.07194384187459946,
0.131098210811615,
-0.06473468989133835,
-0.030256235972046852,
0.05162934213876724,
0.06927438825368881,
0.05023276060819626,
0.01567070186138153,
-0.05250505357980728,
0.018162600696086884,
0.13123098015785217,
0.025410905480384827,
-0.08029928803443909,
0.1084979996085167,
0.050645578652620316,
0.07563178241252899,
0.031141499057412148,
0.02465437352657318,
-0.013081222772598267,
0.07273031026124954,
0.0020047917496412992,
0.02411413937807083,
-0.08521877974271774,
-0.054967645555734634,
0.0397767573595047,
-0.00018337354413233697,
0.025831442326307297,
-0.007602667901664972,
-0.02770490013062954,
-0.07048400491476059,
-0.07463394105434418,
0.03604070469737053,
0.08325567841529846,
0.021227095276117325,
1.4630089732673916e-33,
0.030602579936385155,
0.005868075415492058,
0.011751627549529076,
-0.019129160791635513,
-0.008555298671126366,
-0.04335608333349228,
-0.009588793851435184,
-0.009726103395223618,
-0.004445742350071669,
-0.058374129235744476,
-0.04817671701312065,
0.052051983773708344,
-0.07083092629909515,
0.031250156462192535,
-0.053317051380872726,
-0.06668105721473694,
0.05065986514091492,
-0.027481617406010628,
0.0066052391193807125,
-0.0208580382168293,
0.09727019816637039,
-0.00371063151396811,
-0.09177018702030182,
-0.09671810269355774,
-0.03217550739645958,
-0.027569172903895378,
-0.04137696325778961,
0.005456107202917337,
0.03160250559449196,
0.048519060015678406,
-0.01657457835972309,
-0.04093629866838455,
-0.07267846167087555,
0.08157169073820114,
0.03145334869623184,
0.04767334833741188,
0.006223579868674278,
-0.0581822395324707,
0.03684830293059349,
0.048778459429740906,
-0.012928321957588196,
-0.029265597462654114,
-0.06975904852151871,
-0.004776705987751484,
-0.050645504146814346,
-0.07250915467739105,
0.08002237975597382,
0.04933095723390579,
-0.061039961874485016,
-0.034612879157066345,
0.03730550408363342,
0.01368669793009758,
0.005714809987694025,
-0.08163385838270187,
0.002595277037471533,
-0.03670364245772362,
0.05776765197515488,
0.050053201615810394,
-0.11554694920778275,
-0.006996360141783953,
-0.0002115773386321962,
0.041524529457092285,
-0.01918565109372139,
-0.027767006307840347,
0.010838870890438557,
0.006937638856470585,
-0.01328873448073864,
0.020111704245209694,
0.04134234040975571,
-0.034308310598134995,
-0.08232592791318893,
0.0332830473780632,
-0.058649901300668716,
-0.015142342075705528,
0.04486697167158127,
0.06468123197555542,
0.0672868937253952,
-0.0116510558873415,
0.006188980303704739,
0.0567135363817215,
-0.053422633558511734,
0.04760576784610748,
-0.012560123577713966,
0.020419172942638397,
-0.0764397531747818,
0.011760624125599861,
0.08294276148080826,
-0.11016619950532913,
-0.03619474917650223,
-0.08862815797328949,
0.018230430781841278,
-0.03946707025170326,
0.032972365617752075,
0.011178231798112392,
0.004296942614018917,
-4.031947092688385e-33,
-0.07176721841096878,
-0.07610978931188583,
0.009377242997288704,
0.07731367647647858,
-0.021001098677515984,
0.10932707786560059,
0.06806942075490952,
0.045839205384254456,
0.000977646792307496,
-0.08614172786474228,
0.04624094441533089,
-0.053668323904275894,
-0.07273948192596436,
0.02525133267045021,
0.0062749022617936134,
-0.044708989560604095,
0.011530247516930103,
-0.02592828869819641,
0.05562717095017433,
-0.055391449481248856,
-0.00520356697961688,
0.08403041958808899,
0.08527698367834091,
0.014640160836279392,
0.0611594021320343,
0.04363283887505531,
0.04927271232008934,
0.002588680014014244,
0.0354108065366745,
0.015931524336338043,
0.034185536205768585,
-0.027234800159931183,
0.07578574120998383,
0.027275225147604942,
-0.04936561360955238,
0.12363618612289429,
-0.02857033908367157,
0.023293742910027504,
0.018373122438788414,
-0.05146215111017227,
-0.000500862137414515,
-0.06315023452043533,
0.05390056222677231,
0.022721916437149048,
0.030976828187704086,
-0.008312136866152287,
-0.004152367357164621,
0.06646717339754105,
-0.037056032568216324,
0.04613538086414337,
-0.0694025307893753,
-0.038116659969091415,
0.022467562928795815,
-0.013224317692220211,
0.028229491785168648,
0.013787473551928997,
0.029578857123851776,
-0.04336335510015488,
0.05876576155424118,
-0.009660766460001469,
-0.10317812114953995,
0.03231356665492058,
0.0006062425090931356,
0.01892814226448536,
-0.04271632805466652,
0.01650676131248474,
-0.035399578511714935,
-0.012136755511164665,
-0.010409298352897167,
-0.09501626342535019,
0.03168591111898422,
0.08880675584077835,
0.07971072942018509,
-0.03721917048096657,
0.048460833728313446,
0.011631996370851994,
0.02428341843187809,
0.0720948576927185,
-0.07047629356384277,
-0.0040204632095992565,
-0.0018642215291038156,
0.06254052370786667,
0.0022103621158748865,
-0.07374729216098785,
0.009867249056696892,
-0.11461156606674194,
-0.0415731780230999,
-0.015661468729376793,
-0.030358625575900078,
0.032851822674274445,
0.0790838971734047,
-0.019965380430221558,
0.01712946966290474,
-0.00281515228562057,
0.02765575610101223,
-5.3742201799877876e-8,
0.0178019218146801,
0.002091171219944954,
0.017448371276259422,
-0.035097550600767136,
-0.00888045784085989,
0.08525826036930084,
-0.012262418866157532,
-0.011943402700126171,
0.0009280481026507914,
-0.04200070723891258,
0.027112558484077454,
-0.006720289122313261,
0.017420969903469086,
-0.013913463801145554,
-0.02734067291021347,
0.04565821588039398,
-0.007253517396748066,
-0.0698498785495758,
-0.03714912384748459,
-0.020187027752399445,
-0.0015496949199587107,
-0.09293235838413239,
-0.02600385993719101,
0.042500704526901245,
-0.012638802640140057,
-0.026602229103446007,
-0.11864052712917328,
-0.07896474003791809,
-0.0359264612197876,
-0.07936666905879974,
-0.06457334756851196,
0.026961542665958405,
-0.03668973222374916,
0.04553775489330292,
-0.11716844886541367,
0.009373621083796024,
-0.06628286838531494,
0.056343432515859604,
-0.08726626634597778,
0.07011325657367706,
0.052679598331451416,
0.09561750292778015,
-0.04265366494655609,
-0.00928362924605608,
0.059789858758449554,
0.010827186517417431,
-0.03610876947641373,
-0.016722094267606735,
-0.06490211188793182,
-0.015583844855427742,
-0.03721374273300171,
0.06585146486759186,
0.05886300280690193,
0.08948437124490738,
-0.005717067047953606,
0.11423617601394653,
-0.06597248464822769,
-0.0678805261850357,
-0.05895531177520752,
0.022740701213479042,
-0.056157588958740234,
-0.038107629865407944,
0.010220763273537159,
-0.01415000669658184
] |
1402.5023
|
Jian-Jun Shu
|
Jian-Jun Shu and Jenn Shiun Lee
|
Fundamental solutions for micropolar fluids
| null |
Journal of Engineering Mathematics, Vol. 61, No. 1, pp. 69-79,
2008
|
10.1007/s10665-007-9160-8
| null |
physics.flu-dyn
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
New fundamental solutions for micropolar fluids are derived in explicit form
for two- and three-dimensional steady unbounded Stokes and Oseen flows due to a
point force and a point couple, including the two-dimensional micropolar
Stokeslet, the two- and three-dimensional micropolar Stokes couplet, the
three-dimensional micropolar Oseenlet, and the three-dimensional micropolar
Oseen couplet. These fundamental solutions do not exist in Newtonian flow due
to the absence of microrotation velocity field. The flow due to these
singularities is useful for understanding and studying microscale flows. As an
application, the drag coefficients for a solid sphere or a circular cylinder
that translates in a low-Reynolds-number micropolar flow are determined and
compared with those corresponding to Newtonian flow. The drag coefficients in a
micropolar fluid are greater than those in a Newtonian fluid.
|
[
{
"created": "Thu, 20 Feb 2014 15:09:30 GMT",
"version": "v1"
},
{
"created": "Fri, 28 Feb 2014 14:10:02 GMT",
"version": "v2"
}
] |
2014-03-03
|
[
[
"Shu",
"Jian-Jun",
""
],
[
"Lee",
"Jenn Shiun",
""
]
] |
[
-0.02527398243546486,
0.00003674878826132044,
0.027030205354094505,
-0.029621638357639313,
0.07127711176872253,
0.00016516305913683027,
-0.06095230579376221,
0.05509999021887779,
0.10357225686311722,
-0.021062880754470825,
-0.030924640595912933,
-0.009855540469288826,
-0.05335303768515587,
0.029530297964811325,
-0.040679216384887695,
-0.020049313083291054,
-0.12695546448230743,
0.04835948348045349,
0.000767805497162044,
0.06176429241895676,
0.11368027329444885,
0.02605772204697132,
-0.04570947214961052,
0.036661501973867416,
0.022713078185915947,
0.05897810682654381,
-0.04773961380124092,
0.05171484127640724,
0.01025735680013895,
0.037451669573783875,
0.0004369603411760181,
0.07481952756643295,
-0.06640616804361343,
-0.07956989109516144,
0.023207083344459534,
-0.03943755850195885,
0.04368441924452782,
0.10097013413906097,
-0.10156591981649399,
0.01598551496863365,
0.03485842049121857,
-0.02695605717599392,
0.13074199855327606,
-0.02999718114733696,
0.0523444339632988,
0.07113127410411835,
0.002129549626260996,
0.018091678619384766,
-0.059749193489551544,
0.0008850761805661023,
-0.09437425434589386,
-0.06744080036878586,
-0.07864562422037125,
-0.006681919563561678,
0.025865942239761353,
-0.0754941999912262,
-0.011628588661551476,
-0.00435385387390852,
0.013901900500059128,
-0.07122528553009033,
-0.031627606600522995,
-0.03408845514059067,
-0.00041349357343278825,
0.04939621686935425,
-0.11272833496332169,
-0.06830613315105438,
-0.062073931097984314,
-0.035744618624448776,
0.0018525656778365374,
0.06196419894695282,
-0.014978710561990738,
-0.02622193843126297,
-0.07742775231599808,
0.0005593840032815933,
0.012525636702775955,
-0.001621853793039918,
-0.04981885477900505,
0.029579272493720055,
-0.08082029968500137,
0.09435838460922241,
0.03492355719208717,
-0.04728856310248375,
-0.11267326027154922,
-0.03987211734056473,
-0.05711585655808449,
0.028933605179190636,
0.04375045374035835,
0.017349516972899437,
-0.014052175916731358,
0.038651831448078156,
-0.017428958788514137,
0.09368142485618591,
-0.015139014460146427,
-0.042992789298295975,
-0.014100647531449795,
-0.056850772351026535,
-0.045602209866046906,
0.009152689948678017,
0.022697245702147484,
-0.0024961954914033413,
-0.0034486607182770967,
-0.06721904128789902,
0.005072792060673237,
0.09798292815685272,
0.01661510579288006,
-0.002377352910116315,
0.08186217397451401,
-0.06472692638635635,
0.10021998733282089,
0.0792655423283577,
0.009141462855041027,
-0.05648983642458916,
-0.05108051374554634,
0.04317180812358856,
0.00810200534760952,
-0.03289259597659111,
-0.011043849401175976,
-0.03167680650949478,
0.007737328764051199,
0.07987473160028458,
-0.07402292639017105,
0.017996542155742645,
-0.08093328028917313,
-0.03954750671982765,
-0.0011616717092692852,
0.09076853096485138,
-0.04967247694730759,
-1.5020435590738496e-33,
-0.013919360004365444,
0.009262191131711006,
0.027385231107473373,
0.026262806728482246,
-0.07984272390604019,
0.006237346678972244,
0.03760972619056702,
0.039243556559085846,
0.11443465203046799,
-0.030700378119945526,
-0.061825986951589584,
0.02333151176571846,
-0.04437471553683281,
0.04685597121715546,
-0.11007900536060333,
-0.02755879797041416,
0.0688418447971344,
-0.0787830576300621,
0.02850591205060482,
0.05344373360276222,
0.03698710352182388,
-0.015091000124812126,
-0.023605264723300934,
-0.07067453116178513,
0.02903464436531067,
-0.04561798647046089,
0.007917579263448715,
-0.015248878858983517,
0.04661846533417702,
0.010316301137208939,
-0.03537502884864807,
-0.08604925125837326,
-0.049158453941345215,
0.009365885518491268,
0.015742335468530655,
0.05493104085326195,
0.006470164284110069,
-0.023599525913596153,
-0.02446516416966915,
0.0002361940423725173,
-0.06243082508444786,
-0.05052855983376503,
-0.028978891670703888,
0.058139555156230927,
0.018990488722920418,
0.014204056933522224,
-0.011521589010953903,
0.030702486634254456,
-0.001876503461971879,
-0.09488028287887573,
-0.017695341259241104,
0.06639571487903595,
-0.009686747565865517,
0.04171503335237503,
0.049800992012023926,
0.03250066563487053,
-0.020472470670938492,
0.04627251252532005,
-0.13805203139781952,
-0.05290864408016205,
-0.03619728609919548,
0.04690619558095932,
0.010388470254838467,
-0.07579346001148224,
0.048726435750722885,
-0.001544300583191216,
-0.030057154595851898,
0.12453644722700119,
-0.0003186295507475734,
0.017125871032476425,
0.04188588261604309,
0.01798507198691368,
0.06548294425010681,
0.007898181676864624,
-0.006925187539309263,
0.062156450003385544,
-0.0008592546219006181,
-0.0025271435733884573,
0.039145927876234055,
0.013900102116167545,
0.03843323886394501,
-0.01660647615790367,
-0.01899309642612934,
-0.08069480210542679,
-0.08641592413187027,
0.003844039048999548,
0.05959602817893028,
-0.0015516921412199736,
0.03580206632614136,
-0.06517713516950607,
-0.046660248190164566,
-0.07374139130115509,
0.03330458328127861,
0.013552244752645493,
-0.05260511115193367,
-2.8847259523972656e-33,
-0.016132960096001625,
0.005956226959824562,
-0.026541974395513535,
0.08787275105714798,
0.03495023399591446,
0.0477544330060482,
0.035184383392333984,
0.030700312927365303,
-0.0022596302442252636,
-0.0729290172457695,
-0.05579330399632454,
0.012820946983993053,
0.016152920201420784,
-0.02178070694208145,
0.06705676764249802,
-0.03668244928121567,
-0.05986875668168068,
-0.05477285757660866,
0.05954497307538986,
-0.0038271849043667316,
-0.0004267826152499765,
0.05761253088712692,
0.060378435999155045,
0.08286451548337936,
-0.05649346858263016,
-0.061042670160532,
0.012771759182214737,
-0.035922929644584656,
-0.12496224790811539,
0.054792165756225586,
0.07196483016014099,
-0.04516104608774185,
0.051244404166936874,
0.0068992613814771175,
0.008969239890575409,
-0.009770894423127174,
0.05710824206471443,
0.023235740140080452,
0.008854146115481853,
0.015182958915829659,
0.016701389104127884,
-0.07801612466573715,
0.032980576157569885,
0.010720347054302692,
0.022674310952425003,
0.04609788581728935,
0.015236897394061089,
-0.02933606691658497,
0.02586178295314312,
0.026521753519773483,
-0.11771862953901291,
-0.03914685547351837,
-0.04488528147339821,
0.037363480776548386,
0.033559978008270264,
-0.011041645891964436,
0.04281626641750336,
0.005282334517687559,
0.055781491100788116,
0.01059421431273222,
-0.035715725272893906,
0.020655931904911995,
-0.0845765545964241,
0.02131618745625019,
0.013707591220736504,
0.02283025160431862,
-0.03595045208930969,
-0.05023112893104553,
-0.025159548968076706,
0.08842737227678299,
-0.0574088953435421,
0.03742743656039238,
0.059050556272268295,
-0.05116015300154686,
-0.003045563353225589,
-0.000678357551805675,
0.06737644225358963,
-0.022412048652768135,
-0.026826243847608566,
0.010333540849387646,
0.03174277022480965,
0.060911890119314194,
0.06743863970041275,
0.02461596019566059,
-0.013393417932093143,
-0.11295876652002335,
0.015387341380119324,
-0.03748913109302521,
-0.09387576580047607,
0.06913518905639648,
0.033773764967918396,
0.02328494004905224,
0.07464416325092316,
-0.030497964471578598,
-0.08663249015808105,
-4.0583316263109737e-8,
0.08888634294271469,
0.002601182321086526,
0.018320424482226372,
0.014991228468716145,
-0.07019060105085373,
0.046861473470926285,
-0.030772875994443893,
0.03147956356406212,
0.02636721171438694,
-0.02836834266781807,
-0.018052810803055763,
-0.0782480388879776,
0.0002111026697093621,
-0.02384263649582863,
0.12755027413368225,
0.012286081910133362,
0.04474978521466255,
-0.05186709761619568,
0.02203417383134365,
-0.045974574983119965,
0.0229424387216568,
0.050775300711393356,
-0.014531656168401241,
-0.002381745958700776,
-0.015258794650435448,
0.030804812908172607,
-0.015400093980133533,
-0.01090653520077467,
-0.03812619298696518,
-0.011241261847317219,
-0.09583856165409088,
0.05183172598481178,
-0.08317835628986359,
0.0738774836063385,
0.005480896681547165,
0.013305770233273506,
0.006137944757938385,
0.0788719579577446,
0.0018267924897372723,
-0.006391195580363274,
0.02464130148291588,
0.05859699845314026,
-0.08340834081172943,
-0.07075561583042145,
0.04162576049566269,
0.0703529417514801,
-0.03627081960439682,
-0.022249573841691017,
-0.08879832923412323,
0.061330512166023254,
-0.04859565570950508,
0.07980968803167343,
0.005469674244523048,
0.13429109752178192,
0.04447191208600998,
-0.04888732358813286,
-0.12875831127166748,
0.002001806627959013,
-0.03433489426970482,
-0.07787977904081345,
-0.0679706558585167,
0.014962546527385712,
0.02284364402294159,
-0.007425480987876654
] | null | null | null | null | null | null | null |
[
-0.02527398243546486,
0.00003674878826132044,
0.027030205354094505,
-0.029621638357639313,
0.07127711176872253,
0.00016516305913683027,
-0.06095230579376221,
0.05509999021887779,
0.10357225686311722,
-0.021062880754470825,
-0.030924640595912933,
-0.009855540469288826,
-0.05335303768515587,
0.029530297964811325,
-0.040679216384887695,
-0.020049313083291054,
-0.12695546448230743,
0.04835948348045349,
0.000767805497162044,
0.06176429241895676,
0.11368027329444885,
0.02605772204697132,
-0.04570947214961052,
0.036661501973867416,
0.022713078185915947,
0.05897810682654381,
-0.04773961380124092,
0.05171484127640724,
0.01025735680013895,
0.037451669573783875,
0.0004369603411760181,
0.07481952756643295,
-0.06640616804361343,
-0.07956989109516144,
0.023207083344459534,
-0.03943755850195885,
0.04368441924452782,
0.10097013413906097,
-0.10156591981649399,
0.01598551496863365,
0.03485842049121857,
-0.02695605717599392,
0.13074199855327606,
-0.02999718114733696,
0.0523444339632988,
0.07113127410411835,
0.002129549626260996,
0.018091678619384766,
-0.059749193489551544,
0.0008850761805661023,
-0.09437425434589386,
-0.06744080036878586,
-0.07864562422037125,
-0.006681919563561678,
0.025865942239761353,
-0.0754941999912262,
-0.011628588661551476,
-0.00435385387390852,
0.013901900500059128,
-0.07122528553009033,
-0.031627606600522995,
-0.03408845514059067,
-0.00041349357343278825,
0.04939621686935425,
-0.11272833496332169,
-0.06830613315105438,
-0.062073931097984314,
-0.035744618624448776,
0.0018525656778365374,
0.06196419894695282,
-0.014978710561990738,
-0.02622193843126297,
-0.07742775231599808,
0.0005593840032815933,
0.012525636702775955,
-0.001621853793039918,
-0.04981885477900505,
0.029579272493720055,
-0.08082029968500137,
0.09435838460922241,
0.03492355719208717,
-0.04728856310248375,
-0.11267326027154922,
-0.03987211734056473,
-0.05711585655808449,
0.028933605179190636,
0.04375045374035835,
0.017349516972899437,
-0.014052175916731358,
0.038651831448078156,
-0.017428958788514137,
0.09368142485618591,
-0.015139014460146427,
-0.042992789298295975,
-0.014100647531449795,
-0.056850772351026535,
-0.045602209866046906,
0.009152689948678017,
0.022697245702147484,
-0.0024961954914033413,
-0.0034486607182770967,
-0.06721904128789902,
0.005072792060673237,
0.09798292815685272,
0.01661510579288006,
-0.002377352910116315,
0.08186217397451401,
-0.06472692638635635,
0.10021998733282089,
0.0792655423283577,
0.009141462855041027,
-0.05648983642458916,
-0.05108051374554634,
0.04317180812358856,
0.00810200534760952,
-0.03289259597659111,
-0.011043849401175976,
-0.03167680650949478,
0.007737328764051199,
0.07987473160028458,
-0.07402292639017105,
0.017996542155742645,
-0.08093328028917313,
-0.03954750671982765,
-0.0011616717092692852,
0.09076853096485138,
-0.04967247694730759,
-1.5020435590738496e-33,
-0.013919360004365444,
0.009262191131711006,
0.027385231107473373,
0.026262806728482246,
-0.07984272390604019,
0.006237346678972244,
0.03760972619056702,
0.039243556559085846,
0.11443465203046799,
-0.030700378119945526,
-0.061825986951589584,
0.02333151176571846,
-0.04437471553683281,
0.04685597121715546,
-0.11007900536060333,
-0.02755879797041416,
0.0688418447971344,
-0.0787830576300621,
0.02850591205060482,
0.05344373360276222,
0.03698710352182388,
-0.015091000124812126,
-0.023605264723300934,
-0.07067453116178513,
0.02903464436531067,
-0.04561798647046089,
0.007917579263448715,
-0.015248878858983517,
0.04661846533417702,
0.010316301137208939,
-0.03537502884864807,
-0.08604925125837326,
-0.049158453941345215,
0.009365885518491268,
0.015742335468530655,
0.05493104085326195,
0.006470164284110069,
-0.023599525913596153,
-0.02446516416966915,
0.0002361940423725173,
-0.06243082508444786,
-0.05052855983376503,
-0.028978891670703888,
0.058139555156230927,
0.018990488722920418,
0.014204056933522224,
-0.011521589010953903,
0.030702486634254456,
-0.001876503461971879,
-0.09488028287887573,
-0.017695341259241104,
0.06639571487903595,
-0.009686747565865517,
0.04171503335237503,
0.049800992012023926,
0.03250066563487053,
-0.020472470670938492,
0.04627251252532005,
-0.13805203139781952,
-0.05290864408016205,
-0.03619728609919548,
0.04690619558095932,
0.010388470254838467,
-0.07579346001148224,
0.048726435750722885,
-0.001544300583191216,
-0.030057154595851898,
0.12453644722700119,
-0.0003186295507475734,
0.017125871032476425,
0.04188588261604309,
0.01798507198691368,
0.06548294425010681,
0.007898181676864624,
-0.006925187539309263,
0.062156450003385544,
-0.0008592546219006181,
-0.0025271435733884573,
0.039145927876234055,
0.013900102116167545,
0.03843323886394501,
-0.01660647615790367,
-0.01899309642612934,
-0.08069480210542679,
-0.08641592413187027,
0.003844039048999548,
0.05959602817893028,
-0.0015516921412199736,
0.03580206632614136,
-0.06517713516950607,
-0.046660248190164566,
-0.07374139130115509,
0.03330458328127861,
0.013552244752645493,
-0.05260511115193367,
-2.8847259523972656e-33,
-0.016132960096001625,
0.005956226959824562,
-0.026541974395513535,
0.08787275105714798,
0.03495023399591446,
0.0477544330060482,
0.035184383392333984,
0.030700312927365303,
-0.0022596302442252636,
-0.0729290172457695,
-0.05579330399632454,
0.012820946983993053,
0.016152920201420784,
-0.02178070694208145,
0.06705676764249802,
-0.03668244928121567,
-0.05986875668168068,
-0.05477285757660866,
0.05954497307538986,
-0.0038271849043667316,
-0.0004267826152499765,
0.05761253088712692,
0.060378435999155045,
0.08286451548337936,
-0.05649346858263016,
-0.061042670160532,
0.012771759182214737,
-0.035922929644584656,
-0.12496224790811539,
0.054792165756225586,
0.07196483016014099,
-0.04516104608774185,
0.051244404166936874,
0.0068992613814771175,
0.008969239890575409,
-0.009770894423127174,
0.05710824206471443,
0.023235740140080452,
0.008854146115481853,
0.015182958915829659,
0.016701389104127884,
-0.07801612466573715,
0.032980576157569885,
0.010720347054302692,
0.022674310952425003,
0.04609788581728935,
0.015236897394061089,
-0.02933606691658497,
0.02586178295314312,
0.026521753519773483,
-0.11771862953901291,
-0.03914685547351837,
-0.04488528147339821,
0.037363480776548386,
0.033559978008270264,
-0.011041645891964436,
0.04281626641750336,
0.005282334517687559,
0.055781491100788116,
0.01059421431273222,
-0.035715725272893906,
0.020655931904911995,
-0.0845765545964241,
0.02131618745625019,
0.013707591220736504,
0.02283025160431862,
-0.03595045208930969,
-0.05023112893104553,
-0.025159548968076706,
0.08842737227678299,
-0.0574088953435421,
0.03742743656039238,
0.059050556272268295,
-0.05116015300154686,
-0.003045563353225589,
-0.000678357551805675,
0.06737644225358963,
-0.022412048652768135,
-0.026826243847608566,
0.010333540849387646,
0.03174277022480965,
0.060911890119314194,
0.06743863970041275,
0.02461596019566059,
-0.013393417932093143,
-0.11295876652002335,
0.015387341380119324,
-0.03748913109302521,
-0.09387576580047607,
0.06913518905639648,
0.033773764967918396,
0.02328494004905224,
0.07464416325092316,
-0.030497964471578598,
-0.08663249015808105,
-4.0583316263109737e-8,
0.08888634294271469,
0.002601182321086526,
0.018320424482226372,
0.014991228468716145,
-0.07019060105085373,
0.046861473470926285,
-0.030772875994443893,
0.03147956356406212,
0.02636721171438694,
-0.02836834266781807,
-0.018052810803055763,
-0.0782480388879776,
0.0002111026697093621,
-0.02384263649582863,
0.12755027413368225,
0.012286081910133362,
0.04474978521466255,
-0.05186709761619568,
0.02203417383134365,
-0.045974574983119965,
0.0229424387216568,
0.050775300711393356,
-0.014531656168401241,
-0.002381745958700776,
-0.015258794650435448,
0.030804812908172607,
-0.015400093980133533,
-0.01090653520077467,
-0.03812619298696518,
-0.011241261847317219,
-0.09583856165409088,
0.05183172598481178,
-0.08317835628986359,
0.0738774836063385,
0.005480896681547165,
0.013305770233273506,
0.006137944757938385,
0.0788719579577446,
0.0018267924897372723,
-0.006391195580363274,
0.02464130148291588,
0.05859699845314026,
-0.08340834081172943,
-0.07075561583042145,
0.04162576049566269,
0.0703529417514801,
-0.03627081960439682,
-0.022249573841691017,
-0.08879832923412323,
0.061330512166023254,
-0.04859565570950508,
0.07980968803167343,
0.005469674244523048,
0.13429109752178192,
0.04447191208600998,
-0.04888732358813286,
-0.12875831127166748,
0.002001806627959013,
-0.03433489426970482,
-0.07787977904081345,
-0.0679706558585167,
0.014962546527385712,
0.02284364402294159,
-0.007425480987876654
] |
1402.5029
|
Nicolas Emilio Bordenabe
|
Nicol\'as E. Bordenabe, Konstantinos Chatzikokolakis, Catuscia
Palamidessi
|
Optimal Geo-Indistinguishable Mechanisms for Location Privacy
|
13 pages
| null |
10.1145/2660267.2660345
| null |
cs.CR
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We consider the geo-indistinguishability approach to location privacy, and
the trade-off with respect to utility. We show that, given a desired degree of
geo-indistinguishability, it is possible to construct a mechanism that
minimizes the service quality loss, using linear programming techniques. In
addition we show that, under certain conditions, such mechanism also provides
optimal privacy in the sense of Shokri et al. Furthermore, we propose a method
to reduce the number of constraints of the linear program from cubic to
quadratic, maintaining the privacy guarantees and without affecting
significantly the utility of the generated mechanism. This reduces considerably
the time required to solve the linear program, thus enlarging significantly the
location sets for which the optimal mechanisms can be computed.
|
[
{
"created": "Thu, 20 Feb 2014 15:21:42 GMT",
"version": "v1"
},
{
"created": "Sat, 16 Aug 2014 18:43:33 GMT",
"version": "v2"
},
{
"created": "Sun, 24 Aug 2014 22:11:45 GMT",
"version": "v3"
}
] |
2014-08-26
|
[
[
"Bordenabe",
"Nicolás E.",
""
],
[
"Chatzikokolakis",
"Konstantinos",
""
],
[
"Palamidessi",
"Catuscia",
""
]
] |
[
-0.014070547185838223,
-0.012842605821788311,
0.0048216343857347965,
-0.08896973729133606,
0.007051007356494665,
-0.0071927146054804325,
0.049604788422584534,
-0.05481703206896782,
-0.006632391829043627,
0.004921464715152979,
0.02698972262442112,
0.050067611038684845,
0.06723757833242416,
0.0223055612295866,
0.040843863040208817,
0.018217433243989944,
0.0828029215335846,
0.05365360900759697,
-0.045963965356349945,
0.00968229677528143,
0.011249091476202011,
-0.042969852685928345,
0.003370444756001234,
0.06824526190757751,
0.07639956474304199,
-0.0230135228484869,
0.12218154221773148,
-0.057083744555711746,
-0.0015157656744122505,
0.019522828981280327,
0.03744751960039139,
-0.05725594609975815,
-0.010314256884157658,
-0.0050265248864889145,
0.04577670246362686,
-0.024195704609155655,
-0.08983320742845535,
-0.059874169528484344,
-0.01918639801442623,
0.06487636268138885,
-0.017122680321335793,
0.017010407522320747,
-0.026647521182894707,
0.0016756670083850622,
-0.05198872834444046,
0.04675094038248062,
0.08128576725721359,
0.08209594339132309,
0.017565401270985603,
-0.0825166404247284,
0.021186279132962227,
0.017372213304042816,
-0.06532426923513412,
-0.06077313423156738,
-0.020644625648856163,
-0.08473683893680573,
-0.03326902911067009,
0.010286955162882805,
-0.02867176942527294,
0.054310817271471024,
0.01633540168404579,
-0.053484514355659485,
-0.011278387159109116,
0.03455578163266182,
0.04634282737970352,
0.026279814541339874,
0.02008833736181259,
-0.017313379794359207,
-0.011256741359829903,
0.00028221961110830307,
-0.004098090808838606,
0.03409789875149727,
-0.05360277742147446,
0.04280120134353638,
0.035511478781700134,
0.01111124362796545,
-0.04365384578704834,
0.012562926858663559,
-0.032888006418943405,
0.028363004326820374,
0.00007673645450267941,
0.0299017783254385,
0.06382382661104202,
0.04491255059838295,
-0.008474601432681084,
-0.08128601312637329,
0.020700771361589432,
0.0028076297603547573,
0.10875318944454193,
-0.035103075206279755,
0.0012003561714664102,
0.07833199948072433,
-0.030563905835151672,
0.01570240780711174,
-0.030509788542985916,
-0.03648003190755844,
-0.0014695802237838507,
-0.05939708277583122,
0.04222963750362396,
0.045837294310331345,
-0.01135929673910141,
0.0003576272283680737,
0.015465615317225456,
0.00299481931142509,
0.06185256317257881,
0.008146420121192932,
-0.05610574781894684,
0.00487795053049922,
-0.02561233751475811,
0.06389046460390091,
-0.013948747888207436,
-0.02623116411268711,
-0.0478542260825634,
0.02945324406027794,
-0.0905904695391655,
0.033321961760520935,
0.037339676171541214,
0.06086090952157974,
0.08778306096792221,
-0.031231019645929337,
0.009537091478705406,
-0.07287981361150742,
0.054857973009347916,
-0.021671559661626816,
-0.03354965150356293,
0.059291355311870575,
0.02972271293401718,
-1.5125640498427168e-33,
-0.05989145115017891,
-0.02639772556722164,
-0.003544617909938097,
-0.06488669663667679,
0.0006770648178644478,
0.022936087101697922,
-0.04933909699320793,
0.03158613666892052,
-0.024672774598002434,
0.03908000886440277,
0.05106044188141823,
-0.016397634521126747,
0.07863208651542664,
-0.012736287899315357,
0.1513996124267578,
0.020275648683309555,
0.07747659832239151,
0.07277797907590866,
0.07601594924926758,
-0.0005108116893097758,
0.0793040320277214,
-0.04674641788005829,
0.01882914826273918,
-0.01110438909381628,
0.0780068039894104,
-0.041807375848293304,
0.002255295170471072,
-0.01028550136834383,
-0.0008109654299914837,
-0.003139233449473977,
-0.020132461562752724,
0.035981956869363785,
0.023002907633781433,
0.07005076855421066,
0.10415420681238174,
0.04283931851387024,
-0.044607724994421005,
-0.014276852831244469,
0.02972584031522274,
0.005187690258026123,
-0.013992870226502419,
0.01018077414482832,
-0.03787185251712799,
-0.05443056300282478,
0.023906631395220757,
0.0433729812502861,
-0.04784074053168297,
0.08312898129224777,
0.0001404905633535236,
0.019155200570821762,
0.012813248671591282,
0.0839613601565361,
-0.061168916523456573,
0.019925221800804138,
-0.0266317930072546,
-0.059813790023326874,
-0.03027256764471531,
0.004812744911760092,
0.05144112557172775,
0.046243444085121155,
0.005493648815900087,
0.017431531101465225,
0.09652527421712875,
-0.035760942846536636,
0.04691579192876816,
-0.12671475112438202,
-0.010052554309368134,
-0.024812912568449974,
0.10941861569881439,
-0.02071414701640606,
0.015585549175739288,
0.014042464084923267,
0.02021617814898491,
0.035571616142988205,
-0.021140605211257935,
-0.08295466005802155,
-0.003002515994012356,
0.05990157648921013,
0.003309213323518634,
-0.1144946813583374,
-0.033841636031866074,
0.057298626750707626,
-0.019826197996735573,
0.017054300755262375,
-0.04862554371356964,
-0.06553740054368973,
-0.008052379824221134,
0.03486661612987518,
-0.08972255885601044,
0.0036839258391410112,
-0.044825464487075806,
-0.010493099689483643,
-0.06323104351758957,
0.01691415160894394,
0.016314951702952385,
-1.4176703398271683e-33,
-0.04546324163675308,
-0.04791633412241936,
0.010955330915749073,
-0.05580335110425949,
-0.05523921176791191,
-0.07782473415136337,
-0.008296285755932331,
-0.027439480647444725,
-0.015587175264954567,
0.09374082833528519,
-0.1466655433177948,
0.008626896888017654,
0.08190811425447464,
-0.0016295054228976369,
-0.014588136225938797,
0.06112810969352722,
0.012128034606575966,
-0.02266957052052021,
-0.104372538626194,
0.06727860122919083,
0.02131049707531929,
0.04424062371253967,
-0.06779149919748306,
0.02435891143977642,
0.1272258311510086,
-0.039912186563014984,
-0.10946284979581833,
0.0018200427293777466,
0.02461220696568489,
-0.03290579468011856,
-0.1041560098528862,
-0.011727236211299896,
-0.09693979471921921,
-0.13567274808883667,
-0.0341230109333992,
-0.028673533350229263,
-0.05305958539247513,
0.1392374336719513,
-0.02647729031741619,
0.06508312374353409,
0.033400848507881165,
-0.07190776616334915,
-0.061629824340343475,
-0.0031313824001699686,
0.045245472341775894,
0.03414595499634743,
-0.03037431463599205,
-0.018411390483379364,
-0.0048957932740449905,
-0.03381989151239395,
-0.0008477485971525311,
0.05821336433291435,
0.02181987650692463,
0.07353798300027847,
0.006529146805405617,
-0.00025772221852093935,
0.010518516413867474,
0.0020294298883527517,
0.03467370569705963,
-0.03631676360964775,
0.030606215819716454,
-0.04430854693055153,
-0.00338049978017807,
0.11951932311058044,
0.019924264401197433,
-0.03188782557845116,
0.025076385587453842,
-0.028273748233914375,
-0.017479684203863144,
-0.0011822563828900456,
0.012334848754107952,
-0.044396888464689255,
-0.0231156162917614,
0.005710924975574017,
-0.031303778290748596,
0.07193858921527863,
0.0941971018910408,
0.030418194830417633,
-0.032139286398887634,
0.03403939679265022,
0.10616429150104523,
0.042602889239788055,
0.03086046874523163,
-0.054217126220464706,
0.010376599617302418,
-0.041878726333379745,
0.05807008594274521,
-0.055848948657512665,
-0.03164498880505562,
0.025481747463345528,
-0.051551707088947296,
0.04278577119112015,
-0.0898931473493576,
-0.016274267807602882,
-0.08875665068626404,
-4.278421172898561e-8,
-0.05511779338121414,
-0.015502161346375942,
-0.07899372279644012,
0.05760113149881363,
-0.06621775776147842,
-0.006213432177901268,
0.06343312561511993,
0.0570804625749588,
-0.07463626563549042,
-0.006466597784310579,
0.011962727643549442,
0.0009976365836337209,
-0.019790131598711014,
0.0042122164741158485,
-0.05716049298644066,
0.018924018368124962,
-0.037013016641139984,
-0.035366304218769073,
-0.006178605370223522,
0.09069354087114334,
-0.07089043408632278,
0.010093784891068935,
-0.0014917285880073905,
0.012146491557359695,
0.013210037723183632,
0.04794842377305031,
-0.0029185328166931868,
-0.013685672543942928,
0.14094088971614838,
0.08569833636283875,
0.03284691646695137,
-0.06932320445775986,
0.04176097363233566,
0.02260592021048069,
-0.07134131342172623,
0.06146562844514847,
-0.13098014891147614,
-0.01241521630436182,
-0.06284588575363159,
-0.07170137017965317,
0.019533557817339897,
-0.00781623087823391,
-0.03056800551712513,
0.013472137972712517,
0.07506472617387772,
-0.05666884034872055,
0.056486181914806366,
-0.08769689500331879,
0.014722757041454315,
-0.03008391708135605,
-0.105588898062706,
-0.01942151039838791,
-0.09140148013830185,
-0.005553720518946648,
0.050253789871931076,
-0.03289990499615669,
-0.0190880224108696,
-0.10085587948560715,
0.03808481991291046,
0.10567422956228256,
-0.10449803620576859,
0.03304770216345787,
-0.04113491624593735,
0.005119141191244125
] |
Optimal Geo-Indistinguishable Mechanisms for Location Privacy
|
https://arxiv.org/abs/1402.5029v3
|
https://arxiv.org/pdf/1402.5029v3.pdf
|
https://github.com/chatziko/location-guard
| true | true |
https://paperswithcode.com/paper/optimal-geo-indistinguishable-mechanisms-for
|
[
-0.014070547185838223,
-0.012842605821788311,
0.0048216343857347965,
-0.08896973729133606,
0.007051007356494665,
-0.0071927146054804325,
0.049604788422584534,
-0.05481703206896782,
-0.006632391829043627,
0.004921464715152979,
0.02698972262442112,
0.050067611038684845,
0.06723757833242416,
0.0223055612295866,
0.040843863040208817,
0.018217433243989944,
0.0828029215335846,
0.05365360900759697,
-0.045963965356349945,
0.00968229677528143,
0.011249091476202011,
-0.042969852685928345,
0.003370444756001234,
0.06824526190757751,
0.07639956474304199,
-0.0230135228484869,
0.12218154221773148,
-0.057083744555711746,
-0.0015157656744122505,
0.019522828981280327,
0.03744751960039139,
-0.05725594609975815,
-0.010314256884157658,
-0.0050265248864889145,
0.04577670246362686,
-0.024195704609155655,
-0.08983320742845535,
-0.059874169528484344,
-0.01918639801442623,
0.06487636268138885,
-0.017122680321335793,
0.017010407522320747,
-0.026647521182894707,
0.0016756670083850622,
-0.05198872834444046,
0.04675094038248062,
0.08128576725721359,
0.08209594339132309,
0.017565401270985603,
-0.0825166404247284,
0.021186279132962227,
0.017372213304042816,
-0.06532426923513412,
-0.06077313423156738,
-0.020644625648856163,
-0.08473683893680573,
-0.03326902911067009,
0.010286955162882805,
-0.02867176942527294,
0.054310817271471024,
0.01633540168404579,
-0.053484514355659485,
-0.011278387159109116,
0.03455578163266182,
0.04634282737970352,
0.026279814541339874,
0.02008833736181259,
-0.017313379794359207,
-0.011256741359829903,
0.00028221961110830307,
-0.004098090808838606,
0.03409789875149727,
-0.05360277742147446,
0.04280120134353638,
0.035511478781700134,
0.01111124362796545,
-0.04365384578704834,
0.012562926858663559,
-0.032888006418943405,
0.028363004326820374,
0.00007673645450267941,
0.0299017783254385,
0.06382382661104202,
0.04491255059838295,
-0.008474601432681084,
-0.08128601312637329,
0.020700771361589432,
0.0028076297603547573,
0.10875318944454193,
-0.035103075206279755,
0.0012003561714664102,
0.07833199948072433,
-0.030563905835151672,
0.01570240780711174,
-0.030509788542985916,
-0.03648003190755844,
-0.0014695802237838507,
-0.05939708277583122,
0.04222963750362396,
0.045837294310331345,
-0.01135929673910141,
0.0003576272283680737,
0.015465615317225456,
0.00299481931142509,
0.06185256317257881,
0.008146420121192932,
-0.05610574781894684,
0.00487795053049922,
-0.02561233751475811,
0.06389046460390091,
-0.013948747888207436,
-0.02623116411268711,
-0.0478542260825634,
0.02945324406027794,
-0.0905904695391655,
0.033321961760520935,
0.037339676171541214,
0.06086090952157974,
0.08778306096792221,
-0.031231019645929337,
0.009537091478705406,
-0.07287981361150742,
0.054857973009347916,
-0.021671559661626816,
-0.03354965150356293,
0.059291355311870575,
0.02972271293401718,
-1.5125640498427168e-33,
-0.05989145115017891,
-0.02639772556722164,
-0.003544617909938097,
-0.06488669663667679,
0.0006770648178644478,
0.022936087101697922,
-0.04933909699320793,
0.03158613666892052,
-0.024672774598002434,
0.03908000886440277,
0.05106044188141823,
-0.016397634521126747,
0.07863208651542664,
-0.012736287899315357,
0.1513996124267578,
0.020275648683309555,
0.07747659832239151,
0.07277797907590866,
0.07601594924926758,
-0.0005108116893097758,
0.0793040320277214,
-0.04674641788005829,
0.01882914826273918,
-0.01110438909381628,
0.0780068039894104,
-0.041807375848293304,
0.002255295170471072,
-0.01028550136834383,
-0.0008109654299914837,
-0.003139233449473977,
-0.020132461562752724,
0.035981956869363785,
0.023002907633781433,
0.07005076855421066,
0.10415420681238174,
0.04283931851387024,
-0.044607724994421005,
-0.014276852831244469,
0.02972584031522274,
0.005187690258026123,
-0.013992870226502419,
0.01018077414482832,
-0.03787185251712799,
-0.05443056300282478,
0.023906631395220757,
0.0433729812502861,
-0.04784074053168297,
0.08312898129224777,
0.0001404905633535236,
0.019155200570821762,
0.012813248671591282,
0.0839613601565361,
-0.061168916523456573,
0.019925221800804138,
-0.0266317930072546,
-0.059813790023326874,
-0.03027256764471531,
0.004812744911760092,
0.05144112557172775,
0.046243444085121155,
0.005493648815900087,
0.017431531101465225,
0.09652527421712875,
-0.035760942846536636,
0.04691579192876816,
-0.12671475112438202,
-0.010052554309368134,
-0.024812912568449974,
0.10941861569881439,
-0.02071414701640606,
0.015585549175739288,
0.014042464084923267,
0.02021617814898491,
0.035571616142988205,
-0.021140605211257935,
-0.08295466005802155,
-0.003002515994012356,
0.05990157648921013,
0.003309213323518634,
-0.1144946813583374,
-0.033841636031866074,
0.057298626750707626,
-0.019826197996735573,
0.017054300755262375,
-0.04862554371356964,
-0.06553740054368973,
-0.008052379824221134,
0.03486661612987518,
-0.08972255885601044,
0.0036839258391410112,
-0.044825464487075806,
-0.010493099689483643,
-0.06323104351758957,
0.01691415160894394,
0.016314951702952385,
-1.4176703398271683e-33,
-0.04546324163675308,
-0.04791633412241936,
0.010955330915749073,
-0.05580335110425949,
-0.05523921176791191,
-0.07782473415136337,
-0.008296285755932331,
-0.027439480647444725,
-0.015587175264954567,
0.09374082833528519,
-0.1466655433177948,
0.008626896888017654,
0.08190811425447464,
-0.0016295054228976369,
-0.014588136225938797,
0.06112810969352722,
0.012128034606575966,
-0.02266957052052021,
-0.104372538626194,
0.06727860122919083,
0.02131049707531929,
0.04424062371253967,
-0.06779149919748306,
0.02435891143977642,
0.1272258311510086,
-0.039912186563014984,
-0.10946284979581833,
0.0018200427293777466,
0.02461220696568489,
-0.03290579468011856,
-0.1041560098528862,
-0.011727236211299896,
-0.09693979471921921,
-0.13567274808883667,
-0.0341230109333992,
-0.028673533350229263,
-0.05305958539247513,
0.1392374336719513,
-0.02647729031741619,
0.06508312374353409,
0.033400848507881165,
-0.07190776616334915,
-0.061629824340343475,
-0.0031313824001699686,
0.045245472341775894,
0.03414595499634743,
-0.03037431463599205,
-0.018411390483379364,
-0.0048957932740449905,
-0.03381989151239395,
-0.0008477485971525311,
0.05821336433291435,
0.02181987650692463,
0.07353798300027847,
0.006529146805405617,
-0.00025772221852093935,
0.010518516413867474,
0.0020294298883527517,
0.03467370569705963,
-0.03631676360964775,
0.030606215819716454,
-0.04430854693055153,
-0.00338049978017807,
0.11951932311058044,
0.019924264401197433,
-0.03188782557845116,
0.025076385587453842,
-0.028273748233914375,
-0.017479684203863144,
-0.0011822563828900456,
0.012334848754107952,
-0.044396888464689255,
-0.0231156162917614,
0.005710924975574017,
-0.031303778290748596,
0.07193858921527863,
0.0941971018910408,
0.030418194830417633,
-0.032139286398887634,
0.03403939679265022,
0.10616429150104523,
0.042602889239788055,
0.03086046874523163,
-0.054217126220464706,
0.010376599617302418,
-0.041878726333379745,
0.05807008594274521,
-0.055848948657512665,
-0.03164498880505562,
0.025481747463345528,
-0.051551707088947296,
0.04278577119112015,
-0.0898931473493576,
-0.016274267807602882,
-0.08875665068626404,
-4.278421172898561e-8,
-0.05511779338121414,
-0.015502161346375942,
-0.07899372279644012,
0.05760113149881363,
-0.06621775776147842,
-0.006213432177901268,
0.06343312561511993,
0.0570804625749588,
-0.07463626563549042,
-0.006466597784310579,
0.011962727643549442,
0.0009976365836337209,
-0.019790131598711014,
0.0042122164741158485,
-0.05716049298644066,
0.018924018368124962,
-0.037013016641139984,
-0.035366304218769073,
-0.006178605370223522,
0.09069354087114334,
-0.07089043408632278,
0.010093784891068935,
-0.0014917285880073905,
0.012146491557359695,
0.013210037723183632,
0.04794842377305031,
-0.0029185328166931868,
-0.013685672543942928,
0.14094088971614838,
0.08569833636283875,
0.03284691646695137,
-0.06932320445775986,
0.04176097363233566,
0.02260592021048069,
-0.07134131342172623,
0.06146562844514847,
-0.13098014891147614,
-0.01241521630436182,
-0.06284588575363159,
-0.07170137017965317,
0.019533557817339897,
-0.00781623087823391,
-0.03056800551712513,
0.013472137972712517,
0.07506472617387772,
-0.05666884034872055,
0.056486181914806366,
-0.08769689500331879,
0.014722757041454315,
-0.03008391708135605,
-0.105588898062706,
-0.01942151039838791,
-0.09140148013830185,
-0.005553720518946648,
0.050253789871931076,
-0.03289990499615669,
-0.0190880224108696,
-0.10085587948560715,
0.03808481991291046,
0.10567422956228256,
-0.10449803620576859,
0.03304770216345787,
-0.04113491624593735,
0.005119141191244125
] |
1402.5030
|
Vladimir Yuryev
|
Arthur N. Yuryev, prepared for publication by V. A. Yuryev
|
Recurrent algorithms for detection of stochastic signals in the state
space
|
Prepared for publication in English by V. A. Yuryev in 1991; 58
pages. 9 figures. Arthur N. Yuryev (1932/07/05-1990/09/30); Y. A. Furman, A.
N. Yuryev and V. V. Yanshin, Numerical methods of binary image processing and
recognition. Krasnoyarsk University, Krasnoyarsk, Russia, 1992, Chapter 2;
ISBN 5-7470-0204-X
| null | null | null |
physics.optics physics.data-an
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The paper is devoted to synthesis of recurrent algorithms for detection of
stochastic signals given in state space. The structure of the algorithms
synthesized is shown to be close to that of the Kalman filter. Analysis of one
of the algorithms synthesized is carried out. Illustration of connection
between weight coefficients of processing system, which are formed in implicit
form, is given. Dynamics of amplification and feedback coefficients of the
system is studied; calculation of its detection characteristics is fulfilled.
Synthesis of the filters is also carried out for the continuous time. The
algorithms synthesized are extended to the case of a mixture of stochastic
correlated interferences and white noise. Modification of one of the algorithms
is made which enables its use for solving problems of multialternative
detection.
|
[
{
"created": "Thu, 20 Feb 2014 15:24:36 GMT",
"version": "v1"
}
] |
2014-02-21
|
[
[
"Yuryev",
"Arthur N.",
""
],
[
"Yuryev",
"prepared for publication by V. A.",
""
]
] |
[
-0.003599822521209717,
-0.03638280928134918,
-0.015542265959084034,
-0.038174331188201904,
-0.032424576580524445,
0.0007464986992999911,
0.12344340234994888,
-0.12916015088558197,
0.06046947464346886,
-0.09641999751329422,
-0.020255248993635178,
-0.0009567206143401563,
0.04042615741491318,
-0.032049160450696945,
-0.08247692137956619,
-0.015065423212945461,
0.015292652882635593,
0.04986129701137543,
0.0322972796857357,
-0.11791873723268509,
0.07727554440498352,
0.04176376014947891,
-0.07436206191778183,
0.018663063645362854,
-0.012138623744249344,
0.08582128584384918,
-0.001849077409133315,
-0.05534657463431358,
-0.022709503769874573,
-0.011945448815822601,
0.07132583111524582,
-0.05246010050177574,
0.04312869906425476,
-0.03992415592074394,
0.012792341411113739,
-0.05435867980122566,
-0.07019888609647751,
-0.017905855551362038,
-0.07591568678617477,
0.00815664604306221,
0.00216783513315022,
0.05135756731033325,
0.010681383311748505,
-0.054540738463401794,
-0.018360435962677002,
0.012559192255139351,
0.04040687531232834,
-0.08053267747163773,
-0.002904019318521023,
0.00035997838131152093,
-0.01417763251811266,
0.02757124789059162,
-0.012538345530629158,
0.02310320921242237,
0.08891259878873825,
-0.04273834824562073,
-0.004489423707127571,
0.03903409093618393,
0.013057204894721508,
-0.040541473776102066,
0.013048866763710976,
0.049397338181734085,
-0.017968175932765007,
-0.03511141613125801,
-0.04655957221984863,
0.12645840644836426,
-0.04459429904818535,
0.028007280081510544,
0.06412241607904434,
-0.006557473447173834,
-0.0154911233112216,
0.066396564245224,
0.08115100860595703,
-0.045383598655462265,
-0.011407059617340565,
-0.04914751276373863,
-0.03462625667452812,
-0.0534590482711792,
0.026791566982865334,
0.04993418604135513,
0.012777600437402725,
-0.059167250990867615,
0.02569141611456871,
-0.12124349921941757,
0.08765976130962372,
0.054411910474300385,
-0.06229667365550995,
-0.0841735228896141,
0.031304869800806046,
-0.029598768800497055,
-0.04663180559873581,
-0.03583183139562607,
-0.06385180354118347,
0.036179471760988235,
-0.02834825962781906,
0.02064296416938305,
0.012332547456026077,
0.017310943454504013,
0.14646340906620026,
0.04896657541394234,
0.021221164613962173,
0.008764495141804218,
0.05625283718109131,
0.08651687204837799,
0.014801107347011566,
0.032082267105579376,
0.036133769899606705,
-0.014584462158381939,
0.004909674637019634,
-0.050099946558475494,
-0.03320590406656265,
-0.0016935608582571149,
0.054526109248399734,
0.050472576171159744,
-0.009327002801001072,
0.0934559553861618,
0.0952516719698906,
-0.0077387490309774876,
-0.026250608265399933,
0.001733731129206717,
0.01756570115685463,
-0.11433912813663483,
-0.051988162100315094,
0.008689045906066895,
0.09566864371299744,
0.028593169525265694,
0.021270135417580605,
1.945915185061138e-33,
-0.038603801280260086,
-0.01690365932881832,
0.006636331789195538,
-0.0366240069270134,
0.000591551186516881,
0.00993516854941845,
0.00712354201823473,
0.00850442424416542,
0.046264756470918655,
0.008373713120818138,
0.010641067288815975,
-0.008237658068537712,
-0.05146777257323265,
-0.023302825167775154,
0.04831620678305626,
-0.11346854269504547,
0.06231115385890007,
0.03461755812168121,
0.06267381459474564,
-0.04886621609330177,
0.023759007453918457,
0.011854908429086208,
-0.015406174585223198,
0.005925285629928112,
-0.025560395792126656,
0.013467900454998016,
0.07071425020694733,
0.01506340317428112,
0.02159380540251732,
0.05033453181385994,
0.02087566815316677,
0.014611673541367054,
-0.04651513695716858,
-0.004330034833401442,
-0.03953241929411888,
-0.06176440417766571,
-0.04493267089128494,
0.08338697999715805,
0.004956268239766359,
-0.06090826168656349,
0.09818392992019653,
-0.06944838911294937,
-0.03393121436238289,
-0.028452232480049133,
-0.016367170959711075,
-0.03849571570754051,
-0.011761109344661236,
-0.00317728822119534,
0.013791053555905819,
-0.04121481254696846,
-0.012852322310209274,
-0.025156818330287933,
0.01566331274807453,
0.03401535004377365,
0.018500855192542076,
0.06985481828451157,
0.003268605563789606,
0.021725283935666084,
0.03496245667338371,
0.05034611374139786,
-0.08920333534479141,
0.01530116330832243,
0.03568005934357643,
-0.019779566675424576,
0.07713660597801208,
0.06859169155359268,
0.035753894597291946,
0.055439356714487076,
0.07660765200853348,
0.0022937108296900988,
0.05637017637491226,
-0.026494650170207024,
0.004112765658646822,
0.004179727751761675,
0.030908970162272453,
0.007042306009680033,
0.01165158674120903,
0.004689114633947611,
-0.04667186364531517,
0.06263687461614609,
0.02155701443552971,
0.019545288756489754,
0.014550582505762577,
0.04727335646748543,
-0.023732097819447517,
0.014143108390271664,
-0.07653038948774338,
-0.020650584250688553,
-0.05904190614819527,
0.10262271016836166,
-0.07961348444223404,
0.027544643729925156,
-0.04153994098305702,
0.05024511367082596,
-0.04373937100172043,
-4.339947918438933e-33,
0.021601717919111252,
0.04805877059698105,
0.06832084059715271,
-0.027069950476288795,
-0.002939078724011779,
-0.04945164918899536,
-0.06425614655017853,
0.0035502766259014606,
0.06416291743516922,
0.06470397114753723,
-0.06884356588125229,
-0.12461712956428528,
-0.044797495007514954,
0.1111818328499794,
0.0077637131325900555,
0.02566858008503914,
0.04680214077234268,
0.03352655842900276,
-0.007414818741381168,
-0.020123593509197235,
-0.038014981895685196,
0.05635983124375343,
0.020195182412862778,
-0.08094199746847153,
0.014812726527452469,
-0.004237762652337551,
-0.028522353619337082,
0.07660737633705139,
0.004933057352900505,
-0.0025563230738043785,
-0.05323651432991028,
-0.05305436626076698,
0.014467253349721432,
0.1155959814786911,
-0.03011603280901909,
-0.04625114053487778,
0.001794822863303125,
0.032417166978120804,
0.0459744967520237,
-0.04384620487689972,
0.09021540731191635,
0.0916341096162796,
-0.008834509178996086,
-0.012334950268268585,
0.06970344483852386,
-0.08748504519462585,
-0.05309807509183884,
0.12984688580036163,
-0.01811140775680542,
-0.07121402770280838,
-0.04954852536320686,
0.03980822488665581,
-0.04778148606419563,
-0.00998266413807869,
-0.052553169429302216,
0.10632763803005219,
0.04022911563515663,
-0.0029416217003017664,
-0.010124835185706615,
0.0050779227167367935,
-0.06594913452863693,
-0.09446608275175095,
-0.04108412191271782,
-0.03401869535446167,
0.05824219807982445,
0.045396845787763596,
0.01050606183707714,
-0.05114874988794327,
0.09213612228631973,
0.00018275373440701514,
0.046690382063388824,
0.06187937408685684,
-0.07370346784591675,
0.04646683111786842,
-0.03415731340646744,
-0.028620533645153046,
-0.013078735210001469,
-0.046648889780044556,
0.02479488030076027,
-0.03360339626669884,
-0.04669121652841568,
-0.06604766845703125,
0.016038479283452034,
-0.007728437893092632,
-0.07720833271741867,
0.0330527238547802,
0.03151586279273033,
-0.05721604451537132,
0.05193803459405899,
-0.10188301652669907,
0.004626736976206303,
0.045163072645664215,
-0.05854126811027527,
-0.010799694806337357,
-0.04430534318089485,
-4.7165194416720624e-8,
-0.07388295233249664,
0.002332062926143408,
-0.03731095418334007,
-0.035437874495983124,
0.07554629445075989,
-0.001414505997672677,
0.03408026322722435,
-0.07479359954595566,
0.03806494176387787,
-0.12495427578687668,
0.004032587632536888,
-0.09729309380054474,
-0.054673079401254654,
-0.002088474342599511,
-0.08278637379407883,
-0.04494098946452141,
-0.08708305656909943,
-0.035871997475624084,
-0.011307167820632458,
0.0019862139597535133,
0.14101915061473846,
-0.0007205014117062092,
-0.044155944138765335,
0.16076524555683136,
-0.0011811088770627975,
0.014828864485025406,
-0.016429973766207695,
-0.017050813883543015,
-0.017637407407164574,
-0.01373030710965395,
0.02625185064971447,
0.055999986827373505,
-0.02000834420323372,
0.030754702165722847,
0.01842530630528927,
0.0059337373822927475,
0.07648053765296936,
-0.01772158034145832,
-0.01840711571276188,
-0.002626872854307294,
-0.022183377295732498,
0.018833234906196594,
-0.029112307354807854,
0.02741517685353756,
-0.026570091024041176,
0.027590220794081688,
0.05160015821456909,
-0.14791764318943024,
0.05504437908530235,
-0.03999664634466171,
0.04947679117321968,
-0.026780178770422935,
-0.0000956551157287322,
-0.029180780053138733,
-0.0365912951529026,
-0.021504202857613564,
0.04528865963220596,
-0.09990213811397552,
-0.040768492966890335,
0.05801971256732941,
-0.01529003120958805,
0.06947046518325806,
-0.032471735030412674,
-0.035847220569849014
] | null | null | null | null | null | null | null |
[
-0.003599822521209717,
-0.03638280928134918,
-0.015542265959084034,
-0.038174331188201904,
-0.032424576580524445,
0.0007464986992999911,
0.12344340234994888,
-0.12916015088558197,
0.06046947464346886,
-0.09641999751329422,
-0.020255248993635178,
-0.0009567206143401563,
0.04042615741491318,
-0.032049160450696945,
-0.08247692137956619,
-0.015065423212945461,
0.015292652882635593,
0.04986129701137543,
0.0322972796857357,
-0.11791873723268509,
0.07727554440498352,
0.04176376014947891,
-0.07436206191778183,
0.018663063645362854,
-0.012138623744249344,
0.08582128584384918,
-0.001849077409133315,
-0.05534657463431358,
-0.022709503769874573,
-0.011945448815822601,
0.07132583111524582,
-0.05246010050177574,
0.04312869906425476,
-0.03992415592074394,
0.012792341411113739,
-0.05435867980122566,
-0.07019888609647751,
-0.017905855551362038,
-0.07591568678617477,
0.00815664604306221,
0.00216783513315022,
0.05135756731033325,
0.010681383311748505,
-0.054540738463401794,
-0.018360435962677002,
0.012559192255139351,
0.04040687531232834,
-0.08053267747163773,
-0.002904019318521023,
0.00035997838131152093,
-0.01417763251811266,
0.02757124789059162,
-0.012538345530629158,
0.02310320921242237,
0.08891259878873825,
-0.04273834824562073,
-0.004489423707127571,
0.03903409093618393,
0.013057204894721508,
-0.040541473776102066,
0.013048866763710976,
0.049397338181734085,
-0.017968175932765007,
-0.03511141613125801,
-0.04655957221984863,
0.12645840644836426,
-0.04459429904818535,
0.028007280081510544,
0.06412241607904434,
-0.006557473447173834,
-0.0154911233112216,
0.066396564245224,
0.08115100860595703,
-0.045383598655462265,
-0.011407059617340565,
-0.04914751276373863,
-0.03462625667452812,
-0.0534590482711792,
0.026791566982865334,
0.04993418604135513,
0.012777600437402725,
-0.059167250990867615,
0.02569141611456871,
-0.12124349921941757,
0.08765976130962372,
0.054411910474300385,
-0.06229667365550995,
-0.0841735228896141,
0.031304869800806046,
-0.029598768800497055,
-0.04663180559873581,
-0.03583183139562607,
-0.06385180354118347,
0.036179471760988235,
-0.02834825962781906,
0.02064296416938305,
0.012332547456026077,
0.017310943454504013,
0.14646340906620026,
0.04896657541394234,
0.021221164613962173,
0.008764495141804218,
0.05625283718109131,
0.08651687204837799,
0.014801107347011566,
0.032082267105579376,
0.036133769899606705,
-0.014584462158381939,
0.004909674637019634,
-0.050099946558475494,
-0.03320590406656265,
-0.0016935608582571149,
0.054526109248399734,
0.050472576171159744,
-0.009327002801001072,
0.0934559553861618,
0.0952516719698906,
-0.0077387490309774876,
-0.026250608265399933,
0.001733731129206717,
0.01756570115685463,
-0.11433912813663483,
-0.051988162100315094,
0.008689045906066895,
0.09566864371299744,
0.028593169525265694,
0.021270135417580605,
1.945915185061138e-33,
-0.038603801280260086,
-0.01690365932881832,
0.006636331789195538,
-0.0366240069270134,
0.000591551186516881,
0.00993516854941845,
0.00712354201823473,
0.00850442424416542,
0.046264756470918655,
0.008373713120818138,
0.010641067288815975,
-0.008237658068537712,
-0.05146777257323265,
-0.023302825167775154,
0.04831620678305626,
-0.11346854269504547,
0.06231115385890007,
0.03461755812168121,
0.06267381459474564,
-0.04886621609330177,
0.023759007453918457,
0.011854908429086208,
-0.015406174585223198,
0.005925285629928112,
-0.025560395792126656,
0.013467900454998016,
0.07071425020694733,
0.01506340317428112,
0.02159380540251732,
0.05033453181385994,
0.02087566815316677,
0.014611673541367054,
-0.04651513695716858,
-0.004330034833401442,
-0.03953241929411888,
-0.06176440417766571,
-0.04493267089128494,
0.08338697999715805,
0.004956268239766359,
-0.06090826168656349,
0.09818392992019653,
-0.06944838911294937,
-0.03393121436238289,
-0.028452232480049133,
-0.016367170959711075,
-0.03849571570754051,
-0.011761109344661236,
-0.00317728822119534,
0.013791053555905819,
-0.04121481254696846,
-0.012852322310209274,
-0.025156818330287933,
0.01566331274807453,
0.03401535004377365,
0.018500855192542076,
0.06985481828451157,
0.003268605563789606,
0.021725283935666084,
0.03496245667338371,
0.05034611374139786,
-0.08920333534479141,
0.01530116330832243,
0.03568005934357643,
-0.019779566675424576,
0.07713660597801208,
0.06859169155359268,
0.035753894597291946,
0.055439356714487076,
0.07660765200853348,
0.0022937108296900988,
0.05637017637491226,
-0.026494650170207024,
0.004112765658646822,
0.004179727751761675,
0.030908970162272453,
0.007042306009680033,
0.01165158674120903,
0.004689114633947611,
-0.04667186364531517,
0.06263687461614609,
0.02155701443552971,
0.019545288756489754,
0.014550582505762577,
0.04727335646748543,
-0.023732097819447517,
0.014143108390271664,
-0.07653038948774338,
-0.020650584250688553,
-0.05904190614819527,
0.10262271016836166,
-0.07961348444223404,
0.027544643729925156,
-0.04153994098305702,
0.05024511367082596,
-0.04373937100172043,
-4.339947918438933e-33,
0.021601717919111252,
0.04805877059698105,
0.06832084059715271,
-0.027069950476288795,
-0.002939078724011779,
-0.04945164918899536,
-0.06425614655017853,
0.0035502766259014606,
0.06416291743516922,
0.06470397114753723,
-0.06884356588125229,
-0.12461712956428528,
-0.044797495007514954,
0.1111818328499794,
0.0077637131325900555,
0.02566858008503914,
0.04680214077234268,
0.03352655842900276,
-0.007414818741381168,
-0.020123593509197235,
-0.038014981895685196,
0.05635983124375343,
0.020195182412862778,
-0.08094199746847153,
0.014812726527452469,
-0.004237762652337551,
-0.028522353619337082,
0.07660737633705139,
0.004933057352900505,
-0.0025563230738043785,
-0.05323651432991028,
-0.05305436626076698,
0.014467253349721432,
0.1155959814786911,
-0.03011603280901909,
-0.04625114053487778,
0.001794822863303125,
0.032417166978120804,
0.0459744967520237,
-0.04384620487689972,
0.09021540731191635,
0.0916341096162796,
-0.008834509178996086,
-0.012334950268268585,
0.06970344483852386,
-0.08748504519462585,
-0.05309807509183884,
0.12984688580036163,
-0.01811140775680542,
-0.07121402770280838,
-0.04954852536320686,
0.03980822488665581,
-0.04778148606419563,
-0.00998266413807869,
-0.052553169429302216,
0.10632763803005219,
0.04022911563515663,
-0.0029416217003017664,
-0.010124835185706615,
0.0050779227167367935,
-0.06594913452863693,
-0.09446608275175095,
-0.04108412191271782,
-0.03401869535446167,
0.05824219807982445,
0.045396845787763596,
0.01050606183707714,
-0.05114874988794327,
0.09213612228631973,
0.00018275373440701514,
0.046690382063388824,
0.06187937408685684,
-0.07370346784591675,
0.04646683111786842,
-0.03415731340646744,
-0.028620533645153046,
-0.013078735210001469,
-0.046648889780044556,
0.02479488030076027,
-0.03360339626669884,
-0.04669121652841568,
-0.06604766845703125,
0.016038479283452034,
-0.007728437893092632,
-0.07720833271741867,
0.0330527238547802,
0.03151586279273033,
-0.05721604451537132,
0.05193803459405899,
-0.10188301652669907,
0.004626736976206303,
0.045163072645664215,
-0.05854126811027527,
-0.010799694806337357,
-0.04430534318089485,
-4.7165194416720624e-8,
-0.07388295233249664,
0.002332062926143408,
-0.03731095418334007,
-0.035437874495983124,
0.07554629445075989,
-0.001414505997672677,
0.03408026322722435,
-0.07479359954595566,
0.03806494176387787,
-0.12495427578687668,
0.004032587632536888,
-0.09729309380054474,
-0.054673079401254654,
-0.002088474342599511,
-0.08278637379407883,
-0.04494098946452141,
-0.08708305656909943,
-0.035871997475624084,
-0.011307167820632458,
0.0019862139597535133,
0.14101915061473846,
-0.0007205014117062092,
-0.044155944138765335,
0.16076524555683136,
-0.0011811088770627975,
0.014828864485025406,
-0.016429973766207695,
-0.017050813883543015,
-0.017637407407164574,
-0.01373030710965395,
0.02625185064971447,
0.055999986827373505,
-0.02000834420323372,
0.030754702165722847,
0.01842530630528927,
0.0059337373822927475,
0.07648053765296936,
-0.01772158034145832,
-0.01840711571276188,
-0.002626872854307294,
-0.022183377295732498,
0.018833234906196594,
-0.029112307354807854,
0.02741517685353756,
-0.026570091024041176,
0.027590220794081688,
0.05160015821456909,
-0.14791764318943024,
0.05504437908530235,
-0.03999664634466171,
0.04947679117321968,
-0.026780178770422935,
-0.0000956551157287322,
-0.029180780053138733,
-0.0365912951529026,
-0.021504202857613564,
0.04528865963220596,
-0.09990213811397552,
-0.040768492966890335,
0.05801971256732941,
-0.01529003120958805,
0.06947046518325806,
-0.032471735030412674,
-0.035847220569849014
] |
1402.5034
|
Lucas Paletta
|
Sigal Sina, Sarit Kraus, Avi Rosenfeld
|
Using the Crowd to Generate Content for Scenario-Based Serious-Games
| null | null | null |
IDGEI/2014/03
|
cs.AI cs.HC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In the last decade, scenario-based serious-games have become a main tool for
learning new skills and capabilities. An important factor in the development of
such systems is the overhead in time, cost and human resources to manually
create the content for these scenarios. We focus on how to create content for
scenarios in medical, military, commerce and gaming applications where
maintaining the integrity and coherence of the content is integral for the
system's success. To do so, we present an automatic method for generating
content about everyday activities through combining computer science techniques
with the crowd. We use the crowd in three basic ways: to capture a database of
scenarios of everyday activities, to generate a database of likely replacements
for specific events within that scenario, and to evaluate the resulting
scenarios. We found that the generated scenarios were rated as reliable and
consistent by the crowd when compared to the scenarios that were originally
captured. We also compared the generated scenarios to those created by
traditional planning techniques. We found that both methods were equally
effective in generated reliable and consistent scenarios, yet the main
advantages of our approach is that the content we generate is more varied and
much easier to create. We have begun integrating this approach within a
scenario-based training application for novice investigators within the law
enforcement departments to improve their questioning skills.
|
[
{
"created": "Thu, 20 Feb 2014 15:33:03 GMT",
"version": "v1"
}
] |
2014-02-21
|
[
[
"Sina",
"Sigal",
""
],
[
"Kraus",
"Sarit",
""
],
[
"Rosenfeld",
"Avi",
""
]
] |
[
-0.017619963735342026,
0.02258053794503212,
-0.05022234842181206,
-0.0115077318623662,
0.07207801192998886,
-0.023518195375800133,
0.026545854285359383,
0.048402439802885056,
-0.0030456220265477896,
0.021499142050743103,
-0.07035435736179352,
-0.07570350915193558,
0.06495869904756546,
0.04594021290540695,
0.03375109285116196,
-0.07258857786655426,
0.06689783930778503,
-0.009065280668437481,
-0.06701395660638809,
-0.008546875789761543,
-0.03311043977737427,
0.013423965312540531,
0.052631817758083344,
0.03154776990413666,
-0.047730714082717896,
-0.002962876344099641,
0.047487594187259674,
-0.01798548735678196,
-0.019186660647392273,
0.020572232082486153,
0.07637006789445877,
0.01335947960615158,
0.0034155184403061867,
0.03241625800728798,
-0.011506685987114906,
0.024040985852479935,
0.0025184641126543283,
0.013779215514659882,
-0.03247344121336937,
-0.035316504538059235,
-0.10894976556301117,
-0.03880403935909271,
0.010564642027020454,
0.05472879111766815,
0.037731003016233444,
-0.03825508803129196,
-0.04909180477261543,
0.015492475591599941,
0.03750115633010864,
0.0688401386141777,
-0.07938328385353088,
-0.07375940680503845,
0.044100090861320496,
-0.01616901159286499,
-0.04482986778020859,
0.029651261866092682,
0.0383334718644619,
-0.009028594940900803,
-0.0034779065754264593,
-0.06242242828011513,
-0.03773419186472893,
-0.018412386998534203,
-0.020975127816200256,
0.02111649140715599,
-0.019287582486867905,
-0.02919512614607811,
0.03692692890763283,
0.07527660578489304,
0.11911299079656601,
-0.060069192200899124,
-0.0962083712220192,
0.0832972526550293,
-0.059729136526584625,
0.0598175935447216,
-0.025807255879044533,
0.07464538514614105,
-0.03225799277424812,
-0.039049457758665085,
0.011582455597817898,
-0.020766250789165497,
0.010581981390714645,
-0.03453845530748367,
-0.00007722299051238224,
0.03728310018777847,
0.007567432709038258,
-0.008971482515335083,
-0.002236536704003811,
0.09227325022220612,
-0.00918270368129015,
0.026356400921940804,
-0.06900033354759216,
-0.006703235674649477,
0.13846483826637268,
-0.03131071850657463,
0.017469653859734535,
0.060232292860746384,
-0.014187169261276722,
-0.10508882254362106,
0.05205872654914856,
0.04406437650322914,
-0.026075854897499084,
0.03763831779360771,
0.01887875609099865,
-0.0833277776837349,
0.0054917484521865845,
0.04687624052166939,
-0.03164156526327133,
-0.044237665832042694,
-0.031782861799001694,
0.006512756925076246,
0.01271512545645237,
0.019309204071760178,
-0.029337868094444275,
-0.06489751487970352,
0.08570734411478043,
0.018102677538990974,
-0.024002745747566223,
0.0675579085946083,
-0.08884378522634506,
0.10443161427974701,
0.06548964232206345,
0.033925238996744156,
0.019326206296682358,
0.004471738822758198,
0.08266550302505493,
-0.03480060026049614,
-0.0009728253935463727,
-4.5801208834371115e-34,
0.10603097081184387,
0.004927637055516243,
0.05864378437399864,
0.1081593781709671,
0.02814502641558647,
-0.034040749073028564,
0.006739406380802393,
0.056659359484910965,
-0.0005087439203634858,
0.0015599993057549,
0.0000863363457028754,
0.05546969175338745,
-0.035782504826784134,
0.004377246834337711,
0.11884742230176926,
-0.03138485923409462,
-0.11662407219409943,
0.06743515282869339,
-0.01969769038259983,
0.05310169607400894,
-0.04082164540886879,
-0.09063734859228134,
0.01322841364890337,
-0.010169481858611107,
0.045307643711566925,
0.05748746544122696,
0.034790728241205215,
0.06674139201641083,
0.11258768290281296,
-0.05044533684849739,
-0.02949877269566059,
-0.05082326754927635,
0.01913464069366455,
-0.010893074795603752,
0.10012227296829224,
0.029119251295924187,
-0.009165567345917225,
-0.055081989616155624,
0.06621994078159332,
0.05565430968999863,
-0.10558996349573135,
0.009660626761615276,
0.025748049840331078,
0.02928614616394043,
0.00017169160128105432,
-0.006150546483695507,
0.025790834799408913,
-0.09112764149904251,
-0.09776472300291061,
-0.041147056967020035,
0.020044798031449318,
-0.016747821122407913,
0.04545528441667557,
-0.07541162520647049,
-0.09421946853399277,
-0.012821721844375134,
0.03537498414516449,
-0.08705016225576401,
0.05022858455777168,
0.018129024654626846,
0.06215149536728859,
0.03946337848901749,
-0.051737796515226364,
0.04653650149703026,
-0.01882193237543106,
-0.03844686225056648,
0.14565908908843994,
0.05261780321598053,
0.04870762676000595,
-0.04130544140934944,
-0.00797863956540823,
0.012715793214738369,
0.028029484674334526,
-0.08245046436786652,
0.01605384051799774,
0.05250983685255051,
0.04579644277691841,
-0.04582446441054344,
-0.060623012483119965,
-0.02023073472082615,
-0.03157718852162361,
-0.03596120700240135,
-0.0009161923080682755,
-0.018353305757045746,
0.02905200608074665,
-0.008398677222430706,
-0.02536682039499283,
-0.07518212497234344,
-0.08965189754962921,
0.03309036046266556,
-0.04986915737390518,
-0.004395106807351112,
-0.051861412823200226,
0.058765921741724014,
0.038792502135038376,
-3.4722190649082883e-34,
-0.022738011553883553,
-0.03930113837122917,
-0.07708115875720978,
0.03747297078371048,
0.06791792809963226,
-0.04674249887466431,
-0.05454722046852112,
-0.0775856003165245,
0.010009558871388435,
-0.04008246213197708,
-0.14025700092315674,
0.0020202340092509985,
0.026141852140426636,
-0.028975918889045715,
-0.03964908421039581,
-0.07578539848327637,
0.002760868053883314,
0.0005984080489724874,
-0.07713499665260315,
0.09174074232578278,
0.04243941232562065,
0.01949791982769966,
-0.11785855144262314,
-0.07733621448278427,
0.0014836620539426804,
0.03564367815852165,
0.004725360311567783,
-0.03917822241783142,
0.02960144728422165,
0.0724666565656662,
-0.00009124882490141317,
-0.06849616765975952,
0.0077783772721886635,
-0.050445251166820526,
-0.03504396975040436,
-0.009021409787237644,
0.12233714759349823,
-0.05598553270101547,
-0.030069271102547646,
0.03520267456769943,
-0.004388618748635054,
-0.016638074070215225,
-0.0970405712723732,
-0.05537591502070427,
-0.1056085005402565,
0.07988026738166809,
-0.03850246220827103,
0.028488585725426674,
-0.016837604343891144,
-0.020453017204999924,
-0.0024709682911634445,
0.011160468682646751,
-0.10404739528894424,
-0.040798332542181015,
-0.0020264259073883295,
-0.04528617113828659,
-0.09041386842727661,
-0.03293043375015259,
0.022323431447148323,
0.022508786991238594,
-0.09047701209783554,
0.03846088424324989,
-0.01860613003373146,
0.008765765465795994,
0.020375248044729233,
-0.016022490337491035,
-0.030270084738731384,
0.06910189241170883,
-0.13467566668987274,
0.016796795651316643,
-0.018247507512569427,
0.006280743051320314,
0.00187415920663625,
-0.0074161142110824585,
0.013913813978433609,
0.010175686329603195,
0.01107371598482132,
-0.035384632647037506,
-0.010880623944103718,
0.025177357718348503,
0.06406594812870026,
-0.028448408469557762,
-0.02021203003823757,
0.070213682949543,
0.00543578527867794,
0.1133626326918602,
0.011371356435120106,
0.08020460605621338,
-0.03464118763804436,
0.0692039206624031,
-0.058956973254680634,
0.025120671838521957,
0.010496986098587513,
0.06490424275398254,
-0.06969977915287018,
-5.121186674728051e-8,
0.002487193327397108,
0.055037133395671844,
0.004027238581329584,
0.04881027713418007,
-0.030665526166558266,
-0.00944451242685318,
-0.02041490189731121,
0.015446165576577187,
0.027962056919932365,
0.016088856384158134,
0.0034316605888307095,
-0.03167867660522461,
0.0038359942846000195,
0.0031820139847695827,
0.03488107770681381,
0.04100147262215614,
-0.002180761191993952,
-0.030658481642603874,
-0.06366387754678726,
0.006986306514590979,
0.09457853436470032,
0.014719455502927303,
-0.05274086818099022,
-0.0022810702212154865,
0.04423269256949425,
0.001948275719769299,
-0.047094132751226425,
0.016140688210725784,
-0.024542083963751793,
0.10302470624446869,
0.004069547634571791,
-0.046260733157396317,
-0.011698246002197266,
-0.003964523784816265,
0.08164568245410919,
-0.043031662702560425,
0.055241748690605164,
-0.03016817942261696,
0.06555824726819992,
-0.04505854845046997,
-0.0011051744222640991,
0.05114572495222092,
0.03918472304940224,
0.05349761247634888,
0.04792387783527374,
-0.008057321421802044,
-0.06481929868459702,
-0.058195289224386215,
0.04344645142555237,
-0.06374439597129822,
-0.07479196041822433,
-0.06788182258605957,
-0.00882452167570591,
0.03413078561425209,
0.11834339797496796,
0.0869036391377449,
0.06961454451084137,
0.0551992766559124,
0.048882000148296356,
0.04378271847963333,
0.021219072863459587,
0.03656771779060364,
-0.025439059361815453,
0.048515353351831436
] | null | null | null | null | null | null | null |
[
-0.017619963735342026,
0.02258053794503212,
-0.05022234842181206,
-0.0115077318623662,
0.07207801192998886,
-0.023518195375800133,
0.026545854285359383,
0.048402439802885056,
-0.0030456220265477896,
0.021499142050743103,
-0.07035435736179352,
-0.07570350915193558,
0.06495869904756546,
0.04594021290540695,
0.03375109285116196,
-0.07258857786655426,
0.06689783930778503,
-0.009065280668437481,
-0.06701395660638809,
-0.008546875789761543,
-0.03311043977737427,
0.013423965312540531,
0.052631817758083344,
0.03154776990413666,
-0.047730714082717896,
-0.002962876344099641,
0.047487594187259674,
-0.01798548735678196,
-0.019186660647392273,
0.020572232082486153,
0.07637006789445877,
0.01335947960615158,
0.0034155184403061867,
0.03241625800728798,
-0.011506685987114906,
0.024040985852479935,
0.0025184641126543283,
0.013779215514659882,
-0.03247344121336937,
-0.035316504538059235,
-0.10894976556301117,
-0.03880403935909271,
0.010564642027020454,
0.05472879111766815,
0.037731003016233444,
-0.03825508803129196,
-0.04909180477261543,
0.015492475591599941,
0.03750115633010864,
0.0688401386141777,
-0.07938328385353088,
-0.07375940680503845,
0.044100090861320496,
-0.01616901159286499,
-0.04482986778020859,
0.029651261866092682,
0.0383334718644619,
-0.009028594940900803,
-0.0034779065754264593,
-0.06242242828011513,
-0.03773419186472893,
-0.018412386998534203,
-0.020975127816200256,
0.02111649140715599,
-0.019287582486867905,
-0.02919512614607811,
0.03692692890763283,
0.07527660578489304,
0.11911299079656601,
-0.060069192200899124,
-0.0962083712220192,
0.0832972526550293,
-0.059729136526584625,
0.0598175935447216,
-0.025807255879044533,
0.07464538514614105,
-0.03225799277424812,
-0.039049457758665085,
0.011582455597817898,
-0.020766250789165497,
0.010581981390714645,
-0.03453845530748367,
-0.00007722299051238224,
0.03728310018777847,
0.007567432709038258,
-0.008971482515335083,
-0.002236536704003811,
0.09227325022220612,
-0.00918270368129015,
0.026356400921940804,
-0.06900033354759216,
-0.006703235674649477,
0.13846483826637268,
-0.03131071850657463,
0.017469653859734535,
0.060232292860746384,
-0.014187169261276722,
-0.10508882254362106,
0.05205872654914856,
0.04406437650322914,
-0.026075854897499084,
0.03763831779360771,
0.01887875609099865,
-0.0833277776837349,
0.0054917484521865845,
0.04687624052166939,
-0.03164156526327133,
-0.044237665832042694,
-0.031782861799001694,
0.006512756925076246,
0.01271512545645237,
0.019309204071760178,
-0.029337868094444275,
-0.06489751487970352,
0.08570734411478043,
0.018102677538990974,
-0.024002745747566223,
0.0675579085946083,
-0.08884378522634506,
0.10443161427974701,
0.06548964232206345,
0.033925238996744156,
0.019326206296682358,
0.004471738822758198,
0.08266550302505493,
-0.03480060026049614,
-0.0009728253935463727,
-4.5801208834371115e-34,
0.10603097081184387,
0.004927637055516243,
0.05864378437399864,
0.1081593781709671,
0.02814502641558647,
-0.034040749073028564,
0.006739406380802393,
0.056659359484910965,
-0.0005087439203634858,
0.0015599993057549,
0.0000863363457028754,
0.05546969175338745,
-0.035782504826784134,
0.004377246834337711,
0.11884742230176926,
-0.03138485923409462,
-0.11662407219409943,
0.06743515282869339,
-0.01969769038259983,
0.05310169607400894,
-0.04082164540886879,
-0.09063734859228134,
0.01322841364890337,
-0.010169481858611107,
0.045307643711566925,
0.05748746544122696,
0.034790728241205215,
0.06674139201641083,
0.11258768290281296,
-0.05044533684849739,
-0.02949877269566059,
-0.05082326754927635,
0.01913464069366455,
-0.010893074795603752,
0.10012227296829224,
0.029119251295924187,
-0.009165567345917225,
-0.055081989616155624,
0.06621994078159332,
0.05565430968999863,
-0.10558996349573135,
0.009660626761615276,
0.025748049840331078,
0.02928614616394043,
0.00017169160128105432,
-0.006150546483695507,
0.025790834799408913,
-0.09112764149904251,
-0.09776472300291061,
-0.041147056967020035,
0.020044798031449318,
-0.016747821122407913,
0.04545528441667557,
-0.07541162520647049,
-0.09421946853399277,
-0.012821721844375134,
0.03537498414516449,
-0.08705016225576401,
0.05022858455777168,
0.018129024654626846,
0.06215149536728859,
0.03946337848901749,
-0.051737796515226364,
0.04653650149703026,
-0.01882193237543106,
-0.03844686225056648,
0.14565908908843994,
0.05261780321598053,
0.04870762676000595,
-0.04130544140934944,
-0.00797863956540823,
0.012715793214738369,
0.028029484674334526,
-0.08245046436786652,
0.01605384051799774,
0.05250983685255051,
0.04579644277691841,
-0.04582446441054344,
-0.060623012483119965,
-0.02023073472082615,
-0.03157718852162361,
-0.03596120700240135,
-0.0009161923080682755,
-0.018353305757045746,
0.02905200608074665,
-0.008398677222430706,
-0.02536682039499283,
-0.07518212497234344,
-0.08965189754962921,
0.03309036046266556,
-0.04986915737390518,
-0.004395106807351112,
-0.051861412823200226,
0.058765921741724014,
0.038792502135038376,
-3.4722190649082883e-34,
-0.022738011553883553,
-0.03930113837122917,
-0.07708115875720978,
0.03747297078371048,
0.06791792809963226,
-0.04674249887466431,
-0.05454722046852112,
-0.0775856003165245,
0.010009558871388435,
-0.04008246213197708,
-0.14025700092315674,
0.0020202340092509985,
0.026141852140426636,
-0.028975918889045715,
-0.03964908421039581,
-0.07578539848327637,
0.002760868053883314,
0.0005984080489724874,
-0.07713499665260315,
0.09174074232578278,
0.04243941232562065,
0.01949791982769966,
-0.11785855144262314,
-0.07733621448278427,
0.0014836620539426804,
0.03564367815852165,
0.004725360311567783,
-0.03917822241783142,
0.02960144728422165,
0.0724666565656662,
-0.00009124882490141317,
-0.06849616765975952,
0.0077783772721886635,
-0.050445251166820526,
-0.03504396975040436,
-0.009021409787237644,
0.12233714759349823,
-0.05598553270101547,
-0.030069271102547646,
0.03520267456769943,
-0.004388618748635054,
-0.016638074070215225,
-0.0970405712723732,
-0.05537591502070427,
-0.1056085005402565,
0.07988026738166809,
-0.03850246220827103,
0.028488585725426674,
-0.016837604343891144,
-0.020453017204999924,
-0.0024709682911634445,
0.011160468682646751,
-0.10404739528894424,
-0.040798332542181015,
-0.0020264259073883295,
-0.04528617113828659,
-0.09041386842727661,
-0.03293043375015259,
0.022323431447148323,
0.022508786991238594,
-0.09047701209783554,
0.03846088424324989,
-0.01860613003373146,
0.008765765465795994,
0.020375248044729233,
-0.016022490337491035,
-0.030270084738731384,
0.06910189241170883,
-0.13467566668987274,
0.016796795651316643,
-0.018247507512569427,
0.006280743051320314,
0.00187415920663625,
-0.0074161142110824585,
0.013913813978433609,
0.010175686329603195,
0.01107371598482132,
-0.035384632647037506,
-0.010880623944103718,
0.025177357718348503,
0.06406594812870026,
-0.028448408469557762,
-0.02021203003823757,
0.070213682949543,
0.00543578527867794,
0.1133626326918602,
0.011371356435120106,
0.08020460605621338,
-0.03464118763804436,
0.0692039206624031,
-0.058956973254680634,
0.025120671838521957,
0.010496986098587513,
0.06490424275398254,
-0.06969977915287018,
-5.121186674728051e-8,
0.002487193327397108,
0.055037133395671844,
0.004027238581329584,
0.04881027713418007,
-0.030665526166558266,
-0.00944451242685318,
-0.02041490189731121,
0.015446165576577187,
0.027962056919932365,
0.016088856384158134,
0.0034316605888307095,
-0.03167867660522461,
0.0038359942846000195,
0.0031820139847695827,
0.03488107770681381,
0.04100147262215614,
-0.002180761191993952,
-0.030658481642603874,
-0.06366387754678726,
0.006986306514590979,
0.09457853436470032,
0.014719455502927303,
-0.05274086818099022,
-0.0022810702212154865,
0.04423269256949425,
0.001948275719769299,
-0.047094132751226425,
0.016140688210725784,
-0.024542083963751793,
0.10302470624446869,
0.004069547634571791,
-0.046260733157396317,
-0.011698246002197266,
-0.003964523784816265,
0.08164568245410919,
-0.043031662702560425,
0.055241748690605164,
-0.03016817942261696,
0.06555824726819992,
-0.04505854845046997,
-0.0011051744222640991,
0.05114572495222092,
0.03918472304940224,
0.05349761247634888,
0.04792387783527374,
-0.008057321421802044,
-0.06481929868459702,
-0.058195289224386215,
0.04344645142555237,
-0.06374439597129822,
-0.07479196041822433,
-0.06788182258605957,
-0.00882452167570591,
0.03413078561425209,
0.11834339797496796,
0.0869036391377449,
0.06961454451084137,
0.0551992766559124,
0.048882000148296356,
0.04378271847963333,
0.021219072863459587,
0.03656771779060364,
-0.025439059361815453,
0.048515353351831436
] |
1402.5035
|
Roi Baer
|
Daniel Neuhauser, Yi Gao, Christopher Arntsen, Cyrus Karshenas, Eran
Rabani and Roi Baer
|
Breaking the theoretical scaling limit for predicting quasi-particle
energies: The stochastic GW approach
| null | null |
10.1103/PhysRevLett.113.076402
| null |
cond-mat.mes-hall physics.chem-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We develop a formalism to calculate the quasi-particle energy within the GW
many-body perturbation correction to the density functional theory (DFT). The
occupied and virtual orbitals of the Kohn-Sham (KS) Hamiltonian are replaced by
stochastic orbitals used to evaluate the Green function, the polarization
potential, and thereby the GW self-energy. The stochastic GW (sGW) relies on
novel theoretical concepts such as stochastic time-dependent Hartree
propagation, stochastic matrix compression and spatial/temporal stochastic
decoupling techniques. Beyond the theoretical interest, the formalism enables
linear scaling GW calculations breaking the theoretical scaling limit for GW as
well as circumventing the need for energy cutoff approximations. We illustrate
the method for silicon nanocrystals of varying sizes with over 3000 electrons.
|
[
{
"created": "Thu, 20 Feb 2014 15:34:44 GMT",
"version": "v1"
},
{
"created": "Wed, 28 May 2014 18:56:08 GMT",
"version": "v2"
}
] |
2015-06-18
|
[
[
"Neuhauser",
"Daniel",
""
],
[
"Gao",
"Yi",
""
],
[
"Arntsen",
"Christopher",
""
],
[
"Karshenas",
"Cyrus",
""
],
[
"Rabani",
"Eran",
""
],
[
"Baer",
"Roi",
""
]
] |
[
-0.010940523818135262,
0.039076853543519974,
0.006304070819169283,
0.091586634516716,
-0.012211275286972523,
-0.06477178633213043,
0.05122315138578415,
-0.016039086505770683,
0.021310679614543915,
0.013978046365082264,
0.01046739425510168,
0.04543614760041237,
-0.08208458870649338,
-0.0312618650496006,
0.06379784643650055,
-0.013225355185568333,
0.0037854656111449003,
0.06839384138584137,
-0.04335968196392059,
0.06777997314929962,
0.06231475993990898,
-0.04615705460309982,
0.024898618459701538,
-0.0001304382603848353,
0.056282807141542435,
-0.0662204697728157,
0.08156782388687134,
-0.0048134601674973965,
-0.029575645923614502,
0.009041720069944859,
0.06871679425239563,
-0.008500381372869015,
-0.020045775920152664,
0.002334804041311145,
0.028471356257796288,
0.06285233050584793,
0.004470502492040396,
0.009371910244226456,
-0.0515352226793766,
-0.021644212305545807,
-0.006280297879129648,
0.05162019282579422,
0.03637797757983208,
0.017787551507353783,
0.010730486363172531,
-0.1296597421169281,
0.059224843978881836,
-0.10329648107290268,
-0.02199363522231579,
-0.030584216117858887,
0.10070906579494476,
0.03632786124944687,
-0.030856970697641373,
0.058051947504282,
0.041418030858039856,
0.021390512585639954,
0.049324117600917816,
0.003173885866999626,
-0.0277458094060421,
-0.050639327615499496,
0.01512788888067007,
-0.05567634850740433,
-0.01865224726498127,
0.007555217947810888,
0.04197205230593681,
0.009936286136507988,
0.09785139560699463,
-0.04506932199001312,
0.006919639650732279,
0.055031731724739075,
-0.04297443851828575,
0.008162001147866249,
0.0031469769310206175,
0.03501399978995323,
0.08416035771369934,
-0.016064461320638657,
-0.02018860913813114,
0.042318835854530334,
0.0653453841805458,
-0.0042782616801559925,
-0.04268983006477356,
0.03314897418022156,
0.04684603959321976,
-0.025945840403437614,
-0.012043683789670467,
0.08858703076839447,
-0.11293893307447433,
0.07474483549594879,
-0.027072006836533546,
-0.11557236313819885,
-0.0390748530626297,
-0.035816848278045654,
-0.11638136953115463,
-0.012795910239219666,
-0.004964313469827175,
-0.07676845043897629,
-0.009538587182760239,
-0.06759244948625565,
0.04333900660276413,
0.014261015690863132,
0.02946104295551777,
0.011804848909378052,
0.02429812215268612,
-0.002398434327915311,
-0.030211320146918297,
-0.021623417735099792,
0.046077679842710495,
0.11688660830259323,
-0.052636902779340744,
0.06689565628767014,
0.04228892922401428,
0.05323396250605583,
0.015661679208278656,
0.0269877128303051,
-0.09571026265621185,
0.01809290237724781,
0.05442897975444794,
0.04272310808300972,
0.02581850066781044,
0.012922565452754498,
-0.051194991916418076,
0.021657919511198997,
-0.06539298593997955,
-0.02823765203356743,
-0.11530900746583939,
0.015413971617817879,
-0.03838038071990013,
1.8046773347579323e-33,
0.06975709646940231,
0.050262514501810074,
0.10563169419765472,
0.0006274951156228781,
0.034980546683073044,
-0.05999365076422691,
0.05225655063986778,
-0.0769442617893219,
-0.04207721725106239,
-0.05566415190696716,
0.03359055146574974,
-0.010951307602226734,
0.009869350120425224,
0.006911960430443287,
0.025073887780308723,
-0.024691864848136902,
-0.006734306458383799,
-0.01791977509856224,
0.08092205226421356,
-0.0363704189658165,
0.07373795658349991,
-0.022116994485259056,
-0.01207668986171484,
0.010467511601746082,
0.004476566333323717,
0.0006850154604762793,
-0.00020943641720805317,
-0.02426798641681671,
-0.05245986953377724,
0.04123608022928238,
-0.04633980244398117,
0.040550053119659424,
0.022051610052585602,
-0.05119159445166588,
0.11566262692213058,
-0.007882579229772091,
-0.047693364322185516,
-0.013763760216534138,
-0.0009038602584041655,
-0.164147287607193,
-0.01005406305193901,
-0.052400991320610046,
-0.005081020761281252,
0.01056934054940939,
-0.09125663340091705,
0.011627302505075932,
0.0938756912946701,
-0.08363378047943115,
-0.00921601615846157,
-0.035007745027542114,
0.06695983558893204,
0.035250380635261536,
-0.07656540721654892,
0.07063807547092438,
0.028788356110453606,
-0.059276290237903595,
0.11025327444076538,
-0.051272615790367126,
0.041956812143325806,
0.04410257935523987,
0.026819566264748573,
0.006585128139704466,
0.018940789625048637,
0.02154676616191864,
-0.006645783316344023,
0.05333802476525307,
-0.07415527105331421,
0.04319240152835846,
-0.007395281456410885,
0.012518374249339104,
0.04466261714696884,
0.07664645463228226,
0.04820293188095093,
-0.0965583398938179,
-0.00627182936295867,
-0.003310746978968382,
0.02932947315275669,
-0.10894785076379776,
-0.023483524098992348,
0.03423870727419853,
-0.025784842669963837,
-0.020281916484236717,
-0.06808381527662277,
-0.035707566887140274,
-0.11564982682466507,
-0.07893923670053482,
-0.04122099280357361,
-0.04208008572459221,
-0.02863648347556591,
0.0017308179521933198,
-0.005213924217969179,
-0.10560274869203568,
0.0736883282661438,
-0.06631910055875778,
-0.1361543983221054,
-4.845649261582527e-33,
-0.08296962827444077,
0.016225451603531837,
0.0047143371775746346,
0.013188371434807777,
0.07284363359212875,
-0.02654615230858326,
-0.07822135090827942,
0.003485918277874589,
0.0933111235499382,
-0.05440803989768028,
-0.03235151246190071,
0.026729611679911613,
-0.03508160635828972,
0.011476853862404823,
0.01857149787247181,
0.023458411917090416,
0.01186744961887598,
-0.006039200816303492,
0.08239086717367172,
0.0020218079444020987,
0.005375637207180262,
0.016911515966057777,
0.03351450711488724,
0.013704191893339157,
0.010899487882852554,
-0.020652100443840027,
0.005227803252637386,
0.03987560048699379,
0.009755352512001991,
0.019917625933885574,
0.01845119148492813,
-0.004921602550894022,
-0.009643997997045517,
0.083864226937294,
-0.04509733244776726,
0.015284011140465736,
-0.029336554929614067,
0.0641716793179512,
0.05482446029782295,
-0.0018547609215602279,
0.022072194144129753,
-0.05133061483502388,
-0.007980335503816605,
-0.03852824866771698,
0.0771295428276062,
0.019400695338845253,
-0.05946800485253334,
0.00568283349275589,
-0.032273270189762115,
-0.020267372950911522,
-0.02622673660516739,
0.03198196738958359,
-0.049430590122938156,
0.07034456729888916,
-0.058933109045028687,
0.04014935344457626,
-0.057708870619535446,
0.03846709430217743,
0.03901361674070358,
-0.011602390557527542,
-0.09571675956249237,
-0.06415122002363205,
0.08615101873874664,
0.05982896685600281,
-0.10218049585819244,
-0.11540302634239197,
-0.056132473051548004,
-0.0177187267690897,
0.05761197209358215,
-0.025978228077292442,
-0.11857844144105911,
-0.0035691834054887295,
-0.010118784382939339,
0.05035676807165146,
-0.04695449396967888,
-0.11155983060598373,
0.1071198359131813,
-0.02045098878443241,
-0.019612006843090057,
0.03312470018863678,
0.01673249527812004,
0.05540766566991806,
0.015205795876681805,
-0.01205557119101286,
0.07603418827056885,
0.0006026653572916985,
-0.015584374777972698,
0.029916059225797653,
-0.003731673350557685,
-0.037295978516340256,
-0.008728954009711742,
-0.008621225133538246,
0.0645759329199791,
0.013876356184482574,
-0.04432378709316254,
-4.8829893017909853e-8,
0.04615147039294243,
-0.022755494341254234,
0.02370143122971058,
0.005495011806488037,
0.02587706595659256,
0.013418381102383137,
0.038473691791296005,
-0.055016834288835526,
0.02862423285841942,
-0.03853483870625496,
0.08250106126070023,
-0.08923865109682083,
0.011002905666828156,
-0.11613447219133377,
-0.0435917042195797,
0.011101847514510155,
-0.04688740894198418,
-0.01584455370903015,
-0.002229712437838316,
0.010333380661904812,
-0.03999003767967224,
0.03013669140636921,
0.008392170071601868,
0.019922759383916855,
-0.025175176560878754,
0.03741992637515068,
-0.06277785450220108,
-0.05205542594194412,
-0.06059650331735611,
0.05688466131687164,
-0.06188059598207474,
0.028403112664818764,
0.01786789670586586,
0.14217323064804077,
-0.027837682515382767,
-0.05084400996565819,
0.03135034441947937,
0.08751264214515686,
0.026183800771832466,
0.03435167670249939,
0.07798565179109573,
-0.014149663038551807,
0.05263513699173927,
0.0625854954123497,
-0.05078301206231117,
0.04839859902858734,
-0.07621408998966217,
0.04380621761083603,
0.030900191515684128,
0.0593857616186142,
-0.0142415352165699,
0.025055285543203354,
-0.08198235929012299,
-0.02715609408915043,
-0.019740154966711998,
0.0019296909449622035,
-0.11671250313520432,
-0.00012430267815943807,
-0.03127944841980934,
-0.025374406948685646,
0.03685057908296585,
-0.033326078206300735,
-0.05845796689391136,
0.06623519212007523
] | null | null | null | null | null | null | null |
[
-0.010940523818135262,
0.039076853543519974,
0.006304070819169283,
0.091586634516716,
-0.012211275286972523,
-0.06477178633213043,
0.05122315138578415,
-0.016039086505770683,
0.021310679614543915,
0.013978046365082264,
0.01046739425510168,
0.04543614760041237,
-0.08208458870649338,
-0.0312618650496006,
0.06379784643650055,
-0.013225355185568333,
0.0037854656111449003,
0.06839384138584137,
-0.04335968196392059,
0.06777997314929962,
0.06231475993990898,
-0.04615705460309982,
0.024898618459701538,
-0.0001304382603848353,
0.056282807141542435,
-0.0662204697728157,
0.08156782388687134,
-0.0048134601674973965,
-0.029575645923614502,
0.009041720069944859,
0.06871679425239563,
-0.008500381372869015,
-0.020045775920152664,
0.002334804041311145,
0.028471356257796288,
0.06285233050584793,
0.004470502492040396,
0.009371910244226456,
-0.0515352226793766,
-0.021644212305545807,
-0.006280297879129648,
0.05162019282579422,
0.03637797757983208,
0.017787551507353783,
0.010730486363172531,
-0.1296597421169281,
0.059224843978881836,
-0.10329648107290268,
-0.02199363522231579,
-0.030584216117858887,
0.10070906579494476,
0.03632786124944687,
-0.030856970697641373,
0.058051947504282,
0.041418030858039856,
0.021390512585639954,
0.049324117600917816,
0.003173885866999626,
-0.0277458094060421,
-0.050639327615499496,
0.01512788888067007,
-0.05567634850740433,
-0.01865224726498127,
0.007555217947810888,
0.04197205230593681,
0.009936286136507988,
0.09785139560699463,
-0.04506932199001312,
0.006919639650732279,
0.055031731724739075,
-0.04297443851828575,
0.008162001147866249,
0.0031469769310206175,
0.03501399978995323,
0.08416035771369934,
-0.016064461320638657,
-0.02018860913813114,
0.042318835854530334,
0.0653453841805458,
-0.0042782616801559925,
-0.04268983006477356,
0.03314897418022156,
0.04684603959321976,
-0.025945840403437614,
-0.012043683789670467,
0.08858703076839447,
-0.11293893307447433,
0.07474483549594879,
-0.027072006836533546,
-0.11557236313819885,
-0.0390748530626297,
-0.035816848278045654,
-0.11638136953115463,
-0.012795910239219666,
-0.004964313469827175,
-0.07676845043897629,
-0.009538587182760239,
-0.06759244948625565,
0.04333900660276413,
0.014261015690863132,
0.02946104295551777,
0.011804848909378052,
0.02429812215268612,
-0.002398434327915311,
-0.030211320146918297,
-0.021623417735099792,
0.046077679842710495,
0.11688660830259323,
-0.052636902779340744,
0.06689565628767014,
0.04228892922401428,
0.05323396250605583,
0.015661679208278656,
0.0269877128303051,
-0.09571026265621185,
0.01809290237724781,
0.05442897975444794,
0.04272310808300972,
0.02581850066781044,
0.012922565452754498,
-0.051194991916418076,
0.021657919511198997,
-0.06539298593997955,
-0.02823765203356743,
-0.11530900746583939,
0.015413971617817879,
-0.03838038071990013,
1.8046773347579323e-33,
0.06975709646940231,
0.050262514501810074,
0.10563169419765472,
0.0006274951156228781,
0.034980546683073044,
-0.05999365076422691,
0.05225655063986778,
-0.0769442617893219,
-0.04207721725106239,
-0.05566415190696716,
0.03359055146574974,
-0.010951307602226734,
0.009869350120425224,
0.006911960430443287,
0.025073887780308723,
-0.024691864848136902,
-0.006734306458383799,
-0.01791977509856224,
0.08092205226421356,
-0.0363704189658165,
0.07373795658349991,
-0.022116994485259056,
-0.01207668986171484,
0.010467511601746082,
0.004476566333323717,
0.0006850154604762793,
-0.00020943641720805317,
-0.02426798641681671,
-0.05245986953377724,
0.04123608022928238,
-0.04633980244398117,
0.040550053119659424,
0.022051610052585602,
-0.05119159445166588,
0.11566262692213058,
-0.007882579229772091,
-0.047693364322185516,
-0.013763760216534138,
-0.0009038602584041655,
-0.164147287607193,
-0.01005406305193901,
-0.052400991320610046,
-0.005081020761281252,
0.01056934054940939,
-0.09125663340091705,
0.011627302505075932,
0.0938756912946701,
-0.08363378047943115,
-0.00921601615846157,
-0.035007745027542114,
0.06695983558893204,
0.035250380635261536,
-0.07656540721654892,
0.07063807547092438,
0.028788356110453606,
-0.059276290237903595,
0.11025327444076538,
-0.051272615790367126,
0.041956812143325806,
0.04410257935523987,
0.026819566264748573,
0.006585128139704466,
0.018940789625048637,
0.02154676616191864,
-0.006645783316344023,
0.05333802476525307,
-0.07415527105331421,
0.04319240152835846,
-0.007395281456410885,
0.012518374249339104,
0.04466261714696884,
0.07664645463228226,
0.04820293188095093,
-0.0965583398938179,
-0.00627182936295867,
-0.003310746978968382,
0.02932947315275669,
-0.10894785076379776,
-0.023483524098992348,
0.03423870727419853,
-0.025784842669963837,
-0.020281916484236717,
-0.06808381527662277,
-0.035707566887140274,
-0.11564982682466507,
-0.07893923670053482,
-0.04122099280357361,
-0.04208008572459221,
-0.02863648347556591,
0.0017308179521933198,
-0.005213924217969179,
-0.10560274869203568,
0.0736883282661438,
-0.06631910055875778,
-0.1361543983221054,
-4.845649261582527e-33,
-0.08296962827444077,
0.016225451603531837,
0.0047143371775746346,
0.013188371434807777,
0.07284363359212875,
-0.02654615230858326,
-0.07822135090827942,
0.003485918277874589,
0.0933111235499382,
-0.05440803989768028,
-0.03235151246190071,
0.026729611679911613,
-0.03508160635828972,
0.011476853862404823,
0.01857149787247181,
0.023458411917090416,
0.01186744961887598,
-0.006039200816303492,
0.08239086717367172,
0.0020218079444020987,
0.005375637207180262,
0.016911515966057777,
0.03351450711488724,
0.013704191893339157,
0.010899487882852554,
-0.020652100443840027,
0.005227803252637386,
0.03987560048699379,
0.009755352512001991,
0.019917625933885574,
0.01845119148492813,
-0.004921602550894022,
-0.009643997997045517,
0.083864226937294,
-0.04509733244776726,
0.015284011140465736,
-0.029336554929614067,
0.0641716793179512,
0.05482446029782295,
-0.0018547609215602279,
0.022072194144129753,
-0.05133061483502388,
-0.007980335503816605,
-0.03852824866771698,
0.0771295428276062,
0.019400695338845253,
-0.05946800485253334,
0.00568283349275589,
-0.032273270189762115,
-0.020267372950911522,
-0.02622673660516739,
0.03198196738958359,
-0.049430590122938156,
0.07034456729888916,
-0.058933109045028687,
0.04014935344457626,
-0.057708870619535446,
0.03846709430217743,
0.03901361674070358,
-0.011602390557527542,
-0.09571675956249237,
-0.06415122002363205,
0.08615101873874664,
0.05982896685600281,
-0.10218049585819244,
-0.11540302634239197,
-0.056132473051548004,
-0.0177187267690897,
0.05761197209358215,
-0.025978228077292442,
-0.11857844144105911,
-0.0035691834054887295,
-0.010118784382939339,
0.05035676807165146,
-0.04695449396967888,
-0.11155983060598373,
0.1071198359131813,
-0.02045098878443241,
-0.019612006843090057,
0.03312470018863678,
0.01673249527812004,
0.05540766566991806,
0.015205795876681805,
-0.01205557119101286,
0.07603418827056885,
0.0006026653572916985,
-0.015584374777972698,
0.029916059225797653,
-0.003731673350557685,
-0.037295978516340256,
-0.008728954009711742,
-0.008621225133538246,
0.0645759329199791,
0.013876356184482574,
-0.04432378709316254,
-4.8829893017909853e-8,
0.04615147039294243,
-0.022755494341254234,
0.02370143122971058,
0.005495011806488037,
0.02587706595659256,
0.013418381102383137,
0.038473691791296005,
-0.055016834288835526,
0.02862423285841942,
-0.03853483870625496,
0.08250106126070023,
-0.08923865109682083,
0.011002905666828156,
-0.11613447219133377,
-0.0435917042195797,
0.011101847514510155,
-0.04688740894198418,
-0.01584455370903015,
-0.002229712437838316,
0.010333380661904812,
-0.03999003767967224,
0.03013669140636921,
0.008392170071601868,
0.019922759383916855,
-0.025175176560878754,
0.03741992637515068,
-0.06277785450220108,
-0.05205542594194412,
-0.06059650331735611,
0.05688466131687164,
-0.06188059598207474,
0.028403112664818764,
0.01786789670586586,
0.14217323064804077,
-0.027837682515382767,
-0.05084400996565819,
0.03135034441947937,
0.08751264214515686,
0.026183800771832466,
0.03435167670249939,
0.07798565179109573,
-0.014149663038551807,
0.05263513699173927,
0.0625854954123497,
-0.05078301206231117,
0.04839859902858734,
-0.07621408998966217,
0.04380621761083603,
0.030900191515684128,
0.0593857616186142,
-0.0142415352165699,
0.025055285543203354,
-0.08198235929012299,
-0.02715609408915043,
-0.019740154966711998,
0.0019296909449622035,
-0.11671250313520432,
-0.00012430267815943807,
-0.03127944841980934,
-0.025374406948685646,
0.03685057908296585,
-0.033326078206300735,
-0.05845796689391136,
0.06623519212007523
] |
1402.5036
|
Carlos P. Herrero
|
Carlos P. Herrero
|
Structural characterization of ice polymorphs from self-avoiding walks
|
8 pages, 6 figures, 2 tables
| null |
10.1016/j.chemphys.2014.05.015
| null |
physics.chem-ph cond-mat.mtrl-sci cond-mat.stat-mech
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Topological properties of crystalline ice structures are studied by means of
self-avoiding walks on their H-bond networks. The number of self-avoiding
walks, C_n, for eight ice polymorphs has been obtained by direct enumeration up
to walk length n = 27. This has allowed us to determine the `connective
constant' or effective coordination number `mu' of these structures as the
limit of the ratio C_n/C_{n-1} for large n. This structure-dependent parameter
`mu' is related with other topological characteristics of ice polymorphs, such
as the mean and minimum ring size, or the topological density of network sites.
A correlation between the connective constant and the configurational entropy
of hydrogen-disordered ice structures is discussed.
|
[
{
"created": "Thu, 20 Feb 2014 15:36:25 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Herrero",
"Carlos P.",
""
]
] |
[
-0.026364976540207863,
-0.03573380410671234,
-0.004347543232142925,
0.034305013716220856,
-0.0022842553444206715,
0.032332055270671844,
0.06285186111927032,
0.054698843508958817,
0.10038922727108002,
-0.0741335079073906,
-0.02482943795621395,
0.027029741555452347,
-0.012487402185797691,
-0.026460502296686172,
-0.00023916523787193,
-0.027349628508090973,
-0.0708489865064621,
-0.02962459810078144,
0.017553983256220818,
0.025189226493239403,
0.05828986316919327,
-0.06899280101060867,
0.009041089564561844,
0.0071183801628649235,
-0.03702972084283829,
0.09622016549110413,
0.020038945600390434,
0.04372264817357063,
0.05659216269850731,
0.017976349219679832,
0.010793176479637623,
-0.002334002638235688,
-0.0009052038658410311,
0.0225822776556015,
0.12336324155330658,
0.026646124199032784,
0.005487320479005575,
-0.04282522201538086,
-0.03184334933757782,
-0.005467941518872976,
0.06009044870734215,
0.09265681356191635,
0.13738036155700684,
0.03852378576993942,
-0.03777757287025452,
0.07048550993204117,
-0.023400794714689255,
-0.03530998155474663,
-0.10947603732347488,
-0.06667789071798325,
-0.01824173331260681,
0.03369558975100517,
-0.032886601984500885,
0.016967711970210075,
0.028673416003584862,
0.10372402518987656,
-0.003894318826496601,
0.03455628827214241,
0.007913158275187016,
-0.05982185900211334,
0.14254626631736755,
0.028679892420768738,
0.04148423299193382,
-0.027188902720808983,
0.02736668847501278,
0.031295690685510635,
0.0576138012111187,
0.026260048151016235,
0.05077711492776871,
0.013015147298574448,
0.018379196524620056,
0.05928404629230499,
-0.012053417041897774,
-0.03265194594860077,
0.05366666242480278,
0.013300050981342793,
-0.09517379105091095,
-0.04461381584405899,
-0.077960304915905,
-0.03159857913851738,
-0.08854294568300247,
-0.028011685237288475,
0.11477425694465637,
0.04553789645433426,
-0.06652708351612091,
-0.06602373719215393,
0.015618710778653622,
-0.01927582174539566,
-0.0005154748796485364,
-0.008119363337755203,
-0.03988546505570412,
0.027872135862708092,
-0.07769311219453812,
-0.06036147102713585,
-0.04542303830385208,
0.07623112201690674,
0.05334200710058212,
0.015624639578163624,
0.007808537222445011,
-0.01995660923421383,
0.04749896377325058,
-0.07464791089296341,
-0.030915135517716408,
-0.0035895786713808775,
0.03446361422538757,
0.019669044762849808,
0.051207076758146286,
0.00020719454914797097,
0.07181403040885925,
0.0666930228471756,
-0.03924016281962395,
-0.023572023957967758,
-0.016267748549580574,
0.02149486169219017,
-0.0241027120500803,
-0.045537058264017105,
-0.056361123919487,
0.041714444756507874,
0.03259886056184769,
0.0076376101933419704,
0.013071718625724316,
0.03352421149611473,
0.010987170971930027,
-0.06229386851191521,
0.015155462548136711,
-0.039573244750499725,
-0.07104311138391495,
7.49657655076994e-34,
0.09851876646280289,
0.017474109306931496,
0.04858444631099701,
-0.06098897382616997,
0.027899321168661118,
-0.060479048639535904,
-0.037647366523742676,
-0.07898037135601044,
0.006720900069922209,
0.03162483870983124,
-0.06129235401749611,
0.023853005841374397,
-0.011402128264307976,
-0.01709311455488205,
-0.003925376106053591,
0.010611990466713905,
0.06000537425279617,
-0.05296565219759941,
-0.04509611055254936,
0.04120072349905968,
0.004679291974753141,
0.02533154934644699,
0.03959643468260765,
0.03868069872260094,
0.010658393613994122,
-0.027972353622317314,
0.013883018866181374,
-0.057601310312747955,
0.0032155148219317198,
-0.014139465056359768,
0.03840531408786774,
0.013991865329444408,
-0.03035556524991989,
0.150313600897789,
0.10960317403078079,
0.02799307182431221,
-0.009738877415657043,
0.051452916115522385,
-0.04803285002708435,
-0.10476349294185638,
0.04277883470058441,
-0.0816582590341568,
0.053737055510282516,
-0.010450308211147785,
0.04442412778735161,
0.017996398732066154,
0.06808345764875412,
-0.015169651247560978,
-0.0730854868888855,
-0.03597826883196831,
0.0038329781964421272,
0.023443974554538727,
-0.02196640707552433,
0.0391542911529541,
0.03247085213661194,
-0.03547588735818863,
0.03968329727649689,
0.0739033967256546,
-0.00046909344382584095,
0.07311336696147919,
-0.004353042226284742,
-0.05767378211021423,
-0.01800072193145752,
-0.01547299139201641,
0.04817881062626839,
0.056432146579027176,
-0.0870409607887268,
-0.021717723459005356,
0.08157957345247269,
-0.05189434066414833,
0.02455967292189598,
0.012088557705283165,
-0.03022492676973343,
0.051505185663700104,
-0.026285413652658463,
0.01065722107887268,
-0.13782401382923126,
-0.11150531470775604,
-0.006263582035899162,
0.058734551072120667,
-0.07617966830730438,
-0.04496043547987938,
0.07240384817123413,
-0.07514940947294235,
-0.10395271331071854,
-0.02005741372704506,
0.0670156255364418,
0.019071344286203384,
-0.02769434079527855,
0.08041253685951233,
0.01197507418692112,
-0.12492700666189194,
0.1433357298374176,
0.01566159352660179,
-0.03991006687283516,
-2.767218394301285e-33,
-0.0012811681954190135,
-0.017819061875343323,
0.06232956424355507,
-0.03427259996533394,
0.016824401915073395,
0.019486458972096443,
-0.005912681110203266,
0.023778749629855156,
0.0695643201470375,
-0.06548774987459183,
0.0872221440076828,
0.008995799347758293,
-0.01258034072816372,
-0.028864556923508644,
0.06684943288564682,
0.053035885095596313,
0.015322194434702396,
-0.018845779821276665,
0.0398736335337162,
-0.0067070247605443,
-0.040886614471673965,
-0.02122502774000168,
-0.06719136983156204,
-0.008385400287806988,
-0.03996814414858818,
0.0056802984327077866,
0.01992834359407425,
-0.03424003720283508,
0.0316489152610302,
0.04483942687511444,
-0.03746909648180008,
0.01000676304101944,
-0.04716257005929947,
0.009691537357866764,
-0.03821855038404465,
0.05923037230968475,
-0.09569787979125977,
-0.018083788454532623,
-0.032868511974811554,
-0.025083405897021294,
0.018598124384880066,
-0.13261912763118744,
-0.00917439442127943,
-0.012127437628805637,
0.08491215109825134,
0.011638197116553783,
-0.09098920971155167,
-0.016083884984254837,
-0.0566430427134037,
0.027457639575004578,
-0.0592484176158905,
-0.009123311378061771,
-0.031026123091578484,
-0.04314834997057915,
0.00335168675519526,
0.05940082669258118,
-0.11037441343069077,
0.06418681889772415,
-0.04356661066412926,
-0.05974862352013588,
0.030538534745573997,
-0.046405985951423645,
0.06568537652492523,
0.056589506566524506,
-0.049026887863874435,
-0.06007269024848938,
-0.044780001044273376,
-0.1350868195295334,
-0.0017796328756958246,
-0.004996007774025202,
0.016817476600408554,
0.03632057085633278,
0.01877719908952713,
0.03315060958266258,
-0.02538440003991127,
-0.10555925220251083,
0.015200098976492882,
-0.016599241644144058,
0.016707219183444977,
-0.028740432113409042,
-0.053415898233652115,
0.10922454297542572,
-0.05321156606078148,
-0.043324586004018784,
0.04574764892458916,
-0.06890231370925903,
0.08457736670970917,
0.02382647804915905,
-0.0007615012000314891,
0.019150998443365097,
0.09115280956029892,
-0.05098821967840195,
0.07368901371955872,
0.02024889551103115,
-0.009940189309418201,
-4.094166428103563e-8,
0.0033070784993469715,
-0.09803251177072525,
0.021098950877785683,
-0.016217658296227455,
-0.007390755228698254,
0.028293080627918243,
0.044540826231241226,
0.06525233387947083,
0.00012006582983303815,
0.03463982418179512,
0.06285811960697174,
0.034913551062345505,
-0.06292456388473511,
0.03566019982099533,
-0.08278661966323853,
-0.07271376252174377,
0.01917441561818123,
-0.02783248759806156,
-0.010552101768553257,
-0.07433388382196426,
-0.062214288860559464,
-0.088235042989254,
-0.045251522213220596,
-0.0025888876989483833,
-0.020583832636475563,
-0.02066248282790184,
0.015434928238391876,
-0.07613740861415863,
-0.038662638515233994,
0.004989167675375938,
-0.06201811134815216,
-0.026740113273262978,
0.12430913746356964,
0.0692254975438118,
0.019421953707933426,
0.06257014721632004,
0.010276573710143566,
0.05985945463180542,
-0.023311905562877655,
-0.0396590456366539,
0.07458459585905075,
-0.015884408727288246,
0.026936333626508713,
-0.010989892296493053,
0.03319038450717926,
0.000026691068342188373,
-0.04632382467389107,
0.06351441890001297,
0.00894142035394907,
0.05015196651220322,
-0.04569895565509796,
0.03132256865501404,
-0.06168171390891075,
-0.02809922769665718,
-0.0008026882424019277,
0.042469870299100876,
-0.013652358204126358,
0.004360117483884096,
-0.030221756547689438,
0.04215695336461067,
-0.08247986435890198,
-0.02518971636891365,
-0.03188201040029526,
-0.041403450071811676
] | null | null | null | null | null | null | null |
[
-0.026364976540207863,
-0.03573380410671234,
-0.004347543232142925,
0.034305013716220856,
-0.0022842553444206715,
0.032332055270671844,
0.06285186111927032,
0.054698843508958817,
0.10038922727108002,
-0.0741335079073906,
-0.02482943795621395,
0.027029741555452347,
-0.012487402185797691,
-0.026460502296686172,
-0.00023916523787193,
-0.027349628508090973,
-0.0708489865064621,
-0.02962459810078144,
0.017553983256220818,
0.025189226493239403,
0.05828986316919327,
-0.06899280101060867,
0.009041089564561844,
0.0071183801628649235,
-0.03702972084283829,
0.09622016549110413,
0.020038945600390434,
0.04372264817357063,
0.05659216269850731,
0.017976349219679832,
0.010793176479637623,
-0.002334002638235688,
-0.0009052038658410311,
0.0225822776556015,
0.12336324155330658,
0.026646124199032784,
0.005487320479005575,
-0.04282522201538086,
-0.03184334933757782,
-0.005467941518872976,
0.06009044870734215,
0.09265681356191635,
0.13738036155700684,
0.03852378576993942,
-0.03777757287025452,
0.07048550993204117,
-0.023400794714689255,
-0.03530998155474663,
-0.10947603732347488,
-0.06667789071798325,
-0.01824173331260681,
0.03369558975100517,
-0.032886601984500885,
0.016967711970210075,
0.028673416003584862,
0.10372402518987656,
-0.003894318826496601,
0.03455628827214241,
0.007913158275187016,
-0.05982185900211334,
0.14254626631736755,
0.028679892420768738,
0.04148423299193382,
-0.027188902720808983,
0.02736668847501278,
0.031295690685510635,
0.0576138012111187,
0.026260048151016235,
0.05077711492776871,
0.013015147298574448,
0.018379196524620056,
0.05928404629230499,
-0.012053417041897774,
-0.03265194594860077,
0.05366666242480278,
0.013300050981342793,
-0.09517379105091095,
-0.04461381584405899,
-0.077960304915905,
-0.03159857913851738,
-0.08854294568300247,
-0.028011685237288475,
0.11477425694465637,
0.04553789645433426,
-0.06652708351612091,
-0.06602373719215393,
0.015618710778653622,
-0.01927582174539566,
-0.0005154748796485364,
-0.008119363337755203,
-0.03988546505570412,
0.027872135862708092,
-0.07769311219453812,
-0.06036147102713585,
-0.04542303830385208,
0.07623112201690674,
0.05334200710058212,
0.015624639578163624,
0.007808537222445011,
-0.01995660923421383,
0.04749896377325058,
-0.07464791089296341,
-0.030915135517716408,
-0.0035895786713808775,
0.03446361422538757,
0.019669044762849808,
0.051207076758146286,
0.00020719454914797097,
0.07181403040885925,
0.0666930228471756,
-0.03924016281962395,
-0.023572023957967758,
-0.016267748549580574,
0.02149486169219017,
-0.0241027120500803,
-0.045537058264017105,
-0.056361123919487,
0.041714444756507874,
0.03259886056184769,
0.0076376101933419704,
0.013071718625724316,
0.03352421149611473,
0.010987170971930027,
-0.06229386851191521,
0.015155462548136711,
-0.039573244750499725,
-0.07104311138391495,
7.49657655076994e-34,
0.09851876646280289,
0.017474109306931496,
0.04858444631099701,
-0.06098897382616997,
0.027899321168661118,
-0.060479048639535904,
-0.037647366523742676,
-0.07898037135601044,
0.006720900069922209,
0.03162483870983124,
-0.06129235401749611,
0.023853005841374397,
-0.011402128264307976,
-0.01709311455488205,
-0.003925376106053591,
0.010611990466713905,
0.06000537425279617,
-0.05296565219759941,
-0.04509611055254936,
0.04120072349905968,
0.004679291974753141,
0.02533154934644699,
0.03959643468260765,
0.03868069872260094,
0.010658393613994122,
-0.027972353622317314,
0.013883018866181374,
-0.057601310312747955,
0.0032155148219317198,
-0.014139465056359768,
0.03840531408786774,
0.013991865329444408,
-0.03035556524991989,
0.150313600897789,
0.10960317403078079,
0.02799307182431221,
-0.009738877415657043,
0.051452916115522385,
-0.04803285002708435,
-0.10476349294185638,
0.04277883470058441,
-0.0816582590341568,
0.053737055510282516,
-0.010450308211147785,
0.04442412778735161,
0.017996398732066154,
0.06808345764875412,
-0.015169651247560978,
-0.0730854868888855,
-0.03597826883196831,
0.0038329781964421272,
0.023443974554538727,
-0.02196640707552433,
0.0391542911529541,
0.03247085213661194,
-0.03547588735818863,
0.03968329727649689,
0.0739033967256546,
-0.00046909344382584095,
0.07311336696147919,
-0.004353042226284742,
-0.05767378211021423,
-0.01800072193145752,
-0.01547299139201641,
0.04817881062626839,
0.056432146579027176,
-0.0870409607887268,
-0.021717723459005356,
0.08157957345247269,
-0.05189434066414833,
0.02455967292189598,
0.012088557705283165,
-0.03022492676973343,
0.051505185663700104,
-0.026285413652658463,
0.01065722107887268,
-0.13782401382923126,
-0.11150531470775604,
-0.006263582035899162,
0.058734551072120667,
-0.07617966830730438,
-0.04496043547987938,
0.07240384817123413,
-0.07514940947294235,
-0.10395271331071854,
-0.02005741372704506,
0.0670156255364418,
0.019071344286203384,
-0.02769434079527855,
0.08041253685951233,
0.01197507418692112,
-0.12492700666189194,
0.1433357298374176,
0.01566159352660179,
-0.03991006687283516,
-2.767218394301285e-33,
-0.0012811681954190135,
-0.017819061875343323,
0.06232956424355507,
-0.03427259996533394,
0.016824401915073395,
0.019486458972096443,
-0.005912681110203266,
0.023778749629855156,
0.0695643201470375,
-0.06548774987459183,
0.0872221440076828,
0.008995799347758293,
-0.01258034072816372,
-0.028864556923508644,
0.06684943288564682,
0.053035885095596313,
0.015322194434702396,
-0.018845779821276665,
0.0398736335337162,
-0.0067070247605443,
-0.040886614471673965,
-0.02122502774000168,
-0.06719136983156204,
-0.008385400287806988,
-0.03996814414858818,
0.0056802984327077866,
0.01992834359407425,
-0.03424003720283508,
0.0316489152610302,
0.04483942687511444,
-0.03746909648180008,
0.01000676304101944,
-0.04716257005929947,
0.009691537357866764,
-0.03821855038404465,
0.05923037230968475,
-0.09569787979125977,
-0.018083788454532623,
-0.032868511974811554,
-0.025083405897021294,
0.018598124384880066,
-0.13261912763118744,
-0.00917439442127943,
-0.012127437628805637,
0.08491215109825134,
0.011638197116553783,
-0.09098920971155167,
-0.016083884984254837,
-0.0566430427134037,
0.027457639575004578,
-0.0592484176158905,
-0.009123311378061771,
-0.031026123091578484,
-0.04314834997057915,
0.00335168675519526,
0.05940082669258118,
-0.11037441343069077,
0.06418681889772415,
-0.04356661066412926,
-0.05974862352013588,
0.030538534745573997,
-0.046405985951423645,
0.06568537652492523,
0.056589506566524506,
-0.049026887863874435,
-0.06007269024848938,
-0.044780001044273376,
-0.1350868195295334,
-0.0017796328756958246,
-0.004996007774025202,
0.016817476600408554,
0.03632057085633278,
0.01877719908952713,
0.03315060958266258,
-0.02538440003991127,
-0.10555925220251083,
0.015200098976492882,
-0.016599241644144058,
0.016707219183444977,
-0.028740432113409042,
-0.053415898233652115,
0.10922454297542572,
-0.05321156606078148,
-0.043324586004018784,
0.04574764892458916,
-0.06890231370925903,
0.08457736670970917,
0.02382647804915905,
-0.0007615012000314891,
0.019150998443365097,
0.09115280956029892,
-0.05098821967840195,
0.07368901371955872,
0.02024889551103115,
-0.009940189309418201,
-4.094166428103563e-8,
0.0033070784993469715,
-0.09803251177072525,
0.021098950877785683,
-0.016217658296227455,
-0.007390755228698254,
0.028293080627918243,
0.044540826231241226,
0.06525233387947083,
0.00012006582983303815,
0.03463982418179512,
0.06285811960697174,
0.034913551062345505,
-0.06292456388473511,
0.03566019982099533,
-0.08278661966323853,
-0.07271376252174377,
0.01917441561818123,
-0.02783248759806156,
-0.010552101768553257,
-0.07433388382196426,
-0.062214288860559464,
-0.088235042989254,
-0.045251522213220596,
-0.0025888876989483833,
-0.020583832636475563,
-0.02066248282790184,
0.015434928238391876,
-0.07613740861415863,
-0.038662638515233994,
0.004989167675375938,
-0.06201811134815216,
-0.026740113273262978,
0.12430913746356964,
0.0692254975438118,
0.019421953707933426,
0.06257014721632004,
0.010276573710143566,
0.05985945463180542,
-0.023311905562877655,
-0.0396590456366539,
0.07458459585905075,
-0.015884408727288246,
0.026936333626508713,
-0.010989892296493053,
0.03319038450717926,
0.000026691068342188373,
-0.04632382467389107,
0.06351441890001297,
0.00894142035394907,
0.05015196651220322,
-0.04569895565509796,
0.03132256865501404,
-0.06168171390891075,
-0.02809922769665718,
-0.0008026882424019277,
0.042469870299100876,
-0.013652358204126358,
0.004360117483884096,
-0.030221756547689438,
0.04215695336461067,
-0.08247986435890198,
-0.02518971636891365,
-0.03188201040029526,
-0.041403450071811676
] |
1402.5037
|
Lucas Paletta
|
Ian Dunwell, Panagiotis Petridis, Petros Lameras, Maurice Hendrix, and
Stella Doukianou, Mark Gaved
|
Assessing the Reach and Impact of Game-Based Learning Approaches to
Cultural Competency and Behavioural Change
| null | null | null |
IDGEI/2014/08
|
cs.AI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
As digital games continue to be explored as solutions to educational and
behavioural challenges, the need for evaluation methodologies which support
both the unique nature of the format and the need for comparison with other
approaches continues to increase. In this workshop paper, a range of challenges
are described related specifically to the case of cultural learning using
digital games, in terms of how it may best be assessed, understood, and
sustained through an iterative process supported by research. An evaluation
framework is proposed, identifying metrics for reach and impact and their
associated challenges, as well as presenting ethical considerations and the
means to utilize evaluation outcomes within an iterative cycle, and to provide
feedback to learners. Presenting as a case study a serious game from the Mobile
Assistance for Social Inclusion and Empowerment of Immigrants with Persuasive
Learning Technologies and Social Networks (MASELTOV) project, the use of the
framework in the context of an integrative project is discussed, with emphasis
on the need to view game-based learning as a blended component of the cultural
learning process, rather than a standalone solution. The particular case of
mobile gaming is also considered within this case study, providing a platform
by which to deliver and update content in response to evaluation outcomes.
Discussion reflects upon the general challenges related to the assessment of
cultural learning, and behavioural change in more general terms, suggesting
future work should address the need to provide sustainable, research-driven
platforms for game-based learning content.
|
[
{
"created": "Thu, 20 Feb 2014 15:37:23 GMT",
"version": "v1"
}
] |
2014-02-21
|
[
[
"Dunwell",
"Ian",
""
],
[
"Petridis",
"Panagiotis",
""
],
[
"Lameras",
"Petros",
""
],
[
"Hendrix",
"Maurice",
""
],
[
"Doukianou",
"Stella",
""
],
[
"Gaved",
"Mark",
""
]
] |
[
0.007586061488837004,
0.07827698439359665,
-0.07225339859724045,
-0.04824718087911606,
0.009325116872787476,
0.04614803567528725,
-0.003268664237111807,
-0.0007982121896930039,
0.03209414333105087,
0.05315694957971573,
0.05521116033196449,
-0.04405638575553894,
0.028641346842050552,
0.003721738699823618,
0.03895712271332741,
-0.009326335974037647,
0.020182134583592415,
-0.018085798248648643,
-0.0018487637862563133,
-0.030176987871527672,
0.05436430498957634,
-0.02451588585972786,
0.037717659026384354,
0.03622935712337494,
-0.00270821712911129,
-0.04601388797163963,
-0.06765896081924438,
0.026054175570607185,
0.03438225015997887,
0.06724610924720764,
0.02305423840880394,
0.07045137137174606,
-0.021345317363739014,
0.035901669412851334,
-0.03524024412035942,
0.08493560552597046,
0.017668502405285835,
-0.041834451258182526,
-0.06257947534322739,
-0.012409250251948833,
-0.12220878899097443,
-0.030956005677580833,
-0.010138620622456074,
-0.009581523016095161,
0.05209733173251152,
-0.0178618673235178,
-0.07884540408849716,
0.00859927199780941,
-0.10406208038330078,
0.008773966692388058,
0.005571010988205671,
-0.03509894385933876,
0.04722261801362038,
-0.07079819589853287,
-0.05001041293144226,
0.0000123909176181769,
-0.02331230603158474,
0.04596683382987976,
0.011787787079811096,
-0.0189106035977602,
-0.04053229093551636,
-0.042668990790843964,
-0.025613903999328613,
0.06487637013196945,
-0.050046417862176895,
-0.06250651180744171,
-0.1016891598701477,
0.03468110412359238,
-0.011204363778233528,
-0.054822683334350586,
-0.012575788423418999,
-0.020183714106678963,
0.043974366039037704,
0.012227877043187618,
-0.0028993592131882906,
0.02086985670030117,
-0.04846703261137009,
-0.012631809338927269,
-0.009088731370866299,
0.023273535072803497,
0.051892995834350586,
0.0299717728048563,
0.016182007268071175,
-0.06483663618564606,
0.006702277343720198,
-0.012186277657747269,
-0.013700127601623535,
0.0571681372821331,
-0.03618311136960983,
0.04815766587853432,
-0.06193220615386963,
0.06876888871192932,
0.019405944272875786,
0.06960460543632507,
0.11027511209249496,
-0.061849795281887054,
0.0005380788934417069,
-0.102136991918087,
-0.007065511308610439,
0.0681929811835289,
-0.04371287673711777,
0.1083751991391182,
0.024492956697940826,
-0.09650018066167831,
-0.06599009037017822,
0.061319004744291306,
-0.05592867359519005,
0.04616298899054527,
0.025426693260669708,
-0.014832609333097935,
-0.013287228532135487,
0.000915349053684622,
-0.0016315513057634234,
0.015467969700694084,
0.09212492406368256,
-0.010818601585924625,
0.03569909185171127,
0.05230696126818657,
0.08139028400182724,
0.00441797124221921,
0.061086490750312805,
-0.00998656451702118,
0.038328610360622406,
-0.06186147779226303,
0.026784732937812805,
-0.03293975442647934,
0.022257469594478607,
-7.804574437784611e-34,
-0.0016669899923726916,
0.018007343634963036,
0.034491460770368576,
0.046569179743528366,
0.027386268600821495,
-0.08834683895111084,
0.042497213929891586,
0.009664258919656277,
-0.07358918339014053,
0.032952480018138885,
0.03935123607516289,
0.09025971591472626,
0.005419575609266758,
0.05533064156770706,
0.08862964063882828,
-0.08292315900325775,
-0.07929956167936325,
-0.010182932019233704,
0.027792947366833687,
0.03669945150613785,
0.07292021811008453,
-0.10641328990459442,
0.07694768160581589,
-0.024615896865725517,
-0.04760051891207695,
0.033781640231609344,
-0.0026058300863951445,
-0.0206480510532856,
0.085429348051548,
-0.007356402929872274,
-0.04959537461400032,
-0.005644607357680798,
-0.05008203536272049,
-0.055049240589141846,
0.05631270259618759,
-0.0007018772303126752,
0.03851206600666046,
-0.014302156865596771,
-0.0519980788230896,
-0.005256247706711292,
-0.025351248681545258,
-0.05031685158610344,
-0.03129541873931885,
0.019725192338228226,
0.017822979018092155,
0.02557600848376751,
0.11600112169981003,
-0.0953834131360054,
-0.02144322544336319,
0.07161243259906769,
-0.03087332658469677,
-0.049261439591646194,
-0.00046876518172211945,
-0.0583743080496788,
-0.04161781445145607,
0.018809694796800613,
-0.005346258170902729,
-0.011995041742920876,
-0.05912050977349281,
-0.13208387792110443,
0.02835426665842533,
-0.07689499855041504,
-0.029371706768870354,
0.04230755940079689,
0.020128443837165833,
-0.023067018017172813,
0.11210483312606812,
-0.01585855893790722,
0.03053741529583931,
-0.11450091749429703,
-0.005902737844735384,
-0.015613991767168045,
0.006588611751794815,
0.018499858677387238,
0.01444301288574934,
-0.007371679879724979,
-0.0354401059448719,
0.03358595818281174,
0.06175677478313446,
-0.05140777304768562,
-0.020073560997843742,
-0.04119211435317993,
-0.08545465767383575,
-0.05458991974592209,
0.05682754144072533,
0.060935139656066895,
0.0038106502033770084,
-0.04782010242342949,
0.05367279052734375,
0.038071174174547195,
-0.09388396888971329,
0.042784858494997025,
-0.05162883177399635,
0.045602746307849884,
0.043066415935754776,
-1.6110671703637628e-33,
-0.019162483513355255,
-0.03992852568626404,
-0.10388889163732529,
0.04436144232749939,
0.06548228114843369,
-0.023536043241620064,
-0.012598619796335697,
0.002338988706469536,
0.06283926963806152,
-0.04146907478570938,
-0.09230612963438034,
-0.000900845683645457,
0.021879401057958603,
0.04025125131011009,
-0.0749417245388031,
-0.035152368247509,
-0.000945923151448369,
-0.00436313496902585,
-0.017387796193361282,
0.06567870080471039,
-0.0230121947824955,
0.06798187643289566,
-0.00804288312792778,
-0.012190505862236023,
0.013643943704664707,
0.03397146239876747,
0.04592515900731087,
-0.0789179801940918,
0.05239034444093704,
0.09343021363019943,
0.11820729821920395,
-0.07878232002258301,
0.04469679296016693,
-0.004175662994384766,
0.021382641047239304,
0.046593502163887024,
0.13216546177864075,
-0.03879626467823982,
-0.05424005165696144,
0.047187816351652145,
-0.0021808280143886805,
0.017098773270845413,
-0.16615237295627594,
0.01694130338728428,
-0.00628724554553628,
0.11022422462701797,
-0.022882143035531044,
0.004972684197127819,
-0.00267459312453866,
-0.027651922777295113,
0.06076182425022125,
0.006646562367677689,
0.02377329021692276,
-0.06907614320516586,
-0.04972727224230766,
-0.04354644566774368,
0.05727855861186981,
-0.07535253465175629,
-0.03269898518919945,
0.02261507511138916,
0.012823812663555145,
-0.013329426757991314,
-0.03578529879450798,
-0.0007080485229380429,
0.018732886761426926,
-0.05080508813261986,
-0.0032063391990959644,
0.0945286974310875,
-0.023199835792183876,
0.030158372595906258,
-0.07226446270942688,
0.017586804926395416,
-0.04308031499385834,
-0.09214501082897186,
-0.013288343325257301,
0.023788703605532646,
0.008452493697404861,
0.02620038390159607,
-0.00903334654867649,
-0.03757356479763985,
0.009054952301084995,
-0.06050403416156769,
0.007497778162360191,
-0.06733754277229309,
-0.0012182468781247735,
0.019438158720731735,
-0.005706094671040773,
0.07603570818901062,
-0.0547475703060627,
-0.009574704803526402,
0.020027777180075645,
0.09800028800964355,
-0.04016109183430672,
0.07711172103881836,
-0.04199475795030594,
-5.421084026124845e-8,
0.054997656494379044,
-0.06997100263834,
0.021695390343666077,
-0.015249643474817276,
-0.04822291061282158,
0.0913117527961731,
-0.009236685000360012,
-0.0024006145540624857,
0.005470694042742252,
0.0036850993055850267,
-0.06006093695759773,
0.029529724270105362,
0.022066131234169006,
0.022226087749004364,
0.0013684430159628391,
0.04578389972448349,
0.042724963277578354,
0.021510547026991844,
-0.01799120381474495,
0.14435186982154846,
0.06485086679458618,
-0.014187077060341835,
-0.07262112200260162,
-0.11073575168848038,
-0.03783463314175606,
-0.02801249362528324,
-0.0925094485282898,
-0.030642304569482803,
-0.044387251138687134,
-0.03888586163520813,
0.04771774262189865,
0.06728039681911469,
0.017697585746645927,
-0.0632779598236084,
-0.0254109688103199,
-0.006494144909083843,
0.05243358016014099,
-0.030923886224627495,
0.06385671347379684,
-0.004614267498254776,
-0.036294639110565186,
0.05487806722521782,
0.050533000379800797,
-0.0017796626780182123,
-0.0991830825805664,
-0.01447847206145525,
-0.13838008046150208,
-0.023900862783193588,
-0.046493589878082275,
0.04144228249788284,
-0.08002638071775436,
-0.033157844096422195,
-0.01723533496260643,
0.022057106718420982,
0.13624520599842072,
-0.008185307495296001,
-0.001316320849582553,
0.03897712379693985,
0.05434079468250275,
0.09729614108800888,
0.062345780432224274,
0.027562802657485008,
-0.021719524636864662,
0.032875906676054
] | null | null | null | null | null | null | null |
[
0.007586061488837004,
0.07827698439359665,
-0.07225339859724045,
-0.04824718087911606,
0.009325116872787476,
0.04614803567528725,
-0.003268664237111807,
-0.0007982121896930039,
0.03209414333105087,
0.05315694957971573,
0.05521116033196449,
-0.04405638575553894,
0.028641346842050552,
0.003721738699823618,
0.03895712271332741,
-0.009326335974037647,
0.020182134583592415,
-0.018085798248648643,
-0.0018487637862563133,
-0.030176987871527672,
0.05436430498957634,
-0.02451588585972786,
0.037717659026384354,
0.03622935712337494,
-0.00270821712911129,
-0.04601388797163963,
-0.06765896081924438,
0.026054175570607185,
0.03438225015997887,
0.06724610924720764,
0.02305423840880394,
0.07045137137174606,
-0.021345317363739014,
0.035901669412851334,
-0.03524024412035942,
0.08493560552597046,
0.017668502405285835,
-0.041834451258182526,
-0.06257947534322739,
-0.012409250251948833,
-0.12220878899097443,
-0.030956005677580833,
-0.010138620622456074,
-0.009581523016095161,
0.05209733173251152,
-0.0178618673235178,
-0.07884540408849716,
0.00859927199780941,
-0.10406208038330078,
0.008773966692388058,
0.005571010988205671,
-0.03509894385933876,
0.04722261801362038,
-0.07079819589853287,
-0.05001041293144226,
0.0000123909176181769,
-0.02331230603158474,
0.04596683382987976,
0.011787787079811096,
-0.0189106035977602,
-0.04053229093551636,
-0.042668990790843964,
-0.025613903999328613,
0.06487637013196945,
-0.050046417862176895,
-0.06250651180744171,
-0.1016891598701477,
0.03468110412359238,
-0.011204363778233528,
-0.054822683334350586,
-0.012575788423418999,
-0.020183714106678963,
0.043974366039037704,
0.012227877043187618,
-0.0028993592131882906,
0.02086985670030117,
-0.04846703261137009,
-0.012631809338927269,
-0.009088731370866299,
0.023273535072803497,
0.051892995834350586,
0.0299717728048563,
0.016182007268071175,
-0.06483663618564606,
0.006702277343720198,
-0.012186277657747269,
-0.013700127601623535,
0.0571681372821331,
-0.03618311136960983,
0.04815766587853432,
-0.06193220615386963,
0.06876888871192932,
0.019405944272875786,
0.06960460543632507,
0.11027511209249496,
-0.061849795281887054,
0.0005380788934417069,
-0.102136991918087,
-0.007065511308610439,
0.0681929811835289,
-0.04371287673711777,
0.1083751991391182,
0.024492956697940826,
-0.09650018066167831,
-0.06599009037017822,
0.061319004744291306,
-0.05592867359519005,
0.04616298899054527,
0.025426693260669708,
-0.014832609333097935,
-0.013287228532135487,
0.000915349053684622,
-0.0016315513057634234,
0.015467969700694084,
0.09212492406368256,
-0.010818601585924625,
0.03569909185171127,
0.05230696126818657,
0.08139028400182724,
0.00441797124221921,
0.061086490750312805,
-0.00998656451702118,
0.038328610360622406,
-0.06186147779226303,
0.026784732937812805,
-0.03293975442647934,
0.022257469594478607,
-7.804574437784611e-34,
-0.0016669899923726916,
0.018007343634963036,
0.034491460770368576,
0.046569179743528366,
0.027386268600821495,
-0.08834683895111084,
0.042497213929891586,
0.009664258919656277,
-0.07358918339014053,
0.032952480018138885,
0.03935123607516289,
0.09025971591472626,
0.005419575609266758,
0.05533064156770706,
0.08862964063882828,
-0.08292315900325775,
-0.07929956167936325,
-0.010182932019233704,
0.027792947366833687,
0.03669945150613785,
0.07292021811008453,
-0.10641328990459442,
0.07694768160581589,
-0.024615896865725517,
-0.04760051891207695,
0.033781640231609344,
-0.0026058300863951445,
-0.0206480510532856,
0.085429348051548,
-0.007356402929872274,
-0.04959537461400032,
-0.005644607357680798,
-0.05008203536272049,
-0.055049240589141846,
0.05631270259618759,
-0.0007018772303126752,
0.03851206600666046,
-0.014302156865596771,
-0.0519980788230896,
-0.005256247706711292,
-0.025351248681545258,
-0.05031685158610344,
-0.03129541873931885,
0.019725192338228226,
0.017822979018092155,
0.02557600848376751,
0.11600112169981003,
-0.0953834131360054,
-0.02144322544336319,
0.07161243259906769,
-0.03087332658469677,
-0.049261439591646194,
-0.00046876518172211945,
-0.0583743080496788,
-0.04161781445145607,
0.018809694796800613,
-0.005346258170902729,
-0.011995041742920876,
-0.05912050977349281,
-0.13208387792110443,
0.02835426665842533,
-0.07689499855041504,
-0.029371706768870354,
0.04230755940079689,
0.020128443837165833,
-0.023067018017172813,
0.11210483312606812,
-0.01585855893790722,
0.03053741529583931,
-0.11450091749429703,
-0.005902737844735384,
-0.015613991767168045,
0.006588611751794815,
0.018499858677387238,
0.01444301288574934,
-0.007371679879724979,
-0.0354401059448719,
0.03358595818281174,
0.06175677478313446,
-0.05140777304768562,
-0.020073560997843742,
-0.04119211435317993,
-0.08545465767383575,
-0.05458991974592209,
0.05682754144072533,
0.060935139656066895,
0.0038106502033770084,
-0.04782010242342949,
0.05367279052734375,
0.038071174174547195,
-0.09388396888971329,
0.042784858494997025,
-0.05162883177399635,
0.045602746307849884,
0.043066415935754776,
-1.6110671703637628e-33,
-0.019162483513355255,
-0.03992852568626404,
-0.10388889163732529,
0.04436144232749939,
0.06548228114843369,
-0.023536043241620064,
-0.012598619796335697,
0.002338988706469536,
0.06283926963806152,
-0.04146907478570938,
-0.09230612963438034,
-0.000900845683645457,
0.021879401057958603,
0.04025125131011009,
-0.0749417245388031,
-0.035152368247509,
-0.000945923151448369,
-0.00436313496902585,
-0.017387796193361282,
0.06567870080471039,
-0.0230121947824955,
0.06798187643289566,
-0.00804288312792778,
-0.012190505862236023,
0.013643943704664707,
0.03397146239876747,
0.04592515900731087,
-0.0789179801940918,
0.05239034444093704,
0.09343021363019943,
0.11820729821920395,
-0.07878232002258301,
0.04469679296016693,
-0.004175662994384766,
0.021382641047239304,
0.046593502163887024,
0.13216546177864075,
-0.03879626467823982,
-0.05424005165696144,
0.047187816351652145,
-0.0021808280143886805,
0.017098773270845413,
-0.16615237295627594,
0.01694130338728428,
-0.00628724554553628,
0.11022422462701797,
-0.022882143035531044,
0.004972684197127819,
-0.00267459312453866,
-0.027651922777295113,
0.06076182425022125,
0.006646562367677689,
0.02377329021692276,
-0.06907614320516586,
-0.04972727224230766,
-0.04354644566774368,
0.05727855861186981,
-0.07535253465175629,
-0.03269898518919945,
0.02261507511138916,
0.012823812663555145,
-0.013329426757991314,
-0.03578529879450798,
-0.0007080485229380429,
0.018732886761426926,
-0.05080508813261986,
-0.0032063391990959644,
0.0945286974310875,
-0.023199835792183876,
0.030158372595906258,
-0.07226446270942688,
0.017586804926395416,
-0.04308031499385834,
-0.09214501082897186,
-0.013288343325257301,
0.023788703605532646,
0.008452493697404861,
0.02620038390159607,
-0.00903334654867649,
-0.03757356479763985,
0.009054952301084995,
-0.06050403416156769,
0.007497778162360191,
-0.06733754277229309,
-0.0012182468781247735,
0.019438158720731735,
-0.005706094671040773,
0.07603570818901062,
-0.0547475703060627,
-0.009574704803526402,
0.020027777180075645,
0.09800028800964355,
-0.04016109183430672,
0.07711172103881836,
-0.04199475795030594,
-5.421084026124845e-8,
0.054997656494379044,
-0.06997100263834,
0.021695390343666077,
-0.015249643474817276,
-0.04822291061282158,
0.0913117527961731,
-0.009236685000360012,
-0.0024006145540624857,
0.005470694042742252,
0.0036850993055850267,
-0.06006093695759773,
0.029529724270105362,
0.022066131234169006,
0.022226087749004364,
0.0013684430159628391,
0.04578389972448349,
0.042724963277578354,
0.021510547026991844,
-0.01799120381474495,
0.14435186982154846,
0.06485086679458618,
-0.014187077060341835,
-0.07262112200260162,
-0.11073575168848038,
-0.03783463314175606,
-0.02801249362528324,
-0.0925094485282898,
-0.030642304569482803,
-0.044387251138687134,
-0.03888586163520813,
0.04771774262189865,
0.06728039681911469,
0.017697585746645927,
-0.0632779598236084,
-0.0254109688103199,
-0.006494144909083843,
0.05243358016014099,
-0.030923886224627495,
0.06385671347379684,
-0.004614267498254776,
-0.036294639110565186,
0.05487806722521782,
0.050533000379800797,
-0.0017796626780182123,
-0.0991830825805664,
-0.01447847206145525,
-0.13838008046150208,
-0.023900862783193588,
-0.046493589878082275,
0.04144228249788284,
-0.08002638071775436,
-0.033157844096422195,
-0.01723533496260643,
0.022057106718420982,
0.13624520599842072,
-0.008185307495296001,
-0.001316320849582553,
0.03897712379693985,
0.05434079468250275,
0.09729614108800888,
0.062345780432224274,
0.027562802657485008,
-0.021719524636864662,
0.032875906676054
] |
1402.5039
|
Lucas Paletta
|
Hazael Jones, Nicolas Sabouret, Ionut Damian, Tobias Baur, Elisabeth
Andr\'e, Ka\'ska Porayska-Pomsta and Paola Rizzo
|
Interpreting social cues to generate credible affective reactions of
virtual job interviewers
| null | null | null |
IDGEI/2014/06
|
cs.AI cs.CY
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper we describe a mechanism of generating credible affective
reactions in a virtual recruiter during an interaction with a user. This is
done using communicative performance computation based on the behaviours of the
user as detected by a recognition module. The proposed software pipeline is
part of the TARDIS system which aims to aid young job seekers in acquiring job
interview related social skills. In this context, our system enables the
virtual recruiter to realistically adapt and react to the user in real-time.
|
[
{
"created": "Thu, 20 Feb 2014 15:38:43 GMT",
"version": "v1"
},
{
"created": "Tue, 25 Feb 2014 11:04:53 GMT",
"version": "v2"
}
] |
2014-02-26
|
[
[
"Jones",
"Hazael",
""
],
[
"Sabouret",
"Nicolas",
""
],
[
"Damian",
"Ionut",
""
],
[
"Baur",
"Tobias",
""
],
[
"André",
"Elisabeth",
""
],
[
"Porayska-Pomsta",
"Kaśka",
""
],
[
"Rizzo",
"Paola",
""
]
] |
[
-0.11093086004257202,
0.05750226601958275,
-0.0819351002573967,
-0.0019423647318035364,
0.014807838015258312,
-0.07180458307266235,
0.1086639016866684,
0.03984199836850166,
-0.007266272325068712,
-0.08556091785430908,
-0.084427610039711,
-0.09811509400606155,
0.08602253347635269,
-0.0014215874252840877,
0.021977702155709267,
-0.041143160313367844,
0.048943981528282166,
0.015311600640416145,
0.024831678718328476,
-0.03479510173201561,
-0.052875369787216187,
0.0293415579944849,
-0.03845833241939545,
-0.0190495066344738,
-0.006219560280442238,
-0.0780009776353836,
0.004066601395606995,
-0.039447590708732605,
0.040520522743463516,
0.018844123929739,
0.0003371810889802873,
0.041718725115060806,
0.05119984224438667,
0.09048273414373398,
-0.042257148772478104,
0.07646752893924713,
-0.004143889527767897,
0.03090207278728485,
-0.12355184555053711,
-0.04160768911242485,
-0.10687263309955597,
-0.08470770716667175,
-0.01608896441757679,
-0.05187203362584114,
-0.0247277170419693,
-0.032426949590444565,
0.01668224297463894,
0.08205724507570267,
-0.0008951303316280246,
0.04221566766500473,
-0.15439830720424652,
-0.029681866988539696,
0.042248718440532684,
0.07689819484949112,
-0.02801607735455036,
0.06204671040177345,
0.07695373147726059,
0.027508554980158806,
0.01381050143390894,
0.01553354226052761,
-0.06831991672515869,
-0.014800166711211205,
0.01701349951326847,
0.021035373210906982,
-0.013875385746359825,
0.05126165971159935,
-0.007238845340907574,
-0.022399546578526497,
0.012964610941708088,
-0.09191305190324783,
-0.03227836638689041,
0.04844916984438896,
-0.04157741367816925,
-0.0091493995860219,
0.03290707990527153,
-0.002419240539893508,
-0.09407586604356766,
-0.002953779650852084,
0.1253037303686142,
0.02131626568734646,
0.0018925125477835536,
-0.11682352423667908,
-0.05553457885980606,
-0.033647146075963974,
-0.03926948457956314,
-0.007963651791214943,
0.003983370028436184,
-0.033121123909950256,
0.01557839009910822,
0.08083396404981613,
-0.0027556964196264744,
0.00970788486301899,
0.012998053804039955,
-0.025949256494641304,
-0.012049302458763123,
-0.01442048605531454,
0.01921417936682701,
0.042541369795799255,
0.03449203073978424,
0.0527382493019104,
-0.06068635359406471,
0.01876756362617016,
-0.035166386514902115,
-0.053562723100185394,
-0.044632259756326675,
-0.006726565770804882,
0.009435400366783142,
-0.022542860358953476,
0.024521447718143463,
-0.0520162470638752,
-0.1206662729382515,
-0.07217901200056076,
0.000264737696852535,
-0.07198075205087662,
0.06087338179349899,
0.03505242243409157,
0.03517340123653412,
0.06963250786066055,
-0.04978696629405022,
0.012880470603704453,
0.09518668800592422,
0.011720000766217709,
0.02682262286543846,
-0.008741553872823715,
0.10203802585601807,
-0.05520874261856079,
-0.025772035121917725,
-1.4917341062751535e-33,
0.015315914526581764,
0.013736184686422348,
-0.014374786987900734,
0.08230776339769363,
-0.02970089763402939,
-0.03418195620179176,
0.03485935926437378,
-0.00857006385922432,
-0.07169423252344131,
-0.05981297791004181,
-0.03656071051955223,
0.10559134930372238,
0.058883700519800186,
0.12452462315559387,
0.041149068623781204,
0.010634932667016983,
-0.002485985169187188,
0.02264433726668358,
-0.026518629863858223,
-0.04278336465358734,
0.02161272242665291,
-0.05529678985476494,
-0.02799726463854313,
0.04145297408103943,
0.016415640711784363,
0.04234529659152031,
0.051058392971754074,
0.0649321898818016,
0.05510849133133888,
-0.0031535117886960506,
-0.05076036602258682,
-0.03397722169756889,
-0.04071064293384552,
-0.05281757935881615,
0.10175570845603943,
0.03409843519330025,
-0.04697578027844429,
-0.007951686158776283,
0.01875714585185051,
0.039409808814525604,
-0.0530053935945034,
0.019804416224360466,
0.031170843169093132,
0.011149919591844082,
-0.10335426777601242,
0.051142752170562744,
0.0811740979552269,
-0.013615995645523071,
-0.03400363028049469,
0.09857480973005295,
0.0268259234726429,
0.04293070361018181,
0.04761205241084099,
0.08512986451387405,
-0.02137785777449608,
-0.01593134179711342,
0.028604120016098022,
0.031214626505970955,
-0.05468861386179924,
-0.011755173094570637,
-0.03483911603689194,
0.03132830932736397,
-0.007628001272678375,
-0.02258421666920185,
-0.040059324353933334,
-0.09084781259298325,
0.0016650011530146003,
-0.031646162271499634,
0.08573794364929199,
0.05685797706246376,
0.01937989331781864,
0.06533657014369965,
-0.005225525237619877,
-0.056841760873794556,
-0.056761059910058975,
-0.019045183435082436,
-0.020831676200032234,
-0.0021915908437222242,
-0.029134640470147133,
-0.004262029193341732,
-0.0026352168060839176,
-0.043439481407403946,
-0.01656302995979786,
-0.014934287406504154,
0.07238416373729706,
-0.03397732973098755,
-0.023664303123950958,
-0.04124116152524948,
-0.05498741939663887,
0.04817891865968704,
-0.03177139535546303,
0.018746890127658844,
0.010555301792919636,
0.06669805198907852,
0.004564129281789064,
3.955165179225115e-34,
0.0018036876572296023,
-0.009340522810816765,
-0.036510322242975235,
0.08033455908298492,
0.054218094795942307,
0.026162873953580856,
0.06629876047372818,
0.006616802886128426,
-0.03978181630373001,
-0.0017850419972091913,
-0.010026129893958569,
-0.010645212605595589,
0.04472877457737923,
0.040960658341646194,
0.015496913343667984,
0.030487393960356712,
0.014998136088252068,
-0.024304166436195374,
-0.018005674704909325,
-0.010201413184404373,
-0.0065525188110768795,
0.0751347467303276,
-0.05713539198040962,
-0.04019797593355179,
-0.054668571799993515,
-0.05227639898657799,
0.03561736270785332,
-0.03452655300498009,
0.0031684276182204485,
0.023757921531796455,
0.030654115602374077,
0.015319139696657658,
-0.09127088636159897,
-0.0025766510516405106,
0.04120335727930069,
-0.03174828737974167,
0.06376670300960541,
-0.004372050985693932,
0.02652943879365921,
0.02773674577474594,
0.10363392531871796,
-0.020731495693325996,
-0.10326267033815384,
-0.05352083593606949,
-0.03542979061603546,
-0.03990650922060013,
-0.03190845996141434,
0.011625880375504494,
-0.0644272044301033,
0.022453512996435165,
0.029972845688462257,
0.04381429776549339,
0.002097821794450283,
0.01771908439695835,
-0.04788374900817871,
-0.09904302656650543,
-0.06002599373459816,
-0.0220583975315094,
0.048922374844551086,
0.04728172719478607,
-0.025357073172926903,
-0.056360118091106415,
0.10218781977891922,
-0.0158364437520504,
0.02488303743302822,
-0.05948827788233757,
-0.00479239271953702,
0.052355360239744186,
-0.054474685341119766,
0.03459475189447403,
0.11513452976942062,
0.02940342389047146,
0.018725711852312088,
0.07545535266399384,
-0.021858548745512962,
-0.05273370072245598,
-0.06523287296295166,
-0.035062141716480255,
0.015416181646287441,
0.040109727531671524,
0.014062986709177494,
0.032993417233228683,
0.05024036392569542,
-0.013655905611813068,
-0.03347313404083252,
0.07673955708742142,
0.03726217895746231,
0.12629958987236023,
-0.024562472477555275,
-0.04814990982413292,
-0.014817452058196068,
0.01964723877608776,
-0.03289640694856644,
0.03145144507288933,
-0.05408291891217232,
-4.277265830410215e-8,
-0.06250513345003128,
-0.004909571260213852,
0.0341377779841423,
0.030176084488630295,
-0.005779284052550793,
0.037678178399801254,
-0.031246719881892204,
0.010413303971290588,
-0.044426970183849335,
-0.014093290083110332,
0.02906528115272522,
-0.04013415053486824,
0.04046129062771797,
0.0009290423477068543,
0.11402391642332077,
0.07435841113328934,
-0.012130247429013252,
0.031267810612916946,
-0.0555763766169548,
-0.09931367635726929,
0.14287899434566498,
0.05163918808102608,
-0.03383142501115799,
0.08537090569734573,
0.021429583430290222,
0.01883111149072647,
-0.00984388031065464,
-0.011871007271111012,
-0.07090549170970917,
-0.011147498153150082,
-0.00418578926473856,
0.03191135823726654,
-0.06917335093021393,
-0.10225848853588104,
0.10189775377511978,
0.08950172364711761,
-0.05453814938664436,
-0.06417923420667648,
0.0011820271611213684,
0.023956745862960815,
-0.028307534754276276,
0.07169357687234879,
-0.07156901806592941,
-0.012512557208538055,
0.041281651705503464,
0.014707757160067558,
-0.014967220835387707,
-0.11072177439928055,
-0.04121475666761398,
0.02319449745118618,
0.033930886536836624,
-0.08027905970811844,
-0.029675692319869995,
0.10651833564043045,
0.03969423472881317,
-0.03843849524855614,
0.03731204941868782,
0.013117043301463127,
0.08785802125930786,
0.12716606259346008,
0.028967849910259247,
0.04525693133473396,
-0.040828410536050797,
0.033209364861249924
] | null | null | null | null | null | null | null |
[
-0.11093086004257202,
0.05750226601958275,
-0.0819351002573967,
-0.0019423647318035364,
0.014807838015258312,
-0.07180458307266235,
0.1086639016866684,
0.03984199836850166,
-0.007266272325068712,
-0.08556091785430908,
-0.084427610039711,
-0.09811509400606155,
0.08602253347635269,
-0.0014215874252840877,
0.021977702155709267,
-0.041143160313367844,
0.048943981528282166,
0.015311600640416145,
0.024831678718328476,
-0.03479510173201561,
-0.052875369787216187,
0.0293415579944849,
-0.03845833241939545,
-0.0190495066344738,
-0.006219560280442238,
-0.0780009776353836,
0.004066601395606995,
-0.039447590708732605,
0.040520522743463516,
0.018844123929739,
0.0003371810889802873,
0.041718725115060806,
0.05119984224438667,
0.09048273414373398,
-0.042257148772478104,
0.07646752893924713,
-0.004143889527767897,
0.03090207278728485,
-0.12355184555053711,
-0.04160768911242485,
-0.10687263309955597,
-0.08470770716667175,
-0.01608896441757679,
-0.05187203362584114,
-0.0247277170419693,
-0.032426949590444565,
0.01668224297463894,
0.08205724507570267,
-0.0008951303316280246,
0.04221566766500473,
-0.15439830720424652,
-0.029681866988539696,
0.042248718440532684,
0.07689819484949112,
-0.02801607735455036,
0.06204671040177345,
0.07695373147726059,
0.027508554980158806,
0.01381050143390894,
0.01553354226052761,
-0.06831991672515869,
-0.014800166711211205,
0.01701349951326847,
0.021035373210906982,
-0.013875385746359825,
0.05126165971159935,
-0.007238845340907574,
-0.022399546578526497,
0.012964610941708088,
-0.09191305190324783,
-0.03227836638689041,
0.04844916984438896,
-0.04157741367816925,
-0.0091493995860219,
0.03290707990527153,
-0.002419240539893508,
-0.09407586604356766,
-0.002953779650852084,
0.1253037303686142,
0.02131626568734646,
0.0018925125477835536,
-0.11682352423667908,
-0.05553457885980606,
-0.033647146075963974,
-0.03926948457956314,
-0.007963651791214943,
0.003983370028436184,
-0.033121123909950256,
0.01557839009910822,
0.08083396404981613,
-0.0027556964196264744,
0.00970788486301899,
0.012998053804039955,
-0.025949256494641304,
-0.012049302458763123,
-0.01442048605531454,
0.01921417936682701,
0.042541369795799255,
0.03449203073978424,
0.0527382493019104,
-0.06068635359406471,
0.01876756362617016,
-0.035166386514902115,
-0.053562723100185394,
-0.044632259756326675,
-0.006726565770804882,
0.009435400366783142,
-0.022542860358953476,
0.024521447718143463,
-0.0520162470638752,
-0.1206662729382515,
-0.07217901200056076,
0.000264737696852535,
-0.07198075205087662,
0.06087338179349899,
0.03505242243409157,
0.03517340123653412,
0.06963250786066055,
-0.04978696629405022,
0.012880470603704453,
0.09518668800592422,
0.011720000766217709,
0.02682262286543846,
-0.008741553872823715,
0.10203802585601807,
-0.05520874261856079,
-0.025772035121917725,
-1.4917341062751535e-33,
0.015315914526581764,
0.013736184686422348,
-0.014374786987900734,
0.08230776339769363,
-0.02970089763402939,
-0.03418195620179176,
0.03485935926437378,
-0.00857006385922432,
-0.07169423252344131,
-0.05981297791004181,
-0.03656071051955223,
0.10559134930372238,
0.058883700519800186,
0.12452462315559387,
0.041149068623781204,
0.010634932667016983,
-0.002485985169187188,
0.02264433726668358,
-0.026518629863858223,
-0.04278336465358734,
0.02161272242665291,
-0.05529678985476494,
-0.02799726463854313,
0.04145297408103943,
0.016415640711784363,
0.04234529659152031,
0.051058392971754074,
0.0649321898818016,
0.05510849133133888,
-0.0031535117886960506,
-0.05076036602258682,
-0.03397722169756889,
-0.04071064293384552,
-0.05281757935881615,
0.10175570845603943,
0.03409843519330025,
-0.04697578027844429,
-0.007951686158776283,
0.01875714585185051,
0.039409808814525604,
-0.0530053935945034,
0.019804416224360466,
0.031170843169093132,
0.011149919591844082,
-0.10335426777601242,
0.051142752170562744,
0.0811740979552269,
-0.013615995645523071,
-0.03400363028049469,
0.09857480973005295,
0.0268259234726429,
0.04293070361018181,
0.04761205241084099,
0.08512986451387405,
-0.02137785777449608,
-0.01593134179711342,
0.028604120016098022,
0.031214626505970955,
-0.05468861386179924,
-0.011755173094570637,
-0.03483911603689194,
0.03132830932736397,
-0.007628001272678375,
-0.02258421666920185,
-0.040059324353933334,
-0.09084781259298325,
0.0016650011530146003,
-0.031646162271499634,
0.08573794364929199,
0.05685797706246376,
0.01937989331781864,
0.06533657014369965,
-0.005225525237619877,
-0.056841760873794556,
-0.056761059910058975,
-0.019045183435082436,
-0.020831676200032234,
-0.0021915908437222242,
-0.029134640470147133,
-0.004262029193341732,
-0.0026352168060839176,
-0.043439481407403946,
-0.01656302995979786,
-0.014934287406504154,
0.07238416373729706,
-0.03397732973098755,
-0.023664303123950958,
-0.04124116152524948,
-0.05498741939663887,
0.04817891865968704,
-0.03177139535546303,
0.018746890127658844,
0.010555301792919636,
0.06669805198907852,
0.004564129281789064,
3.955165179225115e-34,
0.0018036876572296023,
-0.009340522810816765,
-0.036510322242975235,
0.08033455908298492,
0.054218094795942307,
0.026162873953580856,
0.06629876047372818,
0.006616802886128426,
-0.03978181630373001,
-0.0017850419972091913,
-0.010026129893958569,
-0.010645212605595589,
0.04472877457737923,
0.040960658341646194,
0.015496913343667984,
0.030487393960356712,
0.014998136088252068,
-0.024304166436195374,
-0.018005674704909325,
-0.010201413184404373,
-0.0065525188110768795,
0.0751347467303276,
-0.05713539198040962,
-0.04019797593355179,
-0.054668571799993515,
-0.05227639898657799,
0.03561736270785332,
-0.03452655300498009,
0.0031684276182204485,
0.023757921531796455,
0.030654115602374077,
0.015319139696657658,
-0.09127088636159897,
-0.0025766510516405106,
0.04120335727930069,
-0.03174828737974167,
0.06376670300960541,
-0.004372050985693932,
0.02652943879365921,
0.02773674577474594,
0.10363392531871796,
-0.020731495693325996,
-0.10326267033815384,
-0.05352083593606949,
-0.03542979061603546,
-0.03990650922060013,
-0.03190845996141434,
0.011625880375504494,
-0.0644272044301033,
0.022453512996435165,
0.029972845688462257,
0.04381429776549339,
0.002097821794450283,
0.01771908439695835,
-0.04788374900817871,
-0.09904302656650543,
-0.06002599373459816,
-0.0220583975315094,
0.048922374844551086,
0.04728172719478607,
-0.025357073172926903,
-0.056360118091106415,
0.10218781977891922,
-0.0158364437520504,
0.02488303743302822,
-0.05948827788233757,
-0.00479239271953702,
0.052355360239744186,
-0.054474685341119766,
0.03459475189447403,
0.11513452976942062,
0.02940342389047146,
0.018725711852312088,
0.07545535266399384,
-0.021858548745512962,
-0.05273370072245598,
-0.06523287296295166,
-0.035062141716480255,
0.015416181646287441,
0.040109727531671524,
0.014062986709177494,
0.032993417233228683,
0.05024036392569542,
-0.013655905611813068,
-0.03347313404083252,
0.07673955708742142,
0.03726217895746231,
0.12629958987236023,
-0.024562472477555275,
-0.04814990982413292,
-0.014817452058196068,
0.01964723877608776,
-0.03289640694856644,
0.03145144507288933,
-0.05408291891217232,
-4.277265830410215e-8,
-0.06250513345003128,
-0.004909571260213852,
0.0341377779841423,
0.030176084488630295,
-0.005779284052550793,
0.037678178399801254,
-0.031246719881892204,
0.010413303971290588,
-0.044426970183849335,
-0.014093290083110332,
0.02906528115272522,
-0.04013415053486824,
0.04046129062771797,
0.0009290423477068543,
0.11402391642332077,
0.07435841113328934,
-0.012130247429013252,
0.031267810612916946,
-0.0555763766169548,
-0.09931367635726929,
0.14287899434566498,
0.05163918808102608,
-0.03383142501115799,
0.08537090569734573,
0.021429583430290222,
0.01883111149072647,
-0.00984388031065464,
-0.011871007271111012,
-0.07090549170970917,
-0.011147498153150082,
-0.00418578926473856,
0.03191135823726654,
-0.06917335093021393,
-0.10225848853588104,
0.10189775377511978,
0.08950172364711761,
-0.05453814938664436,
-0.06417923420667648,
0.0011820271611213684,
0.023956745862960815,
-0.028307534754276276,
0.07169357687234879,
-0.07156901806592941,
-0.012512557208538055,
0.041281651705503464,
0.014707757160067558,
-0.014967220835387707,
-0.11072177439928055,
-0.04121475666761398,
0.02319449745118618,
0.033930886536836624,
-0.08027905970811844,
-0.029675692319869995,
0.10651833564043045,
0.03969423472881317,
-0.03843849524855614,
0.03731204941868782,
0.013117043301463127,
0.08785802125930786,
0.12716606259346008,
0.028967849910259247,
0.04525693133473396,
-0.040828410536050797,
0.033209364861249924
] |
1402.5043
|
Lucas Paletta
|
Marwen Belkaid, Nicolas Sabouret
|
A logical model of Theory of Mind for virtual agents in the context of
job interview simulation
| null | null | null |
IDGEI/2014/10
|
cs.AI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Job interview simulation with a virtual agents aims at improving people's
social skills and supporting professional inclusion. In such simulators, the
virtual agent must be capable of representing and reasoning about the user's
mental state based on social cues that inform the system about his/her affects
and social attitude. In this paper, we propose a formal model of Theory of Mind
(ToM) for virtual agent in the context of human-agent interaction that focuses
on the affective dimension. It relies on a hybrid ToM that combines the two
major paradigms of the domain. Our framework is based on modal logic and
inference rules about the mental states, emotions and social relations of both
actors. Finally, we present preliminary results regarding the impact of such a
model on natural interaction in the context of job interviews simulation.
|
[
{
"created": "Thu, 20 Feb 2014 15:40:08 GMT",
"version": "v1"
}
] |
2014-02-21
|
[
[
"Belkaid",
"Marwen",
""
],
[
"Sabouret",
"Nicolas",
""
]
] |
[
-0.022810397669672966,
0.010756324045360088,
-0.020823080092668533,
-0.04436400532722473,
0.03974825143814087,
-0.031181825324892998,
0.08224456757307053,
-0.034710291773080826,
0.0011203920003026724,
-0.08940091729164124,
0.03356500342488289,
-0.045252520591020584,
0.010585145093500614,
0.007410066202282906,
0.09238644689321518,
-0.08194194734096527,
0.024969354271888733,
-0.017372367903590202,
-0.05323367193341255,
0.027024410665035248,
0.02577296830713749,
-0.022292185574769974,
-0.05307214707136154,
-0.08980891853570938,
-0.08718600869178772,
0.027266686782240868,
0.007798828650265932,
-0.040886763483285904,
0.028907736763358116,
0.051010213792324066,
0.0012517519062384963,
0.06872982531785965,
-0.020740238949656487,
0.05372568964958191,
-0.013686814345419407,
0.0031342473812401295,
-0.05100615322589874,
0.06805545091629028,
-0.028615279123187065,
0.009341439232230186,
-0.13862018287181854,
-0.057356301695108414,
-0.014581919647753239,
-0.04473905637860298,
0.036973997950553894,
0.005061321891844273,
0.018260475248098373,
-0.01700052246451378,
-0.0017504577990621328,
-0.027427250519394875,
-0.1436510533094406,
-0.0014456044882535934,
0.06958117336034775,
0.018116414546966553,
0.022076565772294998,
-0.01460268534719944,
0.06061329320073128,
-0.02034064196050167,
-0.0760430321097374,
0.025753982365131378,
-0.020814722403883934,
-0.026550190523266792,
-0.0075661237351596355,
0.03012217953801155,
0.008678427897393703,
0.030792847275733948,
-0.0977703109383583,
0.03931074216961861,
-0.03501977026462555,
-0.10180576890707016,
-0.07403688877820969,
-0.025317609310150146,
-0.0023991637863218784,
-0.06134866923093796,
0.04073144122958183,
-0.04082347825169563,
-0.08578460663557053,
-0.04437895491719246,
0.13614103198051453,
0.06293990463018417,
-0.048932574689388275,
-0.050393376499414444,
0.009661301970481873,
0.02387649193406105,
-0.06256271153688431,
0.017952166497707367,
-0.009615367278456688,
0.062349677085876465,
-0.00429738312959671,
0.07181753218173981,
0.005087966565042734,
-0.01565239578485489,
0.013754637911915779,
0.0383310504257679,
0.10064589232206345,
0.0371268056333065,
-0.047571029514074326,
-0.007618521805852652,
0.005853742361068726,
0.04759766533970833,
-0.012062630616128445,
0.061445076018571854,
-0.02133016102015972,
0.019081681966781616,
0.03367368131875992,
0.035899948328733444,
0.01579875871539116,
-0.03337020426988602,
-0.027978481724858284,
-0.08489222824573517,
-0.13845613598823547,
-0.012193605303764343,
0.0474240668118,
-0.05635097995400429,
0.0269851703196764,
0.0070357052609324455,
0.04610985144972801,
0.07537742704153061,
0.01653294637799263,
-0.12450001388788223,
0.1065182089805603,
0.04518522694706917,
0.05566113069653511,
0.05967279523611069,
0.14334265887737274,
-0.037241168320178986,
-0.0342654213309288,
-2.2562657138163842e-33,
0.07409393042325974,
0.003110427875071764,
0.03716571629047394,
0.11750967055559158,
0.08139590919017792,
0.015729473903775215,
-0.023481979966163635,
0.004366464447230101,
-0.016057606786489487,
0.02168547548353672,
-0.04388886317610741,
0.02992265671491623,
0.00796686764806509,
0.08678512275218964,
-0.032333534210920334,
0.061557237058877945,
-0.08986453711986542,
0.0009050287189893425,
-0.057541001588106155,
0.00274444418027997,
0.004426921717822552,
0.04687613993883133,
-0.04293293505907059,
0.1052563339471817,
-0.04608935862779617,
0.09133118391036987,
0.08179254084825516,
-0.019891172647476196,
0.04873732477426529,
-0.012733315117657185,
-0.04983731359243393,
0.07140651345252991,
-0.032121602445840836,
-0.022599980235099792,
-0.00333426077850163,
0.07713797688484192,
-0.055088743567466736,
-0.04991307482123375,
0.03264137730002403,
0.0443248450756073,
0.026634376496076584,
0.020174307748675346,
0.0776141956448555,
-0.002063668565824628,
-0.08688033372163773,
0.000980342156253755,
0.03824035823345184,
0.003645738586783409,
0.009588537737727165,
0.11198604851961136,
0.02140069007873535,
0.03923121467232704,
0.09114334732294083,
-0.03945387527346611,
-0.04301579296588898,
-0.0247681625187397,
0.055615197867155075,
0.08373862504959106,
-0.042345114052295685,
-0.010210114531219006,
-0.056180261075496674,
-0.03891005739569664,
0.03591813147068024,
0.023732250556349754,
0.023563144728541374,
0.01245030015707016,
-0.09429895132780075,
-0.04744752123951912,
0.09562160074710846,
0.019963683560490608,
-0.020698318257927895,
0.10317408293485641,
0.011180349625647068,
-0.03695635125041008,
-0.0822702944278717,
-0.013624959625303745,
-0.046499937772750854,
-0.01310468278825283,
-0.03184586018323898,
0.051157232373952866,
0.03295315057039261,
-0.02724161557853222,
-0.05629338324069977,
-0.09408626705408096,
0.07130139321088791,
-0.05342419072985649,
-0.03269633278250694,
-0.08353015035390854,
0.037563152611255646,
-0.009503955021500587,
-0.033926092088222504,
0.009415552020072937,
-0.0059809498488903046,
0.05390257388353348,
-0.009124096482992172,
-5.557131176413133e-34,
-0.03763502463698387,
-0.035530831664800644,
-0.0726362019777298,
0.02766341343522072,
0.045113008469343185,
-0.049187298864126205,
0.07965445518493652,
0.022914372384548187,
0.0067714061588048935,
-0.016835227608680725,
-0.05737156793475151,
-0.03343803063035011,
0.08817793428897858,
0.03415585309267044,
-0.023796934634447098,
0.0030126539058983326,
0.005611963104456663,
-0.09105784446001053,
-0.05571023374795914,
0.012208136729896069,
0.021972181275486946,
0.04508919268846512,
-0.03291679918766022,
-0.02533033862709999,
0.006822831928730011,
-0.031379472464323044,
0.0015714600449427962,
0.007693388033658266,
-0.039494629949331284,
-0.010594295337796211,
0.0017117125680670142,
-0.0578296072781086,
-0.018965817987918854,
0.02901458367705345,
0.0554167777299881,
0.014028078876435757,
-0.00583404116332531,
-0.022341329604387283,
-0.02054026909172535,
-0.0167100690305233,
-0.026356084272265434,
-0.07015048712491989,
-0.09319645911455154,
-0.04124337434768677,
-0.04652821645140648,
0.02580234222114086,
-0.0017379223136231303,
-0.032747380435466766,
-0.047800689935684204,
-0.018921509385108948,
-0.012410969473421574,
0.00012610827980097383,
0.008003860712051392,
-0.012556036934256554,
-0.024086464196443558,
-0.07689762115478516,
-0.03374793380498886,
-0.02329730987548828,
-0.010615273378789425,
0.014173666946589947,
0.0031237092334777117,
-0.03783968463540077,
0.08687843382358551,
-0.016144361346960068,
-0.04582637920975685,
-0.033818114548921585,
-0.05238914489746094,
0.0888039693236351,
0.009752810001373291,
-0.0258682519197464,
0.06389479339122772,
0.06750757247209549,
0.010814886540174484,
0.014551072381436825,
0.058883748948574066,
-0.02976687252521515,
0.002661484992131591,
-0.02328404225409031,
0.0013298692647367716,
-0.04614763706922531,
-0.07514308393001556,
-0.03490230068564415,
0.08370402455329895,
-0.04018615558743477,
-0.026909418404102325,
0.11806564778089523,
-0.0028526990208774805,
0.14214664697647095,
-0.050103042274713516,
-0.02231365442276001,
-0.03561868891119957,
0.07864034920930862,
0.0032497539650648832,
0.08073690533638,
-0.09716594219207764,
-4.18868637552805e-8,
-0.060034532099962234,
-0.038371823728084564,
0.04514780268073082,
0.005365932360291481,
0.01045265980064869,
-0.0013784668408334255,
0.033651214092969894,
-0.05323540046811104,
-0.06756263226270676,
0.022854574024677277,
0.013513833284378052,
-0.016382288187742233,
-0.011973410844802856,
0.01572692021727562,
0.08813714236021042,
0.020533448085188866,
0.0020886589772999287,
0.01229956466704607,
-0.005266567692160606,
-0.0007693937513977289,
0.11904145032167435,
0.034153591841459274,
-0.027284041047096252,
0.06750767678022385,
0.008623886853456497,
0.04197096824645996,
-0.06782642006874084,
0.00017368452972732484,
-0.0698750764131546,
0.09127941727638245,
0.047968119382858276,
0.03464019298553467,
-0.030011579394340515,
-0.07589051872491837,
0.021799927577376366,
0.0022034195717424154,
0.005438674706965685,
-0.0917704626917839,
0.03113577701151371,
-0.0990825891494751,
0.01660705730319023,
-0.022018443793058395,
0.0018421150743961334,
0.009498605504631996,
0.12523460388183594,
0.0030602377373725176,
-0.049920275807380676,
-0.1055711880326271,
0.005377219989895821,
0.023774901404976845,
0.005911003798246384,
0.02395237609744072,
-0.05381641909480095,
0.06028413027524948,
0.047939568758010864,
-0.015889734029769897,
0.08012121170759201,
0.08912956714630127,
0.06210947409272194,
0.023903146386146545,
0.024769773706793785,
0.07580922544002533,
-0.04791807755827904,
0.007720369845628738
] | null | null | null | null | null | null | null |
[
-0.022810397669672966,
0.010756324045360088,
-0.020823080092668533,
-0.04436400532722473,
0.03974825143814087,
-0.031181825324892998,
0.08224456757307053,
-0.034710291773080826,
0.0011203920003026724,
-0.08940091729164124,
0.03356500342488289,
-0.045252520591020584,
0.010585145093500614,
0.007410066202282906,
0.09238644689321518,
-0.08194194734096527,
0.024969354271888733,
-0.017372367903590202,
-0.05323367193341255,
0.027024410665035248,
0.02577296830713749,
-0.022292185574769974,
-0.05307214707136154,
-0.08980891853570938,
-0.08718600869178772,
0.027266686782240868,
0.007798828650265932,
-0.040886763483285904,
0.028907736763358116,
0.051010213792324066,
0.0012517519062384963,
0.06872982531785965,
-0.020740238949656487,
0.05372568964958191,
-0.013686814345419407,
0.0031342473812401295,
-0.05100615322589874,
0.06805545091629028,
-0.028615279123187065,
0.009341439232230186,
-0.13862018287181854,
-0.057356301695108414,
-0.014581919647753239,
-0.04473905637860298,
0.036973997950553894,
0.005061321891844273,
0.018260475248098373,
-0.01700052246451378,
-0.0017504577990621328,
-0.027427250519394875,
-0.1436510533094406,
-0.0014456044882535934,
0.06958117336034775,
0.018116414546966553,
0.022076565772294998,
-0.01460268534719944,
0.06061329320073128,
-0.02034064196050167,
-0.0760430321097374,
0.025753982365131378,
-0.020814722403883934,
-0.026550190523266792,
-0.0075661237351596355,
0.03012217953801155,
0.008678427897393703,
0.030792847275733948,
-0.0977703109383583,
0.03931074216961861,
-0.03501977026462555,
-0.10180576890707016,
-0.07403688877820969,
-0.025317609310150146,
-0.0023991637863218784,
-0.06134866923093796,
0.04073144122958183,
-0.04082347825169563,
-0.08578460663557053,
-0.04437895491719246,
0.13614103198051453,
0.06293990463018417,
-0.048932574689388275,
-0.050393376499414444,
0.009661301970481873,
0.02387649193406105,
-0.06256271153688431,
0.017952166497707367,
-0.009615367278456688,
0.062349677085876465,
-0.00429738312959671,
0.07181753218173981,
0.005087966565042734,
-0.01565239578485489,
0.013754637911915779,
0.0383310504257679,
0.10064589232206345,
0.0371268056333065,
-0.047571029514074326,
-0.007618521805852652,
0.005853742361068726,
0.04759766533970833,
-0.012062630616128445,
0.061445076018571854,
-0.02133016102015972,
0.019081681966781616,
0.03367368131875992,
0.035899948328733444,
0.01579875871539116,
-0.03337020426988602,
-0.027978481724858284,
-0.08489222824573517,
-0.13845613598823547,
-0.012193605303764343,
0.0474240668118,
-0.05635097995400429,
0.0269851703196764,
0.0070357052609324455,
0.04610985144972801,
0.07537742704153061,
0.01653294637799263,
-0.12450001388788223,
0.1065182089805603,
0.04518522694706917,
0.05566113069653511,
0.05967279523611069,
0.14334265887737274,
-0.037241168320178986,
-0.0342654213309288,
-2.2562657138163842e-33,
0.07409393042325974,
0.003110427875071764,
0.03716571629047394,
0.11750967055559158,
0.08139590919017792,
0.015729473903775215,
-0.023481979966163635,
0.004366464447230101,
-0.016057606786489487,
0.02168547548353672,
-0.04388886317610741,
0.02992265671491623,
0.00796686764806509,
0.08678512275218964,
-0.032333534210920334,
0.061557237058877945,
-0.08986453711986542,
0.0009050287189893425,
-0.057541001588106155,
0.00274444418027997,
0.004426921717822552,
0.04687613993883133,
-0.04293293505907059,
0.1052563339471817,
-0.04608935862779617,
0.09133118391036987,
0.08179254084825516,
-0.019891172647476196,
0.04873732477426529,
-0.012733315117657185,
-0.04983731359243393,
0.07140651345252991,
-0.032121602445840836,
-0.022599980235099792,
-0.00333426077850163,
0.07713797688484192,
-0.055088743567466736,
-0.04991307482123375,
0.03264137730002403,
0.0443248450756073,
0.026634376496076584,
0.020174307748675346,
0.0776141956448555,
-0.002063668565824628,
-0.08688033372163773,
0.000980342156253755,
0.03824035823345184,
0.003645738586783409,
0.009588537737727165,
0.11198604851961136,
0.02140069007873535,
0.03923121467232704,
0.09114334732294083,
-0.03945387527346611,
-0.04301579296588898,
-0.0247681625187397,
0.055615197867155075,
0.08373862504959106,
-0.042345114052295685,
-0.010210114531219006,
-0.056180261075496674,
-0.03891005739569664,
0.03591813147068024,
0.023732250556349754,
0.023563144728541374,
0.01245030015707016,
-0.09429895132780075,
-0.04744752123951912,
0.09562160074710846,
0.019963683560490608,
-0.020698318257927895,
0.10317408293485641,
0.011180349625647068,
-0.03695635125041008,
-0.0822702944278717,
-0.013624959625303745,
-0.046499937772750854,
-0.01310468278825283,
-0.03184586018323898,
0.051157232373952866,
0.03295315057039261,
-0.02724161557853222,
-0.05629338324069977,
-0.09408626705408096,
0.07130139321088791,
-0.05342419072985649,
-0.03269633278250694,
-0.08353015035390854,
0.037563152611255646,
-0.009503955021500587,
-0.033926092088222504,
0.009415552020072937,
-0.0059809498488903046,
0.05390257388353348,
-0.009124096482992172,
-5.557131176413133e-34,
-0.03763502463698387,
-0.035530831664800644,
-0.0726362019777298,
0.02766341343522072,
0.045113008469343185,
-0.049187298864126205,
0.07965445518493652,
0.022914372384548187,
0.0067714061588048935,
-0.016835227608680725,
-0.05737156793475151,
-0.03343803063035011,
0.08817793428897858,
0.03415585309267044,
-0.023796934634447098,
0.0030126539058983326,
0.005611963104456663,
-0.09105784446001053,
-0.05571023374795914,
0.012208136729896069,
0.021972181275486946,
0.04508919268846512,
-0.03291679918766022,
-0.02533033862709999,
0.006822831928730011,
-0.031379472464323044,
0.0015714600449427962,
0.007693388033658266,
-0.039494629949331284,
-0.010594295337796211,
0.0017117125680670142,
-0.0578296072781086,
-0.018965817987918854,
0.02901458367705345,
0.0554167777299881,
0.014028078876435757,
-0.00583404116332531,
-0.022341329604387283,
-0.02054026909172535,
-0.0167100690305233,
-0.026356084272265434,
-0.07015048712491989,
-0.09319645911455154,
-0.04124337434768677,
-0.04652821645140648,
0.02580234222114086,
-0.0017379223136231303,
-0.032747380435466766,
-0.047800689935684204,
-0.018921509385108948,
-0.012410969473421574,
0.00012610827980097383,
0.008003860712051392,
-0.012556036934256554,
-0.024086464196443558,
-0.07689762115478516,
-0.03374793380498886,
-0.02329730987548828,
-0.010615273378789425,
0.014173666946589947,
0.0031237092334777117,
-0.03783968463540077,
0.08687843382358551,
-0.016144361346960068,
-0.04582637920975685,
-0.033818114548921585,
-0.05238914489746094,
0.0888039693236351,
0.009752810001373291,
-0.0258682519197464,
0.06389479339122772,
0.06750757247209549,
0.010814886540174484,
0.014551072381436825,
0.058883748948574066,
-0.02976687252521515,
0.002661484992131591,
-0.02328404225409031,
0.0013298692647367716,
-0.04614763706922531,
-0.07514308393001556,
-0.03490230068564415,
0.08370402455329895,
-0.04018615558743477,
-0.026909418404102325,
0.11806564778089523,
-0.0028526990208774805,
0.14214664697647095,
-0.050103042274713516,
-0.02231365442276001,
-0.03561868891119957,
0.07864034920930862,
0.0032497539650648832,
0.08073690533638,
-0.09716594219207764,
-4.18868637552805e-8,
-0.060034532099962234,
-0.038371823728084564,
0.04514780268073082,
0.005365932360291481,
0.01045265980064869,
-0.0013784668408334255,
0.033651214092969894,
-0.05323540046811104,
-0.06756263226270676,
0.022854574024677277,
0.013513833284378052,
-0.016382288187742233,
-0.011973410844802856,
0.01572692021727562,
0.08813714236021042,
0.020533448085188866,
0.0020886589772999287,
0.01229956466704607,
-0.005266567692160606,
-0.0007693937513977289,
0.11904145032167435,
0.034153591841459274,
-0.027284041047096252,
0.06750767678022385,
0.008623886853456497,
0.04197096824645996,
-0.06782642006874084,
0.00017368452972732484,
-0.0698750764131546,
0.09127941727638245,
0.047968119382858276,
0.03464019298553467,
-0.030011579394340515,
-0.07589051872491837,
0.021799927577376366,
0.0022034195717424154,
0.005438674706965685,
-0.0917704626917839,
0.03113577701151371,
-0.0990825891494751,
0.01660705730319023,
-0.022018443793058395,
0.0018421150743961334,
0.009498605504631996,
0.12523460388183594,
0.0030602377373725176,
-0.049920275807380676,
-0.1055711880326271,
0.005377219989895821,
0.023774901404976845,
0.005911003798246384,
0.02395237609744072,
-0.05381641909480095,
0.06028413027524948,
0.047939568758010864,
-0.015889734029769897,
0.08012121170759201,
0.08912956714630127,
0.06210947409272194,
0.023903146386146545,
0.024769773706793785,
0.07580922544002533,
-0.04791807755827904,
0.007720369845628738
] |
1402.5045
|
Lucas Paletta
|
Nicolas Sabouret, Haza\"el Jones, Magalie Ochs, Mathieu Chollet,
Catherine Pelachaud
|
Expressing social attitudes in virtual agents for social training games
| null | null | null |
IDGEI/2014/11
|
cs.HC cs.AI cs.CY
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The use of virtual agents in social coaching has increased rapidly in the
last decade. In order to train the user in different situations than can occur
in real life, the virtual agent should be able to express different social
attitudes. In this paper, we propose a model of social attitudes that enables a
virtual agent to reason on the appropriate social attitude to express during
the interaction with a user given the course of the interaction, but also the
emotions, mood and personality of the agent. Moreover, the model enables the
virtual agent to display its social attitude through its non-verbal behaviour.
The proposed model has been developed in the context of job interview
simulation. The methodology used to develop such a model combined a theoretical
and an empirical approach. Indeed, the model is based both on the literature in
Human and Social Sciences on social attitudes but also on the analysis of an
audiovisual corpus of job interviews and on post-hoc interviews with the
recruiters on their expressed attitudes during the job interview.
|
[
{
"created": "Thu, 20 Feb 2014 15:41:26 GMT",
"version": "v1"
}
] |
2014-02-21
|
[
[
"Sabouret",
"Nicolas",
""
],
[
"Jones",
"Hazaël",
""
],
[
"Ochs",
"Magalie",
""
],
[
"Chollet",
"Mathieu",
""
],
[
"Pelachaud",
"Catherine",
""
]
] |
[
-0.048033252358436584,
-0.011093712411820889,
-0.09761770814657211,
-0.027583669871091843,
0.013766778632998466,
0.003273061942309141,
0.08065266162157059,
0.010792848654091358,
-0.0007321946322917938,
-0.11480700224637985,
0.014730342663824558,
-0.04167285934090614,
0.020832087844610214,
-0.014042902737855911,
0.06266754865646362,
-0.08779222518205643,
0.04613986611366272,
-0.02109452523291111,
0.02887681871652603,
0.009196273051202297,
-0.0021496503613889217,
0.0010289896745234728,
-0.022287391126155853,
-0.007850665599107742,
-0.04861027002334595,
-0.04001583904027939,
0.010738161392509937,
-0.04357301443815231,
0.03051750734448433,
0.0661904364824295,
-0.02707917056977749,
0.052604224532842636,
0.04390690475702286,
0.06110161170363426,
-0.06002160906791687,
0.02952973172068596,
-0.10306955128908157,
0.03627600520849228,
-0.08798106014728546,
-0.004893071483820677,
-0.09510669857263565,
-0.04669943079352379,
-0.005680720787495375,
-0.0691881850361824,
0.0011860664235427976,
0.014932755380868912,
-0.033950403332710266,
0.00861694011837244,
0.0005757141043432057,
0.03350265324115753,
-0.17714501917362213,
-0.046200308948755264,
0.07442693412303925,
0.03318119794130325,
-0.00965566374361515,
0.010476989671587944,
0.06955371052026749,
0.03527819737792015,
0.031604476273059845,
0.07505641877651215,
0.01886283978819847,
-0.08736482262611389,
-0.01470233779400587,
0.012603307142853737,
-0.013683605939149857,
0.017025893554091454,
-0.09666038304567337,
0.009470839984714985,
-0.0008107455214485526,
-0.05483701452612877,
-0.07343194633722305,
-0.0018872134387493134,
0.0010430265683680773,
-0.09251801669597626,
-0.0008812446612864733,
-0.029488880187273026,
-0.05360620468854904,
-0.0486193485558033,
0.07505040615797043,
0.10345451533794403,
-0.04971920698881149,
-0.08478017896413803,
0.013869216665625572,
-0.00847623124718666,
-0.0732019916176796,
-0.01210870686918497,
0.001065894146449864,
0.00217256136238575,
-0.025940584018826485,
0.08306912332773209,
-0.008634714409708977,
0.04712482541799545,
0.002267915289849043,
-0.01761436089873314,
0.07662167400121689,
0.0520370714366436,
-0.01844516396522522,
0.017405904829502106,
0.012014026753604412,
0.02169589139521122,
0.007037583738565445,
0.03236158564686775,
-0.0480768047273159,
0.026719780638813972,
-0.01020237896591425,
0.058917004615068436,
-0.023373380303382874,
-0.020969491451978683,
0.014735661447048187,
-0.04539337009191513,
-0.19646534323692322,
-0.014893229119479656,
0.005924315191805363,
-0.07743982970714569,
0.07626393437385559,
0.019272565841674805,
0.03367156162858009,
0.09377717971801758,
-0.04705660417675972,
-0.041772134602069855,
0.09997197985649109,
0.031056074425578117,
0.044221941381692886,
0.022658828645944595,
0.14045602083206177,
-0.025051303207874298,
0.019924592226743698,
-1.8518677391426853e-33,
0.0587463416159153,
0.05040314793586731,
0.05720840394496918,
0.07924355566501617,
0.032702986150979996,
-0.014638039283454418,
0.010784141719341278,
-0.006429407279938459,
0.016602274030447006,
-0.03382672742009163,
0.03987795487046242,
0.03717869892716408,
0.016072500497102737,
0.08418554067611694,
-0.04167047515511513,
0.014184693805873394,
-0.0847683995962143,
0.04454360902309418,
-0.015607147477567196,
0.0009366198210045695,
0.0009242621599696577,
0.013056021183729172,
0.009458993561565876,
0.0764298066496849,
-0.01668011024594307,
0.03734859451651573,
0.0628628134727478,
-0.07350841164588928,
0.012574178166687489,
0.01090580690652132,
-0.03973694145679474,
0.0077696931548416615,
-0.0621911846101284,
-0.08701085299253464,
0.02450052835047245,
0.028727389872074127,
-0.05355387181043625,
-0.013198240660130978,
0.046956609934568405,
0.016823945567011833,
-0.0032899954821914434,
0.01263312716037035,
0.06364563852548599,
-0.030899902805685997,
-0.04945114254951477,
0.034564048051834106,
0.03626476973295212,
-0.019275054335594177,
0.01353106927126646,
0.1006820872426033,
-0.01649516448378563,
0.024659104645252228,
0.06269192695617676,
0.04277842491865158,
-0.0038635910023003817,
0.02837803028523922,
0.10413364320993423,
0.081786148250103,
-0.06282518059015274,
-0.059037063270807266,
0.005141151137650013,
-0.028200984001159668,
0.058073315769433975,
-0.0016004183562472463,
0.017882216721773148,
-0.03961228206753731,
0.006589438300579786,
0.00010008982644649222,
0.06796451658010483,
-0.011155596002936363,
-0.014668697491288185,
0.11640915274620056,
-0.07397163659334183,
-0.040951307862997055,
-0.08499231934547424,
0.0063256979919970036,
-0.029798369854688644,
-0.01379733718931675,
0.04053794592618942,
0.007368199992924929,
-0.000457971531432122,
-0.007061439100652933,
-0.017311397939920425,
-0.11898837238550186,
0.04529615864157677,
-0.03115493431687355,
-0.051787376403808594,
-0.08154740929603577,
0.10634490102529526,
0.07665422558784485,
-0.05661233887076378,
0.019211912527680397,
-0.034645579755306244,
0.06642240285873413,
-0.01812804862856865,
-4.477728896995759e-34,
-0.03779831901192665,
-0.009271790273487568,
-0.08600772172212601,
0.0564650259912014,
0.021957332268357277,
0.03606061264872551,
0.06350182741880417,
0.05836011469364166,
0.026389099657535553,
0.030340762808918953,
-0.025608109310269356,
0.01248238142579794,
0.02770833484828472,
0.016833534464240074,
-0.042271681129932404,
-0.006018476560711861,
0.002838562009856105,
-0.034517575055360794,
-0.0444173626601696,
-0.035542625933885574,
-0.006777836941182613,
0.033249106258153915,
0.015672359615564346,
0.0027025535237044096,
0.03422054275870323,
-0.0616300068795681,
0.0204259492456913,
-0.01874643936753273,
0.03521403297781944,
-0.007496883161365986,
0.059003621339797974,
-0.011386113241314888,
-0.01506503950804472,
-0.023490240797400475,
0.08136779814958572,
-0.0006787117454223335,
0.016717862337827682,
-0.0009610924171283841,
0.009352772496640682,
0.04244869202375412,
0.04669754207134247,
-0.028303558006882668,
-0.061527252197265625,
-0.09653214365243912,
-0.08590163290500641,
-0.025550609454512596,
-0.01723097451031208,
-0.043075110763311386,
-0.03015967458486557,
0.004360029473900795,
0.010387052781879902,
0.02867872454226017,
0.017287002876400948,
0.01903836615383625,
-0.06516093760728836,
-0.14264756441116333,
-0.049202125519514084,
0.021778402850031853,
-0.03650951012969017,
-0.061662837862968445,
0.000697373237926513,
-0.005156191065907478,
0.057721663266420364,
-0.06649963557720184,
-0.03094237484037876,
-0.042869068682193756,
-0.04877566918730736,
0.06655920296907425,
-0.032948218286037445,
0.017824655398726463,
0.09460005909204483,
0.026370473206043243,
0.01562505215406418,
0.09041355550289154,
-0.007623251061886549,
-0.03403585031628609,
-0.00687218876555562,
-0.03965068608522415,
-0.00477629154920578,
-0.05085106939077377,
-0.06400472670793533,
0.02798338793218136,
0.0462920218706131,
-0.0009332188055850565,
-0.011735238134860992,
0.10795461386442184,
-0.000738312432076782,
0.12754683196544647,
-0.059094592928886414,
-0.0181420911103487,
0.00833518523722887,
0.032595597207546234,
-0.017471997067332268,
0.0680006816983223,
-0.05410154536366463,
-4.420009602768005e-8,
-0.040903810411691666,
-0.06103506684303284,
0.08247824013233185,
-0.00531925680115819,
-0.018206503242254257,
-0.01389349065721035,
0.020007682964205742,
-0.06247177720069885,
-0.05927165225148201,
0.026476038619875908,
-0.014282012358307838,
-0.007273458875715733,
0.009615518152713776,
0.04251312091946602,
0.060458503663539886,
0.02166632190346718,
-0.004887507297098637,
-0.024036955088377,
0.010272610001266003,
-0.09938619285821915,
0.1313593089580536,
0.051533207297325134,
-0.0685695931315422,
0.05409323796629906,
0.019799843430519104,
0.0405159592628479,
-0.02052246779203415,
-0.020563403144478798,
-0.0545419342815876,
0.01897045038640499,
0.015936266630887985,
0.010071584954857826,
-0.05074623227119446,
-0.1036388948559761,
0.001377561129629612,
0.055641185492277145,
-0.04298996925354004,
-0.1366114467382431,
0.039422065019607544,
-0.0314314141869545,
-0.03485057130455971,
0.07289484143257141,
0.03154134750366211,
-0.0006553731509484351,
0.08943534642457962,
0.051206864416599274,
-0.014117472805082798,
-0.11447358876466751,
-0.029548579826951027,
-0.024986062198877335,
-0.10944125801324844,
-0.020098695531487465,
-0.05907996743917465,
0.10743619501590729,
0.02837282605469227,
0.03750167787075043,
0.059624504297971725,
0.033470336347818375,
0.07908377051353455,
0.013253738172352314,
-0.004480456002056599,
0.09515710175037384,
-0.058477263897657394,
0.033934082835912704
] | null | null | null | null | null | null | null |
[
-0.048033252358436584,
-0.011093712411820889,
-0.09761770814657211,
-0.027583669871091843,
0.013766778632998466,
0.003273061942309141,
0.08065266162157059,
0.010792848654091358,
-0.0007321946322917938,
-0.11480700224637985,
0.014730342663824558,
-0.04167285934090614,
0.020832087844610214,
-0.014042902737855911,
0.06266754865646362,
-0.08779222518205643,
0.04613986611366272,
-0.02109452523291111,
0.02887681871652603,
0.009196273051202297,
-0.0021496503613889217,
0.0010289896745234728,
-0.022287391126155853,
-0.007850665599107742,
-0.04861027002334595,
-0.04001583904027939,
0.010738161392509937,
-0.04357301443815231,
0.03051750734448433,
0.0661904364824295,
-0.02707917056977749,
0.052604224532842636,
0.04390690475702286,
0.06110161170363426,
-0.06002160906791687,
0.02952973172068596,
-0.10306955128908157,
0.03627600520849228,
-0.08798106014728546,
-0.004893071483820677,
-0.09510669857263565,
-0.04669943079352379,
-0.005680720787495375,
-0.0691881850361824,
0.0011860664235427976,
0.014932755380868912,
-0.033950403332710266,
0.00861694011837244,
0.0005757141043432057,
0.03350265324115753,
-0.17714501917362213,
-0.046200308948755264,
0.07442693412303925,
0.03318119794130325,
-0.00965566374361515,
0.010476989671587944,
0.06955371052026749,
0.03527819737792015,
0.031604476273059845,
0.07505641877651215,
0.01886283978819847,
-0.08736482262611389,
-0.01470233779400587,
0.012603307142853737,
-0.013683605939149857,
0.017025893554091454,
-0.09666038304567337,
0.009470839984714985,
-0.0008107455214485526,
-0.05483701452612877,
-0.07343194633722305,
-0.0018872134387493134,
0.0010430265683680773,
-0.09251801669597626,
-0.0008812446612864733,
-0.029488880187273026,
-0.05360620468854904,
-0.0486193485558033,
0.07505040615797043,
0.10345451533794403,
-0.04971920698881149,
-0.08478017896413803,
0.013869216665625572,
-0.00847623124718666,
-0.0732019916176796,
-0.01210870686918497,
0.001065894146449864,
0.00217256136238575,
-0.025940584018826485,
0.08306912332773209,
-0.008634714409708977,
0.04712482541799545,
0.002267915289849043,
-0.01761436089873314,
0.07662167400121689,
0.0520370714366436,
-0.01844516396522522,
0.017405904829502106,
0.012014026753604412,
0.02169589139521122,
0.007037583738565445,
0.03236158564686775,
-0.0480768047273159,
0.026719780638813972,
-0.01020237896591425,
0.058917004615068436,
-0.023373380303382874,
-0.020969491451978683,
0.014735661447048187,
-0.04539337009191513,
-0.19646534323692322,
-0.014893229119479656,
0.005924315191805363,
-0.07743982970714569,
0.07626393437385559,
0.019272565841674805,
0.03367156162858009,
0.09377717971801758,
-0.04705660417675972,
-0.041772134602069855,
0.09997197985649109,
0.031056074425578117,
0.044221941381692886,
0.022658828645944595,
0.14045602083206177,
-0.025051303207874298,
0.019924592226743698,
-1.8518677391426853e-33,
0.0587463416159153,
0.05040314793586731,
0.05720840394496918,
0.07924355566501617,
0.032702986150979996,
-0.014638039283454418,
0.010784141719341278,
-0.006429407279938459,
0.016602274030447006,
-0.03382672742009163,
0.03987795487046242,
0.03717869892716408,
0.016072500497102737,
0.08418554067611694,
-0.04167047515511513,
0.014184693805873394,
-0.0847683995962143,
0.04454360902309418,
-0.015607147477567196,
0.0009366198210045695,
0.0009242621599696577,
0.013056021183729172,
0.009458993561565876,
0.0764298066496849,
-0.01668011024594307,
0.03734859451651573,
0.0628628134727478,
-0.07350841164588928,
0.012574178166687489,
0.01090580690652132,
-0.03973694145679474,
0.0077696931548416615,
-0.0621911846101284,
-0.08701085299253464,
0.02450052835047245,
0.028727389872074127,
-0.05355387181043625,
-0.013198240660130978,
0.046956609934568405,
0.016823945567011833,
-0.0032899954821914434,
0.01263312716037035,
0.06364563852548599,
-0.030899902805685997,
-0.04945114254951477,
0.034564048051834106,
0.03626476973295212,
-0.019275054335594177,
0.01353106927126646,
0.1006820872426033,
-0.01649516448378563,
0.024659104645252228,
0.06269192695617676,
0.04277842491865158,
-0.0038635910023003817,
0.02837803028523922,
0.10413364320993423,
0.081786148250103,
-0.06282518059015274,
-0.059037063270807266,
0.005141151137650013,
-0.028200984001159668,
0.058073315769433975,
-0.0016004183562472463,
0.017882216721773148,
-0.03961228206753731,
0.006589438300579786,
0.00010008982644649222,
0.06796451658010483,
-0.011155596002936363,
-0.014668697491288185,
0.11640915274620056,
-0.07397163659334183,
-0.040951307862997055,
-0.08499231934547424,
0.0063256979919970036,
-0.029798369854688644,
-0.01379733718931675,
0.04053794592618942,
0.007368199992924929,
-0.000457971531432122,
-0.007061439100652933,
-0.017311397939920425,
-0.11898837238550186,
0.04529615864157677,
-0.03115493431687355,
-0.051787376403808594,
-0.08154740929603577,
0.10634490102529526,
0.07665422558784485,
-0.05661233887076378,
0.019211912527680397,
-0.034645579755306244,
0.06642240285873413,
-0.01812804862856865,
-4.477728896995759e-34,
-0.03779831901192665,
-0.009271790273487568,
-0.08600772172212601,
0.0564650259912014,
0.021957332268357277,
0.03606061264872551,
0.06350182741880417,
0.05836011469364166,
0.026389099657535553,
0.030340762808918953,
-0.025608109310269356,
0.01248238142579794,
0.02770833484828472,
0.016833534464240074,
-0.042271681129932404,
-0.006018476560711861,
0.002838562009856105,
-0.034517575055360794,
-0.0444173626601696,
-0.035542625933885574,
-0.006777836941182613,
0.033249106258153915,
0.015672359615564346,
0.0027025535237044096,
0.03422054275870323,
-0.0616300068795681,
0.0204259492456913,
-0.01874643936753273,
0.03521403297781944,
-0.007496883161365986,
0.059003621339797974,
-0.011386113241314888,
-0.01506503950804472,
-0.023490240797400475,
0.08136779814958572,
-0.0006787117454223335,
0.016717862337827682,
-0.0009610924171283841,
0.009352772496640682,
0.04244869202375412,
0.04669754207134247,
-0.028303558006882668,
-0.061527252197265625,
-0.09653214365243912,
-0.08590163290500641,
-0.025550609454512596,
-0.01723097451031208,
-0.043075110763311386,
-0.03015967458486557,
0.004360029473900795,
0.010387052781879902,
0.02867872454226017,
0.017287002876400948,
0.01903836615383625,
-0.06516093760728836,
-0.14264756441116333,
-0.049202125519514084,
0.021778402850031853,
-0.03650951012969017,
-0.061662837862968445,
0.000697373237926513,
-0.005156191065907478,
0.057721663266420364,
-0.06649963557720184,
-0.03094237484037876,
-0.042869068682193756,
-0.04877566918730736,
0.06655920296907425,
-0.032948218286037445,
0.017824655398726463,
0.09460005909204483,
0.026370473206043243,
0.01562505215406418,
0.09041355550289154,
-0.007623251061886549,
-0.03403585031628609,
-0.00687218876555562,
-0.03965068608522415,
-0.00477629154920578,
-0.05085106939077377,
-0.06400472670793533,
0.02798338793218136,
0.0462920218706131,
-0.0009332188055850565,
-0.011735238134860992,
0.10795461386442184,
-0.000738312432076782,
0.12754683196544647,
-0.059094592928886414,
-0.0181420911103487,
0.00833518523722887,
0.032595597207546234,
-0.017471997067332268,
0.0680006816983223,
-0.05410154536366463,
-4.420009602768005e-8,
-0.040903810411691666,
-0.06103506684303284,
0.08247824013233185,
-0.00531925680115819,
-0.018206503242254257,
-0.01389349065721035,
0.020007682964205742,
-0.06247177720069885,
-0.05927165225148201,
0.026476038619875908,
-0.014282012358307838,
-0.007273458875715733,
0.009615518152713776,
0.04251312091946602,
0.060458503663539886,
0.02166632190346718,
-0.004887507297098637,
-0.024036955088377,
0.010272610001266003,
-0.09938619285821915,
0.1313593089580536,
0.051533207297325134,
-0.0685695931315422,
0.05409323796629906,
0.019799843430519104,
0.0405159592628479,
-0.02052246779203415,
-0.020563403144478798,
-0.0545419342815876,
0.01897045038640499,
0.015936266630887985,
0.010071584954857826,
-0.05074623227119446,
-0.1036388948559761,
0.001377561129629612,
0.055641185492277145,
-0.04298996925354004,
-0.1366114467382431,
0.039422065019607544,
-0.0314314141869545,
-0.03485057130455971,
0.07289484143257141,
0.03154134750366211,
-0.0006553731509484351,
0.08943534642457962,
0.051206864416599274,
-0.014117472805082798,
-0.11447358876466751,
-0.029548579826951027,
-0.024986062198877335,
-0.10944125801324844,
-0.020098695531487465,
-0.05907996743917465,
0.10743619501590729,
0.02837282605469227,
0.03750167787075043,
0.059624504297971725,
0.033470336347818375,
0.07908377051353455,
0.013253738172352314,
-0.004480456002056599,
0.09515710175037384,
-0.058477263897657394,
0.033934082835912704
] |
1402.5047
|
Lucas Paletta
|
Stefano Piana, Alessandra Staglian\`o, Francesca Odone, Alessandro
Verri, Antonio Camurri
|
Real-time Automatic Emotion Recognition from Body Gestures
| null | null | null |
IDGEI/2014/02
|
cs.HC cs.CV
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Although psychological research indicates that bodily expressions convey
important affective information, to date research in emotion recognition
focused mainly on facial expression or voice analysis. In this paper we propose
an approach to realtime automatic emotion recognition from body movements. A
set of postural, kinematic, and geometrical features are extracted from
sequences 3D skeletons and fed to a multi-class SVM classifier. The proposed
method has been assessed on data acquired through two different systems: a
professionalgrade optical motion capture system, and Microsoft Kinect. The
system has been assessed on a "six emotions" recognition problem, and using a
leave-one-subject-out cross validation strategy, reached an overall recognition
rate of 61.3% which is very close to the recognition rate of 61.9% obtained by
human observers. To provide further testing of the system, two games were
developed, where one or two users have to interact to understand and express
emotions with their body.
|
[
{
"created": "Thu, 20 Feb 2014 15:42:32 GMT",
"version": "v1"
}
] |
2014-02-21
|
[
[
"Piana",
"Stefano",
""
],
[
"Staglianò",
"Alessandra",
""
],
[
"Odone",
"Francesca",
""
],
[
"Verri",
"Alessandro",
""
],
[
"Camurri",
"Antonio",
""
]
] |
[
-0.04522218182682991,
-0.02131453901529312,
-0.02259497158229351,
-0.08515393733978271,
0.0857674777507782,
0.027921143919229507,
0.0058226496912539005,
-0.011493519879877567,
-0.002094899071380496,
-0.011229258030653,
-0.06024652719497681,
-0.08799134939908981,
-0.005205660127103329,
0.006664499640464783,
0.02253231406211853,
-0.008347347378730774,
0.021836459636688232,
0.05118555203080177,
0.007060091011226177,
0.08911830186843872,
0.030585231259465218,
-0.0025747683830559254,
-0.039745185524225235,
0.011929974891245365,
-0.005639625247567892,
-0.0007086623227223754,
0.03599648177623749,
-0.013278139755129814,
-0.012146227061748505,
0.019201258197426796,
0.044399745762348175,
-0.026270750910043716,
0.09083323180675507,
0.028347287327051163,
-0.08447124063968658,
-0.0032278569415211678,
0.017200715839862823,
0.004780296701937914,
-0.1428804248571396,
-0.015331078320741653,
-0.1042695865035057,
-0.02182478830218315,
0.010109363123774529,
0.01034494861960411,
0.0895407646894455,
0.12489014863967896,
-0.0450005866587162,
-0.04022014141082764,
0.050524380058050156,
-0.03565100580453873,
-0.08204980194568634,
-0.05007856339216232,
0.00296781281940639,
0.023798733949661255,
-0.08920148015022278,
-0.023655928671360016,
0.06686481088399887,
-0.04073721915483475,
0.022672947496175766,
0.002351653529331088,
0.039812520146369934,
-0.0174904465675354,
0.01966933161020279,
-0.005890403408557177,
-0.032584644854068756,
-0.0007620842661708593,
0.03318540379405022,
-0.07785316556692123,
0.0022317178081721067,
-0.008418301120400429,
-0.11154449731111526,
-0.03669499605894089,
0.02671969123184681,
-0.0418371856212616,
-0.057326462119817734,
0.023872926831245422,
0.0353957898914814,
-0.03647024184465408,
0.032309144735336304,
0.004846982657909393,
-0.0248755794018507,
-0.030571747571229935,
0.015665894374251366,
-0.04694141820073128,
0.004226504359394312,
0.01835360936820507,
-0.10757673531770706,
0.03771783784031868,
-0.09416242688894272,
0.0774572566151619,
-0.014163894578814507,
-0.05329394340515137,
0.11298149079084396,
-0.10893300920724869,
0.0045141251757740974,
-0.006607438437640667,
-0.06130245700478554,
0.02974087744951248,
0.05896761640906334,
0.0081084119156003,
-0.09801644086837769,
0.035504747182130814,
-0.022007254883646965,
0.06889119744300842,
0.024567509070038795,
0.009594612754881382,
0.011413231492042542,
-0.03468315675854683,
0.0808427557349205,
-0.004563597496598959,
-0.10725968331098557,
-0.08441991358995438,
-0.09626905620098114,
0.008067538030445576,
0.07767914235591888,
0.030879605561494827,
-0.020770587027072906,
0.024889405816793442,
0.05746001377701759,
0.013112668879330158,
0.00884432252496481,
0.05980003625154495,
0.06826500594615936,
0.0009552495321258903,
0.10924060642719269,
-0.024848613888025284,
-0.04201919585466385,
1.7719973061081265e-33,
-0.01250848826020956,
0.001069100690074265,
0.057391390204429626,
0.029528088867664337,
-0.09191209822893143,
-0.09287822246551514,
0.015575559809803963,
-0.09747955948114395,
0.024418743327260017,
0.07924474030733109,
-0.053226668387651443,
0.03843316063284874,
0.03676660358905792,
0.08389104157686234,
0.006054284051060677,
0.012921852990984917,
-0.048910681158304214,
-0.04137563705444336,
0.005801103077828884,
0.0079345079138875,
0.016289781779050827,
-0.0707610547542572,
0.06839452683925629,
0.036187730729579926,
-0.03620321303606033,
0.051787760108709335,
0.02624659612774849,
-0.005742356646806002,
0.04357845336198807,
-0.05489562451839447,
-0.05174793675541878,
-0.03422332555055618,
-0.0046594529412686825,
-0.09660227596759796,
0.11548259854316711,
0.018317831680178642,
-0.005995091516524553,
0.04454140365123749,
0.033594004809856415,
0.016273748129606247,
-0.03429441154003143,
-0.013092041946947575,
0.004230834543704987,
-0.03092549555003643,
-0.058982521295547485,
0.05218331515789032,
0.031912706792354584,
0.027110589668154716,
-0.054863136261701584,
0.05194069817662239,
0.031814802438020706,
0.0478689931333065,
0.004401520825922489,
0.0004688160843215883,
-0.04839959740638733,
0.013065778650343418,
0.015138911083340645,
0.0059853969141840935,
-0.010484781116247177,
-0.03275962546467781,
-0.0276251882314682,
0.005612736102193594,
0.06844604760408401,
-0.05886070802807808,
0.019071586430072784,
-0.003600853029638529,
0.07083017379045486,
0.049487099051475525,
0.006847502198070288,
0.01803310588002205,
-0.00827271118760109,
0.018254589289426804,
0.04065323993563652,
-0.07974743098020554,
0.05885251984000206,
-0.034316327422857285,
0.011991582810878754,
-0.01953929476439953,
-0.05944817513227463,
-0.005412496626377106,
-0.036943286657333374,
-0.04174305498600006,
0.04255020618438721,
-0.030943820253014565,
0.06672430038452148,
-0.03641427308320999,
0.0069869873113930225,
-0.10625889897346497,
-0.06576098501682281,
0.07214996218681335,
-0.0639958307147026,
-0.012883602641522884,
-0.040581945329904556,
0.0824471116065979,
-0.004242162220180035,
-2.3526426589303804e-33,
0.049012698233127594,
-0.010810146108269691,
-0.07195647805929184,
0.080101877450943,
-0.011983289383351803,
0.010642857290804386,
0.024272514507174492,
0.047205857932567596,
-0.014823690056800842,
0.06709307432174683,
0.08137806504964828,
0.0015316836070269346,
0.049578070640563965,
0.019693035632371902,
0.0031404795590788126,
0.030957181006669998,
-0.023461664095520973,
0.012378416955471039,
-0.01628461852669716,
0.03055490180850029,
-0.02217809297144413,
0.09423517435789108,
0.01818854920566082,
-0.06152079999446869,
-0.098659448325634,
0.0012380153639242053,
0.03905096277594566,
-0.02142518199980259,
-0.041433852165937424,
-0.011668089777231216,
-0.04172566533088684,
0.009239456616342068,
-0.007573306560516357,
0.0470217689871788,
-0.005028056912124157,
-0.04077906906604767,
-0.04369804635643959,
-0.021333320066332817,
-0.0021487416233867407,
0.1085980162024498,
0.12166839092969894,
0.048975683748722076,
-0.11448659002780914,
-0.0011723892530426383,
-0.04867461323738098,
0.0037374556995928288,
-0.06943373382091522,
0.0643572211265564,
-0.020239153876900673,
0.02457091212272644,
-0.0004386967630125582,
0.05414990335702896,
0.0014338146429508924,
-0.012762652710080147,
0.033287275582551956,
-0.050088878720998764,
-0.030284607782959938,
-0.022456243634223938,
-0.005920181516557932,
0.02470637485384941,
-0.010731304995715618,
0.045221827924251556,
-0.08365827798843384,
0.0494857020676136,
0.08315304666757584,
0.10094596445560455,
0.001193059841170907,
0.007808839436620474,
-0.121753990650177,
0.03712517023086548,
0.019893664866685867,
0.05826430395245552,
0.020257892087101936,
0.019565556198358536,
-0.008493741042912006,
-0.016844674944877625,
-0.035599853843450546,
0.046335138380527496,
-0.0007303302409127355,
-0.053244031965732574,
-0.030501103028655052,
-0.07418904453516006,
0.07714277505874634,
0.11716960370540619,
-0.019715571776032448,
0.08342882245779037,
0.020893357694149017,
0.00609917938709259,
-0.0423678494989872,
-0.05921695753931999,
-0.01375642605125904,
0.18423135578632355,
0.08408662676811218,
0.03831428661942482,
0.02860056795179844,
-4.617391624606171e-8,
-0.08749713748693466,
0.007236032746732235,
0.06646674871444702,
-0.07399097084999084,
-0.04773155227303505,
0.04173799231648445,
0.005649667698889971,
0.022588644176721573,
-0.08420015126466751,
0.005817515309900045,
0.060225989669561386,
-0.03451577574014664,
0.019284792244434357,
0.0301224235445261,
-0.009734772145748138,
-0.045490019023418427,
0.016483014449477196,
0.05184179171919823,
-0.008261116221547127,
0.00012076218263246119,
0.059772513806819916,
-0.02606116607785225,
0.027559850364923477,
-0.03601649031043053,
0.015727169811725616,
-0.011710263788700104,
-0.043700627982616425,
-0.006276986561715603,
-0.06735900044441223,
-0.008252357132732868,
0.053086329251527786,
0.06270454823970795,
-0.010065573267638683,
-0.07272468507289886,
0.0935278832912445,
-0.0003528113302309066,
0.018587686121463776,
-0.06410707533359528,
-0.025326676666736603,
0.05753349885344505,
-0.06528203934431076,
0.09351625293493271,
-0.09318720549345016,
-0.02007465809583664,
0.03521384298801422,
0.040998756885528564,
0.04514357075095177,
-0.16801099479198456,
0.020782167091965675,
0.036188092082738876,
0.00382253248244524,
-0.005169481039047241,
0.005292944610118866,
0.11778241395950317,
0.09886637330055237,
0.012799618765711784,
-0.003052943618968129,
0.017014658078551292,
0.0343027338385582,
0.057195425033569336,
0.0166868157684803,
-0.04367107152938843,
-0.07042645663022995,
-0.011334598995745182
] | null | null | null | null | null | null | null |
[
-0.04522218182682991,
-0.02131453901529312,
-0.02259497158229351,
-0.08515393733978271,
0.0857674777507782,
0.027921143919229507,
0.0058226496912539005,
-0.011493519879877567,
-0.002094899071380496,
-0.011229258030653,
-0.06024652719497681,
-0.08799134939908981,
-0.005205660127103329,
0.006664499640464783,
0.02253231406211853,
-0.008347347378730774,
0.021836459636688232,
0.05118555203080177,
0.007060091011226177,
0.08911830186843872,
0.030585231259465218,
-0.0025747683830559254,
-0.039745185524225235,
0.011929974891245365,
-0.005639625247567892,
-0.0007086623227223754,
0.03599648177623749,
-0.013278139755129814,
-0.012146227061748505,
0.019201258197426796,
0.044399745762348175,
-0.026270750910043716,
0.09083323180675507,
0.028347287327051163,
-0.08447124063968658,
-0.0032278569415211678,
0.017200715839862823,
0.004780296701937914,
-0.1428804248571396,
-0.015331078320741653,
-0.1042695865035057,
-0.02182478830218315,
0.010109363123774529,
0.01034494861960411,
0.0895407646894455,
0.12489014863967896,
-0.0450005866587162,
-0.04022014141082764,
0.050524380058050156,
-0.03565100580453873,
-0.08204980194568634,
-0.05007856339216232,
0.00296781281940639,
0.023798733949661255,
-0.08920148015022278,
-0.023655928671360016,
0.06686481088399887,
-0.04073721915483475,
0.022672947496175766,
0.002351653529331088,
0.039812520146369934,
-0.0174904465675354,
0.01966933161020279,
-0.005890403408557177,
-0.032584644854068756,
-0.0007620842661708593,
0.03318540379405022,
-0.07785316556692123,
0.0022317178081721067,
-0.008418301120400429,
-0.11154449731111526,
-0.03669499605894089,
0.02671969123184681,
-0.0418371856212616,
-0.057326462119817734,
0.023872926831245422,
0.0353957898914814,
-0.03647024184465408,
0.032309144735336304,
0.004846982657909393,
-0.0248755794018507,
-0.030571747571229935,
0.015665894374251366,
-0.04694141820073128,
0.004226504359394312,
0.01835360936820507,
-0.10757673531770706,
0.03771783784031868,
-0.09416242688894272,
0.0774572566151619,
-0.014163894578814507,
-0.05329394340515137,
0.11298149079084396,
-0.10893300920724869,
0.0045141251757740974,
-0.006607438437640667,
-0.06130245700478554,
0.02974087744951248,
0.05896761640906334,
0.0081084119156003,
-0.09801644086837769,
0.035504747182130814,
-0.022007254883646965,
0.06889119744300842,
0.024567509070038795,
0.009594612754881382,
0.011413231492042542,
-0.03468315675854683,
0.0808427557349205,
-0.004563597496598959,
-0.10725968331098557,
-0.08441991358995438,
-0.09626905620098114,
0.008067538030445576,
0.07767914235591888,
0.030879605561494827,
-0.020770587027072906,
0.024889405816793442,
0.05746001377701759,
0.013112668879330158,
0.00884432252496481,
0.05980003625154495,
0.06826500594615936,
0.0009552495321258903,
0.10924060642719269,
-0.024848613888025284,
-0.04201919585466385,
1.7719973061081265e-33,
-0.01250848826020956,
0.001069100690074265,
0.057391390204429626,
0.029528088867664337,
-0.09191209822893143,
-0.09287822246551514,
0.015575559809803963,
-0.09747955948114395,
0.024418743327260017,
0.07924474030733109,
-0.053226668387651443,
0.03843316063284874,
0.03676660358905792,
0.08389104157686234,
0.006054284051060677,
0.012921852990984917,
-0.048910681158304214,
-0.04137563705444336,
0.005801103077828884,
0.0079345079138875,
0.016289781779050827,
-0.0707610547542572,
0.06839452683925629,
0.036187730729579926,
-0.03620321303606033,
0.051787760108709335,
0.02624659612774849,
-0.005742356646806002,
0.04357845336198807,
-0.05489562451839447,
-0.05174793675541878,
-0.03422332555055618,
-0.0046594529412686825,
-0.09660227596759796,
0.11548259854316711,
0.018317831680178642,
-0.005995091516524553,
0.04454140365123749,
0.033594004809856415,
0.016273748129606247,
-0.03429441154003143,
-0.013092041946947575,
0.004230834543704987,
-0.03092549555003643,
-0.058982521295547485,
0.05218331515789032,
0.031912706792354584,
0.027110589668154716,
-0.054863136261701584,
0.05194069817662239,
0.031814802438020706,
0.0478689931333065,
0.004401520825922489,
0.0004688160843215883,
-0.04839959740638733,
0.013065778650343418,
0.015138911083340645,
0.0059853969141840935,
-0.010484781116247177,
-0.03275962546467781,
-0.0276251882314682,
0.005612736102193594,
0.06844604760408401,
-0.05886070802807808,
0.019071586430072784,
-0.003600853029638529,
0.07083017379045486,
0.049487099051475525,
0.006847502198070288,
0.01803310588002205,
-0.00827271118760109,
0.018254589289426804,
0.04065323993563652,
-0.07974743098020554,
0.05885251984000206,
-0.034316327422857285,
0.011991582810878754,
-0.01953929476439953,
-0.05944817513227463,
-0.005412496626377106,
-0.036943286657333374,
-0.04174305498600006,
0.04255020618438721,
-0.030943820253014565,
0.06672430038452148,
-0.03641427308320999,
0.0069869873113930225,
-0.10625889897346497,
-0.06576098501682281,
0.07214996218681335,
-0.0639958307147026,
-0.012883602641522884,
-0.040581945329904556,
0.0824471116065979,
-0.004242162220180035,
-2.3526426589303804e-33,
0.049012698233127594,
-0.010810146108269691,
-0.07195647805929184,
0.080101877450943,
-0.011983289383351803,
0.010642857290804386,
0.024272514507174492,
0.047205857932567596,
-0.014823690056800842,
0.06709307432174683,
0.08137806504964828,
0.0015316836070269346,
0.049578070640563965,
0.019693035632371902,
0.0031404795590788126,
0.030957181006669998,
-0.023461664095520973,
0.012378416955471039,
-0.01628461852669716,
0.03055490180850029,
-0.02217809297144413,
0.09423517435789108,
0.01818854920566082,
-0.06152079999446869,
-0.098659448325634,
0.0012380153639242053,
0.03905096277594566,
-0.02142518199980259,
-0.041433852165937424,
-0.011668089777231216,
-0.04172566533088684,
0.009239456616342068,
-0.007573306560516357,
0.0470217689871788,
-0.005028056912124157,
-0.04077906906604767,
-0.04369804635643959,
-0.021333320066332817,
-0.0021487416233867407,
0.1085980162024498,
0.12166839092969894,
0.048975683748722076,
-0.11448659002780914,
-0.0011723892530426383,
-0.04867461323738098,
0.0037374556995928288,
-0.06943373382091522,
0.0643572211265564,
-0.020239153876900673,
0.02457091212272644,
-0.0004386967630125582,
0.05414990335702896,
0.0014338146429508924,
-0.012762652710080147,
0.033287275582551956,
-0.050088878720998764,
-0.030284607782959938,
-0.022456243634223938,
-0.005920181516557932,
0.02470637485384941,
-0.010731304995715618,
0.045221827924251556,
-0.08365827798843384,
0.0494857020676136,
0.08315304666757584,
0.10094596445560455,
0.001193059841170907,
0.007808839436620474,
-0.121753990650177,
0.03712517023086548,
0.019893664866685867,
0.05826430395245552,
0.020257892087101936,
0.019565556198358536,
-0.008493741042912006,
-0.016844674944877625,
-0.035599853843450546,
0.046335138380527496,
-0.0007303302409127355,
-0.053244031965732574,
-0.030501103028655052,
-0.07418904453516006,
0.07714277505874634,
0.11716960370540619,
-0.019715571776032448,
0.08342882245779037,
0.020893357694149017,
0.00609917938709259,
-0.0423678494989872,
-0.05921695753931999,
-0.01375642605125904,
0.18423135578632355,
0.08408662676811218,
0.03831428661942482,
0.02860056795179844,
-4.617391624606171e-8,
-0.08749713748693466,
0.007236032746732235,
0.06646674871444702,
-0.07399097084999084,
-0.04773155227303505,
0.04173799231648445,
0.005649667698889971,
0.022588644176721573,
-0.08420015126466751,
0.005817515309900045,
0.060225989669561386,
-0.03451577574014664,
0.019284792244434357,
0.0301224235445261,
-0.009734772145748138,
-0.045490019023418427,
0.016483014449477196,
0.05184179171919823,
-0.008261116221547127,
0.00012076218263246119,
0.059772513806819916,
-0.02606116607785225,
0.027559850364923477,
-0.03601649031043053,
0.015727169811725616,
-0.011710263788700104,
-0.043700627982616425,
-0.006276986561715603,
-0.06735900044441223,
-0.008252357132732868,
0.053086329251527786,
0.06270454823970795,
-0.010065573267638683,
-0.07272468507289886,
0.0935278832912445,
-0.0003528113302309066,
0.018587686121463776,
-0.06410707533359528,
-0.025326676666736603,
0.05753349885344505,
-0.06528203934431076,
0.09351625293493271,
-0.09318720549345016,
-0.02007465809583664,
0.03521384298801422,
0.040998756885528564,
0.04514357075095177,
-0.16801099479198456,
0.020782167091965675,
0.036188092082738876,
0.00382253248244524,
-0.005169481039047241,
0.005292944610118866,
0.11778241395950317,
0.09886637330055237,
0.012799618765711784,
-0.003052943618968129,
0.017014658078551292,
0.0343027338385582,
0.057195425033569336,
0.0166868157684803,
-0.04367107152938843,
-0.07042645663022995,
-0.011334598995745182
] |
1402.5051
|
Eran Iceland
|
Eran Iceland and Alex Samorodnitsky
|
On Coset Leader Graphs of LDPC Codes
| null | null | null | null |
cs.IT cs.DM math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Our main technical result is that, in the coset leader graph of a linear
binary code of block length n, the metric balls spanned by constant-weight
vectors grow exponentially slower than those in $\{0,1\}^n$.
Following the approach of Friedman and Tillich (2006), we use this fact to
improve on the first linear programming bound on the rate of LDPC codes, as the
function of their minimal distance. This improvement, combined with the
techniques of Ben-Haim and Lytsin (2006), improves the rate vs distance bounds
for LDPC codes in a significant sub-range of relative distances.
|
[
{
"created": "Thu, 20 Feb 2014 15:49:49 GMT",
"version": "v1"
},
{
"created": "Tue, 16 Dec 2014 19:04:49 GMT",
"version": "v2"
}
] |
2014-12-17
|
[
[
"Iceland",
"Eran",
""
],
[
"Samorodnitsky",
"Alex",
""
]
] |
[
-0.016330990940332413,
-0.016179243102669716,
-0.06528282910585403,
-0.09676739573478699,
0.03540387377142906,
0.01651538908481598,
-0.04116269573569298,
0.007124428637325764,
-0.009984954260289669,
-0.010951592586934566,
0.042447127401828766,
0.06153304874897003,
-0.027493644505739212,
-0.02554950676858425,
-0.030771393328905106,
0.017458602786064148,
0.08858968317508698,
-0.0028961056377738714,
-0.01968260295689106,
0.00627300888299942,
-0.03871027007699013,
-0.05642176419496536,
0.008197351358830929,
0.05080287158489227,
0.03194074705243111,
-0.06320013105869293,
0.021933330222964287,
0.0024332385510206223,
0.046288106590509415,
0.024908989667892456,
0.01747804507613182,
-0.02860649861395359,
0.12471407651901245,
0.09185624867677689,
-0.01377088762819767,
0.09029766172170639,
0.03659694641828537,
-0.02326057106256485,
-0.029196759685873985,
0.0497598759829998,
-0.02833734080195427,
0.0960635170340538,
0.057888615876436234,
0.09115254133939743,
0.006123785860836506,
0.049177490174770355,
-0.05417344346642494,
0.04232044517993927,
-0.07857285439968109,
-0.13694190979003906,
-0.018204905092716217,
0.043110184371471405,
0.009782529436051846,
0.027208412066102028,
0.025232579559087753,
-0.11639469861984253,
-0.005495815072208643,
-0.06495638936758041,
0.05644668638706207,
0.010010745376348495,
-0.01717376336455345,
-0.048964787274599075,
0.0135185606777668,
-0.0574270635843277,
0.04057976230978966,
-0.004516412038356066,
0.04438161104917526,
0.038684483617544174,
-0.04242146015167236,
0.0786609947681427,
-0.03005119599401951,
-0.02255171909928322,
-0.12265382707118988,
0.09819963574409485,
0.023892663419246674,
0.02907337248325348,
0.013960097916424274,
0.010513019748032093,
0.03161516413092613,
-0.11033453792333603,
-0.043327875435352325,
0.030848903581500053,
0.021959958598017693,
0.02242118865251541,
0.020138593390583992,
-0.059996552765369415,
0.02183501422405243,
0.02259589545428753,
0.024655545130372047,
0.025697801262140274,
0.011947833001613617,
0.06339271366596222,
0.05271254852414131,
0.06307104229927063,
-0.12210655212402344,
-0.04573660343885422,
0.02498808316886425,
0.001335055218078196,
-0.004095643293112516,
0.05149056389927864,
0.027442198246717453,
0.007841687649488449,
-0.062061771750450134,
0.013188139535486698,
-0.007730493322014809,
0.017077062278985977,
0.04401053115725517,
0.08355572819709778,
0.06561136990785599,
-0.017550714313983917,
0.06227744743227959,
-0.0027944110333919525,
-0.0632154643535614,
0.009244238957762718,
-0.060152072459459305,
-0.05466016009449959,
0.08392088115215302,
0.10058118402957916,
0.01674981787800789,
-0.023356664925813675,
0.027565358206629753,
-0.05753885582089424,
-0.010968002490699291,
-0.08687780797481537,
-0.045661456882953644,
0.019947757944464684,
-0.01285243034362793,
1.6272816455654177e-33,
0.05237714573740959,
0.03322646766901016,
0.017963286489248276,
-0.04348238557577133,
-0.04138666391372681,
0.0029423022642731667,
-0.042989831417798996,
0.023013025522232056,
-0.03009861335158348,
0.008148523978888988,
-0.035005416721105576,
-0.0115219010040164,
0.06317272037267685,
0.010103422217071056,
0.020511426031589508,
-0.030249949544668198,
-0.0034580305218696594,
-0.005263551604002714,
0.053938254714012146,
-0.018465805798768997,
-0.0072831641882658005,
-0.030285609886050224,
0.033151715993881226,
-0.023415325209498405,
0.023478949442505836,
-0.04000461474061012,
-0.06182565912604332,
-0.11978396028280258,
-0.031889237463474274,
0.04112520068883896,
-0.10990305244922638,
0.01609833538532257,
-0.015076231211423874,
0.06613751500844955,
0.012907171621918678,
-0.02913065068423748,
0.00036569734220393,
-0.05595850944519043,
-0.02079419419169426,
-0.1103367954492569,
0.01603812724351883,
0.004577890504151583,
-0.004947449080646038,
-0.13403384387493134,
-0.009793376550078392,
-0.013506365939974785,
0.0018409795593470335,
0.008024263195693493,
-0.06538698822259903,
0.014412377960979939,
0.054772812873125076,
0.03703601658344269,
-0.0545484721660614,
0.06745227426290512,
0.055222343653440475,
-0.03739653527736664,
0.019424309954047203,
-0.03162578493356705,
0.11001893132925034,
0.1324795037508011,
0.034429650753736496,
0.045578669756650925,
0.06441517919301987,
-0.0398554727435112,
0.030894387513399124,
0.011492676101624966,
-0.017106426879763603,
-0.0907292515039444,
0.0786183550953865,
0.027394579723477364,
0.03156258910894394,
0.02682553231716156,
-0.009087849408388138,
0.00774097116664052,
0.01702858880162239,
-0.016698163002729416,
0.06785784661769867,
-0.08492303639650345,
-0.07632511854171753,
0.01359795406460762,
-0.07560703158378601,
-0.042259443551301956,
0.057118941098451614,
-0.06499926000833511,
-0.056898150593042374,
0.0004755545814987272,
0.05577961727976799,
-0.033027902245521545,
-0.08749252557754517,
-0.04340440034866333,
-0.0393327958881855,
-0.07926588505506516,
0.005768908653408289,
-0.027865827083587646,
0.011470736004412174,
-1.1375695051514027e-33,
0.02521354891359806,
-0.004158656112849712,
0.06497284024953842,
-0.009023343212902546,
-0.018519911915063858,
-0.10210061073303223,
-0.001996441977098584,
-0.020129112526774406,
-0.010739775374531746,
0.05558282509446144,
0.03137867525219917,
-0.08645951747894287,
-0.0044684321619570255,
0.013089440762996674,
0.11773356050252914,
0.05368012934923172,
-0.07021842151880264,
0.0394766591489315,
-0.019415492191910744,
0.004813164938241243,
0.08370062708854675,
0.051114603877067566,
-0.02823256328701973,
0.08515933156013489,
0.006300707347691059,
0.009481356479227543,
-0.006472582928836346,
0.03751880303025246,
0.035500284284353256,
-0.07492583990097046,
0.006801453884691,
-0.04137195274233818,
-0.08259748667478561,
-0.06098908931016922,
-0.03426731005311012,
-0.020759206265211105,
0.024776887148618698,
0.0476531907916069,
-0.0031744667794555426,
0.08587799966335297,
0.022739702835679054,
0.041582170873880386,
-0.049112219363451004,
-0.035198573023080826,
0.029208943247795105,
0.04450593516230583,
-0.0061904252506792545,
0.045289020985364914,
-0.02280482091009617,
-0.01838679611682892,
0.04410650208592415,
0.05184508487582207,
0.02904028445482254,
0.06981194764375687,
-0.0314672589302063,
-0.0027063018642365932,
-0.045364268124103546,
0.09597161412239075,
0.0682927668094635,
-0.037685003131628036,
-0.04012171924114227,
-0.043595582246780396,
0.016706133261322975,
0.07267453521490097,
0.02655056118965149,
-0.052951451390981674,
0.003261206904426217,
-0.017477422952651978,
-0.03175633028149605,
0.01690557412803173,
-0.027997726574540138,
-0.004741531331092119,
-0.024639934301376343,
0.030239637941122055,
-0.0779983252286911,
0.06995528191328049,
0.034336622804403305,
0.00026395911118015647,
-0.01210117433220148,
0.04456626623868942,
-0.007548210211098194,
0.10046719759702682,
0.06290380656719208,
0.060748253017663956,
0.024698566645383835,
0.018582722172141075,
0.0582231841981411,
-0.047646164894104004,
-0.024158110842108727,
-0.0058480664156377316,
-0.03273504227399826,
-0.008126705884933472,
0.0887468159198761,
0.00033589694066904485,
-0.011466322466731071,
-4.2348073492348703e-8,
-0.07428330928087234,
-0.03710702061653137,
-0.03354107588529587,
-0.03987443819642067,
0.08021430671215057,
0.07332397997379303,
0.016219118610024452,
0.07486862689256668,
-0.030551856383681297,
0.04505816102027893,
0.12823915481567383,
0.03213264048099518,
-0.04113757237792015,
0.07082577049732208,
-0.06779531389474869,
0.037263449281454086,
-0.07546798139810562,
-0.057579293847084045,
0.01616336777806282,
0.02824355661869049,
-0.018680356442928314,
0.02706659957766533,
0.041297074407339096,
0.025383690372109413,
-0.1440277397632599,
-0.054139088839292526,
0.020777711644768715,
0.02371860109269619,
0.03698199987411499,
-0.0487980954349041,
-0.006683174055069685,
0.06652594357728958,
0.1278897225856781,
-0.0034358114935457706,
0.0056566898711025715,
0.043538618832826614,
-0.11172860115766525,
-0.003796991193667054,
-0.03338804095983505,
0.04931464046239853,
-0.008998047560453415,
0.01132724154740572,
-0.05298708379268646,
-0.03257935121655464,
0.06607408821582794,
-0.057966310530900955,
0.03261623531579971,
0.04082363098859787,
-0.1245972216129303,
0.016325337812304497,
0.02687634527683258,
0.016757117584347725,
-0.08917301893234253,
-0.039564020931720734,
0.07209638506174088,
-0.04218023270368576,
-0.09218687564134598,
-0.1054307296872139,
0.05544336140155792,
-0.01764172688126564,
-0.07401562482118607,
-0.028531385585665703,
-0.005989978555589914,
-0.051254481077194214
] | null | null | null | null | null | null | null |
[
-0.016330990940332413,
-0.016179243102669716,
-0.06528282910585403,
-0.09676739573478699,
0.03540387377142906,
0.01651538908481598,
-0.04116269573569298,
0.007124428637325764,
-0.009984954260289669,
-0.010951592586934566,
0.042447127401828766,
0.06153304874897003,
-0.027493644505739212,
-0.02554950676858425,
-0.030771393328905106,
0.017458602786064148,
0.08858968317508698,
-0.0028961056377738714,
-0.01968260295689106,
0.00627300888299942,
-0.03871027007699013,
-0.05642176419496536,
0.008197351358830929,
0.05080287158489227,
0.03194074705243111,
-0.06320013105869293,
0.021933330222964287,
0.0024332385510206223,
0.046288106590509415,
0.024908989667892456,
0.01747804507613182,
-0.02860649861395359,
0.12471407651901245,
0.09185624867677689,
-0.01377088762819767,
0.09029766172170639,
0.03659694641828537,
-0.02326057106256485,
-0.029196759685873985,
0.0497598759829998,
-0.02833734080195427,
0.0960635170340538,
0.057888615876436234,
0.09115254133939743,
0.006123785860836506,
0.049177490174770355,
-0.05417344346642494,
0.04232044517993927,
-0.07857285439968109,
-0.13694190979003906,
-0.018204905092716217,
0.043110184371471405,
0.009782529436051846,
0.027208412066102028,
0.025232579559087753,
-0.11639469861984253,
-0.005495815072208643,
-0.06495638936758041,
0.05644668638706207,
0.010010745376348495,
-0.01717376336455345,
-0.048964787274599075,
0.0135185606777668,
-0.0574270635843277,
0.04057976230978966,
-0.004516412038356066,
0.04438161104917526,
0.038684483617544174,
-0.04242146015167236,
0.0786609947681427,
-0.03005119599401951,
-0.02255171909928322,
-0.12265382707118988,
0.09819963574409485,
0.023892663419246674,
0.02907337248325348,
0.013960097916424274,
0.010513019748032093,
0.03161516413092613,
-0.11033453792333603,
-0.043327875435352325,
0.030848903581500053,
0.021959958598017693,
0.02242118865251541,
0.020138593390583992,
-0.059996552765369415,
0.02183501422405243,
0.02259589545428753,
0.024655545130372047,
0.025697801262140274,
0.011947833001613617,
0.06339271366596222,
0.05271254852414131,
0.06307104229927063,
-0.12210655212402344,
-0.04573660343885422,
0.02498808316886425,
0.001335055218078196,
-0.004095643293112516,
0.05149056389927864,
0.027442198246717453,
0.007841687649488449,
-0.062061771750450134,
0.013188139535486698,
-0.007730493322014809,
0.017077062278985977,
0.04401053115725517,
0.08355572819709778,
0.06561136990785599,
-0.017550714313983917,
0.06227744743227959,
-0.0027944110333919525,
-0.0632154643535614,
0.009244238957762718,
-0.060152072459459305,
-0.05466016009449959,
0.08392088115215302,
0.10058118402957916,
0.01674981787800789,
-0.023356664925813675,
0.027565358206629753,
-0.05753885582089424,
-0.010968002490699291,
-0.08687780797481537,
-0.045661456882953644,
0.019947757944464684,
-0.01285243034362793,
1.6272816455654177e-33,
0.05237714573740959,
0.03322646766901016,
0.017963286489248276,
-0.04348238557577133,
-0.04138666391372681,
0.0029423022642731667,
-0.042989831417798996,
0.023013025522232056,
-0.03009861335158348,
0.008148523978888988,
-0.035005416721105576,
-0.0115219010040164,
0.06317272037267685,
0.010103422217071056,
0.020511426031589508,
-0.030249949544668198,
-0.0034580305218696594,
-0.005263551604002714,
0.053938254714012146,
-0.018465805798768997,
-0.0072831641882658005,
-0.030285609886050224,
0.033151715993881226,
-0.023415325209498405,
0.023478949442505836,
-0.04000461474061012,
-0.06182565912604332,
-0.11978396028280258,
-0.031889237463474274,
0.04112520068883896,
-0.10990305244922638,
0.01609833538532257,
-0.015076231211423874,
0.06613751500844955,
0.012907171621918678,
-0.02913065068423748,
0.00036569734220393,
-0.05595850944519043,
-0.02079419419169426,
-0.1103367954492569,
0.01603812724351883,
0.004577890504151583,
-0.004947449080646038,
-0.13403384387493134,
-0.009793376550078392,
-0.013506365939974785,
0.0018409795593470335,
0.008024263195693493,
-0.06538698822259903,
0.014412377960979939,
0.054772812873125076,
0.03703601658344269,
-0.0545484721660614,
0.06745227426290512,
0.055222343653440475,
-0.03739653527736664,
0.019424309954047203,
-0.03162578493356705,
0.11001893132925034,
0.1324795037508011,
0.034429650753736496,
0.045578669756650925,
0.06441517919301987,
-0.0398554727435112,
0.030894387513399124,
0.011492676101624966,
-0.017106426879763603,
-0.0907292515039444,
0.0786183550953865,
0.027394579723477364,
0.03156258910894394,
0.02682553231716156,
-0.009087849408388138,
0.00774097116664052,
0.01702858880162239,
-0.016698163002729416,
0.06785784661769867,
-0.08492303639650345,
-0.07632511854171753,
0.01359795406460762,
-0.07560703158378601,
-0.042259443551301956,
0.057118941098451614,
-0.06499926000833511,
-0.056898150593042374,
0.0004755545814987272,
0.05577961727976799,
-0.033027902245521545,
-0.08749252557754517,
-0.04340440034866333,
-0.0393327958881855,
-0.07926588505506516,
0.005768908653408289,
-0.027865827083587646,
0.011470736004412174,
-1.1375695051514027e-33,
0.02521354891359806,
-0.004158656112849712,
0.06497284024953842,
-0.009023343212902546,
-0.018519911915063858,
-0.10210061073303223,
-0.001996441977098584,
-0.020129112526774406,
-0.010739775374531746,
0.05558282509446144,
0.03137867525219917,
-0.08645951747894287,
-0.0044684321619570255,
0.013089440762996674,
0.11773356050252914,
0.05368012934923172,
-0.07021842151880264,
0.0394766591489315,
-0.019415492191910744,
0.004813164938241243,
0.08370062708854675,
0.051114603877067566,
-0.02823256328701973,
0.08515933156013489,
0.006300707347691059,
0.009481356479227543,
-0.006472582928836346,
0.03751880303025246,
0.035500284284353256,
-0.07492583990097046,
0.006801453884691,
-0.04137195274233818,
-0.08259748667478561,
-0.06098908931016922,
-0.03426731005311012,
-0.020759206265211105,
0.024776887148618698,
0.0476531907916069,
-0.0031744667794555426,
0.08587799966335297,
0.022739702835679054,
0.041582170873880386,
-0.049112219363451004,
-0.035198573023080826,
0.029208943247795105,
0.04450593516230583,
-0.0061904252506792545,
0.045289020985364914,
-0.02280482091009617,
-0.01838679611682892,
0.04410650208592415,
0.05184508487582207,
0.02904028445482254,
0.06981194764375687,
-0.0314672589302063,
-0.0027063018642365932,
-0.045364268124103546,
0.09597161412239075,
0.0682927668094635,
-0.037685003131628036,
-0.04012171924114227,
-0.043595582246780396,
0.016706133261322975,
0.07267453521490097,
0.02655056118965149,
-0.052951451390981674,
0.003261206904426217,
-0.017477422952651978,
-0.03175633028149605,
0.01690557412803173,
-0.027997726574540138,
-0.004741531331092119,
-0.024639934301376343,
0.030239637941122055,
-0.0779983252286911,
0.06995528191328049,
0.034336622804403305,
0.00026395911118015647,
-0.01210117433220148,
0.04456626623868942,
-0.007548210211098194,
0.10046719759702682,
0.06290380656719208,
0.060748253017663956,
0.024698566645383835,
0.018582722172141075,
0.0582231841981411,
-0.047646164894104004,
-0.024158110842108727,
-0.0058480664156377316,
-0.03273504227399826,
-0.008126705884933472,
0.0887468159198761,
0.00033589694066904485,
-0.011466322466731071,
-4.2348073492348703e-8,
-0.07428330928087234,
-0.03710702061653137,
-0.03354107588529587,
-0.03987443819642067,
0.08021430671215057,
0.07332397997379303,
0.016219118610024452,
0.07486862689256668,
-0.030551856383681297,
0.04505816102027893,
0.12823915481567383,
0.03213264048099518,
-0.04113757237792015,
0.07082577049732208,
-0.06779531389474869,
0.037263449281454086,
-0.07546798139810562,
-0.057579293847084045,
0.01616336777806282,
0.02824355661869049,
-0.018680356442928314,
0.02706659957766533,
0.041297074407339096,
0.025383690372109413,
-0.1440277397632599,
-0.054139088839292526,
0.020777711644768715,
0.02371860109269619,
0.03698199987411499,
-0.0487980954349041,
-0.006683174055069685,
0.06652594357728958,
0.1278897225856781,
-0.0034358114935457706,
0.0056566898711025715,
0.043538618832826614,
-0.11172860115766525,
-0.003796991193667054,
-0.03338804095983505,
0.04931464046239853,
-0.008998047560453415,
0.01132724154740572,
-0.05298708379268646,
-0.03257935121655464,
0.06607408821582794,
-0.057966310530900955,
0.03261623531579971,
0.04082363098859787,
-0.1245972216129303,
0.016325337812304497,
0.02687634527683258,
0.016757117584347725,
-0.08917301893234253,
-0.039564020931720734,
0.07209638506174088,
-0.04218023270368576,
-0.09218687564134598,
-0.1054307296872139,
0.05544336140155792,
-0.01764172688126564,
-0.07401562482118607,
-0.028531385585665703,
-0.005989978555589914,
-0.051254481077194214
] |
1402.5052
|
Xin Liu
|
Xin Liu, Zaiwen Wen, Xiao Wang, Michael Ulbrich and Yaxiang Yuan
|
On the Analysis of the Discretized Kohn-Sham Density Functional Theory
|
29 pages
| null | null | null |
physics.comp-ph math.NA
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper, we study a few theoretical issues in the discretized Kohn-Sham
(KS) density functional theory (DFT). The equivalence between either a local or
global minimizer of the KS total energy minimization problem and the solution
to the KS equation is established under certain assumptions. The nonzero charge
densities of a strong local minimizer are shown to be bounded below by a
positive constant uniformly. We analyze the self-consistent field (SCF)
iteration by formulating the KS equation as a fixed point map with respect to
the potential. The Jacobian of these fixed point maps is derived explicitly.
Both global and local convergence of the simple mixing scheme can be
established if the gap between the occupied states and unoccupied states is
sufficiently large. This assumption can be relaxed if the charge density is
computed using the Fermi-Dirac distribution and it is not required if there is
no exchange correlation functional in the total energy functional. Although our
assumption on the gap is very stringent and is almost never satisfied in
reality, our analysis is still valuable for a better understanding of the KS
minimization problem, the KS equation and the SCF iteration.
|
[
{
"created": "Thu, 20 Feb 2014 15:52:00 GMT",
"version": "v1"
}
] |
2014-02-21
|
[
[
"Liu",
"Xin",
""
],
[
"Wen",
"Zaiwen",
""
],
[
"Wang",
"Xiao",
""
],
[
"Ulbrich",
"Michael",
""
],
[
"Yuan",
"Yaxiang",
""
]
] |
[
-0.05766412243247032,
0.08854956179857254,
0.009148534387350082,
0.05870240926742554,
-0.018096696585416794,
0.017374450340867043,
0.11180849373340607,
-0.04520038515329361,
0.030698757618665695,
-0.040062956511974335,
0.013782802037894726,
-0.004798411391675472,
-0.0223767701536417,
0.006005236878991127,
0.01110717561095953,
-0.09768807888031006,
0.005830815993249416,
0.003466653637588024,
-0.015476647764444351,
0.03733010217547417,
-0.08593425154685974,
0.03386367857456207,
0.03906124830245972,
-0.009291155263781548,
0.06429797410964966,
-0.008874564431607723,
0.08330481499433517,
0.030378535389900208,
0.0020669198129326105,
-0.011761806905269623,
0.09260272979736328,
-0.006366110406816006,
-0.018203839659690857,
0.007336292881518602,
-0.012847893871366978,
0.10484232008457184,
-0.025582928210496902,
0.0818990021944046,
-0.0011423466494306922,
0.040083445608615875,
-0.04089151322841644,
0.0690184161067009,
0.07652431726455688,
-0.05499420687556267,
-0.04155604541301727,
-0.05429333075881004,
0.008168929256498814,
-0.05575058236718178,
0.016851503401994705,
-0.0973890870809555,
0.13142657279968262,
0.06044117361307144,
0.0003725370916072279,
0.0247749462723732,
-0.0034525312948971987,
-0.037401843816041946,
0.043864697217941284,
-0.053709350526332855,
-0.02107955887913704,
0.016494248062372208,
0.011217464692890644,
0.005067202262580395,
0.011944794096052647,
0.060449548065662384,
0.09596959501504898,
-0.06708294153213501,
0.10768084228038788,
0.020537499338388443,
0.0262566227465868,
0.01333526149392128,
-0.060765814036130905,
-0.01934228464961052,
-0.037369899451732635,
-0.05081796273589134,
0.039249125868082047,
-0.022372107952833176,
0.014529718086123466,
0.014029435813426971,
0.049920614808797836,
-0.021700939163565636,
0.004756716545671225,
0.035744909197092056,
-0.03788050636649132,
-0.08521121740341187,
-0.006924772635102272,
-0.004474608693271875,
-0.1448013037443161,
-0.041132256388664246,
0.015165306627750397,
-0.0891849473118782,
0.014890412800014019,
0.03813128545880318,
-0.09950759261846542,
-0.037925589829683304,
0.06766160577535629,
-0.01284792646765709,
0.07112835347652435,
0.022767476737499237,
0.011823433451354504,
0.03762495517730713,
0.032879773527383804,
0.012532951310276985,
0.0698324516415596,
-0.07858489453792572,
0.024193041026592255,
-0.08794599771499634,
0.018828151747584343,
0.059451911598443985,
-0.08872324973344803,
0.045949921011924744,
0.07354448735713959,
-0.09039026498794556,
0.014022398740053177,
0.019264230504631996,
-0.06713884323835373,
0.06447697430849075,
0.05342051014304161,
-0.010824929922819138,
0.020245710387825966,
0.01576930657029152,
-0.06149322912096977,
-0.02222324348986149,
-0.028003646060824394,
0.02578168921172619,
-0.041385866701602936,
0.05138302966952324,
0.0356929674744606,
3.4865823660961385e-33,
0.06105777993798256,
-0.00954573042690754,
0.07170123606920242,
-0.054307784885168076,
-0.019062843173742294,
0.018886994570493698,
-0.0030239757616072893,
-0.018439512699842453,
-0.05851369351148605,
-0.0032224166207015514,
0.010363945737481117,
0.056159161031246185,
0.012722981162369251,
-0.03563118353486061,
0.004961246624588966,
-0.06603115797042847,
-0.04118264093995094,
0.01487184688448906,
0.02987002208828926,
-0.03098360076546669,
0.12737977504730225,
0.0036300676874816418,
-0.004605337046086788,
-0.006714602932333946,
0.009811410680413246,
0.008612762205302715,
0.07804372906684875,
0.008759868331253529,
-0.09138159453868866,
0.04083944857120514,
-0.03280695155262947,
0.04353336989879608,
0.019778747111558914,
0.037139978259801865,
0.04881172254681587,
-0.00990151334553957,
0.0019383003236725926,
0.006902018096297979,
-0.018865525722503662,
-0.129764124751091,
0.012553458102047443,
0.03476852923631668,
-0.019305285066366196,
-0.046113450080156326,
-0.043405674397945404,
0.025231286883354187,
0.12189477682113647,
0.02191872149705887,
0.040994368493556976,
0.02148890681564808,
-0.0245733093470335,
0.012507623992860317,
-0.04504599794745445,
0.020376229658722878,
0.02493058703839779,
-0.007108969613909721,
-0.009397200308740139,
-0.07714255154132843,
0.049046989530324936,
0.0244944766163826,
-0.012661292217671871,
0.05039080232381821,
-0.0588417612016201,
-0.011212495155632496,
0.019371584057807922,
-0.012711187824606895,
-0.009546317160129547,
-0.029040377587080002,
0.009954765439033508,
-0.06181323155760765,
0.032365839928388596,
0.13780146837234497,
0.030658293515443802,
-0.10470068454742432,
0.08439180254936218,
0.027908572927117348,
-0.027263768017292023,
-0.06545912474393845,
-0.05976373702287674,
-0.031405746936798096,
-0.028914783149957657,
-0.04838930442929268,
-0.07778885215520859,
0.06601020693778992,
-0.048436831682920456,
-0.0756555125117302,
-0.0400785468518734,
0.0886353924870491,
-0.052563317120075226,
-0.07116883993148804,
-0.04131121560931206,
-0.020155079662799835,
0.03233989700675011,
-0.008246736600995064,
0.0361829549074173,
-5.0578414202693045e-33,
0.0408143550157547,
-0.026620620861649513,
0.030221860855817795,
0.016624994575977325,
0.04571972414851189,
0.03348887711763382,
0.057755474001169205,
0.07173806428909302,
0.06653540581464767,
-0.04370608180761337,
-0.044269878417253494,
0.040972549468278885,
-0.001745846588164568,
-0.0001328711077803746,
0.0008613225654698908,
0.035973675549030304,
-0.04844629019498825,
0.06740843504667282,
0.09460153430700302,
0.06593823432922363,
0.020456284284591675,
-0.026740651577711105,
0.008354692719876766,
0.005668323487043381,
-0.00008465658902423456,
0.003246625419706106,
-0.06951380521059036,
0.058501824736595154,
-0.013234755024313927,
0.11010075360536575,
0.12162523716688156,
-0.012523422949016094,
-0.04802371934056282,
-0.010238450020551682,
-0.12090610712766647,
-0.05720098316669464,
-0.04482187330722809,
0.05654095858335495,
0.030766090378165245,
0.11350531876087189,
-0.001126613700762391,
-0.014615791849792004,
-0.0226028673350811,
0.01896430179476738,
0.0900251567363739,
-0.06370419263839722,
-0.009702019393444061,
-0.012065751478075981,
-0.04715711995959282,
-0.031223388388752937,
-0.051590997725725174,
-0.03541349619626999,
-0.09078275412321091,
0.019379325211048126,
-0.08710408210754395,
0.10304287075996399,
0.008029613643884659,
0.04087543115019798,
-0.003067228477448225,
-0.13954849541187286,
-0.0438322015106678,
-0.09003520011901855,
0.09680421650409698,
0.06398613750934601,
-0.04174691438674927,
-0.007967385463416576,
-0.08158152550458908,
-0.03264620900154114,
0.060244120657444,
0.027799593284726143,
-0.07937761396169662,
-0.052061185240745544,
0.029512695968151093,
-0.01963803917169571,
0.02195415459573269,
-0.023350926116108894,
0.1020328551530838,
-0.046434126794338226,
0.07488121837377548,
0.02966543287038803,
0.04192415252327919,
0.039119768887758255,
-0.027418939396739006,
-0.012249684892594814,
0.04406559094786644,
-0.036024026572704315,
-0.0631130114197731,
-0.0245672594755888,
-0.019168231636285782,
-0.020878814160823822,
-0.03558514639735222,
0.02436249889433384,
0.01704518310725689,
0.02782183140516281,
-0.01827790029346943,
-5.965348748304677e-8,
-0.010997554287314415,
-0.07947755604982376,
0.001235916162841022,
0.06212470680475235,
0.057509489357471466,
0.005709349177777767,
0.040493112057447433,
-0.09045840799808502,
0.04695850983262062,
-0.03940927982330322,
0.09493367373943329,
-0.034388862550258636,
-0.008406111970543861,
-0.1093728244304657,
-0.09650006890296936,
0.008053922094404697,
-0.025025153532624245,
0.042233388870954514,
-0.035813312977552414,
0.009790293872356415,
-0.0014736251905560493,
-0.02440313808619976,
-0.013046719133853912,
-0.03365598991513252,
-0.04588388279080391,
-0.004727276507765055,
-0.011079180054366589,
-0.054473213851451874,
0.035901349037885666,
-0.039271123707294464,
-0.07164580374956131,
-0.00927256140857935,
0.05070126801729202,
0.0931781530380249,
-0.08164015412330627,
-0.019097035750746727,
-0.031952131539583206,
0.02172175608575344,
-0.05189931392669678,
0.02864399179816246,
0.0065083797089755535,
0.012665980495512486,
0.023239804431796074,
-0.02361510880291462,
0.00626554898917675,
0.05890270695090294,
0.00805667880922556,
0.04661903530359268,
0.047658491879701614,
0.027880636975169182,
-0.09445860981941223,
0.040866684168577194,
-0.057951439172029495,
0.03284866735339165,
0.016539517790079117,
-0.03073093853890896,
-0.1103498712182045,
0.03769519925117493,
-0.0014876163331791759,
-0.0005625026533380151,
-0.04306425154209137,
0.03379106521606445,
-0.10561420768499374,
0.04778999090194702
] | null | null | null | null | null | null | null |
[
-0.05766412243247032,
0.08854956179857254,
0.009148534387350082,
0.05870240926742554,
-0.018096696585416794,
0.017374450340867043,
0.11180849373340607,
-0.04520038515329361,
0.030698757618665695,
-0.040062956511974335,
0.013782802037894726,
-0.004798411391675472,
-0.0223767701536417,
0.006005236878991127,
0.01110717561095953,
-0.09768807888031006,
0.005830815993249416,
0.003466653637588024,
-0.015476647764444351,
0.03733010217547417,
-0.08593425154685974,
0.03386367857456207,
0.03906124830245972,
-0.009291155263781548,
0.06429797410964966,
-0.008874564431607723,
0.08330481499433517,
0.030378535389900208,
0.0020669198129326105,
-0.011761806905269623,
0.09260272979736328,
-0.006366110406816006,
-0.018203839659690857,
0.007336292881518602,
-0.012847893871366978,
0.10484232008457184,
-0.025582928210496902,
0.0818990021944046,
-0.0011423466494306922,
0.040083445608615875,
-0.04089151322841644,
0.0690184161067009,
0.07652431726455688,
-0.05499420687556267,
-0.04155604541301727,
-0.05429333075881004,
0.008168929256498814,
-0.05575058236718178,
0.016851503401994705,
-0.0973890870809555,
0.13142657279968262,
0.06044117361307144,
0.0003725370916072279,
0.0247749462723732,
-0.0034525312948971987,
-0.037401843816041946,
0.043864697217941284,
-0.053709350526332855,
-0.02107955887913704,
0.016494248062372208,
0.011217464692890644,
0.005067202262580395,
0.011944794096052647,
0.060449548065662384,
0.09596959501504898,
-0.06708294153213501,
0.10768084228038788,
0.020537499338388443,
0.0262566227465868,
0.01333526149392128,
-0.060765814036130905,
-0.01934228464961052,
-0.037369899451732635,
-0.05081796273589134,
0.039249125868082047,
-0.022372107952833176,
0.014529718086123466,
0.014029435813426971,
0.049920614808797836,
-0.021700939163565636,
0.004756716545671225,
0.035744909197092056,
-0.03788050636649132,
-0.08521121740341187,
-0.006924772635102272,
-0.004474608693271875,
-0.1448013037443161,
-0.041132256388664246,
0.015165306627750397,
-0.0891849473118782,
0.014890412800014019,
0.03813128545880318,
-0.09950759261846542,
-0.037925589829683304,
0.06766160577535629,
-0.01284792646765709,
0.07112835347652435,
0.022767476737499237,
0.011823433451354504,
0.03762495517730713,
0.032879773527383804,
0.012532951310276985,
0.0698324516415596,
-0.07858489453792572,
0.024193041026592255,
-0.08794599771499634,
0.018828151747584343,
0.059451911598443985,
-0.08872324973344803,
0.045949921011924744,
0.07354448735713959,
-0.09039026498794556,
0.014022398740053177,
0.019264230504631996,
-0.06713884323835373,
0.06447697430849075,
0.05342051014304161,
-0.010824929922819138,
0.020245710387825966,
0.01576930657029152,
-0.06149322912096977,
-0.02222324348986149,
-0.028003646060824394,
0.02578168921172619,
-0.041385866701602936,
0.05138302966952324,
0.0356929674744606,
3.4865823660961385e-33,
0.06105777993798256,
-0.00954573042690754,
0.07170123606920242,
-0.054307784885168076,
-0.019062843173742294,
0.018886994570493698,
-0.0030239757616072893,
-0.018439512699842453,
-0.05851369351148605,
-0.0032224166207015514,
0.010363945737481117,
0.056159161031246185,
0.012722981162369251,
-0.03563118353486061,
0.004961246624588966,
-0.06603115797042847,
-0.04118264093995094,
0.01487184688448906,
0.02987002208828926,
-0.03098360076546669,
0.12737977504730225,
0.0036300676874816418,
-0.004605337046086788,
-0.006714602932333946,
0.009811410680413246,
0.008612762205302715,
0.07804372906684875,
0.008759868331253529,
-0.09138159453868866,
0.04083944857120514,
-0.03280695155262947,
0.04353336989879608,
0.019778747111558914,
0.037139978259801865,
0.04881172254681587,
-0.00990151334553957,
0.0019383003236725926,
0.006902018096297979,
-0.018865525722503662,
-0.129764124751091,
0.012553458102047443,
0.03476852923631668,
-0.019305285066366196,
-0.046113450080156326,
-0.043405674397945404,
0.025231286883354187,
0.12189477682113647,
0.02191872149705887,
0.040994368493556976,
0.02148890681564808,
-0.0245733093470335,
0.012507623992860317,
-0.04504599794745445,
0.020376229658722878,
0.02493058703839779,
-0.007108969613909721,
-0.009397200308740139,
-0.07714255154132843,
0.049046989530324936,
0.0244944766163826,
-0.012661292217671871,
0.05039080232381821,
-0.0588417612016201,
-0.011212495155632496,
0.019371584057807922,
-0.012711187824606895,
-0.009546317160129547,
-0.029040377587080002,
0.009954765439033508,
-0.06181323155760765,
0.032365839928388596,
0.13780146837234497,
0.030658293515443802,
-0.10470068454742432,
0.08439180254936218,
0.027908572927117348,
-0.027263768017292023,
-0.06545912474393845,
-0.05976373702287674,
-0.031405746936798096,
-0.028914783149957657,
-0.04838930442929268,
-0.07778885215520859,
0.06601020693778992,
-0.048436831682920456,
-0.0756555125117302,
-0.0400785468518734,
0.0886353924870491,
-0.052563317120075226,
-0.07116883993148804,
-0.04131121560931206,
-0.020155079662799835,
0.03233989700675011,
-0.008246736600995064,
0.0361829549074173,
-5.0578414202693045e-33,
0.0408143550157547,
-0.026620620861649513,
0.030221860855817795,
0.016624994575977325,
0.04571972414851189,
0.03348887711763382,
0.057755474001169205,
0.07173806428909302,
0.06653540581464767,
-0.04370608180761337,
-0.044269878417253494,
0.040972549468278885,
-0.001745846588164568,
-0.0001328711077803746,
0.0008613225654698908,
0.035973675549030304,
-0.04844629019498825,
0.06740843504667282,
0.09460153430700302,
0.06593823432922363,
0.020456284284591675,
-0.026740651577711105,
0.008354692719876766,
0.005668323487043381,
-0.00008465658902423456,
0.003246625419706106,
-0.06951380521059036,
0.058501824736595154,
-0.013234755024313927,
0.11010075360536575,
0.12162523716688156,
-0.012523422949016094,
-0.04802371934056282,
-0.010238450020551682,
-0.12090610712766647,
-0.05720098316669464,
-0.04482187330722809,
0.05654095858335495,
0.030766090378165245,
0.11350531876087189,
-0.001126613700762391,
-0.014615791849792004,
-0.0226028673350811,
0.01896430179476738,
0.0900251567363739,
-0.06370419263839722,
-0.009702019393444061,
-0.012065751478075981,
-0.04715711995959282,
-0.031223388388752937,
-0.051590997725725174,
-0.03541349619626999,
-0.09078275412321091,
0.019379325211048126,
-0.08710408210754395,
0.10304287075996399,
0.008029613643884659,
0.04087543115019798,
-0.003067228477448225,
-0.13954849541187286,
-0.0438322015106678,
-0.09003520011901855,
0.09680421650409698,
0.06398613750934601,
-0.04174691438674927,
-0.007967385463416576,
-0.08158152550458908,
-0.03264620900154114,
0.060244120657444,
0.027799593284726143,
-0.07937761396169662,
-0.052061185240745544,
0.029512695968151093,
-0.01963803917169571,
0.02195415459573269,
-0.023350926116108894,
0.1020328551530838,
-0.046434126794338226,
0.07488121837377548,
0.02966543287038803,
0.04192415252327919,
0.039119768887758255,
-0.027418939396739006,
-0.012249684892594814,
0.04406559094786644,
-0.036024026572704315,
-0.0631130114197731,
-0.0245672594755888,
-0.019168231636285782,
-0.020878814160823822,
-0.03558514639735222,
0.02436249889433384,
0.01704518310725689,
0.02782183140516281,
-0.01827790029346943,
-5.965348748304677e-8,
-0.010997554287314415,
-0.07947755604982376,
0.001235916162841022,
0.06212470680475235,
0.057509489357471466,
0.005709349177777767,
0.040493112057447433,
-0.09045840799808502,
0.04695850983262062,
-0.03940927982330322,
0.09493367373943329,
-0.034388862550258636,
-0.008406111970543861,
-0.1093728244304657,
-0.09650006890296936,
0.008053922094404697,
-0.025025153532624245,
0.042233388870954514,
-0.035813312977552414,
0.009790293872356415,
-0.0014736251905560493,
-0.02440313808619976,
-0.013046719133853912,
-0.03365598991513252,
-0.04588388279080391,
-0.004727276507765055,
-0.011079180054366589,
-0.054473213851451874,
0.035901349037885666,
-0.039271123707294464,
-0.07164580374956131,
-0.00927256140857935,
0.05070126801729202,
0.0931781530380249,
-0.08164015412330627,
-0.019097035750746727,
-0.031952131539583206,
0.02172175608575344,
-0.05189931392669678,
0.02864399179816246,
0.0065083797089755535,
0.012665980495512486,
0.023239804431796074,
-0.02361510880291462,
0.00626554898917675,
0.05890270695090294,
0.00805667880922556,
0.04661903530359268,
0.047658491879701614,
0.027880636975169182,
-0.09445860981941223,
0.040866684168577194,
-0.057951439172029495,
0.03284866735339165,
0.016539517790079117,
-0.03073093853890896,
-0.1103498712182045,
0.03769519925117493,
-0.0014876163331791759,
-0.0005625026533380151,
-0.04306425154209137,
0.03379106521606445,
-0.10561420768499374,
0.04778999090194702
] |
1402.5059
|
Vaughan Thomas
|
Vaughan L. Thomas and Binh K. Lieu and Mihailo R. Jovanovi\'c and
Brian Farell and Petros Ioannou and Dennice F. Gayme
|
Self-sustaining turbulence in a restricted nonlinear model of plane
Couette flow
|
19 Pages, 7 Figures, 14 subfigures
| null |
10.1063/1.4898159
| null |
physics.flu-dyn
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper demonstrates the maintenance of self-sustaining turbulence in a
restricted nonlinear (RNL) model of plane Couette flow. The RNL system is
derived directly from the Navier Stokes equations and permits computationally
tractable studies of the dynamical system obtained using stochastic structural
stability theory (S3T), which is a second order approximation of the
statistical state dynamics of the flow. The RNL model shares the dynamical
restrictions of the S3T model but can be easily implemented through reducing a
DNS code to the equations governing the RNL system. Comparisons of turbulence
arising from DNS and RNL simulations demonstrate that the RNL system supports
self-sustaining turbulence with a mean flow as well as structural and dynamical
features that are consistent with DNS. These results demonstrate that the
simplified RNL/S3T system captures fundamental aspects of fully developed
turbulence in wall-bounded shear flows and motivates use of the RNL/S3T system
for further study of wall turbulence.
|
[
{
"created": "Thu, 20 Feb 2014 16:30:44 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Thomas",
"Vaughan L.",
""
],
[
"Lieu",
"Binh K.",
""
],
[
"Jovanović",
"Mihailo R.",
""
],
[
"Farell",
"Brian",
""
],
[
"Ioannou",
"Petros",
""
],
[
"Gayme",
"Dennice F.",
""
]
] |
[
-0.017397955060005188,
-0.07667765021324158,
0.05894608423113823,
-0.02132205292582512,
0.015451539307832718,
-0.030960844829678535,
-0.10467308759689331,
-0.06317462772130966,
0.08895976841449738,
-0.042821336537599564,
-0.09033149480819702,
0.059794943779706955,
-0.010126814246177673,
-0.0366830974817276,
-0.030075229704380035,
-0.03824250027537346,
-0.06715439260005951,
0.006389126647263765,
-0.07024077326059341,
-0.0209181010723114,
0.05379879102110863,
0.09216145426034927,
-0.09005209058523178,
0.058239273726940155,
0.08057309687137604,
0.009705808945000172,
-0.029779018834233284,
0.002895401557907462,
0.026012053713202477,
-0.034711405634880066,
0.13568268716335297,
-0.04797883331775665,
-0.10383334010839462,
-0.0118181724101305,
-0.047294601798057556,
-0.0734020322561264,
0.015840772539377213,
0.04902995005249977,
-0.09476224333047867,
0.05275789275765419,
-0.058264825493097305,
0.040081579238176346,
0.03690551966428757,
0.04138876870274544,
0.093019999563694,
0.0348544716835022,
-0.002426523482427001,
-0.11536908149719238,
-0.01969316601753235,
0.03523951768875122,
-0.05723670497536659,
0.03532181680202484,
-0.0299239419400692,
-0.02004646696150303,
0.09195459634065628,
0.10612785071134567,
0.0671241283416748,
0.04104532673954964,
-0.07056627422571182,
-0.03492401912808418,
0.10665163397789001,
-0.03731244429945946,
0.027033520862460136,
0.005257017444819212,
0.013257467187941074,
0.06384435296058655,
-0.07728761434555054,
0.16279929876327515,
0.054371178150177,
0.008607948198914528,
-0.08874467015266418,
0.017536507919430733,
0.006571960635483265,
0.049342621117830276,
0.05438602715730667,
0.01619924046099186,
-0.04726087301969528,
-0.04362385347485542,
0.0034117356408387423,
0.013638556934893131,
0.03702602535486221,
0.027192827314138412,
0.033224254846572876,
0.04931344464421272,
-0.01280619204044342,
0.05344957858324051,
0.006580330431461334,
-0.023107197135686874,
0.017561212182044983,
0.0009623471996746957,
-0.04763030260801315,
-0.001240965211763978,
0.003889174200594425,
-0.005187600385397673,
0.0312720462679863,
0.02820521406829357,
0.0004469056148082018,
-0.07796956598758698,
0.027811821550130844,
0.0019630177412182093,
0.02080836147069931,
-0.01720307767391205,
0.07126493752002716,
0.14409935474395752,
0.003416149178519845,
0.036037955433130264,
0.10808372497558594,
-0.0000309568531520199,
0.000996886403299868,
-0.0038571900222450495,
-0.04786999896168709,
0.03493115305900574,
0.024130096659064293,
-0.016109634190797806,
-0.05398673936724663,
-0.04090043902397156,
-0.0043566590175032616,
-0.07988955080509186,
0.02595035918056965,
-0.027165422216057777,
-0.003570429515093565,
0.023268969729542732,
0.003456811187788844,
-0.04228638857603073,
0.027996446937322617,
-0.0364689826965332,
0.09174249321222305,
2.7550939047565223e-33,
-0.03369263559579849,
0.006356347352266312,
-0.05785359442234039,
0.037264443933963776,
-0.021654456853866577,
-0.029101243242621422,
0.04834525287151337,
-0.019101424142718315,
-0.025746988132596016,
-0.0004109454748686403,
-0.05903444066643715,
0.001268043415620923,
-0.08208693563938141,
0.0005370227736420929,
-0.06287073343992233,
-0.028056811541318893,
-0.023212209343910217,
-0.10036557167768478,
0.010261481627821922,
0.050718795508146286,
0.05817975848913193,
0.04347187280654907,
-0.03767808526754379,
0.007352976128458977,
0.018022436648607254,
-0.0581103079020977,
0.05814685672521591,
0.03623144328594208,
-0.061510637402534485,
0.06831017881631851,
-0.00787477195262909,
0.03721553087234497,
-0.04752105847001076,
-0.01763717457652092,
-0.01937553472816944,
0.0072357975877821445,
-0.04403755068778992,
-0.0063453856855630875,
0.029964137822389603,
-0.011367248371243477,
-0.009139249101281166,
0.0008342611836269498,
-0.08521530777215958,
0.11289609968662262,
-0.10348424315452576,
-0.036572523415088654,
0.0023608379997313023,
0.06227271631360054,
-0.07799474149942398,
-0.0864628478884697,
0.04064051806926727,
0.05542667955160141,
-0.06416495144367218,
0.038542505353689194,
0.03335217759013176,
-0.014284361153841019,
0.007436195854097605,
0.05416084825992584,
-0.03366505354642868,
0.061300817877054214,
-0.050754256546497345,
-0.022020261734724045,
0.007722019217908382,
-0.00010908018157351762,
0.1140805333852768,
0.08870381116867065,
-0.012721939012408257,
0.07638276368379593,
0.027774296700954437,
-0.13302934169769287,
0.040875811129808426,
-0.01922823116183281,
0.03327555954456329,
0.051239147782325745,
-0.02779241092503071,
-0.07667170464992523,
0.00932258553802967,
-0.010577073320746422,
-0.05829427018761635,
0.013187567703425884,
-0.0808362290263176,
0.040473561733961105,
-0.02084071934223175,
0.004258116707205772,
-0.013058862648904324,
-0.03895770385861397,
0.05533545836806297,
-0.06116108223795891,
-0.110885389149189,
0.013157087378203869,
0.0004585033457260579,
-0.037069227546453476,
0.15664741396903992,
0.008679411374032497,
-0.049054794013500214,
-4.8639682390141385e-33,
-0.026063188910484314,
0.060196977108716965,
-0.05086858198046684,
0.029500167816877365,
-0.0010458877077326179,
0.02525361254811287,
-0.03275400027632713,
0.030336886644363403,
0.04128320515155792,
-0.0703168660402298,
0.006303318776190281,
0.005727069918066263,
-0.0019734338857233524,
0.03187144175171852,
0.10674691200256348,
-0.05637459084391594,
-0.05228550732135773,
-0.07414098083972931,
-0.015883397310972214,
-0.021453246474266052,
-0.018620966002345085,
-0.01861938275396824,
-0.09129361063241959,
0.03272164985537529,
-0.034832730889320374,
0.0723961666226387,
-0.06962540000677109,
-0.021348489448428154,
-0.0283698458224535,
-0.0007385637727566063,
0.004726716782897711,
0.01538575254380703,
0.008535528555512428,
0.052844829857349396,
0.00764124421402812,
0.10836382955312729,
-0.006680394988507032,
-0.014306731522083282,
-0.006584525108337402,
-0.13870848715305328,
0.008871536701917648,
0.030607635155320168,
0.05749320238828659,
-0.08127057552337646,
0.05248846858739853,
0.06398525834083557,
-0.04833688586950302,
-0.003433333244174719,
0.06747943162918091,
-0.01423350814729929,
-0.03822796419262886,
0.028656307607889175,
-0.048935677856206894,
0.017098942771553993,
0.0933670699596405,
0.019083529710769653,
0.05116457864642143,
0.014720463193953037,
0.032718103379011154,
0.008443736471235752,
-0.027319522574543953,
-0.04352078586816788,
0.003946010023355484,
0.02857021614909172,
-0.01446164958178997,
-0.06365007907152176,
-0.0822136253118515,
-0.0027167617809027433,
0.03408799320459366,
-0.006970823276787996,
-0.018689941614866257,
0.05564746633172035,
-0.01782633550465107,
0.08677107840776443,
-0.00011005045962519944,
-0.022134585306048393,
-0.03690295293927193,
0.010146643966436386,
-0.056700143963098526,
0.0408519022166729,
-0.07451140135526657,
0.04725523665547371,
0.041205767542123795,
-0.06345508992671967,
0.04875568300485611,
-0.09332484751939774,
-0.004921074956655502,
-0.09706529229879379,
0.056659068912267685,
-0.012022105976939201,
0.08691836148500443,
-0.02412082813680172,
-0.06765798479318619,
-0.045000072568655014,
0.039478849619627,
-4.7214413712026726e-8,
0.015204130671918392,
-0.04236641153693199,
0.02684280276298523,
0.018217893317341805,
-0.012974414974451065,
0.05763765051960945,
0.06356818974018097,
0.00429711677134037,
0.07561908662319183,
-0.057690490037202835,
0.07324054092168808,
-0.08554123342037201,
-0.04362332075834274,
-0.05338219925761223,
-0.0680830255150795,
0.007145640440285206,
-0.004054423421621323,
0.02384151890873909,
0.005995732732117176,
-0.05877874419093132,
-0.0012233209563419223,
0.00310327485203743,
-0.07497454434633255,
0.03034176304936409,
0.025060271844267845,
-0.008195922710001469,
-0.07380340248346329,
0.0012629484990611672,
0.0082723218947649,
-0.013249728828668594,
0.01660921424627304,
0.007930606603622437,
0.0253670085221529,
0.06301242113113403,
-0.03329011797904968,
0.023545272648334503,
0.07226597517728806,
0.05503838136792183,
0.02270358055830002,
-0.03848904371261597,
0.0018378719687461853,
0.028092313557863235,
-0.0027558086439967155,
-0.003614352084696293,
0.04850401356816292,
0.07109299302101135,
-0.029192890971899033,
-0.05780676379799843,
-0.03424934670329094,
0.006694130599498749,
0.015532867051661015,
0.020174240693449974,
0.012595366686582565,
0.09086950123310089,
0.006890790071338415,
-0.006329260300844908,
-0.08924969285726547,
0.025987133383750916,
0.012809970416128635,
-0.059886734932661057,
-0.12793250381946564,
0.04078047350049019,
-0.026183633133769035,
-0.01213212963193655
] | null | null | null | null | null | null | null |
[
-0.017397955060005188,
-0.07667765021324158,
0.05894608423113823,
-0.02132205292582512,
0.015451539307832718,
-0.030960844829678535,
-0.10467308759689331,
-0.06317462772130966,
0.08895976841449738,
-0.042821336537599564,
-0.09033149480819702,
0.059794943779706955,
-0.010126814246177673,
-0.0366830974817276,
-0.030075229704380035,
-0.03824250027537346,
-0.06715439260005951,
0.006389126647263765,
-0.07024077326059341,
-0.0209181010723114,
0.05379879102110863,
0.09216145426034927,
-0.09005209058523178,
0.058239273726940155,
0.08057309687137604,
0.009705808945000172,
-0.029779018834233284,
0.002895401557907462,
0.026012053713202477,
-0.034711405634880066,
0.13568268716335297,
-0.04797883331775665,
-0.10383334010839462,
-0.0118181724101305,
-0.047294601798057556,
-0.0734020322561264,
0.015840772539377213,
0.04902995005249977,
-0.09476224333047867,
0.05275789275765419,
-0.058264825493097305,
0.040081579238176346,
0.03690551966428757,
0.04138876870274544,
0.093019999563694,
0.0348544716835022,
-0.002426523482427001,
-0.11536908149719238,
-0.01969316601753235,
0.03523951768875122,
-0.05723670497536659,
0.03532181680202484,
-0.0299239419400692,
-0.02004646696150303,
0.09195459634065628,
0.10612785071134567,
0.0671241283416748,
0.04104532673954964,
-0.07056627422571182,
-0.03492401912808418,
0.10665163397789001,
-0.03731244429945946,
0.027033520862460136,
0.005257017444819212,
0.013257467187941074,
0.06384435296058655,
-0.07728761434555054,
0.16279929876327515,
0.054371178150177,
0.008607948198914528,
-0.08874467015266418,
0.017536507919430733,
0.006571960635483265,
0.049342621117830276,
0.05438602715730667,
0.01619924046099186,
-0.04726087301969528,
-0.04362385347485542,
0.0034117356408387423,
0.013638556934893131,
0.03702602535486221,
0.027192827314138412,
0.033224254846572876,
0.04931344464421272,
-0.01280619204044342,
0.05344957858324051,
0.006580330431461334,
-0.023107197135686874,
0.017561212182044983,
0.0009623471996746957,
-0.04763030260801315,
-0.001240965211763978,
0.003889174200594425,
-0.005187600385397673,
0.0312720462679863,
0.02820521406829357,
0.0004469056148082018,
-0.07796956598758698,
0.027811821550130844,
0.0019630177412182093,
0.02080836147069931,
-0.01720307767391205,
0.07126493752002716,
0.14409935474395752,
0.003416149178519845,
0.036037955433130264,
0.10808372497558594,
-0.0000309568531520199,
0.000996886403299868,
-0.0038571900222450495,
-0.04786999896168709,
0.03493115305900574,
0.024130096659064293,
-0.016109634190797806,
-0.05398673936724663,
-0.04090043902397156,
-0.0043566590175032616,
-0.07988955080509186,
0.02595035918056965,
-0.027165422216057777,
-0.003570429515093565,
0.023268969729542732,
0.003456811187788844,
-0.04228638857603073,
0.027996446937322617,
-0.0364689826965332,
0.09174249321222305,
2.7550939047565223e-33,
-0.03369263559579849,
0.006356347352266312,
-0.05785359442234039,
0.037264443933963776,
-0.021654456853866577,
-0.029101243242621422,
0.04834525287151337,
-0.019101424142718315,
-0.025746988132596016,
-0.0004109454748686403,
-0.05903444066643715,
0.001268043415620923,
-0.08208693563938141,
0.0005370227736420929,
-0.06287073343992233,
-0.028056811541318893,
-0.023212209343910217,
-0.10036557167768478,
0.010261481627821922,
0.050718795508146286,
0.05817975848913193,
0.04347187280654907,
-0.03767808526754379,
0.007352976128458977,
0.018022436648607254,
-0.0581103079020977,
0.05814685672521591,
0.03623144328594208,
-0.061510637402534485,
0.06831017881631851,
-0.00787477195262909,
0.03721553087234497,
-0.04752105847001076,
-0.01763717457652092,
-0.01937553472816944,
0.0072357975877821445,
-0.04403755068778992,
-0.0063453856855630875,
0.029964137822389603,
-0.011367248371243477,
-0.009139249101281166,
0.0008342611836269498,
-0.08521530777215958,
0.11289609968662262,
-0.10348424315452576,
-0.036572523415088654,
0.0023608379997313023,
0.06227271631360054,
-0.07799474149942398,
-0.0864628478884697,
0.04064051806926727,
0.05542667955160141,
-0.06416495144367218,
0.038542505353689194,
0.03335217759013176,
-0.014284361153841019,
0.007436195854097605,
0.05416084825992584,
-0.03366505354642868,
0.061300817877054214,
-0.050754256546497345,
-0.022020261734724045,
0.007722019217908382,
-0.00010908018157351762,
0.1140805333852768,
0.08870381116867065,
-0.012721939012408257,
0.07638276368379593,
0.027774296700954437,
-0.13302934169769287,
0.040875811129808426,
-0.01922823116183281,
0.03327555954456329,
0.051239147782325745,
-0.02779241092503071,
-0.07667170464992523,
0.00932258553802967,
-0.010577073320746422,
-0.05829427018761635,
0.013187567703425884,
-0.0808362290263176,
0.040473561733961105,
-0.02084071934223175,
0.004258116707205772,
-0.013058862648904324,
-0.03895770385861397,
0.05533545836806297,
-0.06116108223795891,
-0.110885389149189,
0.013157087378203869,
0.0004585033457260579,
-0.037069227546453476,
0.15664741396903992,
0.008679411374032497,
-0.049054794013500214,
-4.8639682390141385e-33,
-0.026063188910484314,
0.060196977108716965,
-0.05086858198046684,
0.029500167816877365,
-0.0010458877077326179,
0.02525361254811287,
-0.03275400027632713,
0.030336886644363403,
0.04128320515155792,
-0.0703168660402298,
0.006303318776190281,
0.005727069918066263,
-0.0019734338857233524,
0.03187144175171852,
0.10674691200256348,
-0.05637459084391594,
-0.05228550732135773,
-0.07414098083972931,
-0.015883397310972214,
-0.021453246474266052,
-0.018620966002345085,
-0.01861938275396824,
-0.09129361063241959,
0.03272164985537529,
-0.034832730889320374,
0.0723961666226387,
-0.06962540000677109,
-0.021348489448428154,
-0.0283698458224535,
-0.0007385637727566063,
0.004726716782897711,
0.01538575254380703,
0.008535528555512428,
0.052844829857349396,
0.00764124421402812,
0.10836382955312729,
-0.006680394988507032,
-0.014306731522083282,
-0.006584525108337402,
-0.13870848715305328,
0.008871536701917648,
0.030607635155320168,
0.05749320238828659,
-0.08127057552337646,
0.05248846858739853,
0.06398525834083557,
-0.04833688586950302,
-0.003433333244174719,
0.06747943162918091,
-0.01423350814729929,
-0.03822796419262886,
0.028656307607889175,
-0.048935677856206894,
0.017098942771553993,
0.0933670699596405,
0.019083529710769653,
0.05116457864642143,
0.014720463193953037,
0.032718103379011154,
0.008443736471235752,
-0.027319522574543953,
-0.04352078586816788,
0.003946010023355484,
0.02857021614909172,
-0.01446164958178997,
-0.06365007907152176,
-0.0822136253118515,
-0.0027167617809027433,
0.03408799320459366,
-0.006970823276787996,
-0.018689941614866257,
0.05564746633172035,
-0.01782633550465107,
0.08677107840776443,
-0.00011005045962519944,
-0.022134585306048393,
-0.03690295293927193,
0.010146643966436386,
-0.056700143963098526,
0.0408519022166729,
-0.07451140135526657,
0.04725523665547371,
0.041205767542123795,
-0.06345508992671967,
0.04875568300485611,
-0.09332484751939774,
-0.004921074956655502,
-0.09706529229879379,
0.056659068912267685,
-0.012022105976939201,
0.08691836148500443,
-0.02412082813680172,
-0.06765798479318619,
-0.045000072568655014,
0.039478849619627,
-4.7214413712026726e-8,
0.015204130671918392,
-0.04236641153693199,
0.02684280276298523,
0.018217893317341805,
-0.012974414974451065,
0.05763765051960945,
0.06356818974018097,
0.00429711677134037,
0.07561908662319183,
-0.057690490037202835,
0.07324054092168808,
-0.08554123342037201,
-0.04362332075834274,
-0.05338219925761223,
-0.0680830255150795,
0.007145640440285206,
-0.004054423421621323,
0.02384151890873909,
0.005995732732117176,
-0.05877874419093132,
-0.0012233209563419223,
0.00310327485203743,
-0.07497454434633255,
0.03034176304936409,
0.025060271844267845,
-0.008195922710001469,
-0.07380340248346329,
0.0012629484990611672,
0.0082723218947649,
-0.013249728828668594,
0.01660921424627304,
0.007930606603622437,
0.0253670085221529,
0.06301242113113403,
-0.03329011797904968,
0.023545272648334503,
0.07226597517728806,
0.05503838136792183,
0.02270358055830002,
-0.03848904371261597,
0.0018378719687461853,
0.028092313557863235,
-0.0027558086439967155,
-0.003614352084696293,
0.04850401356816292,
0.07109299302101135,
-0.029192890971899033,
-0.05780676379799843,
-0.03424934670329094,
0.006694130599498749,
0.015532867051661015,
0.020174240693449974,
0.012595366686582565,
0.09086950123310089,
0.006890790071338415,
-0.006329260300844908,
-0.08924969285726547,
0.025987133383750916,
0.012809970416128635,
-0.059886734932661057,
-0.12793250381946564,
0.04078047350049019,
-0.026183633133769035,
-0.01213212963193655
] |
1402.5064
|
Elliot Kaplan
|
E. J. Kaplan
|
On the saturation of non-axisymmetric instabilites of magnetized
spherical Couette flow
|
10 pages, 9 figures
|
Phys. Rev. E 89, 063016 (2014)
|
10.1103/PhysRevE.89.063016
| null |
physics.flu-dyn
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We numerically investigate the saturation of the hydromagnetic instabilities
of a magnetized spherical Couette flow. Previous simulations [Hollerbach, 2009]
demonstrated region where the axisymmetric flow, calculated from a 2-D
simulation, was linearly unstable to nonaxisymmetric perturbations. Full,
nonlinear, 3d simulations [Hollerbach 2009, Travnikov 2011] showed that the
saturated state would consist only of harmonics of one azimuthal wave number,
though there were bifurcations and transitions as nondimensional parameters
(Re, Ha) were varied. Here, the energy transfer between different aziumthal
modes is formulated as a network. This demonstrates a mechanism or the
saturation of one mode and for the suppression of other unstable modes. A given
mode grows by extracting energy from the axisymmetric flow, and then saturates
as the energy transfer to its second harmonic equals this inflow. At the same
time, this mode suppresses other unstable modes by facilitating an energy
transfer to linearly stable modes.
|
[
{
"created": "Thu, 20 Feb 2014 16:43:12 GMT",
"version": "v1"
},
{
"created": "Mon, 5 May 2014 08:46:46 GMT",
"version": "v2"
}
] |
2014-07-02
|
[
[
"Kaplan",
"E. J.",
""
]
] |
[
-0.020853416994214058,
-0.008934132754802704,
-0.01675810106098652,
-0.05936365947127342,
-0.025434013456106186,
-0.0421723872423172,
-0.043969783931970596,
-0.025698181241750717,
-0.02429969049990177,
-0.06013030558824539,
-0.0862986296415329,
0.042983852326869965,
0.09781943261623383,
-0.09146986156702042,
0.04716159775853157,
0.02348400466144085,
-0.08063920587301254,
-0.004360944032669067,
-0.004310211166739464,
-0.014704239554703236,
0.054906003177165985,
-0.03284861147403717,
-0.04871011897921562,
-0.04394599795341492,
-0.020432505756616592,
0.07724375277757645,
0.08708520978689194,
-0.04578540474176407,
-0.06073884293437004,
-0.006228737998753786,
0.05917816236615181,
0.01197836920619011,
-0.12118411064147949,
-0.001245998777449131,
-0.10855919867753983,
0.014457561075687408,
0.015268169343471527,
-0.02181827649474144,
-0.02698509208858013,
-0.032253801822662354,
0.03215079754590988,
0.0052266777493059635,
0.0967087522149086,
-0.03046399913728237,
-0.03203156590461731,
0.01428226288408041,
0.040470484644174576,
-0.08858432620763779,
-0.07040874660015106,
-0.035001616925001144,
-0.03581080585718155,
-0.02022489160299301,
-0.054780393838882446,
0.10012894123792648,
-0.03470644727349281,
0.0601593554019928,
0.04144945740699768,
0.053117942065000534,
-0.0734235867857933,
-0.034361232072114944,
0.03478764742612839,
0.021573327481746674,
0.006230130326002836,
-0.02556852623820305,
0.044249702244997025,
-0.05964803695678711,
-0.023289188742637634,
0.025075066834688187,
0.020889854058623314,
0.031840257346630096,
0.046798739582300186,
-0.029447339475154877,
-0.050409141927957535,
-0.15810152888298035,
0.039799001067876816,
-0.024122094735503197,
-0.05419667810201645,
0.05322001129388809,
0.01264410000294447,
-0.023762015625834465,
-0.04583720490336418,
0.041364461183547974,
-0.005115322303026915,
-0.007964689284563065,
-0.07446594536304474,
0.02694542519748211,
-0.006378623656928539,
-0.030605224892497063,
0.02640254981815815,
0.032414745539426804,
-0.004375678487122059,
0.1459575593471527,
-0.03576907515525818,
0.0026101558469235897,
0.05920078232884407,
-0.033483006060123444,
0.05352127179503441,
0.007902918383479118,
0.011513102799654007,
0.006541871931403875,
0.05823596939444542,
-0.0490356981754303,
0.009429899975657463,
0.06043858826160431,
0.030189573764801025,
-0.006792108993977308,
0.12753167748451233,
0.07219640910625458,
-0.03003109060227871,
0.02482793666422367,
-0.007131627295166254,
0.02111784927546978,
0.052672192454338074,
-0.03454992175102234,
0.014768245629966259,
0.06391619145870209,
0.0013656346127390862,
0.06850717961788177,
-0.02906801365315914,
0.06930369138717651,
0.029754523187875748,
0.06186363473534584,
0.03264641389250755,
0.0027873595245182514,
0.014252576977014542,
0.06991831958293915,
-0.08033737540245056,
4.777437161114233e-33,
-0.022935625165700912,
0.01798420026898384,
0.08205761015415192,
0.07492644339799881,
-0.10181565582752228,
0.01687568426132202,
0.02929028868675232,
-0.012433990836143494,
0.046670448035001755,
-0.008506610989570618,
-0.016121968626976013,
0.06155538931488991,
-0.053409259766340256,
0.0648765116930008,
-0.10933512449264526,
-0.0828561931848526,
0.02691590040922165,
-0.054930225014686584,
-0.026800785213708878,
0.05382530018687248,
0.05689755827188492,
0.04435589164495468,
-0.03717362508177757,
-0.017306581139564514,
-0.08636288344860077,
0.017898330464959145,
0.061320096254348755,
0.04497198387980461,
-0.06139073893427849,
0.046507228165864944,
0.050792500376701355,
-0.0058205812238156796,
-0.09425688534975052,
-0.03766670823097229,
0.09138276427984238,
0.044246479868888855,
-0.010346702300012112,
0.06511775404214859,
0.006669364403933287,
-0.021643031388521194,
-0.003293098881840706,
-0.0972946286201477,
0.006766046863049269,
0.09141835570335388,
-0.021819818764925003,
-0.033665552735328674,
0.050790056586265564,
0.03424841910600662,
-0.011176817119121552,
-0.054348498582839966,
-0.01414681039750576,
-0.01600940153002739,
-0.007302490063011646,
0.04010272026062012,
0.03069782629609108,
-0.05756993964314461,
0.06568403542041779,
0.054103270173072815,
-0.09159765392541885,
-0.005951035302132368,
0.01416288036853075,
-0.019067075103521347,
0.0492117777466774,
-0.034236982464790344,
-0.006484087556600571,
0.019469579681754112,
-0.004067349713295698,
-0.02494633011519909,
0.06018322706222534,
-0.005071787163615227,
0.052828021347522736,
0.05790111795067787,
0.055026449263095856,
0.014794927090406418,
0.06075332686305046,
-0.042850740253925323,
0.010747103951871395,
-0.0021373906638473272,
0.03640010580420494,
0.1034802719950676,
-0.029869388788938522,
-0.026296550408005714,
-0.003625293029472232,
0.04577044025063515,
-0.055009979754686356,
-0.008845716714859009,
-0.023479249328374863,
-0.04519879072904587,
-0.03788800537586212,
0.010499774478375912,
-0.03572830557823181,
0.0010981191881000996,
0.0951586365699768,
-0.048130083829164505,
-0.013395896181464195,
-7.278418574581747e-33,
-0.02805194817483425,
0.007959405891597271,
-0.040124405175447464,
0.03778596594929695,
0.014161483384668827,
0.059444859623909,
0.08819427341222763,
0.12828125059604645,
-0.04196795076131821,
-0.0813019648194313,
0.09856707602739334,
-0.01594286412000656,
-0.03627980500459671,
-0.04635368287563324,
0.05622652545571327,
-0.012863378040492535,
0.018618358299136162,
-0.04924304038286209,
0.11250440776348114,
0.08692296594381332,
-0.0030081593431532383,
-0.019203301519155502,
-0.06036916375160217,
0.03541647270321846,
-0.039809700101614,
0.028663568198680878,
-0.03479669615626335,
-0.0397629477083683,
0.02348235435783863,
0.12680654227733612,
0.022327004000544548,
0.04744638875126839,
-0.032831426709890366,
-0.012116512283682823,
-0.06822145730257034,
0.0647614598274231,
0.008696085773408413,
-0.0193442702293396,
-0.10361990332603455,
-0.07665561884641647,
-0.046989548951387405,
-0.061993230134248734,
0.11150266975164413,
-0.003521229373291135,
0.04915883019566536,
-0.05290958657860756,
-0.019595351070165634,
0.028943965211510658,
-0.05859139934182167,
0.10570153594017029,
-0.027633382007479668,
-0.018472403287887573,
-0.014927920885384083,
0.011695453897118568,
-0.016100728884339333,
-0.0424823984503746,
-0.039749301970005035,
0.01133678201586008,
0.06624502688646317,
0.0001257787662325427,
-0.10061655938625336,
-0.04515673965215683,
0.021366123110055923,
-0.08159378916025162,
-0.08857029676437378,
-0.039106566458940506,
0.0018989758100360632,
0.0030840968247503042,
0.03175022825598717,
-0.010508861392736435,
0.010556156747043133,
0.023398153483867645,
0.04229597747325897,
-0.06590696424245834,
0.03169117495417595,
0.003747610142454505,
0.050396908074617386,
-0.05866527184844017,
-0.13765199482440948,
-0.04934036731719971,
0.02855648100376129,
0.0810089036822319,
0.0028664767742156982,
-0.04636908695101738,
0.03438272699713707,
-0.055449072271585464,
-0.0237358920276165,
-0.13850389420986176,
-0.053717680275440216,
0.04143460839986801,
0.040899403393268585,
-0.015806160867214203,
-0.029212957248091698,
-0.006338800769299269,
-0.001641367212869227,
-6.36374437590348e-8,
0.01565542258322239,
-0.01962166465818882,
-0.007433601189404726,
0.02894182689487934,
0.005612311419099569,
0.03966887667775154,
-0.0855807512998581,
-0.03757978230714798,
0.08020444214344025,
-0.03394439443945885,
-0.012590521015226841,
-0.037028923630714417,
0.003711139550432563,
-0.041140709072351456,
-0.04961053282022476,
0.03263106942176819,
0.04004189744591713,
0.016491103917360306,
0.03455571457743645,
-0.020148877054452896,
-0.008189919404685497,
-0.01347353309392929,
-0.07516524195671082,
-0.028807958588004112,
0.005534006282687187,
0.05417506769299507,
-0.03119145706295967,
-0.09471678733825684,
0.0456610731780529,
-0.02857895754277706,
-0.01075615081936121,
0.0043623982928693295,
0.059618186205625534,
0.07565707713365555,
-0.08360946923494339,
0.044485773891210556,
-0.024418877437710762,
-0.00008822365634841844,
-0.07372511923313141,
-0.08631502836942673,
-0.0010433342540636659,
0.11700115352869034,
-0.001538433600217104,
-0.056657396256923676,
0.03956727683544159,
0.033559609204530716,
-0.0851297602057457,
0.019397560507059097,
0.020360982045531273,
0.07996160537004471,
-0.07452865689992905,
0.012120803818106651,
0.05671920254826546,
0.007577195297926664,
0.0784781351685524,
-0.023400504142045975,
-0.0369580015540123,
-0.004939938895404339,
0.021478669717907906,
-0.013078087009489536,
0.028086064383387566,
-0.007372267544269562,
-0.07906156778335571,
-0.0706096664071083
] | null | null | null | null | null | null | null |
[
-0.020853416994214058,
-0.008934132754802704,
-0.01675810106098652,
-0.05936365947127342,
-0.025434013456106186,
-0.0421723872423172,
-0.043969783931970596,
-0.025698181241750717,
-0.02429969049990177,
-0.06013030558824539,
-0.0862986296415329,
0.042983852326869965,
0.09781943261623383,
-0.09146986156702042,
0.04716159775853157,
0.02348400466144085,
-0.08063920587301254,
-0.004360944032669067,
-0.004310211166739464,
-0.014704239554703236,
0.054906003177165985,
-0.03284861147403717,
-0.04871011897921562,
-0.04394599795341492,
-0.020432505756616592,
0.07724375277757645,
0.08708520978689194,
-0.04578540474176407,
-0.06073884293437004,
-0.006228737998753786,
0.05917816236615181,
0.01197836920619011,
-0.12118411064147949,
-0.001245998777449131,
-0.10855919867753983,
0.014457561075687408,
0.015268169343471527,
-0.02181827649474144,
-0.02698509208858013,
-0.032253801822662354,
0.03215079754590988,
0.0052266777493059635,
0.0967087522149086,
-0.03046399913728237,
-0.03203156590461731,
0.01428226288408041,
0.040470484644174576,
-0.08858432620763779,
-0.07040874660015106,
-0.035001616925001144,
-0.03581080585718155,
-0.02022489160299301,
-0.054780393838882446,
0.10012894123792648,
-0.03470644727349281,
0.0601593554019928,
0.04144945740699768,
0.053117942065000534,
-0.0734235867857933,
-0.034361232072114944,
0.03478764742612839,
0.021573327481746674,
0.006230130326002836,
-0.02556852623820305,
0.044249702244997025,
-0.05964803695678711,
-0.023289188742637634,
0.025075066834688187,
0.020889854058623314,
0.031840257346630096,
0.046798739582300186,
-0.029447339475154877,
-0.050409141927957535,
-0.15810152888298035,
0.039799001067876816,
-0.024122094735503197,
-0.05419667810201645,
0.05322001129388809,
0.01264410000294447,
-0.023762015625834465,
-0.04583720490336418,
0.041364461183547974,
-0.005115322303026915,
-0.007964689284563065,
-0.07446594536304474,
0.02694542519748211,
-0.006378623656928539,
-0.030605224892497063,
0.02640254981815815,
0.032414745539426804,
-0.004375678487122059,
0.1459575593471527,
-0.03576907515525818,
0.0026101558469235897,
0.05920078232884407,
-0.033483006060123444,
0.05352127179503441,
0.007902918383479118,
0.011513102799654007,
0.006541871931403875,
0.05823596939444542,
-0.0490356981754303,
0.009429899975657463,
0.06043858826160431,
0.030189573764801025,
-0.006792108993977308,
0.12753167748451233,
0.07219640910625458,
-0.03003109060227871,
0.02482793666422367,
-0.007131627295166254,
0.02111784927546978,
0.052672192454338074,
-0.03454992175102234,
0.014768245629966259,
0.06391619145870209,
0.0013656346127390862,
0.06850717961788177,
-0.02906801365315914,
0.06930369138717651,
0.029754523187875748,
0.06186363473534584,
0.03264641389250755,
0.0027873595245182514,
0.014252576977014542,
0.06991831958293915,
-0.08033737540245056,
4.777437161114233e-33,
-0.022935625165700912,
0.01798420026898384,
0.08205761015415192,
0.07492644339799881,
-0.10181565582752228,
0.01687568426132202,
0.02929028868675232,
-0.012433990836143494,
0.046670448035001755,
-0.008506610989570618,
-0.016121968626976013,
0.06155538931488991,
-0.053409259766340256,
0.0648765116930008,
-0.10933512449264526,
-0.0828561931848526,
0.02691590040922165,
-0.054930225014686584,
-0.026800785213708878,
0.05382530018687248,
0.05689755827188492,
0.04435589164495468,
-0.03717362508177757,
-0.017306581139564514,
-0.08636288344860077,
0.017898330464959145,
0.061320096254348755,
0.04497198387980461,
-0.06139073893427849,
0.046507228165864944,
0.050792500376701355,
-0.0058205812238156796,
-0.09425688534975052,
-0.03766670823097229,
0.09138276427984238,
0.044246479868888855,
-0.010346702300012112,
0.06511775404214859,
0.006669364403933287,
-0.021643031388521194,
-0.003293098881840706,
-0.0972946286201477,
0.006766046863049269,
0.09141835570335388,
-0.021819818764925003,
-0.033665552735328674,
0.050790056586265564,
0.03424841910600662,
-0.011176817119121552,
-0.054348498582839966,
-0.01414681039750576,
-0.01600940153002739,
-0.007302490063011646,
0.04010272026062012,
0.03069782629609108,
-0.05756993964314461,
0.06568403542041779,
0.054103270173072815,
-0.09159765392541885,
-0.005951035302132368,
0.01416288036853075,
-0.019067075103521347,
0.0492117777466774,
-0.034236982464790344,
-0.006484087556600571,
0.019469579681754112,
-0.004067349713295698,
-0.02494633011519909,
0.06018322706222534,
-0.005071787163615227,
0.052828021347522736,
0.05790111795067787,
0.055026449263095856,
0.014794927090406418,
0.06075332686305046,
-0.042850740253925323,
0.010747103951871395,
-0.0021373906638473272,
0.03640010580420494,
0.1034802719950676,
-0.029869388788938522,
-0.026296550408005714,
-0.003625293029472232,
0.04577044025063515,
-0.055009979754686356,
-0.008845716714859009,
-0.023479249328374863,
-0.04519879072904587,
-0.03788800537586212,
0.010499774478375912,
-0.03572830557823181,
0.0010981191881000996,
0.0951586365699768,
-0.048130083829164505,
-0.013395896181464195,
-7.278418574581747e-33,
-0.02805194817483425,
0.007959405891597271,
-0.040124405175447464,
0.03778596594929695,
0.014161483384668827,
0.059444859623909,
0.08819427341222763,
0.12828125059604645,
-0.04196795076131821,
-0.0813019648194313,
0.09856707602739334,
-0.01594286412000656,
-0.03627980500459671,
-0.04635368287563324,
0.05622652545571327,
-0.012863378040492535,
0.018618358299136162,
-0.04924304038286209,
0.11250440776348114,
0.08692296594381332,
-0.0030081593431532383,
-0.019203301519155502,
-0.06036916375160217,
0.03541647270321846,
-0.039809700101614,
0.028663568198680878,
-0.03479669615626335,
-0.0397629477083683,
0.02348235435783863,
0.12680654227733612,
0.022327004000544548,
0.04744638875126839,
-0.032831426709890366,
-0.012116512283682823,
-0.06822145730257034,
0.0647614598274231,
0.008696085773408413,
-0.0193442702293396,
-0.10361990332603455,
-0.07665561884641647,
-0.046989548951387405,
-0.061993230134248734,
0.11150266975164413,
-0.003521229373291135,
0.04915883019566536,
-0.05290958657860756,
-0.019595351070165634,
0.028943965211510658,
-0.05859139934182167,
0.10570153594017029,
-0.027633382007479668,
-0.018472403287887573,
-0.014927920885384083,
0.011695453897118568,
-0.016100728884339333,
-0.0424823984503746,
-0.039749301970005035,
0.01133678201586008,
0.06624502688646317,
0.0001257787662325427,
-0.10061655938625336,
-0.04515673965215683,
0.021366123110055923,
-0.08159378916025162,
-0.08857029676437378,
-0.039106566458940506,
0.0018989758100360632,
0.0030840968247503042,
0.03175022825598717,
-0.010508861392736435,
0.010556156747043133,
0.023398153483867645,
0.04229597747325897,
-0.06590696424245834,
0.03169117495417595,
0.003747610142454505,
0.050396908074617386,
-0.05866527184844017,
-0.13765199482440948,
-0.04934036731719971,
0.02855648100376129,
0.0810089036822319,
0.0028664767742156982,
-0.04636908695101738,
0.03438272699713707,
-0.055449072271585464,
-0.0237358920276165,
-0.13850389420986176,
-0.053717680275440216,
0.04143460839986801,
0.040899403393268585,
-0.015806160867214203,
-0.029212957248091698,
-0.006338800769299269,
-0.001641367212869227,
-6.36374437590348e-8,
0.01565542258322239,
-0.01962166465818882,
-0.007433601189404726,
0.02894182689487934,
0.005612311419099569,
0.03966887667775154,
-0.0855807512998581,
-0.03757978230714798,
0.08020444214344025,
-0.03394439443945885,
-0.012590521015226841,
-0.037028923630714417,
0.003711139550432563,
-0.041140709072351456,
-0.04961053282022476,
0.03263106942176819,
0.04004189744591713,
0.016491103917360306,
0.03455571457743645,
-0.020148877054452896,
-0.008189919404685497,
-0.01347353309392929,
-0.07516524195671082,
-0.028807958588004112,
0.005534006282687187,
0.05417506769299507,
-0.03119145706295967,
-0.09471678733825684,
0.0456610731780529,
-0.02857895754277706,
-0.01075615081936121,
0.0043623982928693295,
0.059618186205625534,
0.07565707713365555,
-0.08360946923494339,
0.044485773891210556,
-0.024418877437710762,
-0.00008822365634841844,
-0.07372511923313141,
-0.08631502836942673,
-0.0010433342540636659,
0.11700115352869034,
-0.001538433600217104,
-0.056657396256923676,
0.03956727683544159,
0.033559609204530716,
-0.0851297602057457,
0.019397560507059097,
0.020360982045531273,
0.07996160537004471,
-0.07452865689992905,
0.012120803818106651,
0.05671920254826546,
0.007577195297926664,
0.0784781351685524,
-0.023400504142045975,
-0.0369580015540123,
-0.004939938895404339,
0.021478669717907906,
-0.013078087009489536,
0.028086064383387566,
-0.007372267544269562,
-0.07906156778335571,
-0.0706096664071083
] |
1402.5069
|
Imre Ferenc Barna Dr.
|
Imre Ferenc Barna and Attila Rikard Imre
|
Theoretical Study of Steam Condensation Induced Water Hammer Phenomena
in Horizontal Pipeline
|
10 pages, 3 figures, 1 table submitted to Experimental Thermal and
Fluid Science
|
Kerntechnik 80, (2015) 5
|
10.3139/124.110537
| null |
physics.flu-dyn
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We investigate steam condensation induced water hammer (CIWH) phenomena and
present new theoretical results. We use the WAHA3 model based on two-phase flow
six first-order partial differential equations that present one dimensional,
surface averaged mass, momentum and energy balances. A second order accurate
high-resolution shock-capturing numerical scheme was applied with different
kind of limiters in the numerical calculations. The applied two-fluid model
shows some similarities to Relap5 which is widely used in the nuclear industry
to simulate nuclear power plant accidents. This model was validated with
different CIWH experiments which were performed in the PMK-2 facility, which is
a full-pressure thermo-hydraulic model of the nuclear power plant of
VVER-440/312 type in the Energy Research Center of the Hungarian Academy of
Sciences in Budapest and in the Rosa facility in Japan. In our recent study we
show the first part of a planned large database which will give us the upper
and lower flooding mass flow rates for various pipe geometries where CIWH can
happen. Such a reliable database would be a great help for future reactor
constructions and scheming.
|
[
{
"created": "Thu, 20 Feb 2014 16:48:04 GMT",
"version": "v1"
}
] |
2017-01-09
|
[
[
"Barna",
"Imre Ferenc",
""
],
[
"Imre",
"Attila Rikard",
""
]
] |
[
-0.12442950159311295,
0.009665830060839653,
0.057887475937604904,
0.04748180881142616,
-0.017930272966623306,
-0.0409129336476326,
-0.07613982260227203,
0.09312056005001068,
-0.005412456579506397,
-0.028743045404553413,
-0.044875528663396835,
-0.04321388900279999,
0.023237114772200584,
-0.05441300943493843,
-0.048927124589681625,
-0.024971963837742805,
-0.07725416123867035,
-0.010775301605463028,
-0.061158668249845505,
-0.04666965454816818,
0.03792186826467514,
0.014286122284829617,
-0.053404100239276886,
0.03025040030479431,
0.021440668031573296,
0.03474448621273041,
0.015346748754382133,
0.11726021766662598,
0.0275262501090765,
-0.001842869445681572,
-0.02982212044298649,
-0.02819686196744442,
-0.11951358616352081,
-0.009852887131273746,
0.07897923141717911,
0.015691325068473816,
-0.013688193634152412,
0.02870330773293972,
-0.06673525273799896,
-0.020919159054756165,
-0.03943254053592682,
-0.03746308758854866,
-0.008994679898023605,
0.09396477043628693,
0.0780663713812828,
0.044198065996170044,
-0.0527564212679863,
-0.052745427936315536,
-0.029747311025857925,
0.05127589404582977,
0.01588190533220768,
-0.04529391974210739,
0.016280323266983032,
0.05689805746078491,
-0.024337725713849068,
-0.11225637048482895,
0.05156812071800232,
-0.04196654632687569,
0.038051117211580276,
0.06250986456871033,
0.006314245518296957,
-0.03064850904047489,
-0.037956271320581436,
0.0020996511448174715,
0.07385112345218658,
-0.01012539304792881,
-0.04182260110974312,
0.05377298593521118,
-0.015393896959722042,
-0.002567838178947568,
-0.01067583542317152,
0.0038951649330556393,
-0.00783239770680666,
-0.04418511688709259,
-0.05753310024738312,
-0.10695461928844452,
-0.04101186990737915,
0.03846346214413643,
-0.04601211100816727,
0.04569350555539131,
0.04815834015607834,
0.004371547605842352,
-0.012072750367224216,
-0.1640695333480835,
-0.07580894976854324,
0.10904248803853989,
0.007709766272455454,
0.0011475009378045797,
0.13732877373695374,
0.018102867528796196,
-0.0985972210764885,
0.03775077313184738,
-0.01262594386935234,
0.026966998353600502,
0.10285721719264984,
0.11042124778032303,
-0.0021287554409354925,
-0.046081218868494034,
0.06401513516902924,
0.026975035667419434,
-0.0009531636023893952,
0.05508413910865784,
-0.018105827271938324,
-0.03478808328509331,
0.03968294337391853,
0.015131336636841297,
0.018383195623755455,
0.036252304911613464,
-0.033990904688835144,
-0.013092410750687122,
0.044847406446933746,
-0.0028693838976323605,
-0.03218642249703407,
-0.09798549115657806,
0.07047639787197113,
-0.0592317134141922,
-0.03125130012631416,
-0.031684406101703644,
0.012023178860545158,
-0.06758693605661392,
0.04479772597551346,
-0.000853058067150414,
-0.030686765909194946,
0.006925572641193867,
-0.018027646467089653,
-0.003835802897810936,
-0.10417508333921432,
1.5171971506238874e-33,
-0.040142543613910675,
-0.037793707102537155,
-0.043596066534519196,
-0.0040268078446388245,
-0.01763896644115448,
-0.01686374470591545,
0.047178927809000015,
0.02956605702638626,
-0.07535456120967865,
0.056591589003801346,
-0.013516299426555634,
-0.025253521278500557,
-0.018539629876613617,
-0.06057273969054222,
-0.05231168121099472,
-0.04343162477016449,
0.08846168220043182,
0.07502453029155731,
-0.043107014149427414,
0.08283546566963196,
0.10169561952352524,
0.0000615156750427559,
0.027361731976270676,
-0.02876327745616436,
0.02078549563884735,
0.06751380115747452,
-0.015717703849077225,
-0.02231314405798912,
0.003073276486247778,
-0.020968956872820854,
0.015055052936077118,
0.042036715894937515,
-0.06318827718496323,
0.01698083057999611,
-0.04795301705598831,
0.013551521115005016,
-0.02471020817756653,
-0.03977787867188454,
-0.01656469888985157,
0.019028237089514732,
0.00048028904711827636,
0.026499459519982338,
-0.063435398042202,
0.055621664971113205,
-0.04235227033495903,
-0.0019350670045241714,
0.008820390328764915,
-0.050819795578718185,
0.0378837026655674,
-0.09978219121694565,
-0.01506162341684103,
0.09907075017690659,
-0.033188581466674805,
0.05872068181633949,
0.04815318062901497,
0.03552727773785591,
0.08902433514595032,
0.020940488204360008,
0.02807958796620369,
0.055588360875844955,
-0.09996668249368668,
0.05537989363074303,
0.01608298160135746,
-0.05167414993047714,
0.017096616327762604,
-0.00596673134714365,
-0.09076099097728729,
0.0850357636809349,
0.09754353016614914,
0.004634967539459467,
-0.06131690368056297,
-0.013889509253203869,
0.028022125363349915,
-0.006425575818866491,
0.026478923857212067,
-0.03361385315656662,
0.06026308611035347,
0.017165588214993477,
-0.017745956778526306,
0.04232326149940491,
-0.008498047478497028,
0.05680853873491287,
0.052824441343545914,
0.060217730700969696,
-0.004978225100785494,
-0.05069051682949066,
-0.027177385985851288,
-0.006978508085012436,
-0.07293812185525894,
-0.03264405205845833,
0.025427917018532753,
-0.02247283048927784,
0.12062964588403702,
-0.04929284378886223,
-0.021609630435705185,
-4.255498934907921e-33,
0.029131900519132614,
0.12716493010520935,
-0.070755735039711,
0.0319821871817112,
0.011491524986922741,
0.020303525030612946,
0.0031186637934297323,
-0.03188556060194969,
-0.04704840108752251,
-0.09317891299724579,
0.03882916271686554,
0.0030937688425183296,
-0.07138371467590332,
0.09430396556854248,
0.09788968414068222,
0.017163310199975967,
0.014641780406236649,
-0.04733815789222717,
-0.03398317098617554,
-0.03064524382352829,
0.05804276838898659,
0.05517236143350601,
-0.054403290152549744,
-0.00817146897315979,
-0.06209336221218109,
-0.0062361592426896095,
-0.037928689271211624,
-0.1163613349199295,
0.03071826696395874,
0.03753959387540817,
-0.054967984557151794,
0.02022372931241989,
-0.0065617491491138935,
0.04219552129507065,
-0.052514925599098206,
-0.03693675622344017,
0.01976197399199009,
0.08652550727128983,
0.015638185665011406,
-0.013547886162996292,
0.0771029070019722,
0.037973884493112564,
-0.01624455489218235,
0.0112509960308671,
-0.0919543132185936,
0.06975105404853821,
0.06678648293018341,
-0.05793687701225281,
0.05288182199001312,
0.03054530918598175,
0.016455717384815216,
-0.08372721821069717,
-0.09166254103183746,
0.00882643461227417,
0.022761832922697067,
-0.05905616655945778,
0.026433035731315613,
-0.09099593758583069,
-0.08861582726240158,
-0.0035490046720951796,
0.004847322590649128,
-0.062525674700737,
0.07406826317310333,
0.04532693326473236,
-0.07551010698080063,
-0.04062068462371826,
-0.02707781083881855,
-0.015416963957250118,
-0.016124239191412926,
-0.030957987532019615,
-0.0756743848323822,
0.03066070005297661,
0.08336316049098969,
0.034181367605924606,
0.05819201469421387,
-0.04845614358782768,
0.03137431666254997,
0.010349421761929989,
-0.027672506868839264,
0.027077004313468933,
-0.0597214475274086,
0.11228413879871368,
-0.0517527237534523,
0.013269147835671902,
0.1113748624920845,
-0.021842552348971367,
0.05116851255297661,
-0.040213245898485184,
0.05647154524922371,
-0.0681762769818306,
-0.002462620148435235,
0.028737690299749374,
0.02289814129471779,
0.029303884133696556,
0.033426038920879364,
-5.431883565165663e-8,
-0.018509211018681526,
0.0017798930639401078,
0.014296898618340492,
0.01907307840883732,
-0.009439349174499512,
0.02139356918632984,
-0.03457893058657646,
0.07200197130441666,
0.009591992944478989,
-0.0080484077334404,
-0.027205120772123337,
0.021174250170588493,
0.049014948308467865,
-0.013099470175802708,
-0.07439862191677094,
-0.005119017791002989,
0.09422726184129715,
-0.004822848830372095,
-0.01215875893831253,
-0.07337389141321182,
0.011378114111721516,
-0.027816982939839363,
-0.014538949355483055,
0.014486275613307953,
0.015286354348063469,
-0.021567972376942635,
-0.06160296872258186,
-0.01607213169336319,
-0.022058408707380295,
-0.04792073741555214,
-0.03494061529636383,
-0.012750698253512383,
-0.049494367092847824,
-0.015430320985615253,
0.10075192153453827,
0.06821773201227188,
0.020773230120539665,
0.024696148931980133,
-0.03583559766411781,
-0.000818090105894953,
-0.016420599073171616,
0.020774366334080696,
0.04464127868413925,
0.017234858125448227,
0.024432571604847908,
0.11649617552757263,
-0.08153028041124344,
-0.04942035302519798,
-0.028841163963079453,
0.06383732706308365,
-0.04669056832790375,
0.07290012389421463,
0.03850935027003288,
0.041221242398023605,
0.11682680249214172,
0.07305215299129486,
-0.06254058331251144,
-0.01642020419239998,
-0.00866512581706047,
-0.044310733675956726,
0.06658800691366196,
-0.02323165163397789,
-0.0333821177482605,
-0.00969021674245596
] | null | null | null | null | null | null | null |
[
-0.12442950159311295,
0.009665830060839653,
0.057887475937604904,
0.04748180881142616,
-0.017930272966623306,
-0.0409129336476326,
-0.07613982260227203,
0.09312056005001068,
-0.005412456579506397,
-0.028743045404553413,
-0.044875528663396835,
-0.04321388900279999,
0.023237114772200584,
-0.05441300943493843,
-0.048927124589681625,
-0.024971963837742805,
-0.07725416123867035,
-0.010775301605463028,
-0.061158668249845505,
-0.04666965454816818,
0.03792186826467514,
0.014286122284829617,
-0.053404100239276886,
0.03025040030479431,
0.021440668031573296,
0.03474448621273041,
0.015346748754382133,
0.11726021766662598,
0.0275262501090765,
-0.001842869445681572,
-0.02982212044298649,
-0.02819686196744442,
-0.11951358616352081,
-0.009852887131273746,
0.07897923141717911,
0.015691325068473816,
-0.013688193634152412,
0.02870330773293972,
-0.06673525273799896,
-0.020919159054756165,
-0.03943254053592682,
-0.03746308758854866,
-0.008994679898023605,
0.09396477043628693,
0.0780663713812828,
0.044198065996170044,
-0.0527564212679863,
-0.052745427936315536,
-0.029747311025857925,
0.05127589404582977,
0.01588190533220768,
-0.04529391974210739,
0.016280323266983032,
0.05689805746078491,
-0.024337725713849068,
-0.11225637048482895,
0.05156812071800232,
-0.04196654632687569,
0.038051117211580276,
0.06250986456871033,
0.006314245518296957,
-0.03064850904047489,
-0.037956271320581436,
0.0020996511448174715,
0.07385112345218658,
-0.01012539304792881,
-0.04182260110974312,
0.05377298593521118,
-0.015393896959722042,
-0.002567838178947568,
-0.01067583542317152,
0.0038951649330556393,
-0.00783239770680666,
-0.04418511688709259,
-0.05753310024738312,
-0.10695461928844452,
-0.04101186990737915,
0.03846346214413643,
-0.04601211100816727,
0.04569350555539131,
0.04815834015607834,
0.004371547605842352,
-0.012072750367224216,
-0.1640695333480835,
-0.07580894976854324,
0.10904248803853989,
0.007709766272455454,
0.0011475009378045797,
0.13732877373695374,
0.018102867528796196,
-0.0985972210764885,
0.03775077313184738,
-0.01262594386935234,
0.026966998353600502,
0.10285721719264984,
0.11042124778032303,
-0.0021287554409354925,
-0.046081218868494034,
0.06401513516902924,
0.026975035667419434,
-0.0009531636023893952,
0.05508413910865784,
-0.018105827271938324,
-0.03478808328509331,
0.03968294337391853,
0.015131336636841297,
0.018383195623755455,
0.036252304911613464,
-0.033990904688835144,
-0.013092410750687122,
0.044847406446933746,
-0.0028693838976323605,
-0.03218642249703407,
-0.09798549115657806,
0.07047639787197113,
-0.0592317134141922,
-0.03125130012631416,
-0.031684406101703644,
0.012023178860545158,
-0.06758693605661392,
0.04479772597551346,
-0.000853058067150414,
-0.030686765909194946,
0.006925572641193867,
-0.018027646467089653,
-0.003835802897810936,
-0.10417508333921432,
1.5171971506238874e-33,
-0.040142543613910675,
-0.037793707102537155,
-0.043596066534519196,
-0.0040268078446388245,
-0.01763896644115448,
-0.01686374470591545,
0.047178927809000015,
0.02956605702638626,
-0.07535456120967865,
0.056591589003801346,
-0.013516299426555634,
-0.025253521278500557,
-0.018539629876613617,
-0.06057273969054222,
-0.05231168121099472,
-0.04343162477016449,
0.08846168220043182,
0.07502453029155731,
-0.043107014149427414,
0.08283546566963196,
0.10169561952352524,
0.0000615156750427559,
0.027361731976270676,
-0.02876327745616436,
0.02078549563884735,
0.06751380115747452,
-0.015717703849077225,
-0.02231314405798912,
0.003073276486247778,
-0.020968956872820854,
0.015055052936077118,
0.042036715894937515,
-0.06318827718496323,
0.01698083057999611,
-0.04795301705598831,
0.013551521115005016,
-0.02471020817756653,
-0.03977787867188454,
-0.01656469888985157,
0.019028237089514732,
0.00048028904711827636,
0.026499459519982338,
-0.063435398042202,
0.055621664971113205,
-0.04235227033495903,
-0.0019350670045241714,
0.008820390328764915,
-0.050819795578718185,
0.0378837026655674,
-0.09978219121694565,
-0.01506162341684103,
0.09907075017690659,
-0.033188581466674805,
0.05872068181633949,
0.04815318062901497,
0.03552727773785591,
0.08902433514595032,
0.020940488204360008,
0.02807958796620369,
0.055588360875844955,
-0.09996668249368668,
0.05537989363074303,
0.01608298160135746,
-0.05167414993047714,
0.017096616327762604,
-0.00596673134714365,
-0.09076099097728729,
0.0850357636809349,
0.09754353016614914,
0.004634967539459467,
-0.06131690368056297,
-0.013889509253203869,
0.028022125363349915,
-0.006425575818866491,
0.026478923857212067,
-0.03361385315656662,
0.06026308611035347,
0.017165588214993477,
-0.017745956778526306,
0.04232326149940491,
-0.008498047478497028,
0.05680853873491287,
0.052824441343545914,
0.060217730700969696,
-0.004978225100785494,
-0.05069051682949066,
-0.027177385985851288,
-0.006978508085012436,
-0.07293812185525894,
-0.03264405205845833,
0.025427917018532753,
-0.02247283048927784,
0.12062964588403702,
-0.04929284378886223,
-0.021609630435705185,
-4.255498934907921e-33,
0.029131900519132614,
0.12716493010520935,
-0.070755735039711,
0.0319821871817112,
0.011491524986922741,
0.020303525030612946,
0.0031186637934297323,
-0.03188556060194969,
-0.04704840108752251,
-0.09317891299724579,
0.03882916271686554,
0.0030937688425183296,
-0.07138371467590332,
0.09430396556854248,
0.09788968414068222,
0.017163310199975967,
0.014641780406236649,
-0.04733815789222717,
-0.03398317098617554,
-0.03064524382352829,
0.05804276838898659,
0.05517236143350601,
-0.054403290152549744,
-0.00817146897315979,
-0.06209336221218109,
-0.0062361592426896095,
-0.037928689271211624,
-0.1163613349199295,
0.03071826696395874,
0.03753959387540817,
-0.054967984557151794,
0.02022372931241989,
-0.0065617491491138935,
0.04219552129507065,
-0.052514925599098206,
-0.03693675622344017,
0.01976197399199009,
0.08652550727128983,
0.015638185665011406,
-0.013547886162996292,
0.0771029070019722,
0.037973884493112564,
-0.01624455489218235,
0.0112509960308671,
-0.0919543132185936,
0.06975105404853821,
0.06678648293018341,
-0.05793687701225281,
0.05288182199001312,
0.03054530918598175,
0.016455717384815216,
-0.08372721821069717,
-0.09166254103183746,
0.00882643461227417,
0.022761832922697067,
-0.05905616655945778,
0.026433035731315613,
-0.09099593758583069,
-0.08861582726240158,
-0.0035490046720951796,
0.004847322590649128,
-0.062525674700737,
0.07406826317310333,
0.04532693326473236,
-0.07551010698080063,
-0.04062068462371826,
-0.02707781083881855,
-0.015416963957250118,
-0.016124239191412926,
-0.030957987532019615,
-0.0756743848323822,
0.03066070005297661,
0.08336316049098969,
0.034181367605924606,
0.05819201469421387,
-0.04845614358782768,
0.03137431666254997,
0.010349421761929989,
-0.027672506868839264,
0.027077004313468933,
-0.0597214475274086,
0.11228413879871368,
-0.0517527237534523,
0.013269147835671902,
0.1113748624920845,
-0.021842552348971367,
0.05116851255297661,
-0.040213245898485184,
0.05647154524922371,
-0.0681762769818306,
-0.002462620148435235,
0.028737690299749374,
0.02289814129471779,
0.029303884133696556,
0.033426038920879364,
-5.431883565165663e-8,
-0.018509211018681526,
0.0017798930639401078,
0.014296898618340492,
0.01907307840883732,
-0.009439349174499512,
0.02139356918632984,
-0.03457893058657646,
0.07200197130441666,
0.009591992944478989,
-0.0080484077334404,
-0.027205120772123337,
0.021174250170588493,
0.049014948308467865,
-0.013099470175802708,
-0.07439862191677094,
-0.005119017791002989,
0.09422726184129715,
-0.004822848830372095,
-0.01215875893831253,
-0.07337389141321182,
0.011378114111721516,
-0.027816982939839363,
-0.014538949355483055,
0.014486275613307953,
0.015286354348063469,
-0.021567972376942635,
-0.06160296872258186,
-0.01607213169336319,
-0.022058408707380295,
-0.04792073741555214,
-0.03494061529636383,
-0.012750698253512383,
-0.049494367092847824,
-0.015430320985615253,
0.10075192153453827,
0.06821773201227188,
0.020773230120539665,
0.024696148931980133,
-0.03583559766411781,
-0.000818090105894953,
-0.016420599073171616,
0.020774366334080696,
0.04464127868413925,
0.017234858125448227,
0.024432571604847908,
0.11649617552757263,
-0.08153028041124344,
-0.04942035302519798,
-0.028841163963079453,
0.06383732706308365,
-0.04669056832790375,
0.07290012389421463,
0.03850935027003288,
0.041221242398023605,
0.11682680249214172,
0.07305215299129486,
-0.06254058331251144,
-0.01642020419239998,
-0.00866512581706047,
-0.044310733675956726,
0.06658800691366196,
-0.02323165163397789,
-0.0333821177482605,
-0.00969021674245596
] |
1402.5073
|
Xiangrong Zeng
|
Xiangrong Zeng and M\'ario A. T. Figueiredo
|
Exploiting Two-Dimensional Group Sparsity in 1-Bit Compressive Sensing
|
RecPad 2013, Lisbon, Portugal
| null | null | null |
cs.CV cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We propose a new approach, {\it two-dimensional fused binary compressive
sensing} (2DFBCS) to recover 2D sparse piece-wise signals from 1-bit
measurements, exploiting 2D group sparsity for 1-bit compressive sensing
recovery. The proposed method is a modified 2D version of the previous {\it
binary iterative hard thresholding} (2DBIHT) algorithm, where the objective
function includes a 2D one-sided $\ell_1$ (or $\ell_2$) penalty function
encouraging agreement with the observed data, an indicator function of
$K$-sparsity, and a total variation (TV) or modified TV (MTV) constraint. The
subgradient of the 2D one-sided $\ell_1$ (or $\ell_2$) penalty and the
projection onto the $K$-sparsity and TV or MTV constraint can be computed
efficiently, allowing the appliaction of algorithms of the {\it
forward-backward splitting} (a.k.a. {\it iterative shrinkage-thresholding})
family. Experiments on the recovery of 2D sparse piece-wise smooth signals show
that the proposed approach is able to take advantage of the piece-wise
smoothness of the original signal, achieving more accurate recovery than
2DBIHT. More specifically, 2DFBCS with the MTV and the $\ell_2$ penalty
performs best amongst the algorithms tested.
|
[
{
"created": "Thu, 20 Feb 2014 17:05:59 GMT",
"version": "v1"
},
{
"created": "Fri, 21 Feb 2014 09:34:01 GMT",
"version": "v2"
}
] |
2014-02-24
|
[
[
"Zeng",
"Xiangrong",
""
],
[
"Figueiredo",
"Mário A. T.",
""
]
] |
[
0.009205340407788754,
-0.01661735586822033,
0.024903293699026108,
-0.006624733563512564,
0.06620325148105621,
-0.031421463936567307,
0.014022733084857464,
-0.11065927147865295,
-0.034318894147872925,
-0.012394445016980171,
-0.06557171791791916,
-0.01736392453312874,
0.020003000274300575,
0.00809329841285944,
0.020168960094451904,
-0.02347904071211815,
0.0722508504986763,
-0.016267890110611916,
0.002183592179790139,
-0.007442943286150694,
-0.013380570337176323,
-0.08773329108953476,
-0.04933241009712219,
0.010289941914379597,
0.05320144072175026,
-0.017805857583880424,
0.03164742514491081,
-0.006043595261871815,
0.033238109201192856,
-0.011385657824575901,
0.03699367120862007,
0.01858711428940296,
0.055152662098407745,
-0.03366899862885475,
-0.004785476252436638,
0.05234381929039955,
0.0606234036386013,
0.0442303828895092,
-0.02686835452914238,
0.020791541785001755,
-0.0014676578575745225,
0.06213415041565895,
-0.05057363957166672,
-0.030095256865024567,
-0.007968046702444553,
0.037041425704956055,
0.025842983275651932,
-0.024164866656064987,
0.008952896110713482,
-0.035935986787080765,
0.09402315318584442,
0.07573490589857101,
0.008379204198718071,
0.03141230717301369,
0.017253678292036057,
-0.02671416476368904,
-0.06741083413362503,
0.09079457074403763,
-0.007860669866204262,
0.07367516309022903,
0.042449597269296646,
-0.06975878030061722,
-0.011228485032916069,
-0.002972338115796447,
-0.005383655894547701,
-0.007178446277976036,
0.08717051893472672,
-0.05944426730275154,
-0.022177143022418022,
0.07071421295404434,
-0.09022387117147446,
-0.025492744520306587,
0.02610127627849579,
0.010286691598594189,
-0.0005156482802703977,
-0.029736509546637535,
0.03525041788816452,
-0.03754165396094322,
0.02967328578233719,
0.02752937562763691,
-0.005805075168609619,
0.010043024085462093,
-0.04048488661646843,
-0.017589116469025612,
-0.028066499158740044,
-0.03096415102481842,
-0.007290318608283997,
-0.0034915960859507322,
0.061864279210567474,
-0.011514680460095406,
-0.08035311847925186,
0.007741057779639959,
0.0018609256949275732,
0.05948528274893761,
0.028164489194750786,
-0.09490563720464706,
0.0060609788633883,
0.05247902870178223,
0.07484050840139389,
0.13015872240066528,
-0.0140958521515131,
-0.07856299728155136,
-0.01640702784061432,
0.0305604487657547,
0.026516199111938477,
-0.0729416236281395,
0.014271312393248081,
0.024871541187167168,
0.043817467987537384,
0.0072710043750703335,
0.07632029801607132,
0.08868307620286942,
0.06299687922000885,
0.019057657569646835,
0.004132828209549189,
-0.06446796655654907,
0.05449167266488075,
0.03167339786887169,
0.08509565889835358,
-0.02196175418794155,
0.005433651618659496,
-0.16675858199596405,
0.013789055868983269,
0.009269798174500465,
0.047882530838251114,
0.004793872125446796,
-0.024469999596476555,
-3.247136692309783e-34,
-0.023300282657146454,
0.14656654000282288,
-0.05049215257167816,
-0.07067965716123581,
-0.03103632479906082,
0.06722063571214676,
0.027714570984244347,
0.10773085057735443,
-0.023662548512220383,
0.08486899733543396,
-0.030555078759789467,
-0.01783965900540352,
-0.03190873935818672,
0.061606865376234055,
0.03764492645859718,
-0.058223601430654526,
-0.010662604123353958,
-0.024995578452944756,
-0.015494197607040405,
-0.05770953372120857,
-0.017367210239171982,
-0.02165382169187069,
-0.03296815976500511,
0.01988641731441021,
-0.036369722336530685,
-0.10663202404975891,
0.03351528197526932,
-0.11949466913938522,
-0.04651283845305443,
0.013828946277499199,
-0.08845611661672592,
-0.0259723961353302,
0.025485163554549217,
0.003584774676710367,
0.03279995173215866,
-0.0075808437541127205,
0.037173256278038025,
0.012912863865494728,
-0.02663223072886467,
0.02539200708270073,
0.0066622220911085606,
0.0421767458319664,
0.05510241165757179,
-0.14124242961406708,
-0.04408092051744461,
-0.0658983588218689,
0.046498216688632965,
0.10939465463161469,
-0.05838533118367195,
-0.04719528928399086,
0.012878676876425743,
-0.06674179434776306,
0.001791890594176948,
-0.05350154638290405,
0.0008769104024395347,
-0.0509130097925663,
0.01986663229763508,
-0.0754474401473999,
0.09906047582626343,
0.11771738529205322,
0.02091980166733265,
0.006928876042366028,
0.05061795562505722,
0.0033402356784790754,
0.02049950696527958,
0.022050825878977776,
0.04450284689664841,
0.006963529624044895,
-0.04535182565450668,
-0.051525045186281204,
-0.04152155667543411,
0.05393577739596367,
0.034114740788936615,
-0.09312339127063751,
0.06439591199159622,
0.009326915256679058,
0.13009478151798248,
-0.028684228658676147,
0.000011037884178222157,
-0.05985146760940552,
-0.04867720603942871,
-0.03440719470381737,
0.05763358622789383,
-0.07070627063512802,
-0.07093194872140884,
0.06291503459215164,
0.012949131429195404,
-0.09894316643476486,
-0.07359297573566437,
-0.10441628098487854,
-0.10546324402093887,
-0.01996666006743908,
-0.047806013375520706,
-0.0016799010336399078,
0.03751801699399948,
2.751945003346509e-34,
-0.013668326660990715,
0.06629537791013718,
-0.0028631510213017464,
-0.04595443233847618,
0.0012685550609603524,
-0.07740858942270279,
0.031031252816319466,
-0.04985599219799042,
0.015840135514736176,
0.019443046301603317,
-0.022627852857112885,
-0.013270542025566101,
0.00560262706130743,
0.03235119953751564,
-0.04717949032783508,
0.039792437106370926,
-0.08921431750059128,
0.019931649789214134,
-0.012650638818740845,
0.04478851705789566,
-0.0016098023625090718,
0.028660427778959274,
-0.02115124836564064,
0.016315072774887085,
0.006130467168986797,
0.05369403585791588,
-0.002198103116825223,
0.10826268792152405,
0.0286781657487154,
0.04060479626059532,
-0.025646859779953957,
-0.010264121927320957,
-0.029648002237081528,
-0.06714820116758347,
0.004127380438148975,
0.011432517319917679,
-0.07800440490245819,
0.01407660823315382,
0.014091488905251026,
0.027974167838692665,
-0.00914590060710907,
0.08054530620574951,
-0.0526309609413147,
0.050843991339206696,
0.07800543308258057,
-0.008683423511683941,
0.03667861223220825,
0.020243395119905472,
-0.007035816553980112,
-0.01079786941409111,
0.060212597250938416,
0.11957583576440811,
0.027643902227282524,
0.08910711854696274,
-0.0072029707953333855,
-0.05399339646100998,
-0.10386010259389877,
0.030657174065709114,
0.08232700824737549,
-0.018824182450771332,
-0.004974673502147198,
-0.014546671882271767,
-0.060452189296483994,
0.09409542381763458,
0.06635947525501251,
0.005290692672133446,
0.0746692419052124,
-0.03262465447187424,
-0.09834515303373337,
0.12577369809150696,
0.002790057798847556,
0.025565670803189278,
0.03605874627828598,
-0.05258938670158386,
0.002714411122724414,
0.0581747330725193,
-0.06202024221420288,
-0.03256414085626602,
-0.059545863419771194,
0.07636098563671112,
0.030027730390429497,
-0.007792963180691004,
0.01871316134929657,
-0.014061280526220798,
0.021300552412867546,
0.03782949224114418,
0.01607743464410305,
0.05254913493990898,
-0.0016174602787941694,
-0.02575194463133812,
-0.05631154403090477,
0.016802925616502762,
0.026690227910876274,
-0.04499608278274536,
0.007813075557351112,
-4.946046772147383e-8,
-0.06419046968221664,
-0.05289757251739502,
-0.06684469431638718,
-0.08709308505058289,
0.03573993593454361,
-0.04465002194046974,
-0.03091280907392502,
-0.007729097735136747,
0.04651938006281853,
-0.1664641946554184,
0.008163997903466225,
-0.035609740763902664,
-0.06267852336168289,
0.00023045130365062505,
-0.014842200092971325,
0.03495773673057556,
-0.010017627850174904,
-0.0402238592505455,
0.007628582417964935,
0.09372162073850632,
-0.016890697181224823,
-0.013170248828828335,
0.03003358282148838,
-0.07411330193281174,
0.045843712985515594,
-0.05187998339533806,
-0.017753448337316513,
0.06089198961853981,
0.147247314453125,
-0.04006003215909004,
-0.043152522295713425,
-0.012587621808052063,
0.10504605621099472,
-0.008592414669692516,
0.0011674499837681651,
0.07262807339429855,
-0.058254215866327286,
0.08127544075250626,
-0.024691041558980942,
-0.04268404096364975,
-0.054410625249147415,
0.014500265009701252,
0.023860707879066467,
0.000030481331123155542,
-0.01796041429042816,
0.00951328780502081,
0.05671925097703934,
-0.011264679953455925,
-0.005573524162173271,
-0.04420948028564453,
0.023198172450065613,
0.04984768480062485,
-0.006953568197786808,
0.01952342502772808,
0.004468919243663549,
-0.01639365963637829,
-0.05972522497177124,
-0.018805498257279396,
0.058400142937898636,
0.006629129406064749,
-0.05504577234387398,
0.05522171035408974,
-0.1113000363111496,
0.012240074574947357
] | null | null | null | null | null | null | null |
[
0.009205340407788754,
-0.01661735586822033,
0.024903293699026108,
-0.006624733563512564,
0.06620325148105621,
-0.031421463936567307,
0.014022733084857464,
-0.11065927147865295,
-0.034318894147872925,
-0.012394445016980171,
-0.06557171791791916,
-0.01736392453312874,
0.020003000274300575,
0.00809329841285944,
0.020168960094451904,
-0.02347904071211815,
0.0722508504986763,
-0.016267890110611916,
0.002183592179790139,
-0.007442943286150694,
-0.013380570337176323,
-0.08773329108953476,
-0.04933241009712219,
0.010289941914379597,
0.05320144072175026,
-0.017805857583880424,
0.03164742514491081,
-0.006043595261871815,
0.033238109201192856,
-0.011385657824575901,
0.03699367120862007,
0.01858711428940296,
0.055152662098407745,
-0.03366899862885475,
-0.004785476252436638,
0.05234381929039955,
0.0606234036386013,
0.0442303828895092,
-0.02686835452914238,
0.020791541785001755,
-0.0014676578575745225,
0.06213415041565895,
-0.05057363957166672,
-0.030095256865024567,
-0.007968046702444553,
0.037041425704956055,
0.025842983275651932,
-0.024164866656064987,
0.008952896110713482,
-0.035935986787080765,
0.09402315318584442,
0.07573490589857101,
0.008379204198718071,
0.03141230717301369,
0.017253678292036057,
-0.02671416476368904,
-0.06741083413362503,
0.09079457074403763,
-0.007860669866204262,
0.07367516309022903,
0.042449597269296646,
-0.06975878030061722,
-0.011228485032916069,
-0.002972338115796447,
-0.005383655894547701,
-0.007178446277976036,
0.08717051893472672,
-0.05944426730275154,
-0.022177143022418022,
0.07071421295404434,
-0.09022387117147446,
-0.025492744520306587,
0.02610127627849579,
0.010286691598594189,
-0.0005156482802703977,
-0.029736509546637535,
0.03525041788816452,
-0.03754165396094322,
0.02967328578233719,
0.02752937562763691,
-0.005805075168609619,
0.010043024085462093,
-0.04048488661646843,
-0.017589116469025612,
-0.028066499158740044,
-0.03096415102481842,
-0.007290318608283997,
-0.0034915960859507322,
0.061864279210567474,
-0.011514680460095406,
-0.08035311847925186,
0.007741057779639959,
0.0018609256949275732,
0.05948528274893761,
0.028164489194750786,
-0.09490563720464706,
0.0060609788633883,
0.05247902870178223,
0.07484050840139389,
0.13015872240066528,
-0.0140958521515131,
-0.07856299728155136,
-0.01640702784061432,
0.0305604487657547,
0.026516199111938477,
-0.0729416236281395,
0.014271312393248081,
0.024871541187167168,
0.043817467987537384,
0.0072710043750703335,
0.07632029801607132,
0.08868307620286942,
0.06299687922000885,
0.019057657569646835,
0.004132828209549189,
-0.06446796655654907,
0.05449167266488075,
0.03167339786887169,
0.08509565889835358,
-0.02196175418794155,
0.005433651618659496,
-0.16675858199596405,
0.013789055868983269,
0.009269798174500465,
0.047882530838251114,
0.004793872125446796,
-0.024469999596476555,
-3.247136692309783e-34,
-0.023300282657146454,
0.14656654000282288,
-0.05049215257167816,
-0.07067965716123581,
-0.03103632479906082,
0.06722063571214676,
0.027714570984244347,
0.10773085057735443,
-0.023662548512220383,
0.08486899733543396,
-0.030555078759789467,
-0.01783965900540352,
-0.03190873935818672,
0.061606865376234055,
0.03764492645859718,
-0.058223601430654526,
-0.010662604123353958,
-0.024995578452944756,
-0.015494197607040405,
-0.05770953372120857,
-0.017367210239171982,
-0.02165382169187069,
-0.03296815976500511,
0.01988641731441021,
-0.036369722336530685,
-0.10663202404975891,
0.03351528197526932,
-0.11949466913938522,
-0.04651283845305443,
0.013828946277499199,
-0.08845611661672592,
-0.0259723961353302,
0.025485163554549217,
0.003584774676710367,
0.03279995173215866,
-0.0075808437541127205,
0.037173256278038025,
0.012912863865494728,
-0.02663223072886467,
0.02539200708270073,
0.0066622220911085606,
0.0421767458319664,
0.05510241165757179,
-0.14124242961406708,
-0.04408092051744461,
-0.0658983588218689,
0.046498216688632965,
0.10939465463161469,
-0.05838533118367195,
-0.04719528928399086,
0.012878676876425743,
-0.06674179434776306,
0.001791890594176948,
-0.05350154638290405,
0.0008769104024395347,
-0.0509130097925663,
0.01986663229763508,
-0.0754474401473999,
0.09906047582626343,
0.11771738529205322,
0.02091980166733265,
0.006928876042366028,
0.05061795562505722,
0.0033402356784790754,
0.02049950696527958,
0.022050825878977776,
0.04450284689664841,
0.006963529624044895,
-0.04535182565450668,
-0.051525045186281204,
-0.04152155667543411,
0.05393577739596367,
0.034114740788936615,
-0.09312339127063751,
0.06439591199159622,
0.009326915256679058,
0.13009478151798248,
-0.028684228658676147,
0.000011037884178222157,
-0.05985146760940552,
-0.04867720603942871,
-0.03440719470381737,
0.05763358622789383,
-0.07070627063512802,
-0.07093194872140884,
0.06291503459215164,
0.012949131429195404,
-0.09894316643476486,
-0.07359297573566437,
-0.10441628098487854,
-0.10546324402093887,
-0.01996666006743908,
-0.047806013375520706,
-0.0016799010336399078,
0.03751801699399948,
2.751945003346509e-34,
-0.013668326660990715,
0.06629537791013718,
-0.0028631510213017464,
-0.04595443233847618,
0.0012685550609603524,
-0.07740858942270279,
0.031031252816319466,
-0.04985599219799042,
0.015840135514736176,
0.019443046301603317,
-0.022627852857112885,
-0.013270542025566101,
0.00560262706130743,
0.03235119953751564,
-0.04717949032783508,
0.039792437106370926,
-0.08921431750059128,
0.019931649789214134,
-0.012650638818740845,
0.04478851705789566,
-0.0016098023625090718,
0.028660427778959274,
-0.02115124836564064,
0.016315072774887085,
0.006130467168986797,
0.05369403585791588,
-0.002198103116825223,
0.10826268792152405,
0.0286781657487154,
0.04060479626059532,
-0.025646859779953957,
-0.010264121927320957,
-0.029648002237081528,
-0.06714820116758347,
0.004127380438148975,
0.011432517319917679,
-0.07800440490245819,
0.01407660823315382,
0.014091488905251026,
0.027974167838692665,
-0.00914590060710907,
0.08054530620574951,
-0.0526309609413147,
0.050843991339206696,
0.07800543308258057,
-0.008683423511683941,
0.03667861223220825,
0.020243395119905472,
-0.007035816553980112,
-0.01079786941409111,
0.060212597250938416,
0.11957583576440811,
0.027643902227282524,
0.08910711854696274,
-0.0072029707953333855,
-0.05399339646100998,
-0.10386010259389877,
0.030657174065709114,
0.08232700824737549,
-0.018824182450771332,
-0.004974673502147198,
-0.014546671882271767,
-0.060452189296483994,
0.09409542381763458,
0.06635947525501251,
0.005290692672133446,
0.0746692419052124,
-0.03262465447187424,
-0.09834515303373337,
0.12577369809150696,
0.002790057798847556,
0.025565670803189278,
0.03605874627828598,
-0.05258938670158386,
0.002714411122724414,
0.0581747330725193,
-0.06202024221420288,
-0.03256414085626602,
-0.059545863419771194,
0.07636098563671112,
0.030027730390429497,
-0.007792963180691004,
0.01871316134929657,
-0.014061280526220798,
0.021300552412867546,
0.03782949224114418,
0.01607743464410305,
0.05254913493990898,
-0.0016174602787941694,
-0.02575194463133812,
-0.05631154403090477,
0.016802925616502762,
0.026690227910876274,
-0.04499608278274536,
0.007813075557351112,
-4.946046772147383e-8,
-0.06419046968221664,
-0.05289757251739502,
-0.06684469431638718,
-0.08709308505058289,
0.03573993593454361,
-0.04465002194046974,
-0.03091280907392502,
-0.007729097735136747,
0.04651938006281853,
-0.1664641946554184,
0.008163997903466225,
-0.035609740763902664,
-0.06267852336168289,
0.00023045130365062505,
-0.014842200092971325,
0.03495773673057556,
-0.010017627850174904,
-0.0402238592505455,
0.007628582417964935,
0.09372162073850632,
-0.016890697181224823,
-0.013170248828828335,
0.03003358282148838,
-0.07411330193281174,
0.045843712985515594,
-0.05187998339533806,
-0.017753448337316513,
0.06089198961853981,
0.147247314453125,
-0.04006003215909004,
-0.043152522295713425,
-0.012587621808052063,
0.10504605621099472,
-0.008592414669692516,
0.0011674499837681651,
0.07262807339429855,
-0.058254215866327286,
0.08127544075250626,
-0.024691041558980942,
-0.04268404096364975,
-0.054410625249147415,
0.014500265009701252,
0.023860707879066467,
0.000030481331123155542,
-0.01796041429042816,
0.00951328780502081,
0.05671925097703934,
-0.011264679953455925,
-0.005573524162173271,
-0.04420948028564453,
0.023198172450065613,
0.04984768480062485,
-0.006953568197786808,
0.01952342502772808,
0.004468919243663549,
-0.01639365963637829,
-0.05972522497177124,
-0.018805498257279396,
0.058400142937898636,
0.006629129406064749,
-0.05504577234387398,
0.05522171035408974,
-0.1113000363111496,
0.012240074574947357
] |
1402.5074
|
Xiangrong Zeng
|
Xiangrong Zeng and M\'ario A. T. Figueiredo
|
Binary Fused Compressive Sensing: 1-Bit Compressive Sensing meets Group
Sparsity
|
Conf. on Telecommunications - ConfTele, Castelo Branco, Portugal,
Vol. 1, pp. 65 - 68, May, 2013
| null | null | null |
cs.CV cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We propose a new method, {\it binary fused compressive sensing} (BFCS), to
recover sparse piece-wise smooth signals from 1-bit compressive measurements.
The proposed algorithm is a modification of the previous {\it binary iterative
hard thresholding} (BIHT) algorithm, where, in addition to the sparsity
constraint, the total-variation of the recovered signal is upper constrained.
As in BIHT, the data term of the objective function is an one-sided $\ell_1$
(or $\ell_2$) norm. Experiments on the recovery of sparse piece-wise smooth
signals show that the proposed algorithm is able to take advantage of the
piece-wise smoothness of the original signal, achieving more accurate recovery
than BIHT.
|
[
{
"created": "Thu, 20 Feb 2014 17:06:15 GMT",
"version": "v1"
}
] |
2014-02-21
|
[
[
"Zeng",
"Xiangrong",
""
],
[
"Figueiredo",
"Mário A. T.",
""
]
] |
[
-0.07054238766431808,
0.012952325865626335,
0.004097684286534786,
0.007235527969896793,
0.02920828014612198,
-0.0535651296377182,
0.07216780632734299,
-0.016101762652397156,
-0.0618455596268177,
-0.0015548168448731303,
-0.05526893958449364,
0.014518523588776588,
-0.0016851325053721666,
-0.005778911057859659,
0.04993990436196327,
-0.02843794971704483,
0.0613979697227478,
-0.03808969259262085,
0.054997824132442474,
-0.03239579498767853,
-0.04361569136381149,
-0.0081391716375947,
-0.04085276648402214,
0.023821808397769928,
0.05996235832571983,
0.005768219009041786,
0.042655568569898605,
0.011711507104337215,
0.03744076192378998,
0.007184652145951986,
0.0025875139981508255,
0.003928128629922867,
0.09640320390462875,
-0.016514230519533157,
0.012735656462609768,
0.050831638276576996,
0.08033148944377899,
0.06149563938379288,
0.03189169242978096,
-0.004058542661368847,
-0.033840131014585495,
0.07003548741340637,
-0.017104968428611755,
-0.04542035609483719,
0.010505132377147675,
0.008554254658520222,
-0.002370740519836545,
-0.026347417384386063,
0.026413103565573692,
0.0020827045664191246,
0.06707222014665604,
0.10110197216272354,
0.012744096107780933,
-0.00012559592141769826,
0.02426135167479515,
0.002209958853200078,
-0.07026766985654831,
0.06546463072299957,
-0.007961653172969818,
0.03756862133741379,
0.008647033013403416,
-0.0579979345202446,
-0.004978741519153118,
0.00324412458576262,
0.014876238070428371,
0.02801375277340412,
0.04394448176026344,
-0.049228012561798096,
0.015484118834137917,
0.07946142554283142,
-0.062429822981357574,
-0.019599847495555878,
-0.0017829042626544833,
0.015094750560820103,
-0.01700202189385891,
-0.0454854778945446,
0.01894555054605007,
-0.04074946418404579,
0.020283302292227745,
0.06207863241434097,
-0.10034674406051636,
-0.010457053780555725,
-0.06297031790018082,
-0.014550091698765755,
-0.05463362857699394,
-0.013283858075737953,
0.015942981466650963,
0.01319446787238121,
0.008048863150179386,
-0.023659998551011086,
-0.05838114395737648,
0.027480067685246468,
-0.03313172608613968,
0.07680534571409225,
0.02258765697479248,
-0.051331374794244766,
0.07058797776699066,
0.07840785384178162,
0.04767942801117897,
0.08886536210775375,
-0.012668494135141373,
-0.04007520526647568,
-0.04484366625547409,
0.05627297982573509,
-0.055982742458581924,
-0.07684767246246338,
0.07130146771669388,
0.0667894184589386,
0.04525969550013542,
0.016020245850086212,
0.07102489471435547,
0.009210038930177689,
0.07378524541854858,
-0.005424779374152422,
0.026185430586338043,
-0.06762262433767319,
0.024643661454319954,
-0.0019510774873197079,
0.014024350792169571,
0.04046838358044624,
-0.03128969669342041,
-0.10694168508052826,
-0.005621805787086487,
0.026500772684812546,
-0.004406867548823357,
0.03978941589593887,
0.03826964646577835,
3.397688590468828e-34,
0.017452316358685493,
0.13524951040744781,
-0.025128448382019997,
-0.0742802768945694,
-0.045706041157245636,
0.0682821199297905,
0.04075416922569275,
0.045830391347408295,
-0.014858273789286613,
0.10674608498811722,
-0.02966749109327793,
0.016099585220217705,
-0.014548445120453835,
0.031869567930698395,
-0.02738872729241848,
-0.06206430122256279,
-0.018718691542744637,
-0.016973763704299927,
-0.023986566811800003,
-0.047664329409599304,
-0.0179645586758852,
-0.027453644201159477,
-0.022221533581614494,
-0.02029464580118656,
-0.010308457538485527,
-0.06350522488355637,
0.06515955924987793,
-0.02665955200791359,
-0.06588691473007202,
0.02329779416322708,
-0.06001567095518112,
-0.01939108781516552,
0.02559293620288372,
-0.03502912074327469,
0.03489947319030762,
0.02573123760521412,
0.08596482872962952,
0.030888307839632034,
-0.07692284882068634,
0.03917437791824341,
0.06209016591310501,
0.028348030522465706,
0.06560305505990982,
-0.148544043302536,
-0.05881379172205925,
-0.056432001292705536,
-0.0019095345633104444,
0.07585357874631882,
-0.07013194262981415,
0.008865895681083202,
-0.00403384305536747,
-0.05286598950624466,
-0.01183747686445713,
-0.02842594124376774,
-0.036132972687482834,
-0.035260558128356934,
0.045493654906749725,
-0.08946292847394943,
0.08862441778182983,
0.13372302055358887,
0.05847758427262306,
-0.02405322715640068,
0.050569284707307816,
-0.025855395942926407,
0.02712734043598175,
0.06425926834344864,
0.01830110512673855,
-0.023373251780867577,
-0.0644218847155571,
-0.04996250942349434,
-0.022812945768237114,
0.062126170843839645,
-0.01362772285938263,
-0.10903185606002808,
0.058625441044569016,
0.018723387271165848,
0.11119397729635239,
-0.008049019612371922,
-0.020608391612768173,
-0.07027043402194977,
-0.02011074498295784,
-0.016411904245615005,
0.08352120965719223,
-0.09031131863594055,
-0.053612809628248215,
0.117036834359169,
-0.0025698698591440916,
-0.10367737710475922,
-0.06521023064851761,
-0.09972577542066574,
-0.07326817512512207,
-0.0341649055480957,
-0.037190746515989304,
-0.023768916726112366,
0.005485663656145334,
6.20239721895543e-34,
-0.00374882691539824,
0.058013785630464554,
0.001287346356548369,
0.010944430716335773,
-0.027669278904795647,
-0.011952546425163746,
0.04438972845673561,
-0.035770483314991,
0.027371440082788467,
0.032950419932603836,
0.019936764612793922,
-0.01794450171291828,
-0.012181168422102928,
0.004421199206262827,
-0.05988119915127754,
0.028819404542446136,
-0.05676264315843582,
-0.014972907491028309,
0.015892393887043,
0.053869158029556274,
-0.0016882489435374737,
-0.038841795176267624,
-0.014633619226515293,
0.008161409758031368,
-0.01282466296106577,
0.06397323310375214,
-0.10454204678535461,
0.08233795315027237,
0.04372682422399521,
-0.020516587421298027,
0.02848670817911625,
-0.0173531211912632,
-0.06073884665966034,
-0.09029018878936768,
0.023146435618400574,
0.03153949975967407,
-0.12079814821481705,
0.06664453446865082,
0.04787202179431915,
0.012290330603718758,
-0.010810946114361286,
0.0906442329287529,
-0.06373022496700287,
0.052317216992378235,
0.0706724226474762,
-0.030301902443170547,
0.025817912071943283,
0.09625998139381409,
0.0014143098378553987,
0.01944589801132679,
0.09023582190275192,
0.07488944381475449,
0.051052555441856384,
0.10698684304952621,
-0.012561206705868244,
0.005834356881678104,
-0.06762970983982086,
0.00474742753431201,
0.03852812200784683,
-0.006977052893489599,
-0.004832124803215265,
0.024808669462800026,
-0.08490246534347534,
0.06404482573270798,
0.0762009397149086,
-0.0037373173981904984,
0.035356421023607254,
0.0030851606279611588,
-0.07972190529108047,
0.08174798637628555,
-0.010194534435868263,
0.028251787647604942,
0.04354158788919449,
-0.02148481272161007,
0.03012271039187908,
0.030257435515522957,
-0.020777903497219086,
-0.034204673022031784,
-0.05057653784751892,
0.11931181699037552,
0.07948479801416397,
-0.0030069490894675255,
0.011285069398581982,
-0.0473373718559742,
0.02360578440129757,
0.06686381995677948,
-0.04264894500374794,
-0.053090110421180725,
0.009976805187761784,
-0.025800464674830437,
-0.11118695884943008,
0.02622470259666443,
0.026111150160431862,
-0.06536123156547546,
-0.023315483704209328,
-4.406538423040729e-8,
-0.082601398229599,
-0.019358882680535316,
-0.11057115346193314,
-0.055968910455703735,
-0.008710718713700771,
-0.07126691192388535,
-0.0007745416951365769,
-0.06591153889894485,
0.04300358146429062,
-0.16300426423549652,
0.0028552792500704527,
-0.12069085985422134,
-0.12493383139371872,
0.01013096608221531,
-0.002353783929720521,
-0.014706763438880444,
0.03562486544251442,
0.03908232972025871,
0.019323009997606277,
0.044469449669122696,
-0.028390303254127502,
-0.01732415147125721,
0.04635532200336456,
-0.06007000431418419,
0.07480866461992264,
-0.025395942851901054,
-0.005197802558541298,
0.04770120233297348,
0.1393875777721405,
0.01162774208933115,
-0.07067651301622391,
0.011727984994649887,
0.08776839077472687,
-0.0012430006172508001,
-0.03067176230251789,
0.06893634796142578,
-0.01733136549592018,
0.08852463960647583,
-0.05910887569189072,
-0.03201797604560852,
-0.03283941000699997,
0.0004940914222970605,
-0.011788415722548962,
-0.03483792021870613,
-0.07051026821136475,
-0.01625536009669304,
0.06383658945560455,
-0.004536752589046955,
0.006388358771800995,
-0.045903246849775314,
0.0015940909506753087,
0.058081142604351044,
0.04135316610336304,
-0.004264946095645428,
0.000720052164979279,
-0.03283284977078438,
-0.004526796285063028,
-0.04064679890871048,
0.021516740322113037,
0.034670498222112656,
-0.02601020410656929,
0.04656432941555977,
-0.0664028748869896,
0.061585430055856705
] | null | null | null | null | null | null | null |
[
-0.07054238766431808,
0.012952325865626335,
0.004097684286534786,
0.007235527969896793,
0.02920828014612198,
-0.0535651296377182,
0.07216780632734299,
-0.016101762652397156,
-0.0618455596268177,
-0.0015548168448731303,
-0.05526893958449364,
0.014518523588776588,
-0.0016851325053721666,
-0.005778911057859659,
0.04993990436196327,
-0.02843794971704483,
0.0613979697227478,
-0.03808969259262085,
0.054997824132442474,
-0.03239579498767853,
-0.04361569136381149,
-0.0081391716375947,
-0.04085276648402214,
0.023821808397769928,
0.05996235832571983,
0.005768219009041786,
0.042655568569898605,
0.011711507104337215,
0.03744076192378998,
0.007184652145951986,
0.0025875139981508255,
0.003928128629922867,
0.09640320390462875,
-0.016514230519533157,
0.012735656462609768,
0.050831638276576996,
0.08033148944377899,
0.06149563938379288,
0.03189169242978096,
-0.004058542661368847,
-0.033840131014585495,
0.07003548741340637,
-0.017104968428611755,
-0.04542035609483719,
0.010505132377147675,
0.008554254658520222,
-0.002370740519836545,
-0.026347417384386063,
0.026413103565573692,
0.0020827045664191246,
0.06707222014665604,
0.10110197216272354,
0.012744096107780933,
-0.00012559592141769826,
0.02426135167479515,
0.002209958853200078,
-0.07026766985654831,
0.06546463072299957,
-0.007961653172969818,
0.03756862133741379,
0.008647033013403416,
-0.0579979345202446,
-0.004978741519153118,
0.00324412458576262,
0.014876238070428371,
0.02801375277340412,
0.04394448176026344,
-0.049228012561798096,
0.015484118834137917,
0.07946142554283142,
-0.062429822981357574,
-0.019599847495555878,
-0.0017829042626544833,
0.015094750560820103,
-0.01700202189385891,
-0.0454854778945446,
0.01894555054605007,
-0.04074946418404579,
0.020283302292227745,
0.06207863241434097,
-0.10034674406051636,
-0.010457053780555725,
-0.06297031790018082,
-0.014550091698765755,
-0.05463362857699394,
-0.013283858075737953,
0.015942981466650963,
0.01319446787238121,
0.008048863150179386,
-0.023659998551011086,
-0.05838114395737648,
0.027480067685246468,
-0.03313172608613968,
0.07680534571409225,
0.02258765697479248,
-0.051331374794244766,
0.07058797776699066,
0.07840785384178162,
0.04767942801117897,
0.08886536210775375,
-0.012668494135141373,
-0.04007520526647568,
-0.04484366625547409,
0.05627297982573509,
-0.055982742458581924,
-0.07684767246246338,
0.07130146771669388,
0.0667894184589386,
0.04525969550013542,
0.016020245850086212,
0.07102489471435547,
0.009210038930177689,
0.07378524541854858,
-0.005424779374152422,
0.026185430586338043,
-0.06762262433767319,
0.024643661454319954,
-0.0019510774873197079,
0.014024350792169571,
0.04046838358044624,
-0.03128969669342041,
-0.10694168508052826,
-0.005621805787086487,
0.026500772684812546,
-0.004406867548823357,
0.03978941589593887,
0.03826964646577835,
3.397688590468828e-34,
0.017452316358685493,
0.13524951040744781,
-0.025128448382019997,
-0.0742802768945694,
-0.045706041157245636,
0.0682821199297905,
0.04075416922569275,
0.045830391347408295,
-0.014858273789286613,
0.10674608498811722,
-0.02966749109327793,
0.016099585220217705,
-0.014548445120453835,
0.031869567930698395,
-0.02738872729241848,
-0.06206430122256279,
-0.018718691542744637,
-0.016973763704299927,
-0.023986566811800003,
-0.047664329409599304,
-0.0179645586758852,
-0.027453644201159477,
-0.022221533581614494,
-0.02029464580118656,
-0.010308457538485527,
-0.06350522488355637,
0.06515955924987793,
-0.02665955200791359,
-0.06588691473007202,
0.02329779416322708,
-0.06001567095518112,
-0.01939108781516552,
0.02559293620288372,
-0.03502912074327469,
0.03489947319030762,
0.02573123760521412,
0.08596482872962952,
0.030888307839632034,
-0.07692284882068634,
0.03917437791824341,
0.06209016591310501,
0.028348030522465706,
0.06560305505990982,
-0.148544043302536,
-0.05881379172205925,
-0.056432001292705536,
-0.0019095345633104444,
0.07585357874631882,
-0.07013194262981415,
0.008865895681083202,
-0.00403384305536747,
-0.05286598950624466,
-0.01183747686445713,
-0.02842594124376774,
-0.036132972687482834,
-0.035260558128356934,
0.045493654906749725,
-0.08946292847394943,
0.08862441778182983,
0.13372302055358887,
0.05847758427262306,
-0.02405322715640068,
0.050569284707307816,
-0.025855395942926407,
0.02712734043598175,
0.06425926834344864,
0.01830110512673855,
-0.023373251780867577,
-0.0644218847155571,
-0.04996250942349434,
-0.022812945768237114,
0.062126170843839645,
-0.01362772285938263,
-0.10903185606002808,
0.058625441044569016,
0.018723387271165848,
0.11119397729635239,
-0.008049019612371922,
-0.020608391612768173,
-0.07027043402194977,
-0.02011074498295784,
-0.016411904245615005,
0.08352120965719223,
-0.09031131863594055,
-0.053612809628248215,
0.117036834359169,
-0.0025698698591440916,
-0.10367737710475922,
-0.06521023064851761,
-0.09972577542066574,
-0.07326817512512207,
-0.0341649055480957,
-0.037190746515989304,
-0.023768916726112366,
0.005485663656145334,
6.20239721895543e-34,
-0.00374882691539824,
0.058013785630464554,
0.001287346356548369,
0.010944430716335773,
-0.027669278904795647,
-0.011952546425163746,
0.04438972845673561,
-0.035770483314991,
0.027371440082788467,
0.032950419932603836,
0.019936764612793922,
-0.01794450171291828,
-0.012181168422102928,
0.004421199206262827,
-0.05988119915127754,
0.028819404542446136,
-0.05676264315843582,
-0.014972907491028309,
0.015892393887043,
0.053869158029556274,
-0.0016882489435374737,
-0.038841795176267624,
-0.014633619226515293,
0.008161409758031368,
-0.01282466296106577,
0.06397323310375214,
-0.10454204678535461,
0.08233795315027237,
0.04372682422399521,
-0.020516587421298027,
0.02848670817911625,
-0.0173531211912632,
-0.06073884665966034,
-0.09029018878936768,
0.023146435618400574,
0.03153949975967407,
-0.12079814821481705,
0.06664453446865082,
0.04787202179431915,
0.012290330603718758,
-0.010810946114361286,
0.0906442329287529,
-0.06373022496700287,
0.052317216992378235,
0.0706724226474762,
-0.030301902443170547,
0.025817912071943283,
0.09625998139381409,
0.0014143098378553987,
0.01944589801132679,
0.09023582190275192,
0.07488944381475449,
0.051052555441856384,
0.10698684304952621,
-0.012561206705868244,
0.005834356881678104,
-0.06762970983982086,
0.00474742753431201,
0.03852812200784683,
-0.006977052893489599,
-0.004832124803215265,
0.024808669462800026,
-0.08490246534347534,
0.06404482573270798,
0.0762009397149086,
-0.0037373173981904984,
0.035356421023607254,
0.0030851606279611588,
-0.07972190529108047,
0.08174798637628555,
-0.010194534435868263,
0.028251787647604942,
0.04354158788919449,
-0.02148481272161007,
0.03012271039187908,
0.030257435515522957,
-0.020777903497219086,
-0.034204673022031784,
-0.05057653784751892,
0.11931181699037552,
0.07948479801416397,
-0.0030069490894675255,
0.011285069398581982,
-0.0473373718559742,
0.02360578440129757,
0.06686381995677948,
-0.04264894500374794,
-0.053090110421180725,
0.009976805187761784,
-0.025800464674830437,
-0.11118695884943008,
0.02622470259666443,
0.026111150160431862,
-0.06536123156547546,
-0.023315483704209328,
-4.406538423040729e-8,
-0.082601398229599,
-0.019358882680535316,
-0.11057115346193314,
-0.055968910455703735,
-0.008710718713700771,
-0.07126691192388535,
-0.0007745416951365769,
-0.06591153889894485,
0.04300358146429062,
-0.16300426423549652,
0.0028552792500704527,
-0.12069085985422134,
-0.12493383139371872,
0.01013096608221531,
-0.002353783929720521,
-0.014706763438880444,
0.03562486544251442,
0.03908232972025871,
0.019323009997606277,
0.044469449669122696,
-0.028390303254127502,
-0.01732415147125721,
0.04635532200336456,
-0.06007000431418419,
0.07480866461992264,
-0.025395942851901054,
-0.005197802558541298,
0.04770120233297348,
0.1393875777721405,
0.01162774208933115,
-0.07067651301622391,
0.011727984994649887,
0.08776839077472687,
-0.0012430006172508001,
-0.03067176230251789,
0.06893634796142578,
-0.01733136549592018,
0.08852463960647583,
-0.05910887569189072,
-0.03201797604560852,
-0.03283941000699997,
0.0004940914222970605,
-0.011788415722548962,
-0.03483792021870613,
-0.07051026821136475,
-0.01625536009669304,
0.06383658945560455,
-0.004536752589046955,
0.006388358771800995,
-0.045903246849775314,
0.0015940909506753087,
0.058081142604351044,
0.04135316610336304,
-0.004264946095645428,
0.000720052164979279,
-0.03283284977078438,
-0.004526796285063028,
-0.04064679890871048,
0.021516740322113037,
0.034670498222112656,
-0.02601020410656929,
0.04656432941555977,
-0.0664028748869896,
0.061585430055856705
] |
1402.5076
|
Xiangrong Zeng
|
Xiangrong Zeng and M\'ario A. T. Figueiredo
|
Robust Binary Fused Compressive Sensing using Adaptive Outlier Pursuit
|
Accepted by ICASSP 2014
| null | null | null |
cs.CV cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We propose a new method, {\it robust binary fused compressive sensing}
(RoBFCS), to recover sparse piece-wise smooth signals from 1-bit compressive
measurements. The proposed method is a modification of our previous {\it binary
fused compressive sensing} (BFCS) algorithm, which is based on the {\it binary
iterative hard thresholding} (BIHT) algorithm. As in BIHT, the data term of the
objective function is a one-sided $\ell_1$ (or $\ell_2$) norm. Experiments show
that the proposed algorithm is able to take advantage of the piece-wise
smoothness of the original signal and detect sign flips and correct them,
achieving more accurate recovery than BFCS and BIHT.
|
[
{
"created": "Thu, 20 Feb 2014 17:07:23 GMT",
"version": "v1"
},
{
"created": "Thu, 20 Mar 2014 11:11:45 GMT",
"version": "v2"
}
] |
2014-03-21
|
[
[
"Zeng",
"Xiangrong",
""
],
[
"Figueiredo",
"Mário A. T.",
""
]
] |
[
-0.045528821647167206,
-0.010797924362123013,
-0.028243854641914368,
-0.002108809305354953,
0.0403408408164978,
-0.066832035779953,
0.05745749920606613,
0.004106817301362753,
-0.07061245292425156,
-0.00022346929472405463,
-0.0490957647562027,
0.008784598670899868,
0.014523581601679325,
-0.033400241285562515,
0.045976672321558,
-0.04281017556786537,
0.06154952198266983,
0.0026123938150703907,
0.07247602194547653,
-0.018276004120707512,
-0.06355109810829163,
-0.04181184992194176,
-0.03101063333451748,
0.020357241854071617,
0.05974356085062027,
0.022459622472524643,
0.06234610825777054,
-0.022839317098259926,
0.011302938684821129,
0.011851304210722446,
-0.0026809065602719784,
0.026744479313492775,
0.10748085379600525,
-0.03347769007086754,
0.015368889085948467,
0.04457228630781174,
0.11383306235074997,
0.05273584648966789,
0.0299800056964159,
-0.040650513023138046,
-0.029947688803076744,
0.03561380133032799,
0.016093935817480087,
-0.05441441386938095,
0.04993080720305443,
0.03249547630548477,
-0.00045670950203202665,
0.021481726318597794,
0.03641129285097122,
-0.017500031739473343,
0.07957727462053299,
0.09866645187139511,
0.015782995149493217,
-0.019993681460618973,
0.006408505607396364,
0.031247561797499657,
-0.04980867728590965,
0.03925134241580963,
0.008742139674723148,
0.060094378888607025,
0.03516077995300293,
-0.038857486099004745,
-0.0022901096381247044,
0.00036816869396716356,
0.03682507202029228,
0.06430017948150635,
0.014329541474580765,
-0.04986605420708656,
0.020921887829899788,
0.09766657650470734,
-0.06868650764226913,
-0.014748672023415565,
-0.0022372331004589796,
0.03552103042602539,
-0.007413092534989119,
-0.024661188945174217,
-0.016748730093240738,
-0.044817354530096054,
0.025276800617575645,
0.0599517822265625,
-0.10639066994190216,
-0.042121946811676025,
-0.06736122816801071,
-0.02811955101788044,
-0.01954036019742489,
-0.018439140170812607,
0.0033589329104870558,
0.034825701266527176,
0.012141182087361813,
-0.011837910860776901,
-0.058299027383327484,
0.015716109424829483,
-0.0050239223055541515,
0.044666558504104614,
-0.0026487899012863636,
-0.0779137834906578,
0.06363419443368912,
0.08843424171209335,
0.035366933792829514,
0.08284775167703629,
-0.02133246324956417,
-0.033617179840803146,
-0.03489884361624718,
0.03532134369015694,
-0.04441320523619652,
-0.052184656262397766,
0.05277649685740471,
0.04499092698097229,
0.0572986975312233,
-0.002062566578388214,
0.057404231280088425,
0.013444499112665653,
0.08336710929870605,
-0.03591550514101982,
0.04535903036594391,
-0.06701133400201797,
0.003722426015883684,
-0.0007627657032571733,
0.0027932515367865562,
0.03397887200117111,
-0.03763836622238159,
-0.11277840286493301,
-0.027508780360221863,
-0.0005213911645114422,
0.011642553843557835,
0.05242784693837166,
0.03998338058590889,
5.517574758358631e-35,
0.022301385179162025,
0.1561109870672226,
-0.020454740151762962,
-0.083478644490242,
-0.027879713103175163,
0.07924269884824753,
0.026957431808114052,
0.030731910839676857,
-0.022457821294665337,
0.12760116159915924,
-0.00935839768499136,
0.03558039665222168,
-0.003446791088208556,
0.03888687491416931,
-0.031087802723050117,
-0.047788988798856735,
-0.0018351632170379162,
-0.03478478267788887,
-0.03755343332886696,
-0.05090626701712608,
-0.014249087311327457,
-0.012550164014101028,
-0.024532100185751915,
-0.04711565375328064,
-0.0028619763907045126,
-0.05394720286130905,
0.05472744256258011,
-0.025972537696361542,
-0.03605591133236885,
0.03807438910007477,
-0.059552546590566635,
-0.002710471861064434,
0.005921175237745047,
-0.03985881060361862,
0.01283983513712883,
0.012408420443534851,
0.05941393971443176,
-0.004891793243587017,
-0.07948072999715805,
0.0298584196716547,
0.05306790769100189,
0.012335521169006824,
0.03534567728638649,
-0.1553691327571869,
-0.045361537486314774,
-0.046275023370981216,
0.01648891530930996,
0.05893031880259514,
-0.036405500024557114,
-0.0004919741186313331,
0.014373627491295338,
-0.03991471976041794,
-0.04222191125154495,
-0.017723625525832176,
-0.046703923493623734,
-0.041220251470804214,
0.05461146682500839,
-0.07139597833156586,
0.06348203867673874,
0.13985009491443634,
0.06295117735862732,
-0.03518432751297951,
0.046454936265945435,
-0.02450553886592388,
0.008766974322497845,
0.09948065876960754,
0.037938039749860764,
-0.04308400675654411,
-0.05818846449255943,
-0.058085847645998,
-0.021124443039298058,
0.03863578289747238,
-0.022353578358888626,
-0.10136846452951431,
0.03800695389509201,
0.016476038843393326,
0.11876261234283447,
0.01168384775519371,
-0.03343266621232033,
-0.07165592908859253,
-0.03155689314007759,
-0.006896917708218098,
0.08576945215463638,
-0.08046603202819824,
-0.023287011310458183,
0.11400920897722244,
-0.038640983402729034,
-0.09626172482967377,
-0.1301858127117157,
-0.11072532832622528,
-0.05789768695831299,
-0.05955514311790466,
-0.036112088710069656,
-0.0005119912675581872,
-0.001793569652363658,
1.9178810223264687e-34,
-0.004945769906044006,
0.05720901861786842,
0.0003312678309157491,
0.0154666006565094,
-0.07979706674814224,
-0.023257847875356674,
0.03426521643996239,
-0.048838842660188675,
0.009800656698644161,
0.002336639678105712,
0.03875657171010971,
-0.01763765886425972,
-0.01593848317861557,
-0.0005505495937541127,
-0.03866928443312645,
-0.012798048555850983,
-0.023728953674435616,
0.006257589440792799,
0.036821264773607254,
0.02801562286913395,
0.002283659763634205,
-0.011725898832082748,
-0.02163105085492134,
0.03702423721551895,
-0.010546494275331497,
0.06321249157190323,
-0.09238701313734055,
0.07733352482318878,
0.06436876207590103,
-0.016959426924586296,
0.03206024691462517,
0.046828825026750565,
-0.049427106976509094,
-0.0645030215382576,
0.032223038375377655,
-0.003570816945284605,
-0.13247813284397125,
0.059818677604198456,
0.06472720205783844,
0.022922607138752937,
0.0032529132440686226,
0.08080679923295975,
-0.08107386529445648,
0.02570272609591484,
0.027589717879891396,
-0.029445931315422058,
0.00155692792031914,
0.11202062666416168,
0.036445993930101395,
0.025435885414481163,
0.0842767208814621,
0.06339039653539658,
0.023090021684765816,
0.09806662797927856,
-0.021077437326312065,
0.0359022431075573,
-0.05980728939175606,
0.03334797918796539,
0.0685400515794754,
0.009448067285120487,
-0.007576519623398781,
0.044468071311712265,
-0.03542044386267662,
0.04876377433538437,
0.06807659566402435,
0.02565883658826351,
0.04093033820390701,
0.015450019389390945,
-0.035620734095573425,
0.07452193647623062,
-0.004752477165311575,
0.052070919424295425,
0.045900825411081314,
-0.02440686523914337,
0.027018941938877106,
0.028434034436941147,
-0.044840727001428604,
-0.03152555972337723,
-0.058520279824733734,
0.1132708340883255,
0.053057074546813965,
-0.03266850486397743,
0.019170111045241356,
-0.003627670696005225,
-0.005124486051499844,
0.04848881810903549,
-0.061262764036655426,
-0.0368427149951458,
0.0049725924618542194,
-0.010868987068533897,
-0.09746754914522171,
0.038242872804403305,
0.03403034806251526,
-0.07403173297643661,
-0.030554313212633133,
-4.446999568585852e-8,
-0.10020241141319275,
-0.006476863753050566,
-0.07921206206083298,
-0.07287266850471497,
-0.030361292883753777,
-0.03122531808912754,
0.0018809391185641289,
-0.07798246294260025,
0.02724093198776245,
-0.15413835644721985,
0.006200895644724369,
-0.14407819509506226,
-0.13541562855243683,
-0.00009851318463915959,
-0.008726049214601517,
-0.004000455141067505,
0.01958298310637474,
0.030876394361257553,
-0.007735121063888073,
0.04353254288434982,
-0.009224471636116505,
-0.03414919227361679,
0.059443287551403046,
-0.04566724970936775,
0.06783177703619003,
-0.031123939901590347,
-0.03672933205962181,
0.06399908661842346,
0.12322260439395905,
0.03642064332962036,
-0.06865619868040085,
-0.021591834723949432,
0.07198973000049591,
0.002581732114776969,
-0.017380990087985992,
0.0833221971988678,
-0.009095437824726105,
0.06655890494585037,
-0.038878027349710464,
-0.02558213658630848,
-0.039803147315979004,
-0.0033029818441718817,
-0.038747143000364304,
-0.03215647116303444,
-0.10078191012144089,
-0.00027206473168917,
0.08987055718898773,
0.009351045824587345,
0.0022406759671866894,
-0.052376579493284225,
-0.0007835687720216811,
0.06295987218618393,
0.016881493851542473,
-0.0047805956564843655,
-0.006387834437191486,
-0.010460381396114826,
-0.020556172356009483,
-0.053694967180490494,
0.02534223161637783,
0.058304622769355774,
-0.03974227234721184,
0.02015211246907711,
-0.06892459094524384,
0.046996183693408966
] | null | null | null | null | null | null | null |
[
-0.045528821647167206,
-0.010797924362123013,
-0.028243854641914368,
-0.002108809305354953,
0.0403408408164978,
-0.066832035779953,
0.05745749920606613,
0.004106817301362753,
-0.07061245292425156,
-0.00022346929472405463,
-0.0490957647562027,
0.008784598670899868,
0.014523581601679325,
-0.033400241285562515,
0.045976672321558,
-0.04281017556786537,
0.06154952198266983,
0.0026123938150703907,
0.07247602194547653,
-0.018276004120707512,
-0.06355109810829163,
-0.04181184992194176,
-0.03101063333451748,
0.020357241854071617,
0.05974356085062027,
0.022459622472524643,
0.06234610825777054,
-0.022839317098259926,
0.011302938684821129,
0.011851304210722446,
-0.0026809065602719784,
0.026744479313492775,
0.10748085379600525,
-0.03347769007086754,
0.015368889085948467,
0.04457228630781174,
0.11383306235074997,
0.05273584648966789,
0.0299800056964159,
-0.040650513023138046,
-0.029947688803076744,
0.03561380133032799,
0.016093935817480087,
-0.05441441386938095,
0.04993080720305443,
0.03249547630548477,
-0.00045670950203202665,
0.021481726318597794,
0.03641129285097122,
-0.017500031739473343,
0.07957727462053299,
0.09866645187139511,
0.015782995149493217,
-0.019993681460618973,
0.006408505607396364,
0.031247561797499657,
-0.04980867728590965,
0.03925134241580963,
0.008742139674723148,
0.060094378888607025,
0.03516077995300293,
-0.038857486099004745,
-0.0022901096381247044,
0.00036816869396716356,
0.03682507202029228,
0.06430017948150635,
0.014329541474580765,
-0.04986605420708656,
0.020921887829899788,
0.09766657650470734,
-0.06868650764226913,
-0.014748672023415565,
-0.0022372331004589796,
0.03552103042602539,
-0.007413092534989119,
-0.024661188945174217,
-0.016748730093240738,
-0.044817354530096054,
0.025276800617575645,
0.0599517822265625,
-0.10639066994190216,
-0.042121946811676025,
-0.06736122816801071,
-0.02811955101788044,
-0.01954036019742489,
-0.018439140170812607,
0.0033589329104870558,
0.034825701266527176,
0.012141182087361813,
-0.011837910860776901,
-0.058299027383327484,
0.015716109424829483,
-0.0050239223055541515,
0.044666558504104614,
-0.0026487899012863636,
-0.0779137834906578,
0.06363419443368912,
0.08843424171209335,
0.035366933792829514,
0.08284775167703629,
-0.02133246324956417,
-0.033617179840803146,
-0.03489884361624718,
0.03532134369015694,
-0.04441320523619652,
-0.052184656262397766,
0.05277649685740471,
0.04499092698097229,
0.0572986975312233,
-0.002062566578388214,
0.057404231280088425,
0.013444499112665653,
0.08336710929870605,
-0.03591550514101982,
0.04535903036594391,
-0.06701133400201797,
0.003722426015883684,
-0.0007627657032571733,
0.0027932515367865562,
0.03397887200117111,
-0.03763836622238159,
-0.11277840286493301,
-0.027508780360221863,
-0.0005213911645114422,
0.011642553843557835,
0.05242784693837166,
0.03998338058590889,
5.517574758358631e-35,
0.022301385179162025,
0.1561109870672226,
-0.020454740151762962,
-0.083478644490242,
-0.027879713103175163,
0.07924269884824753,
0.026957431808114052,
0.030731910839676857,
-0.022457821294665337,
0.12760116159915924,
-0.00935839768499136,
0.03558039665222168,
-0.003446791088208556,
0.03888687491416931,
-0.031087802723050117,
-0.047788988798856735,
-0.0018351632170379162,
-0.03478478267788887,
-0.03755343332886696,
-0.05090626701712608,
-0.014249087311327457,
-0.012550164014101028,
-0.024532100185751915,
-0.04711565375328064,
-0.0028619763907045126,
-0.05394720286130905,
0.05472744256258011,
-0.025972537696361542,
-0.03605591133236885,
0.03807438910007477,
-0.059552546590566635,
-0.002710471861064434,
0.005921175237745047,
-0.03985881060361862,
0.01283983513712883,
0.012408420443534851,
0.05941393971443176,
-0.004891793243587017,
-0.07948072999715805,
0.0298584196716547,
0.05306790769100189,
0.012335521169006824,
0.03534567728638649,
-0.1553691327571869,
-0.045361537486314774,
-0.046275023370981216,
0.01648891530930996,
0.05893031880259514,
-0.036405500024557114,
-0.0004919741186313331,
0.014373627491295338,
-0.03991471976041794,
-0.04222191125154495,
-0.017723625525832176,
-0.046703923493623734,
-0.041220251470804214,
0.05461146682500839,
-0.07139597833156586,
0.06348203867673874,
0.13985009491443634,
0.06295117735862732,
-0.03518432751297951,
0.046454936265945435,
-0.02450553886592388,
0.008766974322497845,
0.09948065876960754,
0.037938039749860764,
-0.04308400675654411,
-0.05818846449255943,
-0.058085847645998,
-0.021124443039298058,
0.03863578289747238,
-0.022353578358888626,
-0.10136846452951431,
0.03800695389509201,
0.016476038843393326,
0.11876261234283447,
0.01168384775519371,
-0.03343266621232033,
-0.07165592908859253,
-0.03155689314007759,
-0.006896917708218098,
0.08576945215463638,
-0.08046603202819824,
-0.023287011310458183,
0.11400920897722244,
-0.038640983402729034,
-0.09626172482967377,
-0.1301858127117157,
-0.11072532832622528,
-0.05789768695831299,
-0.05955514311790466,
-0.036112088710069656,
-0.0005119912675581872,
-0.001793569652363658,
1.9178810223264687e-34,
-0.004945769906044006,
0.05720901861786842,
0.0003312678309157491,
0.0154666006565094,
-0.07979706674814224,
-0.023257847875356674,
0.03426521643996239,
-0.048838842660188675,
0.009800656698644161,
0.002336639678105712,
0.03875657171010971,
-0.01763765886425972,
-0.01593848317861557,
-0.0005505495937541127,
-0.03866928443312645,
-0.012798048555850983,
-0.023728953674435616,
0.006257589440792799,
0.036821264773607254,
0.02801562286913395,
0.002283659763634205,
-0.011725898832082748,
-0.02163105085492134,
0.03702423721551895,
-0.010546494275331497,
0.06321249157190323,
-0.09238701313734055,
0.07733352482318878,
0.06436876207590103,
-0.016959426924586296,
0.03206024691462517,
0.046828825026750565,
-0.049427106976509094,
-0.0645030215382576,
0.032223038375377655,
-0.003570816945284605,
-0.13247813284397125,
0.059818677604198456,
0.06472720205783844,
0.022922607138752937,
0.0032529132440686226,
0.08080679923295975,
-0.08107386529445648,
0.02570272609591484,
0.027589717879891396,
-0.029445931315422058,
0.00155692792031914,
0.11202062666416168,
0.036445993930101395,
0.025435885414481163,
0.0842767208814621,
0.06339039653539658,
0.023090021684765816,
0.09806662797927856,
-0.021077437326312065,
0.0359022431075573,
-0.05980728939175606,
0.03334797918796539,
0.0685400515794754,
0.009448067285120487,
-0.007576519623398781,
0.044468071311712265,
-0.03542044386267662,
0.04876377433538437,
0.06807659566402435,
0.02565883658826351,
0.04093033820390701,
0.015450019389390945,
-0.035620734095573425,
0.07452193647623062,
-0.004752477165311575,
0.052070919424295425,
0.045900825411081314,
-0.02440686523914337,
0.027018941938877106,
0.028434034436941147,
-0.044840727001428604,
-0.03152555972337723,
-0.058520279824733734,
0.1132708340883255,
0.053057074546813965,
-0.03266850486397743,
0.019170111045241356,
-0.003627670696005225,
-0.005124486051499844,
0.04848881810903549,
-0.061262764036655426,
-0.0368427149951458,
0.0049725924618542194,
-0.010868987068533897,
-0.09746754914522171,
0.038242872804403305,
0.03403034806251526,
-0.07403173297643661,
-0.030554313212633133,
-4.446999568585852e-8,
-0.10020241141319275,
-0.006476863753050566,
-0.07921206206083298,
-0.07287266850471497,
-0.030361292883753777,
-0.03122531808912754,
0.0018809391185641289,
-0.07798246294260025,
0.02724093198776245,
-0.15413835644721985,
0.006200895644724369,
-0.14407819509506226,
-0.13541562855243683,
-0.00009851318463915959,
-0.008726049214601517,
-0.004000455141067505,
0.01958298310637474,
0.030876394361257553,
-0.007735121063888073,
0.04353254288434982,
-0.009224471636116505,
-0.03414919227361679,
0.059443287551403046,
-0.04566724970936775,
0.06783177703619003,
-0.031123939901590347,
-0.03672933205962181,
0.06399908661842346,
0.12322260439395905,
0.03642064332962036,
-0.06865619868040085,
-0.021591834723949432,
0.07198973000049591,
0.002581732114776969,
-0.017380990087985992,
0.0833221971988678,
-0.009095437824726105,
0.06655890494585037,
-0.038878027349710464,
-0.02558213658630848,
-0.039803147315979004,
-0.0033029818441718817,
-0.038747143000364304,
-0.03215647116303444,
-0.10078191012144089,
-0.00027206473168917,
0.08987055718898773,
0.009351045824587345,
0.0022406759671866894,
-0.052376579493284225,
-0.0007835687720216811,
0.06295987218618393,
0.016881493851542473,
-0.0047805956564843655,
-0.006387834437191486,
-0.010460381396114826,
-0.020556172356009483,
-0.053694967180490494,
0.02534223161637783,
0.058304622769355774,
-0.03974227234721184,
0.02015211246907711,
-0.06892459094524384,
0.046996183693408966
] |
1402.5077
|
Xiangrong Zeng
|
Xiangrong Zeng and M\'ario A. T. Figueiredo
|
Group-sparse Matrix Recovery
|
ICASSP 2014
| null | null | null |
cs.LG cs.CV stat.ML
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We apply the OSCAR (octagonal selection and clustering algorithms for
regression) in recovering group-sparse matrices (two-dimensional---2D---arrays)
from compressive measurements. We propose a 2D version of OSCAR (2OSCAR)
consisting of the $\ell_1$ norm and the pair-wise $\ell_{\infty}$ norm, which
is convex but non-differentiable. We show that the proximity operator of 2OSCAR
can be computed based on that of OSCAR. The 2OSCAR problem can thus be
efficiently solved by state-of-the-art proximal splitting algorithms.
Experiments on group-sparse 2D array recovery show that 2OSCAR regularization
solved by the SpaRSA algorithm is the fastest choice, while the PADMM algorithm
(with debiasing) yields the most accurate results.
|
[
{
"created": "Thu, 20 Feb 2014 17:08:34 GMT",
"version": "v1"
}
] |
2014-02-21
|
[
[
"Zeng",
"Xiangrong",
""
],
[
"Figueiredo",
"Mário A. T.",
""
]
] |
[
-0.012005149386823177,
0.04559852182865143,
-0.03747238591313362,
0.007531783543527126,
0.06201639026403427,
-0.0183870866894722,
0.01561538502573967,
-0.10015064477920532,
-0.00800781324505806,
-0.054730188101530075,
0.0022066726814955473,
0.08558689057826996,
-0.01072690635919571,
0.004236169625073671,
-0.05988244712352753,
0.018344813957810402,
0.002629936905577779,
-0.0028318744152784348,
-0.007875247858464718,
0.0012811037013307214,
-0.00960023608058691,
-0.05003929138183594,
-0.04350534826517105,
0.020441418513655663,
0.031553104519844055,
0.06746993213891983,
0.07009220868349075,
0.02864421159029007,
-0.03576269373297691,
0.026674451306462288,
0.00018502844613976777,
0.020725959911942482,
0.07456781715154648,
-0.061188533902168274,
-0.05986722186207771,
0.046542078256607056,
0.010413647629320621,
0.08543052524328232,
0.0019592726603150368,
-0.0020496833603829145,
0.021299468353390694,
0.07173676788806915,
-0.034524332731962204,
0.017459608614444733,
0.04480452463030815,
-0.05326772853732109,
0.017209425568580627,
-0.06398991495370865,
0.04327325150370598,
-0.022111382335424423,
0.028800463303923607,
0.028390778228640556,
-0.00044791208347305655,
0.01613202691078186,
-0.009098030626773834,
-0.07688981294631958,
-0.05718163028359413,
0.00507536344230175,
0.0033102950546890497,
0.025031857192516327,
0.09599864482879639,
-0.039372313767671585,
-0.016180748119950294,
0.03857449069619179,
-0.01008390448987484,
0.04537396505475044,
0.07938998192548752,
0.039361972361803055,
-0.027911188080906868,
0.02475632354617119,
-0.04523802176117897,
0.05544848367571831,
0.0687197670340538,
0.0619204081594944,
0.08211378753185272,
-0.007715373765677214,
0.005744547117501497,
-0.06356009840965271,
0.0745575949549675,
0.05475040152668953,
-0.010169077664613724,
-0.01087771076709032,
0.000841362401843071,
-0.011582829989492893,
-0.0070943632163107395,
0.03255090117454529,
-0.053289737552404404,
0.01171359233558178,
-0.01610657386481762,
-0.09194322675466537,
-0.04880301654338837,
-0.011803274042904377,
-0.09807153791189194,
0.03477010130882263,
-0.037259865552186966,
-0.11302829533815384,
0.026972826570272446,
-0.012168367393314838,
0.05662994086742401,
0.12935581803321838,
0.031496137380599976,
0.012666449882090092,
-0.01637611910700798,
0.022906774654984474,
-0.005506354849785566,
0.021534299477934837,
0.07787054032087326,
-0.00610755430534482,
0.04157134145498276,
0.00295188813470304,
0.05048571154475212,
0.024517767131328583,
0.03385353833436966,
0.044614773243665695,
-0.0646292194724083,
-0.07857619971036911,
0.02162901684641838,
0.0918993279337883,
0.07118989527225494,
0.045311812311410904,
0.006990768946707249,
-0.12663953006267548,
0.09792894124984741,
0.02503553219139576,
0.0876532793045044,
0.09703779965639114,
-0.09271601587533951,
-4.098864771838332e-34,
-0.034683238714933395,
0.048187341541051865,
0.0066973683424293995,
0.0022830336820334196,
0.003782747546210885,
0.0028750202618539333,
-0.05082143098115921,
-0.0015878814738243818,
0.03554197773337364,
0.0679064616560936,
-0.07516234368085861,
-0.003934907261282206,
0.030681217089295387,
0.06437380611896515,
0.07695974409580231,
0.003449913114309311,
0.02383403480052948,
0.021721208468079567,
0.0027081198059022427,
-0.12054818123579025,
-0.05509993061423302,
0.021411504596471786,
-0.004367218818515539,
-0.011986806988716125,
-0.02079220861196518,
-0.06942948698997498,
0.04797591269016266,
-0.13395191729068756,
0.027506381273269653,
0.04700741171836853,
-0.061915770173072815,
0.026940613985061646,
0.0003677185741253197,
0.041058097034692764,
0.028300082311034203,
0.02495085820555687,
0.019920820370316505,
-0.04307980090379715,
-0.011425944976508617,
0.03362943232059479,
0.023738225921988487,
0.02329445444047451,
0.05810890719294548,
-0.12190739810466766,
-0.02150483801960945,
-0.06513669341802597,
-0.009515226818621159,
0.059602104127407074,
0.08866962790489197,
-0.07510372996330261,
-0.02333589643239975,
-0.06804520636796951,
-0.06538745015859604,
0.03658284246921539,
-0.03277680277824402,
-0.0693405494093895,
-0.013608032837510109,
-0.023248959332704544,
0.12213652580976486,
0.06938926130533218,
-0.053552258759737015,
0.02302427776157856,
0.026589805260300636,
-0.0346740186214447,
-0.03510842099785805,
0.013786069117486477,
-0.030313683673739433,
-0.003858976298943162,
-0.014653656631708145,
0.04821619763970375,
0.014136845245957375,
0.04612027108669281,
0.03352572023868561,
-0.02463139221072197,
0.044866710901260376,
0.02988607808947563,
0.11340895295143127,
-0.009516756981611252,
-0.010226809419691563,
-0.08689103275537491,
-0.027048207819461823,
-0.032528623938560486,
-0.01949365623295307,
-0.05696636438369751,
-0.07211706042289734,
0.056189894676208496,
-0.016957944259047508,
-0.07265280187129974,
-0.04756436496973038,
-0.04645369574427605,
-0.08325783908367157,
0.08247794210910797,
-0.09493605047464371,
-0.036433666944503784,
0.024068409577012062,
7.428944070035647e-35,
0.01042896881699562,
0.07844331115484238,
0.026123108342289925,
-0.08874066919088364,
0.04947157949209213,
-0.06637047231197357,
-0.00993565283715725,
0.006869508884847164,
0.023786479607224464,
-0.01990841142833233,
-0.03724522143602371,
0.00998618919402361,
0.07768287509679794,
0.023258624598383904,
0.03754602372646332,
0.02887142263352871,
-0.011568687856197357,
-0.017645977437496185,
0.0010822275653481483,
-0.01568751223385334,
0.041989296674728394,
0.019239822402596474,
0.0647495910525322,
0.036399129778146744,
-0.03430989012122154,
-0.012663549743592739,
-0.017297009006142616,
0.04707440361380577,
0.000522905495017767,
0.03082524798810482,
-0.0063490597531199455,
-0.0454581081867218,
-0.07755888998508453,
-0.008657895028591156,
0.007878134027123451,
0.06813213974237442,
-0.11387421190738678,
0.045541614294052124,
-0.08066582679748535,
0.0019461187766864896,
-0.05718313902616501,
0.079154372215271,
-0.09318730980157852,
0.007718308828771114,
0.10677433013916016,
-0.036250073462724686,
0.037996672093868256,
-0.04142952710390091,
0.018428495153784752,
-0.021646060049533844,
-0.026551084592938423,
0.04136797413229942,
0.015097863040864468,
0.024470720440149307,
-0.009539571590721607,
-0.03383580222725868,
-0.07725997269153595,
0.004960463847965002,
0.000021591280528809875,
0.028917156159877777,
-0.041446488350629807,
-0.07799234241247177,
-0.03074927069246769,
0.07430246472358704,
0.0073859551921486855,
-0.02726638689637184,
0.07530523091554642,
0.056107234209775925,
-0.06884443759918213,
0.10978474467992783,
-0.044392179697752,
-0.0128994295373559,
-0.010632169432938099,
0.040347155183553696,
-0.03496644273400307,
0.003531740279868245,
-0.03801393881440163,
-0.040487002581357956,
-0.028870249167084694,
0.0750836655497551,
0.06420830637216568,
-0.015514316037297249,
0.054510802030563354,
0.019709277898073196,
0.020810943096876144,
0.050527360290288925,
0.055227264761924744,
0.023082414641976357,
0.03182379528880119,
-0.058538809418678284,
0.027301276102662086,
0.01833004131913185,
0.05048525333404541,
-0.07866902649402618,
0.004030113108456135,
-4.3399133176080795e-8,
-0.08474354445934296,
-0.017624547705054283,
-0.004173937253654003,
-0.04336457699537277,
0.0056685819290578365,
-0.11123921722173691,
-0.014476843178272247,
0.04484366253018379,
-0.005907793994992971,
-0.1038937196135521,
0.031967710703611374,
-0.010923337191343307,
-0.10713580995798111,
0.01948619820177555,
-0.04540715366601944,
0.033622849732637405,
0.0498044416308403,
0.03159143775701523,
0.0007402987102977931,
0.005842230282723904,
-0.06325296312570572,
-0.028444625437259674,
0.05266079679131508,
-0.012288560159504414,
0.0418083593249321,
-0.06459124386310577,
-0.032764799892902374,
-0.022169718518853188,
0.08094966411590576,
0.005979423876851797,
-0.08656758069992065,
0.0033435383811593056,
0.08761277049779892,
-0.003756691003218293,
0.01114523597061634,
0.09520211070775986,
-0.03820877894759178,
0.11097592115402222,
-0.03662814572453499,
-0.0725046843290329,
-0.02123848907649517,
-0.025584885850548744,
0.048720888793468475,
-0.030484655871987343,
0.020729444921016693,
0.02237195521593094,
0.09030035883188248,
0.016465475782752037,
0.03637119010090828,
-0.10897378623485565,
0.08726970106363297,
-0.04223078489303589,
-0.00136191351339221,
0.03739515319466591,
0.015077592805027962,
-0.06669550389051437,
-0.1380939483642578,
0.0005244269850663841,
0.15240494906902313,
-0.07513650506734848,
-0.009871335700154305,
0.02767428755760193,
-0.08313699811697006,
-0.001497895922511816
] | null | null | null | null | null | null | null |
[
-0.012005149386823177,
0.04559852182865143,
-0.03747238591313362,
0.007531783543527126,
0.06201639026403427,
-0.0183870866894722,
0.01561538502573967,
-0.10015064477920532,
-0.00800781324505806,
-0.054730188101530075,
0.0022066726814955473,
0.08558689057826996,
-0.01072690635919571,
0.004236169625073671,
-0.05988244712352753,
0.018344813957810402,
0.002629936905577779,
-0.0028318744152784348,
-0.007875247858464718,
0.0012811037013307214,
-0.00960023608058691,
-0.05003929138183594,
-0.04350534826517105,
0.020441418513655663,
0.031553104519844055,
0.06746993213891983,
0.07009220868349075,
0.02864421159029007,
-0.03576269373297691,
0.026674451306462288,
0.00018502844613976777,
0.020725959911942482,
0.07456781715154648,
-0.061188533902168274,
-0.05986722186207771,
0.046542078256607056,
0.010413647629320621,
0.08543052524328232,
0.0019592726603150368,
-0.0020496833603829145,
0.021299468353390694,
0.07173676788806915,
-0.034524332731962204,
0.017459608614444733,
0.04480452463030815,
-0.05326772853732109,
0.017209425568580627,
-0.06398991495370865,
0.04327325150370598,
-0.022111382335424423,
0.028800463303923607,
0.028390778228640556,
-0.00044791208347305655,
0.01613202691078186,
-0.009098030626773834,
-0.07688981294631958,
-0.05718163028359413,
0.00507536344230175,
0.0033102950546890497,
0.025031857192516327,
0.09599864482879639,
-0.039372313767671585,
-0.016180748119950294,
0.03857449069619179,
-0.01008390448987484,
0.04537396505475044,
0.07938998192548752,
0.039361972361803055,
-0.027911188080906868,
0.02475632354617119,
-0.04523802176117897,
0.05544848367571831,
0.0687197670340538,
0.0619204081594944,
0.08211378753185272,
-0.007715373765677214,
0.005744547117501497,
-0.06356009840965271,
0.0745575949549675,
0.05475040152668953,
-0.010169077664613724,
-0.01087771076709032,
0.000841362401843071,
-0.011582829989492893,
-0.0070943632163107395,
0.03255090117454529,
-0.053289737552404404,
0.01171359233558178,
-0.01610657386481762,
-0.09194322675466537,
-0.04880301654338837,
-0.011803274042904377,
-0.09807153791189194,
0.03477010130882263,
-0.037259865552186966,
-0.11302829533815384,
0.026972826570272446,
-0.012168367393314838,
0.05662994086742401,
0.12935581803321838,
0.031496137380599976,
0.012666449882090092,
-0.01637611910700798,
0.022906774654984474,
-0.005506354849785566,
0.021534299477934837,
0.07787054032087326,
-0.00610755430534482,
0.04157134145498276,
0.00295188813470304,
0.05048571154475212,
0.024517767131328583,
0.03385353833436966,
0.044614773243665695,
-0.0646292194724083,
-0.07857619971036911,
0.02162901684641838,
0.0918993279337883,
0.07118989527225494,
0.045311812311410904,
0.006990768946707249,
-0.12663953006267548,
0.09792894124984741,
0.02503553219139576,
0.0876532793045044,
0.09703779965639114,
-0.09271601587533951,
-4.098864771838332e-34,
-0.034683238714933395,
0.048187341541051865,
0.0066973683424293995,
0.0022830336820334196,
0.003782747546210885,
0.0028750202618539333,
-0.05082143098115921,
-0.0015878814738243818,
0.03554197773337364,
0.0679064616560936,
-0.07516234368085861,
-0.003934907261282206,
0.030681217089295387,
0.06437380611896515,
0.07695974409580231,
0.003449913114309311,
0.02383403480052948,
0.021721208468079567,
0.0027081198059022427,
-0.12054818123579025,
-0.05509993061423302,
0.021411504596471786,
-0.004367218818515539,
-0.011986806988716125,
-0.02079220861196518,
-0.06942948698997498,
0.04797591269016266,
-0.13395191729068756,
0.027506381273269653,
0.04700741171836853,
-0.061915770173072815,
0.026940613985061646,
0.0003677185741253197,
0.041058097034692764,
0.028300082311034203,
0.02495085820555687,
0.019920820370316505,
-0.04307980090379715,
-0.011425944976508617,
0.03362943232059479,
0.023738225921988487,
0.02329445444047451,
0.05810890719294548,
-0.12190739810466766,
-0.02150483801960945,
-0.06513669341802597,
-0.009515226818621159,
0.059602104127407074,
0.08866962790489197,
-0.07510372996330261,
-0.02333589643239975,
-0.06804520636796951,
-0.06538745015859604,
0.03658284246921539,
-0.03277680277824402,
-0.0693405494093895,
-0.013608032837510109,
-0.023248959332704544,
0.12213652580976486,
0.06938926130533218,
-0.053552258759737015,
0.02302427776157856,
0.026589805260300636,
-0.0346740186214447,
-0.03510842099785805,
0.013786069117486477,
-0.030313683673739433,
-0.003858976298943162,
-0.014653656631708145,
0.04821619763970375,
0.014136845245957375,
0.04612027108669281,
0.03352572023868561,
-0.02463139221072197,
0.044866710901260376,
0.02988607808947563,
0.11340895295143127,
-0.009516756981611252,
-0.010226809419691563,
-0.08689103275537491,
-0.027048207819461823,
-0.032528623938560486,
-0.01949365623295307,
-0.05696636438369751,
-0.07211706042289734,
0.056189894676208496,
-0.016957944259047508,
-0.07265280187129974,
-0.04756436496973038,
-0.04645369574427605,
-0.08325783908367157,
0.08247794210910797,
-0.09493605047464371,
-0.036433666944503784,
0.024068409577012062,
7.428944070035647e-35,
0.01042896881699562,
0.07844331115484238,
0.026123108342289925,
-0.08874066919088364,
0.04947157949209213,
-0.06637047231197357,
-0.00993565283715725,
0.006869508884847164,
0.023786479607224464,
-0.01990841142833233,
-0.03724522143602371,
0.00998618919402361,
0.07768287509679794,
0.023258624598383904,
0.03754602372646332,
0.02887142263352871,
-0.011568687856197357,
-0.017645977437496185,
0.0010822275653481483,
-0.01568751223385334,
0.041989296674728394,
0.019239822402596474,
0.0647495910525322,
0.036399129778146744,
-0.03430989012122154,
-0.012663549743592739,
-0.017297009006142616,
0.04707440361380577,
0.000522905495017767,
0.03082524798810482,
-0.0063490597531199455,
-0.0454581081867218,
-0.07755888998508453,
-0.008657895028591156,
0.007878134027123451,
0.06813213974237442,
-0.11387421190738678,
0.045541614294052124,
-0.08066582679748535,
0.0019461187766864896,
-0.05718313902616501,
0.079154372215271,
-0.09318730980157852,
0.007718308828771114,
0.10677433013916016,
-0.036250073462724686,
0.037996672093868256,
-0.04142952710390091,
0.018428495153784752,
-0.021646060049533844,
-0.026551084592938423,
0.04136797413229942,
0.015097863040864468,
0.024470720440149307,
-0.009539571590721607,
-0.03383580222725868,
-0.07725997269153595,
0.004960463847965002,
0.000021591280528809875,
0.028917156159877777,
-0.041446488350629807,
-0.07799234241247177,
-0.03074927069246769,
0.07430246472358704,
0.0073859551921486855,
-0.02726638689637184,
0.07530523091554642,
0.056107234209775925,
-0.06884443759918213,
0.10978474467992783,
-0.044392179697752,
-0.0128994295373559,
-0.010632169432938099,
0.040347155183553696,
-0.03496644273400307,
0.003531740279868245,
-0.03801393881440163,
-0.040487002581357956,
-0.028870249167084694,
0.0750836655497551,
0.06420830637216568,
-0.015514316037297249,
0.054510802030563354,
0.019709277898073196,
0.020810943096876144,
0.050527360290288925,
0.055227264761924744,
0.023082414641976357,
0.03182379528880119,
-0.058538809418678284,
0.027301276102662086,
0.01833004131913185,
0.05048525333404541,
-0.07866902649402618,
0.004030113108456135,
-4.3399133176080795e-8,
-0.08474354445934296,
-0.017624547705054283,
-0.004173937253654003,
-0.04336457699537277,
0.0056685819290578365,
-0.11123921722173691,
-0.014476843178272247,
0.04484366253018379,
-0.005907793994992971,
-0.1038937196135521,
0.031967710703611374,
-0.010923337191343307,
-0.10713580995798111,
0.01948619820177555,
-0.04540715366601944,
0.033622849732637405,
0.0498044416308403,
0.03159143775701523,
0.0007402987102977931,
0.005842230282723904,
-0.06325296312570572,
-0.028444625437259674,
0.05266079679131508,
-0.012288560159504414,
0.0418083593249321,
-0.06459124386310577,
-0.032764799892902374,
-0.022169718518853188,
0.08094966411590576,
0.005979423876851797,
-0.08656758069992065,
0.0033435383811593056,
0.08761277049779892,
-0.003756691003218293,
0.01114523597061634,
0.09520211070775986,
-0.03820877894759178,
0.11097592115402222,
-0.03662814572453499,
-0.0725046843290329,
-0.02123848907649517,
-0.025584885850548744,
0.048720888793468475,
-0.030484655871987343,
0.020729444921016693,
0.02237195521593094,
0.09030035883188248,
0.016465475782752037,
0.03637119010090828,
-0.10897378623485565,
0.08726970106363297,
-0.04223078489303589,
-0.00136191351339221,
0.03739515319466591,
0.015077592805027962,
-0.06669550389051437,
-0.1380939483642578,
0.0005244269850663841,
0.15240494906902313,
-0.07513650506734848,
-0.009871335700154305,
0.02767428755760193,
-0.08313699811697006,
-0.001497895922511816
] |
1402.5078
|
Kri\v{s}j\=anis Pr\=usis
|
Andris Ambainis and Kri\v{s}j\=anis Pr\=usis
|
A Tight Lower Bound on Certificate Complexity in Terms of Block
Sensitivity and Sensitivity
|
12 pages
| null |
10.1007/978-3-662-44465-8_4
| null |
cs.CC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Sensitivity, certificate complexity and block sensitivity are widely used
Boolean function complexity measures. A longstanding open problem, proposed by
Nisan and Szegedy, is whether sensitivity and block sensitivity are
polynomially related. Motivated by the constructions of functions which achieve
the largest known separations, we study the relation between 1-certificate
complexity and 0-sensitivity and 0-block sensitivity.
Previously the best known lower bound was $C_1(f)\geq \frac{bs_0(f)}{2
s_0(f)}$, achieved by Kenyon and Kutin. We improve this to $C_1(f)\geq \frac{3
bs_0(f)}{2 s_0(f)}$. While this improvement is only by a constant factor, this
is quite important, as it precludes achieving a superquadratic separation
between $bs(f)$ and $s(f)$ by iterating functions which reach this bound. In
addition, this bound is tight, as it matches the construction of Ambainis and
Sun up to an additive constant.
|
[
{
"created": "Thu, 20 Feb 2014 17:16:23 GMT",
"version": "v1"
},
{
"created": "Thu, 31 Jul 2014 11:55:55 GMT",
"version": "v2"
}
] |
2015-03-27
|
[
[
"Ambainis",
"Andris",
""
],
[
"Prūsis",
"Krišjānis",
""
]
] |
[
-0.053176913410425186,
0.029568349942564964,
-0.04828709363937378,
0.026524139568209648,
0.0450720340013504,
-0.04006382077932358,
0.0009297620272263885,
0.04453350231051445,
0.02233537845313549,
-0.01032885443419218,
-0.10288349539041519,
-0.04699757695198059,
0.03180880472064018,
0.01954025775194168,
-0.028640281409025192,
-0.0425860658288002,
-0.01869240030646324,
0.0029123711865395308,
-0.03657258301973343,
0.042021989822387695,
0.009333106689155102,
-0.07150982320308685,
-0.03200763091444969,
0.00888456217944622,
-0.009750423952937126,
-0.09117428213357925,
-0.11311045289039612,
-0.044489603489637375,
0.037014152854681015,
-0.044272322207689285,
0.022308392450213432,
0.027614783495664597,
0.09943507611751556,
-0.016940072178840637,
-0.0022329455241560936,
0.05344068631529808,
0.02713746577501297,
0.06601710617542267,
0.02997552789747715,
0.02122884802520275,
-0.026008542627096176,
0.03352833166718483,
0.009919947944581509,
-0.02890852652490139,
0.023569172248244286,
0.03120005503296852,
0.0343756265938282,
-0.01001746580004692,
-0.10562209784984589,
-0.0661473274230957,
0.03431478515267372,
0.05709749460220337,
-0.046744637191295624,
-0.03202904015779495,
0.03590664267539978,
-0.07041047513484955,
-0.003555282251909375,
0.030921710655093193,
-0.07957912236452103,
0.0733591616153717,
-0.007651535328477621,
-0.053590115159749985,
0.006171098444610834,
0.009389721788465977,
0.1461668461561203,
0.06670892983675003,
0.046289339661598206,
-0.059417326003313065,
0.021547574549913406,
0.1149849146604538,
0.016076626256108284,
0.017010295763611794,
-0.06804915517568588,
0.03343531861901283,
0.11559577286243439,
-0.04546165466308594,
-0.024691512808203697,
0.06066514179110527,
-0.04207973927259445,
-0.025031479075551033,
0.019272413104772568,
-0.03262823820114136,
-0.06887456774711609,
-0.06924322992563248,
-0.0027908161282539368,
-0.08179385960102081,
0.00965140014886856,
-0.029346873983740807,
0.10024355351924896,
0.028942642733454704,
0.004782751202583313,
-0.0031549157574772835,
-0.0765591412782669,
0.01137557439506054,
-0.017005551606416702,
-0.04795219376683235,
0.00420919107273221,
0.029538175091147423,
-0.001670102123171091,
0.03209928050637245,
0.010980426333844662,
0.021543623879551888,
-0.04792492091655731,
-0.030397728085517883,
0.08563972264528275,
0.02557867392897606,
0.022054094821214676,
-0.03809149190783501,
-0.07534248381853104,
-0.0420958437025547,
0.059084203094244,
-0.02047010511159897,
0.0252335537225008,
0.001921597053296864,
-0.034146640449762344,
0.022206861525774002,
0.020928189158439636,
0.042692817747592926,
0.10981152206659317,
-0.051734086126089096,
0.05915508419275284,
0.012648464180529118,
0.004667593631893396,
0.019102197140455246,
-0.01899484544992447,
0.030845249071717262,
0.0290352925658226,
4.4075616188142614e-33,
0.03400241583585739,
0.10820100456476212,
-0.016088418662548065,
-0.03873138874769211,
0.038312699645757675,
0.024821264669299126,
0.025384601205587387,
0.005574578419327736,
-0.04961847886443138,
0.1009075716137886,
-0.007436022162437439,
0.07181904464960098,
-0.020312583073973656,
-0.06909170001745224,
0.1416264921426773,
0.01494895201176405,
0.03823563829064369,
-0.0502961203455925,
0.009282105602324009,
-0.0864729955792427,
0.09470988810062408,
-0.03342524543404579,
-0.019534656777977943,
0.005372917745262384,
0.04114483669400215,
-0.09707388281822205,
0.12543372809886932,
0.013745508156716824,
-0.051450010389089584,
-0.01964034140110016,
-0.0642487034201622,
0.013301028870046139,
0.040404245257377625,
0.08748186379671097,
0.04545234888792038,
0.030687866732478142,
-0.029890622943639755,
-0.03665055334568024,
0.007545153610408306,
-0.045064497739076614,
-0.003051827196031809,
0.03537338972091675,
0.026828551664948463,
-0.018066132441163063,
-0.0060527450405061245,
-0.0813477635383606,
-0.018434816971421242,
-0.013792767189443111,
0.004367005545645952,
-0.002619767328724265,
0.03274528309702873,
0.008017770014703274,
-0.015195585787296295,
-0.0038790926337242126,
0.005964840296655893,
-0.050512026995420456,
0.06426731497049332,
0.05486219748854637,
0.009351398795843124,
0.14825184643268585,
-0.10762543976306915,
-0.07445993274450302,
0.0034550242125988007,
-0.021586883813142776,
-0.02531573735177517,
0.12190058827400208,
-0.07880157232284546,
-0.028440451249480247,
0.010751542635262012,
-0.10105809569358826,
-0.06239408627152443,
0.03842382878065109,
0.01442468911409378,
-0.1066623255610466,
0.0777871161699295,
0.018010705709457397,
0.02928583137691021,
-0.05388085916638374,
-0.011286766268312931,
-0.046947870403528214,
-0.06143895536661148,
0.04554792121052742,
0.05964626371860504,
0.04254025220870972,
-0.11399734020233154,
-0.10319940000772476,
-0.026408519595861435,
0.03727259486913681,
-0.07022204250097275,
-0.02746615745127201,
-0.03880821168422699,
0.012878951616585255,
0.06098610907793045,
0.014550615102052689,
0.009843607433140278,
-3.2146695842578194e-33,
-0.057623203843832016,
-0.05969422310590744,
0.05210311338305473,
0.0906352624297142,
0.02069788984954357,
-0.024319874122738838,
-0.04012162238359451,
0.013031723909080029,
0.025166044011712074,
-0.007915380410850048,
0.010461051017045975,
0.030467087402939796,
0.06553225964307785,
-0.047938376665115356,
-0.01722119003534317,
0.03301196172833443,
0.0029370696283876896,
0.11508746445178986,
-0.023692427203059196,
0.02839229255914688,
0.05530393868684769,
0.12374565750360489,
-0.023689046502113342,
0.03901132568717003,
-0.03987286984920502,
0.09627048671245575,
-0.10549499839544296,
0.0049177841283380985,
-0.00764361722394824,
0.06388696283102036,
-0.025921307504177094,
-0.010431468486785889,
-0.08855979144573212,
-0.012448495253920555,
0.04057920724153519,
-0.08109675347805023,
0.045184969902038574,
0.06839511543512344,
-0.0199909508228302,
0.07310383766889572,
0.008766666986048222,
0.05385231226682663,
-0.06574002653360367,
-0.009313621558248997,
0.13027323782444,
0.01878996752202511,
0.0004799125890713185,
0.0007608453743159771,
0.05701129883527756,
-0.0017244304763153195,
0.01797952689230442,
-0.04043584689497948,
-0.006351028569042683,
0.05317554622888565,
-0.006757201626896858,
0.006032677832990885,
-0.03019583411514759,
0.04467557370662689,
0.05161319300532341,
-0.028559856116771698,
0.0035249972715973854,
0.023552723228931427,
-0.006030128337442875,
0.012456332333385944,
0.03257475793361664,
0.004694931209087372,
-0.09313954412937164,
-0.011813987977802753,
0.04481987655162811,
0.03715144842863083,
0.00012594879081007093,
0.0023697789292782545,
-0.015395667403936386,
-0.030147338286042213,
-0.07882269471883774,
0.06329172104597092,
0.06920640170574188,
-0.0075092012993991375,
-0.046036988496780396,
0.10067332535982132,
0.020522277802228928,
0.0731724351644516,
0.019817285239696503,
-0.04666457697749138,
-0.005613434128463268,
-0.0031191299203783274,
0.06183403730392456,
-0.05616072565317154,
-0.007679863832890987,
-0.03528103232383728,
-0.05859315022826195,
0.08763673901557922,
0.02044089511036873,
-0.0463310182094574,
-0.02060386911034584,
-4.949951559751753e-8,
0.045036185532808304,
-0.0547175295650959,
-0.11203137040138245,
-0.027101805433630943,
0.08859968930482864,
-0.02524096891283989,
-0.04095965251326561,
-0.009886098094284534,
-0.06266290694475174,
-0.0038650627247989178,
0.025175126269459724,
0.05216342210769653,
-0.045611727982759476,
-0.004081545397639275,
-0.020893940702080727,
-0.012719065882265568,
-0.07638881355524063,
-0.0020842785015702248,
-0.047372911125421524,
-0.053425513207912445,
0.011403548531234264,
-0.03650236502289772,
-0.020889954641461372,
-0.024618923664093018,
-0.031456686556339264,
-0.08199480921030045,
0.032507121562957764,
-0.019544677808880806,
0.053197041153907776,
0.028926866129040718,
0.013461371883749962,
-0.02174358069896698,
0.11156733334064484,
0.06253083050251007,
0.05733947455883026,
0.07552462071180344,
-0.05195954442024231,
0.0701334998011589,
-0.029395692050457,
0.07569288462400436,
-0.012955790385603905,
0.038335416465997696,
-0.040932077914476395,
0.05679119750857353,
-0.022611506283283234,
-0.12725651264190674,
-0.008338765241205692,
0.009342045523226261,
-0.07531631737947464,
0.025102082639932632,
0.019206471741199493,
0.06469880789518356,
-0.0814618170261383,
-0.048951294273138046,
-0.03986446186900139,
0.003037327202036977,
-0.04144597053527832,
-0.05268401280045509,
-0.01572004146873951,
-0.020238442346453667,
0.004316736478358507,
-0.02467348985373974,
0.06427512317895889,
0.014477910473942757
] | null | null | null | null | null | null | null |
[
-0.053176913410425186,
0.029568349942564964,
-0.04828709363937378,
0.026524139568209648,
0.0450720340013504,
-0.04006382077932358,
0.0009297620272263885,
0.04453350231051445,
0.02233537845313549,
-0.01032885443419218,
-0.10288349539041519,
-0.04699757695198059,
0.03180880472064018,
0.01954025775194168,
-0.028640281409025192,
-0.0425860658288002,
-0.01869240030646324,
0.0029123711865395308,
-0.03657258301973343,
0.042021989822387695,
0.009333106689155102,
-0.07150982320308685,
-0.03200763091444969,
0.00888456217944622,
-0.009750423952937126,
-0.09117428213357925,
-0.11311045289039612,
-0.044489603489637375,
0.037014152854681015,
-0.044272322207689285,
0.022308392450213432,
0.027614783495664597,
0.09943507611751556,
-0.016940072178840637,
-0.0022329455241560936,
0.05344068631529808,
0.02713746577501297,
0.06601710617542267,
0.02997552789747715,
0.02122884802520275,
-0.026008542627096176,
0.03352833166718483,
0.009919947944581509,
-0.02890852652490139,
0.023569172248244286,
0.03120005503296852,
0.0343756265938282,
-0.01001746580004692,
-0.10562209784984589,
-0.0661473274230957,
0.03431478515267372,
0.05709749460220337,
-0.046744637191295624,
-0.03202904015779495,
0.03590664267539978,
-0.07041047513484955,
-0.003555282251909375,
0.030921710655093193,
-0.07957912236452103,
0.0733591616153717,
-0.007651535328477621,
-0.053590115159749985,
0.006171098444610834,
0.009389721788465977,
0.1461668461561203,
0.06670892983675003,
0.046289339661598206,
-0.059417326003313065,
0.021547574549913406,
0.1149849146604538,
0.016076626256108284,
0.017010295763611794,
-0.06804915517568588,
0.03343531861901283,
0.11559577286243439,
-0.04546165466308594,
-0.024691512808203697,
0.06066514179110527,
-0.04207973927259445,
-0.025031479075551033,
0.019272413104772568,
-0.03262823820114136,
-0.06887456774711609,
-0.06924322992563248,
-0.0027908161282539368,
-0.08179385960102081,
0.00965140014886856,
-0.029346873983740807,
0.10024355351924896,
0.028942642733454704,
0.004782751202583313,
-0.0031549157574772835,
-0.0765591412782669,
0.01137557439506054,
-0.017005551606416702,
-0.04795219376683235,
0.00420919107273221,
0.029538175091147423,
-0.001670102123171091,
0.03209928050637245,
0.010980426333844662,
0.021543623879551888,
-0.04792492091655731,
-0.030397728085517883,
0.08563972264528275,
0.02557867392897606,
0.022054094821214676,
-0.03809149190783501,
-0.07534248381853104,
-0.0420958437025547,
0.059084203094244,
-0.02047010511159897,
0.0252335537225008,
0.001921597053296864,
-0.034146640449762344,
0.022206861525774002,
0.020928189158439636,
0.042692817747592926,
0.10981152206659317,
-0.051734086126089096,
0.05915508419275284,
0.012648464180529118,
0.004667593631893396,
0.019102197140455246,
-0.01899484544992447,
0.030845249071717262,
0.0290352925658226,
4.4075616188142614e-33,
0.03400241583585739,
0.10820100456476212,
-0.016088418662548065,
-0.03873138874769211,
0.038312699645757675,
0.024821264669299126,
0.025384601205587387,
0.005574578419327736,
-0.04961847886443138,
0.1009075716137886,
-0.007436022162437439,
0.07181904464960098,
-0.020312583073973656,
-0.06909170001745224,
0.1416264921426773,
0.01494895201176405,
0.03823563829064369,
-0.0502961203455925,
0.009282105602324009,
-0.0864729955792427,
0.09470988810062408,
-0.03342524543404579,
-0.019534656777977943,
0.005372917745262384,
0.04114483669400215,
-0.09707388281822205,
0.12543372809886932,
0.013745508156716824,
-0.051450010389089584,
-0.01964034140110016,
-0.0642487034201622,
0.013301028870046139,
0.040404245257377625,
0.08748186379671097,
0.04545234888792038,
0.030687866732478142,
-0.029890622943639755,
-0.03665055334568024,
0.007545153610408306,
-0.045064497739076614,
-0.003051827196031809,
0.03537338972091675,
0.026828551664948463,
-0.018066132441163063,
-0.0060527450405061245,
-0.0813477635383606,
-0.018434816971421242,
-0.013792767189443111,
0.004367005545645952,
-0.002619767328724265,
0.03274528309702873,
0.008017770014703274,
-0.015195585787296295,
-0.0038790926337242126,
0.005964840296655893,
-0.050512026995420456,
0.06426731497049332,
0.05486219748854637,
0.009351398795843124,
0.14825184643268585,
-0.10762543976306915,
-0.07445993274450302,
0.0034550242125988007,
-0.021586883813142776,
-0.02531573735177517,
0.12190058827400208,
-0.07880157232284546,
-0.028440451249480247,
0.010751542635262012,
-0.10105809569358826,
-0.06239408627152443,
0.03842382878065109,
0.01442468911409378,
-0.1066623255610466,
0.0777871161699295,
0.018010705709457397,
0.02928583137691021,
-0.05388085916638374,
-0.011286766268312931,
-0.046947870403528214,
-0.06143895536661148,
0.04554792121052742,
0.05964626371860504,
0.04254025220870972,
-0.11399734020233154,
-0.10319940000772476,
-0.026408519595861435,
0.03727259486913681,
-0.07022204250097275,
-0.02746615745127201,
-0.03880821168422699,
0.012878951616585255,
0.06098610907793045,
0.014550615102052689,
0.009843607433140278,
-3.2146695842578194e-33,
-0.057623203843832016,
-0.05969422310590744,
0.05210311338305473,
0.0906352624297142,
0.02069788984954357,
-0.024319874122738838,
-0.04012162238359451,
0.013031723909080029,
0.025166044011712074,
-0.007915380410850048,
0.010461051017045975,
0.030467087402939796,
0.06553225964307785,
-0.047938376665115356,
-0.01722119003534317,
0.03301196172833443,
0.0029370696283876896,
0.11508746445178986,
-0.023692427203059196,
0.02839229255914688,
0.05530393868684769,
0.12374565750360489,
-0.023689046502113342,
0.03901132568717003,
-0.03987286984920502,
0.09627048671245575,
-0.10549499839544296,
0.0049177841283380985,
-0.00764361722394824,
0.06388696283102036,
-0.025921307504177094,
-0.010431468486785889,
-0.08855979144573212,
-0.012448495253920555,
0.04057920724153519,
-0.08109675347805023,
0.045184969902038574,
0.06839511543512344,
-0.0199909508228302,
0.07310383766889572,
0.008766666986048222,
0.05385231226682663,
-0.06574002653360367,
-0.009313621558248997,
0.13027323782444,
0.01878996752202511,
0.0004799125890713185,
0.0007608453743159771,
0.05701129883527756,
-0.0017244304763153195,
0.01797952689230442,
-0.04043584689497948,
-0.006351028569042683,
0.05317554622888565,
-0.006757201626896858,
0.006032677832990885,
-0.03019583411514759,
0.04467557370662689,
0.05161319300532341,
-0.028559856116771698,
0.0035249972715973854,
0.023552723228931427,
-0.006030128337442875,
0.012456332333385944,
0.03257475793361664,
0.004694931209087372,
-0.09313954412937164,
-0.011813987977802753,
0.04481987655162811,
0.03715144842863083,
0.00012594879081007093,
0.0023697789292782545,
-0.015395667403936386,
-0.030147338286042213,
-0.07882269471883774,
0.06329172104597092,
0.06920640170574188,
-0.0075092012993991375,
-0.046036988496780396,
0.10067332535982132,
0.020522277802228928,
0.0731724351644516,
0.019817285239696503,
-0.04666457697749138,
-0.005613434128463268,
-0.0031191299203783274,
0.06183403730392456,
-0.05616072565317154,
-0.007679863832890987,
-0.03528103232383728,
-0.05859315022826195,
0.08763673901557922,
0.02044089511036873,
-0.0463310182094574,
-0.02060386911034584,
-4.949951559751753e-8,
0.045036185532808304,
-0.0547175295650959,
-0.11203137040138245,
-0.027101805433630943,
0.08859968930482864,
-0.02524096891283989,
-0.04095965251326561,
-0.009886098094284534,
-0.06266290694475174,
-0.0038650627247989178,
0.025175126269459724,
0.05216342210769653,
-0.045611727982759476,
-0.004081545397639275,
-0.020893940702080727,
-0.012719065882265568,
-0.07638881355524063,
-0.0020842785015702248,
-0.047372911125421524,
-0.053425513207912445,
0.011403548531234264,
-0.03650236502289772,
-0.020889954641461372,
-0.024618923664093018,
-0.031456686556339264,
-0.08199480921030045,
0.032507121562957764,
-0.019544677808880806,
0.053197041153907776,
0.028926866129040718,
0.013461371883749962,
-0.02174358069896698,
0.11156733334064484,
0.06253083050251007,
0.05733947455883026,
0.07552462071180344,
-0.05195954442024231,
0.0701334998011589,
-0.029395692050457,
0.07569288462400436,
-0.012955790385603905,
0.038335416465997696,
-0.040932077914476395,
0.05679119750857353,
-0.022611506283283234,
-0.12725651264190674,
-0.008338765241205692,
0.009342045523226261,
-0.07531631737947464,
0.025102082639932632,
0.019206471741199493,
0.06469880789518356,
-0.0814618170261383,
-0.048951294273138046,
-0.03986446186900139,
0.003037327202036977,
-0.04144597053527832,
-0.05268401280045509,
-0.01572004146873951,
-0.020238442346453667,
0.004316736478358507,
-0.02467348985373974,
0.06427512317895889,
0.014477910473942757
] |
1402.5083
|
Bernard Meehan
|
B.T. Meehan, J.H.J. Niederhaus
|
Fully Three-dimensional Simulation and Modeling of a Dense Plasma Focus
| null | null | null | null |
physics.plasm-ph
|
http://creativecommons.org/licenses/publicdomain/
|
A Dense Plasma Focus (DPF) is a pulsed-power machine that electromagnetically
accelerates and cylindrically compresses a shocked plasma in a Z-pinch. The
pinch results in a brief (about 100 nanosecond) pulse of X-rays, and, for some
working gases, also a pulse of neutrons. A great deal of experimental research
has been done into the physics of DPF reactions, and there exist mathematical
models describing its behavior during the different time phases of the
reaction. Two of the phases, known as the inverse pinch and the rundown, are
approximately governed by magnetohydrodynamics, and there are a number of
well-established codes for simulating these phases in two dimensions or in
three dimensions under the assumption of axial symmetry. There has been little
success, however, in developing fully three-dimensional simulations. In this
work we present three-dimensional simulations of DPF reactions and demonstrate
that 3D simulations predict qualitatively and quantitatively different behavior
than their 2D counterparts. One of the most important quantities to predict is
the time duration between the formation of the gas shock and Z-pinch, and the
3D simulations more faithfully represent experimental results for this time
duration and are essential for accurate prediction of future experiments.
|
[
{
"created": "Thu, 20 Feb 2014 17:32:21 GMT",
"version": "v1"
}
] |
2014-02-21
|
[
[
"Meehan",
"B. T.",
""
],
[
"Niederhaus",
"J. H. J.",
""
]
] |
[
-0.09970179200172424,
-0.0843784287571907,
0.015245413407683372,
0.015522790141403675,
0.020366962999105453,
-0.08480164408683777,
-0.059204600751399994,
0.049842629581689835,
-0.03286252170801163,
-0.05811097472906113,
-0.01270324271172285,
-0.053633689880371094,
0.0027560649905353785,
0.0026986023876816034,
0.01989072374999523,
-0.08058100193738937,
-0.004124489612877369,
-0.06462862342596054,
0.002113220514729619,
0.04229051619768143,
0.08321522176265717,
-0.00711174076423049,
0.016753261908888817,
-0.03697174787521362,
0.054304156452417374,
0.006319086998701096,
0.05746769905090332,
-0.035506751388311386,
-0.05024333670735359,
-0.0037771095521748066,
0.020702622830867767,
-0.026353027671575546,
-0.0741579681634903,
0.024866627529263496,
0.009504629299044609,
-0.00413501774892211,
0.04730645939707756,
0.07500866800546646,
-0.05679042264819145,
0.05122167989611626,
-0.043870311230421066,
-0.04222278669476509,
0.020482167601585388,
0.007160696666687727,
0.0879480317234993,
0.05123863369226456,
0.1171894297003746,
-0.0839332863688469,
-0.008708132430911064,
0.014846154488623142,
-0.025196431204676628,
-0.058931175619363785,
0.01478897500783205,
-0.02135215327143669,
0.07190903276205063,
0.024864139035344124,
0.012677093036472797,
-0.013712219893932343,
-0.020816460251808167,
-0.03656310588121414,
-0.03426201641559601,
-0.038907427340745926,
0.013916836120188236,
-0.005013272166252136,
0.08450707048177719,
-0.02630816400051117,
0.10153330117464066,
-0.015759136527776718,
-0.009695355780422688,
-0.052821435034275055,
-0.040672168135643005,
0.0414305217564106,
0.00087455048924312,
-0.045389872044324875,
-0.06936141103506088,
-0.050099071115255356,
0.03876082971692085,
0.01680793985724449,
-0.034125979989767075,
-0.017401281744241714,
0.0052667767740786076,
0.01791287399828434,
-0.07226050645112991,
-0.03148219361901283,
-0.11994773894548416,
0.08219557255506516,
-0.030547352507710457,
0.014561889693140984,
-0.052829310297966,
0.03637905418872833,
-0.0374564453959465,
0.029309365898370743,
-0.002653447911143303,
0.03450170159339905,
0.05202155560255051,
0.009981964714825153,
0.08417060971260071,
-0.023202380165457726,
0.06785141676664352,
0.0026776210870593786,
0.07306433469057083,
0.027986012399196625,
-0.01671486161649227,
-0.026604291051626205,
0.008202782832086086,
-0.029521457850933075,
0.03936689719557762,
0.051391128450632095,
-0.11386296898126602,
0.11427920311689377,
0.07883826643228531,
0.0034962438512593508,
-0.008217169903218746,
-0.10776308178901672,
0.05780641362071037,
0.017048809677362442,
-0.023793907836079597,
-0.04887736216187477,
-0.042963456362485886,
-0.023748213425278664,
-0.021528111770749092,
0.028142563998699188,
-0.04551137983798981,
0.03872944414615631,
-0.004194602370262146,
0.02203109860420227,
-0.026706021279096603,
1.877619537250214e-34,
0.02285744622349739,
0.08158116042613983,
-0.08084555715322495,
0.05597924441099167,
-0.018723715096712112,
0.01961762271821499,
0.03828286752104759,
0.05621004477143288,
-0.023445596918463707,
0.09161407500505447,
-0.029150258749723434,
0.05041422322392464,
0.03661612048745155,
-0.017685865983366966,
-0.12206432223320007,
-0.050181418657302856,
0.09862732142210007,
0.061796821653842926,
-0.0908416211605072,
0.06914027780294418,
0.0580681674182415,
0.03299243375658989,
-0.027842259034514427,
0.024881696328520775,
0.00375048047862947,
0.06108440086245537,
-0.08138687163591385,
-0.03094867244362831,
-0.0043376716785132885,
-0.008784930221736431,
-0.007603343576192856,
0.04093652963638306,
-0.08235326409339905,
0.03746568784117699,
-0.022018881514668465,
-0.04492073133587837,
-0.05576572194695473,
-0.07644154131412506,
-0.018365899100899696,
-0.05905624106526375,
-0.03380725160241127,
0.034264374524354935,
-0.04422754794359207,
0.00785801187157631,
-0.024983568117022514,
0.021886803209781647,
0.03832287713885307,
-0.09319503605365753,
-0.009590082801878452,
-0.10294125974178314,
0.07986398041248322,
-0.0029405206441879272,
0.0658850446343422,
0.013729219324886799,
0.08172287046909332,
-0.0026829740963876247,
0.049369730055332184,
-0.02142268605530262,
0.05865251272916794,
0.10104255378246307,
-0.0050079734064638615,
0.030393490567803383,
-0.042737048119306564,
0.0026547787711024284,
-0.07853705435991287,
0.06575572490692139,
-0.030196990817785263,
0.02329781837761402,
0.06176004558801651,
0.030528832226991653,
-0.050684161484241486,
-0.007534939330071211,
0.05474430322647095,
-0.03415173664689064,
0.05796794965863228,
-0.007223732303828001,
0.014945846982300282,
0.03591786324977875,
0.009962821379303932,
-0.08973019570112228,
0.010794196277856827,
-0.07289192825555801,
0.025625398382544518,
-0.01166908722370863,
0.0002763889788184315,
0.01172444224357605,
-0.030662788078188896,
0.004694001283496618,
-0.08851252496242523,
-0.06315141916275024,
-0.0692020133137703,
-0.06236036494374275,
0.11439292132854462,
-0.07429005950689316,
0.006646021269261837,
-2.5727548944768154e-33,
-0.0036474205553531647,
0.02127913199365139,
-0.09017316997051239,
0.008569451048970222,
-0.018695836886763573,
0.08194903284311295,
-0.02541728876531124,
0.045177340507507324,
-0.08689498901367188,
-0.12732316553592682,
-0.04521544650197029,
-0.04561221972107887,
-0.01658652536571026,
0.009452160447835922,
-0.029370849952101707,
-0.01175735518336296,
0.015492659993469715,
-0.09215880930423737,
-0.01877070777118206,
-0.03806012123823166,
0.04165086895227432,
-0.012612399645149708,
0.011005840264260769,
-0.034742679446935654,
-0.05385109782218933,
0.0421840101480484,
0.022292600944638252,
-0.0899602621793747,
0.032155245542526245,
0.07645628601312637,
-0.02774166129529476,
0.016909437254071236,
-0.05550163984298706,
0.02561209350824356,
-0.01899534836411476,
-0.03139059245586395,
-0.02477036416530609,
0.020838811993598938,
0.06735074520111084,
-0.13345441222190857,
-0.03166690096259117,
0.01630779542028904,
-0.020507007837295532,
0.04225604981184006,
-0.03849790617823601,
0.11599826067686081,
0.012864071875810623,
-0.04840361699461937,
0.04953673109412193,
0.024179410189390182,
-0.03025001659989357,
-0.015416170470416546,
0.05573391914367676,
0.027835628017783165,
0.037822213023900986,
-0.022948699072003365,
0.013687258586287498,
-0.029501579701900482,
0.08901402354240417,
0.0021014877129346132,
-0.0402747206389904,
-0.09746608883142471,
0.10976330935955048,
-0.016735227778553963,
-0.06839047372341156,
-0.0742235779762268,
0.007736572530120611,
0.04540783539414406,
0.04716665297746658,
0.044713765382766724,
0.05758843943476677,
0.09979543834924698,
0.021648075431585312,
-0.06380929797887802,
-0.071376271545887,
0.032255396246910095,
0.08700452744960785,
-0.059720348566770554,
-0.015041917562484741,
0.021646929904818535,
0.03442196175456047,
0.06711816042661667,
-0.010426834225654602,
0.03723226115107536,
0.010852902196347713,
0.03202551230788231,
0.03841548413038254,
0.048608891665935516,
-0.016277138143777847,
-0.06972338259220123,
0.0020454986952245235,
0.030660174787044525,
0.12778924405574799,
0.002745901932939887,
0.02744062803685665,
-5.391474999782986e-8,
0.042021214962005615,
0.08383934199810028,
0.016050204634666443,
0.03664354234933853,
0.002032308606430888,
0.0917235016822815,
-0.052268899977207184,
-0.013562777079641819,
0.01091192290186882,
-0.028558814898133278,
0.05683064088225365,
-0.01225278340280056,
0.08963685482740402,
0.00045810575829818845,
0.053104158490896225,
0.02970021776854992,
0.031054694205522537,
0.0306381918489933,
0.025272782891988754,
0.06198705732822418,
0.04827391728758812,
0.025211390107870102,
-0.038063909858465195,
-0.0017305392539128661,
0.00746909761801362,
0.009438781067728996,
0.0019138046773150563,
-0.01584560237824917,
0.024509349837899208,
-0.017745984718203545,
-0.0900169387459755,
-0.06599517166614532,
-0.018179744482040405,
0.033705007284879684,
-0.06417378038167953,
-0.020109303295612335,
-0.04172240570187569,
-0.01933913864195347,
0.05279046297073364,
-0.0076270392164587975,
-0.017603889107704163,
-0.021480180323123932,
0.041699573397636414,
0.012500040233135223,
-0.09464578330516815,
0.02257823571562767,
-0.033686719834804535,
-0.08045417070388794,
0.02015034854412079,
0.1062641441822052,
-0.060123879462480545,
0.020306654274463654,
-0.0015184780349954963,
-0.017297061160206795,
0.05285317450761795,
0.07611128687858582,
-0.14020681381225586,
-0.0005437513464130461,
0.07154345512390137,
-0.00693238852545619,
0.06691325455904007,
-0.03087904490530491,
-0.13435202836990356,
0.022984687238931656
] | null | null | null | null | null | null | null |
[
-0.09970179200172424,
-0.0843784287571907,
0.015245413407683372,
0.015522790141403675,
0.020366962999105453,
-0.08480164408683777,
-0.059204600751399994,
0.049842629581689835,
-0.03286252170801163,
-0.05811097472906113,
-0.01270324271172285,
-0.053633689880371094,
0.0027560649905353785,
0.0026986023876816034,
0.01989072374999523,
-0.08058100193738937,
-0.004124489612877369,
-0.06462862342596054,
0.002113220514729619,
0.04229051619768143,
0.08321522176265717,
-0.00711174076423049,
0.016753261908888817,
-0.03697174787521362,
0.054304156452417374,
0.006319086998701096,
0.05746769905090332,
-0.035506751388311386,
-0.05024333670735359,
-0.0037771095521748066,
0.020702622830867767,
-0.026353027671575546,
-0.0741579681634903,
0.024866627529263496,
0.009504629299044609,
-0.00413501774892211,
0.04730645939707756,
0.07500866800546646,
-0.05679042264819145,
0.05122167989611626,
-0.043870311230421066,
-0.04222278669476509,
0.020482167601585388,
0.007160696666687727,
0.0879480317234993,
0.05123863369226456,
0.1171894297003746,
-0.0839332863688469,
-0.008708132430911064,
0.014846154488623142,
-0.025196431204676628,
-0.058931175619363785,
0.01478897500783205,
-0.02135215327143669,
0.07190903276205063,
0.024864139035344124,
0.012677093036472797,
-0.013712219893932343,
-0.020816460251808167,
-0.03656310588121414,
-0.03426201641559601,
-0.038907427340745926,
0.013916836120188236,
-0.005013272166252136,
0.08450707048177719,
-0.02630816400051117,
0.10153330117464066,
-0.015759136527776718,
-0.009695355780422688,
-0.052821435034275055,
-0.040672168135643005,
0.0414305217564106,
0.00087455048924312,
-0.045389872044324875,
-0.06936141103506088,
-0.050099071115255356,
0.03876082971692085,
0.01680793985724449,
-0.034125979989767075,
-0.017401281744241714,
0.0052667767740786076,
0.01791287399828434,
-0.07226050645112991,
-0.03148219361901283,
-0.11994773894548416,
0.08219557255506516,
-0.030547352507710457,
0.014561889693140984,
-0.052829310297966,
0.03637905418872833,
-0.0374564453959465,
0.029309365898370743,
-0.002653447911143303,
0.03450170159339905,
0.05202155560255051,
0.009981964714825153,
0.08417060971260071,
-0.023202380165457726,
0.06785141676664352,
0.0026776210870593786,
0.07306433469057083,
0.027986012399196625,
-0.01671486161649227,
-0.026604291051626205,
0.008202782832086086,
-0.029521457850933075,
0.03936689719557762,
0.051391128450632095,
-0.11386296898126602,
0.11427920311689377,
0.07883826643228531,
0.0034962438512593508,
-0.008217169903218746,
-0.10776308178901672,
0.05780641362071037,
0.017048809677362442,
-0.023793907836079597,
-0.04887736216187477,
-0.042963456362485886,
-0.023748213425278664,
-0.021528111770749092,
0.028142563998699188,
-0.04551137983798981,
0.03872944414615631,
-0.004194602370262146,
0.02203109860420227,
-0.026706021279096603,
1.877619537250214e-34,
0.02285744622349739,
0.08158116042613983,
-0.08084555715322495,
0.05597924441099167,
-0.018723715096712112,
0.01961762271821499,
0.03828286752104759,
0.05621004477143288,
-0.023445596918463707,
0.09161407500505447,
-0.029150258749723434,
0.05041422322392464,
0.03661612048745155,
-0.017685865983366966,
-0.12206432223320007,
-0.050181418657302856,
0.09862732142210007,
0.061796821653842926,
-0.0908416211605072,
0.06914027780294418,
0.0580681674182415,
0.03299243375658989,
-0.027842259034514427,
0.024881696328520775,
0.00375048047862947,
0.06108440086245537,
-0.08138687163591385,
-0.03094867244362831,
-0.0043376716785132885,
-0.008784930221736431,
-0.007603343576192856,
0.04093652963638306,
-0.08235326409339905,
0.03746568784117699,
-0.022018881514668465,
-0.04492073133587837,
-0.05576572194695473,
-0.07644154131412506,
-0.018365899100899696,
-0.05905624106526375,
-0.03380725160241127,
0.034264374524354935,
-0.04422754794359207,
0.00785801187157631,
-0.024983568117022514,
0.021886803209781647,
0.03832287713885307,
-0.09319503605365753,
-0.009590082801878452,
-0.10294125974178314,
0.07986398041248322,
-0.0029405206441879272,
0.0658850446343422,
0.013729219324886799,
0.08172287046909332,
-0.0026829740963876247,
0.049369730055332184,
-0.02142268605530262,
0.05865251272916794,
0.10104255378246307,
-0.0050079734064638615,
0.030393490567803383,
-0.042737048119306564,
0.0026547787711024284,
-0.07853705435991287,
0.06575572490692139,
-0.030196990817785263,
0.02329781837761402,
0.06176004558801651,
0.030528832226991653,
-0.050684161484241486,
-0.007534939330071211,
0.05474430322647095,
-0.03415173664689064,
0.05796794965863228,
-0.007223732303828001,
0.014945846982300282,
0.03591786324977875,
0.009962821379303932,
-0.08973019570112228,
0.010794196277856827,
-0.07289192825555801,
0.025625398382544518,
-0.01166908722370863,
0.0002763889788184315,
0.01172444224357605,
-0.030662788078188896,
0.004694001283496618,
-0.08851252496242523,
-0.06315141916275024,
-0.0692020133137703,
-0.06236036494374275,
0.11439292132854462,
-0.07429005950689316,
0.006646021269261837,
-2.5727548944768154e-33,
-0.0036474205553531647,
0.02127913199365139,
-0.09017316997051239,
0.008569451048970222,
-0.018695836886763573,
0.08194903284311295,
-0.02541728876531124,
0.045177340507507324,
-0.08689498901367188,
-0.12732316553592682,
-0.04521544650197029,
-0.04561221972107887,
-0.01658652536571026,
0.009452160447835922,
-0.029370849952101707,
-0.01175735518336296,
0.015492659993469715,
-0.09215880930423737,
-0.01877070777118206,
-0.03806012123823166,
0.04165086895227432,
-0.012612399645149708,
0.011005840264260769,
-0.034742679446935654,
-0.05385109782218933,
0.0421840101480484,
0.022292600944638252,
-0.0899602621793747,
0.032155245542526245,
0.07645628601312637,
-0.02774166129529476,
0.016909437254071236,
-0.05550163984298706,
0.02561209350824356,
-0.01899534836411476,
-0.03139059245586395,
-0.02477036416530609,
0.020838811993598938,
0.06735074520111084,
-0.13345441222190857,
-0.03166690096259117,
0.01630779542028904,
-0.020507007837295532,
0.04225604981184006,
-0.03849790617823601,
0.11599826067686081,
0.012864071875810623,
-0.04840361699461937,
0.04953673109412193,
0.024179410189390182,
-0.03025001659989357,
-0.015416170470416546,
0.05573391914367676,
0.027835628017783165,
0.037822213023900986,
-0.022948699072003365,
0.013687258586287498,
-0.029501579701900482,
0.08901402354240417,
0.0021014877129346132,
-0.0402747206389904,
-0.09746608883142471,
0.10976330935955048,
-0.016735227778553963,
-0.06839047372341156,
-0.0742235779762268,
0.007736572530120611,
0.04540783539414406,
0.04716665297746658,
0.044713765382766724,
0.05758843943476677,
0.09979543834924698,
0.021648075431585312,
-0.06380929797887802,
-0.071376271545887,
0.032255396246910095,
0.08700452744960785,
-0.059720348566770554,
-0.015041917562484741,
0.021646929904818535,
0.03442196175456047,
0.06711816042661667,
-0.010426834225654602,
0.03723226115107536,
0.010852902196347713,
0.03202551230788231,
0.03841548413038254,
0.048608891665935516,
-0.016277138143777847,
-0.06972338259220123,
0.0020454986952245235,
0.030660174787044525,
0.12778924405574799,
0.002745901932939887,
0.02744062803685665,
-5.391474999782986e-8,
0.042021214962005615,
0.08383934199810028,
0.016050204634666443,
0.03664354234933853,
0.002032308606430888,
0.0917235016822815,
-0.052268899977207184,
-0.013562777079641819,
0.01091192290186882,
-0.028558814898133278,
0.05683064088225365,
-0.01225278340280056,
0.08963685482740402,
0.00045810575829818845,
0.053104158490896225,
0.02970021776854992,
0.031054694205522537,
0.0306381918489933,
0.025272782891988754,
0.06198705732822418,
0.04827391728758812,
0.025211390107870102,
-0.038063909858465195,
-0.0017305392539128661,
0.00746909761801362,
0.009438781067728996,
0.0019138046773150563,
-0.01584560237824917,
0.024509349837899208,
-0.017745984718203545,
-0.0900169387459755,
-0.06599517166614532,
-0.018179744482040405,
0.033705007284879684,
-0.06417378038167953,
-0.020109303295612335,
-0.04172240570187569,
-0.01933913864195347,
0.05279046297073364,
-0.0076270392164587975,
-0.017603889107704163,
-0.021480180323123932,
0.041699573397636414,
0.012500040233135223,
-0.09464578330516815,
0.02257823571562767,
-0.033686719834804535,
-0.08045417070388794,
0.02015034854412079,
0.1062641441822052,
-0.060123879462480545,
0.020306654274463654,
-0.0015184780349954963,
-0.017297061160206795,
0.05285317450761795,
0.07611128687858582,
-0.14020681381225586,
-0.0005437513464130461,
0.07154345512390137,
-0.00693238852545619,
0.06691325455904007,
-0.03087904490530491,
-0.13435202836990356,
0.022984687238931656
] |
1402.5086
|
Aravindh Krishnamoorthy
|
Aravindh Krishnamoorthy
|
Symmetric QR Algorithm with Permutations
| null | null | null | null |
cs.NA cs.MS math.NA
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper, we present the QR Algorithm with Permutations that shows an
improved convergence rate compared to the classical QR algorithm. We determine
a bound for performance based on best instantaneous convergence, and develop
low complexity methods for computing the permutation matrices at every
iteration. We use simulations to verify the improvement, and to compare the
performance of proposed algorithms to the classical QR algorithm.
|
[
{
"created": "Thu, 20 Feb 2014 17:34:49 GMT",
"version": "v1"
}
] |
2014-02-21
|
[
[
"Krishnamoorthy",
"Aravindh",
""
]
] |
[
-0.05108499154448509,
-0.007388795260339975,
-0.03565530106425285,
-0.07616601884365082,
-0.0992894098162651,
-0.040409352630376816,
-0.042669180780649185,
-0.059470199048519135,
0.0757417380809784,
-0.07227160036563873,
0.03417465090751648,
0.1308557540178299,
0.030155189335346222,
0.04412535950541496,
-0.09491859376430511,
0.06150767579674721,
0.0017109665786847472,
0.005336568225175142,
0.053561240434646606,
-0.042394571006298065,
-0.08092048764228821,
-0.004926850087940693,
-0.08563123643398285,
-0.025426387786865234,
0.073108971118927,
0.02853747084736824,
-0.0719934031367302,
0.05150839686393738,
0.03666890412569046,
0.00983835756778717,
0.02169354259967804,
0.04835289716720581,
0.08572549372911453,
-0.03955509513616562,
-0.059770457446575165,
0.0013414665590971708,
-0.05282578244805336,
-0.024253452196717262,
0.0368305966258049,
0.051610324531793594,
-0.007210306823253632,
0.011904015205800533,
-0.006631555967032909,
0.007027449551969767,
0.0338091142475605,
0.08539003133773804,
0.024793729186058044,
0.024788614362478256,
-0.022052239626646042,
-0.08071128278970718,
-0.0295705683529377,
0.04426885023713112,
-0.025922471657395363,
0.0038864691741764545,
-0.05431551858782768,
-0.15475918352603912,
0.03525502607226372,
-0.0984293669462204,
0.009078740142285824,
0.0008371633593924344,
0.049922242760658264,
-0.02999790944159031,
0.037071164697408676,
-0.011467098258435726,
-0.005173929501324892,
-0.0014741809573024511,
0.0661594346165657,
-0.03340423107147217,
0.006994331255555153,
0.017948482185602188,
-0.06907293945550919,
0.013313641771674156,
-0.016938956454396248,
0.05268055573105812,
-0.014351011253893375,
-0.0036717879120260477,
-0.045347847044467926,
0.001560418982990086,
-0.0494912788271904,
0.006446456536650658,
-0.029578665271401405,
-0.02789587900042534,
0.0417671836912632,
0.004633862059563398,
0.06308598071336746,
-0.0015418712282553315,
-0.05318712815642357,
0.014768891036510468,
0.008369945921003819,
-0.030505741015076637,
-0.05803145468235016,
-0.019324397668242455,
-0.010762927122414112,
-0.04448462277650833,
-0.03895341232419014,
-0.008853306993842125,
0.04497121274471283,
0.052906591445207596,
0.06874191015958786,
-0.03287642076611519,
0.05624610185623169,
-0.03232356160879135,
-0.011554109863936901,
-0.03953985497355461,
0.02366787940263748,
0.0751354843378067,
0.02023472636938095,
0.007960163988173008,
0.007474050857126713,
-0.06009297072887421,
-0.002843118505552411,
0.07460542768239975,
0.03246215358376503,
0.03472614288330078,
-0.02711694873869419,
0.0346250906586647,
-0.007633684668689966,
0.07173330336809158,
0.1289089322090149,
0.11164716631174088,
-0.05013639107346535,
-0.0742994174361229,
0.028641879558563232,
0.024320391938090324,
0.04292886331677437,
-0.012742381542921066,
-0.0818864032626152,
-2.8148615017643488e-34,
-0.05586520582437515,
0.08788969367742538,
0.0493645966053009,
-0.007558370009064674,
0.028386402875185013,
-0.019154662266373634,
0.03742175176739693,
-0.03952357545495033,
0.007413843180984259,
-0.030020512640476227,
0.042456142604351044,
0.028602559119462967,
0.05558319389820099,
-0.03793681412935257,
0.013155863620340824,
-0.06842803210020065,
-0.018991637974977493,
-0.07009367644786835,
-0.030760198831558228,
-0.08899747580289841,
0.07069581747055054,
-0.0473613515496254,
-0.016918838024139404,
0.010689444839954376,
-0.06135593354701996,
0.022070834413170815,
0.0952334776520729,
-0.043553464114665985,
0.01932050660252571,
-0.031999967992305756,
-0.07518795132637024,
0.05032150447368622,
-0.02328619360923767,
0.007116738706827164,
0.006357701029628515,
0.026794586330652237,
0.034516263753175735,
0.028652697801589966,
0.08144980669021606,
-0.02195364609360695,
-0.011235294863581657,
-0.030063878744840622,
0.021609442308545113,
-0.07916902005672455,
0.03031984530389309,
0.04688729718327522,
-0.04809049516916275,
0.09489081054925919,
0.024963704869151115,
0.0512978620827198,
0.029330721125006676,
-0.07321300357580185,
-0.09634378552436829,
0.0493021197617054,
0.10981229692697525,
-0.02866760455071926,
0.05947869271039963,
0.03662129491567612,
-0.03689122200012207,
0.1601971983909607,
0.02943628653883934,
0.027798892930150032,
-0.0592631958425045,
0.005442387890070677,
0.016222430393099785,
-0.07402286678552628,
0.05580814182758331,
-0.030118100345134735,
-0.009630289860069752,
0.06517256796360016,
0.053923483937978745,
0.03433841094374657,
0.017423218116164207,
-0.009695974178612232,
0.05482681095600128,
-0.040230002254247665,
-0.026037737727165222,
-0.0500771589577198,
-0.06208601966500282,
-0.058257605880498886,
-0.03760133683681488,
0.12839430570602417,
0.024554530158638954,
-0.013265789486467838,
-0.04344616085290909,
-0.07117465138435364,
-0.01976845972239971,
-0.019325772300362587,
-0.058138445019721985,
0.03661394119262695,
-0.006919702515006065,
-0.008065415546298027,
0.04913075268268585,
0.07518497854471207,
-0.005221858154982328,
-2.103164416366245e-34,
0.0600547231733799,
-0.059557560831308365,
0.15053999423980713,
0.12123461067676544,
0.07120997458696365,
-0.1311236172914505,
0.01662537269294262,
0.004390913061797619,
0.05352039262652397,
-0.03540293127298355,
-0.04897424206137657,
0.00784220825880766,
0.0179479718208313,
0.08336982876062393,
0.03660587593913078,
0.019887341186404228,
0.020756840705871582,
0.07215339690446854,
-0.01359058078378439,
0.017281128093600273,
-0.04442853108048439,
0.052742164582014084,
0.045879773795604706,
0.05506197735667229,
-0.06987005472183228,
-0.007994785904884338,
0.10046099126338959,
0.030852138996124268,
0.04859433323144913,
-0.023287493735551834,
-0.05692685395479202,
-0.08731357008218765,
-0.04949123039841652,
-0.03050471842288971,
0.03589982911944389,
0.0030731859151273966,
-0.033171646296978,
0.09284768998622894,
0.06515306234359741,
0.027959154918789864,
0.006856980267912149,
0.020740346983075142,
-0.040464043617248535,
-0.028596386313438416,
-0.005527132656425238,
0.0032222135923802853,
-0.0594840943813324,
-0.005623276345431805,
0.009530367329716682,
-0.014794805087149143,
0.0421273298561573,
-0.0034674047492444515,
0.04568618908524513,
-0.010066574439406395,
0.017110049724578857,
0.05037138983607292,
-0.012589961290359497,
0.013000532053411007,
0.1027839407324791,
0.012240096926689148,
-0.055051110684871674,
-0.00069560477277264,
0.008082388900220394,
0.015685485675930977,
-0.012424744665622711,
-0.03681182861328125,
-0.012316076084971428,
-0.0308670811355114,
-0.0294062290340662,
0.0855487585067749,
-0.02699807472527027,
-0.05648106709122658,
-0.04848604276776314,
0.03498531132936478,
0.008163122460246086,
-0.02600153535604477,
-0.025171687826514244,
-0.02439168654382229,
0.026427315548062325,
-0.06297317147254944,
-0.05929127708077431,
-0.014982041902840137,
-0.1181870773434639,
-0.01543623860925436,
-0.03245824947953224,
0.06509661674499512,
0.08938127011060715,
-0.06789325922727585,
0.047173649072647095,
-0.07263597100973129,
0.08219948410987854,
0.076381154358387,
0.13446563482284546,
-0.04197053611278534,
-0.0335410051047802,
-2.8562171294765903e-8,
0.03401549905538559,
-0.13497492671012878,
-0.003702744608744979,
-0.02119676023721695,
0.06789778172969818,
-0.06303808838129044,
0.06795576214790344,
0.028946800157427788,
-0.024454183876514435,
-0.024820450693368912,
0.11401839554309845,
0.01655086874961853,
0.01262130681425333,
0.007531814742833376,
-0.0144842229783535,
0.024490002542734146,
0.048416752368211746,
-0.09946732968091965,
0.038900189101696014,
-0.03484859690070152,
-0.05555757135152817,
0.06626343727111816,
0.03273283690214157,
-0.00984674971550703,
-0.035895101726055145,
-0.012558965012431145,
0.01313945185393095,
-0.05907397344708443,
0.07769709080457687,
-0.0633322224020958,
0.015587352216243744,
0.0006178412004373968,
0.06527034193277359,
-0.008799237199127674,
-0.018648946657776833,
0.026933645829558372,
-0.004803644493222237,
-0.0499589778482914,
0.02977336198091507,
-0.04871267452836037,
-0.010168923996388912,
-0.03042510710656643,
-0.02841591089963913,
-0.03531128540635109,
0.026513779535889626,
-0.03557517006993294,
-0.0771467462182045,
-0.030865153297781944,
-0.08638688176870346,
-0.054737213999032974,
-0.03548223525285721,
-0.02823041006922722,
0.026605045422911644,
-0.06319639831781387,
0.025029286742210388,
0.0018640116322785616,
0.03508420288562775,
-0.06350099295377731,
0.11415424197912216,
-0.0046114446595311165,
-0.020756112411618233,
0.010947936214506626,
-0.03294222056865692,
0.01779487170279026
] | null | null | null | null | null | null | null |
[
-0.05108499154448509,
-0.007388795260339975,
-0.03565530106425285,
-0.07616601884365082,
-0.0992894098162651,
-0.040409352630376816,
-0.042669180780649185,
-0.059470199048519135,
0.0757417380809784,
-0.07227160036563873,
0.03417465090751648,
0.1308557540178299,
0.030155189335346222,
0.04412535950541496,
-0.09491859376430511,
0.06150767579674721,
0.0017109665786847472,
0.005336568225175142,
0.053561240434646606,
-0.042394571006298065,
-0.08092048764228821,
-0.004926850087940693,
-0.08563123643398285,
-0.025426387786865234,
0.073108971118927,
0.02853747084736824,
-0.0719934031367302,
0.05150839686393738,
0.03666890412569046,
0.00983835756778717,
0.02169354259967804,
0.04835289716720581,
0.08572549372911453,
-0.03955509513616562,
-0.059770457446575165,
0.0013414665590971708,
-0.05282578244805336,
-0.024253452196717262,
0.0368305966258049,
0.051610324531793594,
-0.007210306823253632,
0.011904015205800533,
-0.006631555967032909,
0.007027449551969767,
0.0338091142475605,
0.08539003133773804,
0.024793729186058044,
0.024788614362478256,
-0.022052239626646042,
-0.08071128278970718,
-0.0295705683529377,
0.04426885023713112,
-0.025922471657395363,
0.0038864691741764545,
-0.05431551858782768,
-0.15475918352603912,
0.03525502607226372,
-0.0984293669462204,
0.009078740142285824,
0.0008371633593924344,
0.049922242760658264,
-0.02999790944159031,
0.037071164697408676,
-0.011467098258435726,
-0.005173929501324892,
-0.0014741809573024511,
0.0661594346165657,
-0.03340423107147217,
0.006994331255555153,
0.017948482185602188,
-0.06907293945550919,
0.013313641771674156,
-0.016938956454396248,
0.05268055573105812,
-0.014351011253893375,
-0.0036717879120260477,
-0.045347847044467926,
0.001560418982990086,
-0.0494912788271904,
0.006446456536650658,
-0.029578665271401405,
-0.02789587900042534,
0.0417671836912632,
0.004633862059563398,
0.06308598071336746,
-0.0015418712282553315,
-0.05318712815642357,
0.014768891036510468,
0.008369945921003819,
-0.030505741015076637,
-0.05803145468235016,
-0.019324397668242455,
-0.010762927122414112,
-0.04448462277650833,
-0.03895341232419014,
-0.008853306993842125,
0.04497121274471283,
0.052906591445207596,
0.06874191015958786,
-0.03287642076611519,
0.05624610185623169,
-0.03232356160879135,
-0.011554109863936901,
-0.03953985497355461,
0.02366787940263748,
0.0751354843378067,
0.02023472636938095,
0.007960163988173008,
0.007474050857126713,
-0.06009297072887421,
-0.002843118505552411,
0.07460542768239975,
0.03246215358376503,
0.03472614288330078,
-0.02711694873869419,
0.0346250906586647,
-0.007633684668689966,
0.07173330336809158,
0.1289089322090149,
0.11164716631174088,
-0.05013639107346535,
-0.0742994174361229,
0.028641879558563232,
0.024320391938090324,
0.04292886331677437,
-0.012742381542921066,
-0.0818864032626152,
-2.8148615017643488e-34,
-0.05586520582437515,
0.08788969367742538,
0.0493645966053009,
-0.007558370009064674,
0.028386402875185013,
-0.019154662266373634,
0.03742175176739693,
-0.03952357545495033,
0.007413843180984259,
-0.030020512640476227,
0.042456142604351044,
0.028602559119462967,
0.05558319389820099,
-0.03793681412935257,
0.013155863620340824,
-0.06842803210020065,
-0.018991637974977493,
-0.07009367644786835,
-0.030760198831558228,
-0.08899747580289841,
0.07069581747055054,
-0.0473613515496254,
-0.016918838024139404,
0.010689444839954376,
-0.06135593354701996,
0.022070834413170815,
0.0952334776520729,
-0.043553464114665985,
0.01932050660252571,
-0.031999967992305756,
-0.07518795132637024,
0.05032150447368622,
-0.02328619360923767,
0.007116738706827164,
0.006357701029628515,
0.026794586330652237,
0.034516263753175735,
0.028652697801589966,
0.08144980669021606,
-0.02195364609360695,
-0.011235294863581657,
-0.030063878744840622,
0.021609442308545113,
-0.07916902005672455,
0.03031984530389309,
0.04688729718327522,
-0.04809049516916275,
0.09489081054925919,
0.024963704869151115,
0.0512978620827198,
0.029330721125006676,
-0.07321300357580185,
-0.09634378552436829,
0.0493021197617054,
0.10981229692697525,
-0.02866760455071926,
0.05947869271039963,
0.03662129491567612,
-0.03689122200012207,
0.1601971983909607,
0.02943628653883934,
0.027798892930150032,
-0.0592631958425045,
0.005442387890070677,
0.016222430393099785,
-0.07402286678552628,
0.05580814182758331,
-0.030118100345134735,
-0.009630289860069752,
0.06517256796360016,
0.053923483937978745,
0.03433841094374657,
0.017423218116164207,
-0.009695974178612232,
0.05482681095600128,
-0.040230002254247665,
-0.026037737727165222,
-0.0500771589577198,
-0.06208601966500282,
-0.058257605880498886,
-0.03760133683681488,
0.12839430570602417,
0.024554530158638954,
-0.013265789486467838,
-0.04344616085290909,
-0.07117465138435364,
-0.01976845972239971,
-0.019325772300362587,
-0.058138445019721985,
0.03661394119262695,
-0.006919702515006065,
-0.008065415546298027,
0.04913075268268585,
0.07518497854471207,
-0.005221858154982328,
-2.103164416366245e-34,
0.0600547231733799,
-0.059557560831308365,
0.15053999423980713,
0.12123461067676544,
0.07120997458696365,
-0.1311236172914505,
0.01662537269294262,
0.004390913061797619,
0.05352039262652397,
-0.03540293127298355,
-0.04897424206137657,
0.00784220825880766,
0.0179479718208313,
0.08336982876062393,
0.03660587593913078,
0.019887341186404228,
0.020756840705871582,
0.07215339690446854,
-0.01359058078378439,
0.017281128093600273,
-0.04442853108048439,
0.052742164582014084,
0.045879773795604706,
0.05506197735667229,
-0.06987005472183228,
-0.007994785904884338,
0.10046099126338959,
0.030852138996124268,
0.04859433323144913,
-0.023287493735551834,
-0.05692685395479202,
-0.08731357008218765,
-0.04949123039841652,
-0.03050471842288971,
0.03589982911944389,
0.0030731859151273966,
-0.033171646296978,
0.09284768998622894,
0.06515306234359741,
0.027959154918789864,
0.006856980267912149,
0.020740346983075142,
-0.040464043617248535,
-0.028596386313438416,
-0.005527132656425238,
0.0032222135923802853,
-0.0594840943813324,
-0.005623276345431805,
0.009530367329716682,
-0.014794805087149143,
0.0421273298561573,
-0.0034674047492444515,
0.04568618908524513,
-0.010066574439406395,
0.017110049724578857,
0.05037138983607292,
-0.012589961290359497,
0.013000532053411007,
0.1027839407324791,
0.012240096926689148,
-0.055051110684871674,
-0.00069560477277264,
0.008082388900220394,
0.015685485675930977,
-0.012424744665622711,
-0.03681182861328125,
-0.012316076084971428,
-0.0308670811355114,
-0.0294062290340662,
0.0855487585067749,
-0.02699807472527027,
-0.05648106709122658,
-0.04848604276776314,
0.03498531132936478,
0.008163122460246086,
-0.02600153535604477,
-0.025171687826514244,
-0.02439168654382229,
0.026427315548062325,
-0.06297317147254944,
-0.05929127708077431,
-0.014982041902840137,
-0.1181870773434639,
-0.01543623860925436,
-0.03245824947953224,
0.06509661674499512,
0.08938127011060715,
-0.06789325922727585,
0.047173649072647095,
-0.07263597100973129,
0.08219948410987854,
0.076381154358387,
0.13446563482284546,
-0.04197053611278534,
-0.0335410051047802,
-2.8562171294765903e-8,
0.03401549905538559,
-0.13497492671012878,
-0.003702744608744979,
-0.02119676023721695,
0.06789778172969818,
-0.06303808838129044,
0.06795576214790344,
0.028946800157427788,
-0.024454183876514435,
-0.024820450693368912,
0.11401839554309845,
0.01655086874961853,
0.01262130681425333,
0.007531814742833376,
-0.0144842229783535,
0.024490002542734146,
0.048416752368211746,
-0.09946732968091965,
0.038900189101696014,
-0.03484859690070152,
-0.05555757135152817,
0.06626343727111816,
0.03273283690214157,
-0.00984674971550703,
-0.035895101726055145,
-0.012558965012431145,
0.01313945185393095,
-0.05907397344708443,
0.07769709080457687,
-0.0633322224020958,
0.015587352216243744,
0.0006178412004373968,
0.06527034193277359,
-0.008799237199127674,
-0.018648946657776833,
0.026933645829558372,
-0.004803644493222237,
-0.0499589778482914,
0.02977336198091507,
-0.04871267452836037,
-0.010168923996388912,
-0.03042510710656643,
-0.02841591089963913,
-0.03531128540635109,
0.026513779535889626,
-0.03557517006993294,
-0.0771467462182045,
-0.030865153297781944,
-0.08638688176870346,
-0.054737213999032974,
-0.03548223525285721,
-0.02823041006922722,
0.026605045422911644,
-0.06319639831781387,
0.025029286742210388,
0.0018640116322785616,
0.03508420288562775,
-0.06350099295377731,
0.11415424197912216,
-0.0046114446595311165,
-0.020756112411618233,
0.010947936214506626,
-0.03294222056865692,
0.01779487170279026
] |
1402.5093
|
Lorenzo Lodi
|
Lorenzo Lodi, Oleg L. Polyansky, Jonathan Tennyson, Alexander Alijah,
Nikolai F. Zobov
|
QED correction for H$_3^+$
| null |
Physical Review A, Volume: 89 Article Number: 032505 (2014)
|
10.1103/PhysRevA.89.032505
| null |
physics.chem-ph astro-ph.SR
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A quantum electrodynamics (QED) correction surface for the simplest
polyatomic and polyelectronic system H$_3^+$ is computed using an approximate
procedure. This surface is used to calculate the shifts to vibration-rotation
energy levels due to QED; such shifts have a magnitude of up to 0.25 cm$^{-1}$
for vibrational levels up to 15~000 cm$^{-1}$ and are expected to have an
accuracy of about 0.02 cm$^{-1}$. Combining the new H$_3^+$ QED correction
surface with existing highly accurate Born-Oppenheimer (BO), relativistic and
adiabatic components suggests that deviations of the resulting {\it ab initio}
energy levels from observed ones are largely due to non-adiabatic effects.
|
[
{
"created": "Thu, 20 Feb 2014 18:22:40 GMT",
"version": "v1"
}
] |
2014-06-27
|
[
[
"Lodi",
"Lorenzo",
""
],
[
"Polyansky",
"Oleg L.",
""
],
[
"Tennyson",
"Jonathan",
""
],
[
"Alijah",
"Alexander",
""
],
[
"Zobov",
"Nikolai F.",
""
]
] |
[
-0.10284558683633804,
0.0324314683675766,
0.016215670853853226,
0.06658686697483063,
-0.04742054268717766,
-0.04756161570549011,
0.012156222015619278,
0.00734241958707571,
0.04671954736113548,
-0.02831718698143959,
-0.024044102057814598,
-0.0742075964808464,
-0.03435913473367691,
-0.04664251580834389,
0.05805550515651703,
-0.010270874947309494,
0.013339008204638958,
0.07694151997566223,
0.05673926696181297,
0.011175143532454967,
-0.035480696707963943,
0.011916027404367924,
0.07552792131900787,
0.008180474862456322,
0.08416516333818436,
0.012716821394860744,
0.023189913481473923,
0.03389659896492958,
0.04119207710027695,
0.010728745721280575,
-0.018242808058857918,
0.03289896622300148,
0.008425007574260235,
-0.05269289016723633,
0.05148216709494591,
0.07112095504999161,
0.019025379791855812,
-0.03900344297289848,
0.007853660732507706,
-0.000060059635870857164,
0.03146611899137497,
0.0758003517985344,
0.008033059537410736,
0.07610385119915009,
0.06418867409229279,
-0.06140909716486931,
-0.0009893267415463924,
-0.017766622826457024,
-0.05376814305782318,
-0.06122220307588577,
0.05753812938928604,
-0.015190287493169308,
0.06676705181598663,
0.059645816683769226,
-0.1038857027888298,
0.06644284725189209,
0.09651099145412445,
0.06122821196913719,
0.02414373867213726,
-0.05822328105568886,
-0.008632693439722061,
0.02097853273153305,
0.011681294068694115,
-0.047457255423069,
0.058400608599185944,
-0.010970419272780418,
0.022705983370542526,
-0.1252199113368988,
-0.02067982405424118,
0.02809762768447399,
-0.08210504800081253,
0.03671984747052193,
-0.07165957242250443,
-0.07095473259687424,
0.004190548323094845,
-0.04037849232554436,
-0.009556634351611137,
0.06702838093042374,
0.04007489234209061,
-0.0524798259139061,
0.03147866204380989,
-0.08125028014183044,
-0.030084799975156784,
-0.016955574974417686,
-0.002740449272096157,
-0.008976790122687817,
-0.06231682002544403,
0.008896286599338055,
-0.033800359815359116,
-0.032164067029953,
-0.03209097683429718,
-0.049067575484514236,
-0.046806611120700836,
-0.06490682810544968,
-0.002236546715721488,
0.0625922828912735,
0.06081318110227585,
0.020791931077837944,
0.07459109276533127,
-0.00815652683377266,
0.10926302522420883,
0.02156040631234646,
-0.08341533690690994,
0.10416345298290253,
-0.037349190562963486,
0.09333482384681702,
0.035749759525060654,
0.07177269458770752,
-0.09487809985876083,
-0.007766375318169594,
0.021607862785458565,
0.03168648108839989,
0.004551177378743887,
-0.019116070121526718,
-0.05888224020600319,
0.028430400416254997,
0.016975201666355133,
0.06512965261936188,
-0.01502885390073061,
0.016286520287394524,
-0.04222651198506355,
0.030006367713212967,
0.050430383533239365,
0.03113093413412571,
0.0000026405591597722378,
-0.03226112574338913,
-0.13726480305194855,
2.308955962395047e-33,
0.058377623558044434,
0.07594067603349686,
-0.0011427963618189096,
0.0035425752867013216,
-0.07377271354198456,
0.028208646923303604,
-0.038300078362226486,
-0.08711665123701096,
0.003608787665143609,
0.005997547414153814,
-0.07391240447759628,
0.03279861435294151,
0.15512049198150635,
-0.08687840402126312,
-0.017555901780724525,
-0.03134172782301903,
-0.08879782259464264,
-0.008680719882249832,
0.029265671968460083,
0.013201070949435234,
0.05597535893321037,
-0.0010568170109763741,
-0.02165367268025875,
0.04711086302995682,
-0.05848480761051178,
0.05527869239449501,
0.006468846928328276,
0.05448475480079651,
-0.030355295166373253,
-0.014023847877979279,
0.030667953193187714,
0.016268543899059296,
-0.005029205698519945,
-0.10039891302585602,
0.021227149292826653,
-0.004073462449014187,
-0.013000451028347015,
-0.04022985324263573,
-0.02330605499446392,
-0.04192263260483742,
-0.05524269491434097,
0.03564862534403801,
0.07598847150802612,
-0.054497696459293365,
0.021231060847640038,
0.04287298396229744,
0.07476061582565308,
-0.014577428810298443,
0.0503278449177742,
0.045320574194192886,
0.02710600011050701,
-0.03117513284087181,
-0.05234593525528908,
0.02541310340166092,
0.018170753493905067,
-0.014302326366305351,
0.10088151693344116,
-0.014084159396588802,
0.04069983959197998,
0.059153586626052856,
0.08605360984802246,
0.016293682157993317,
0.01814919151365757,
-0.0027258892077952623,
-0.10306745022535324,
0.09723920375108719,
0.024286897853016853,
0.060511477291584015,
-0.00013914788723923266,
0.06307326257228851,
-0.01934662275016308,
0.04764271154999733,
0.02756715565919876,
0.05083313211798668,
0.03276146575808525,
-0.025975501164793968,
-0.048667602241039276,
-0.09132768958806992,
0.005342389922589064,
-0.011404206044971943,
-0.0028871833346784115,
0.005818628706037998,
0.04280959814786911,
-0.001217181677930057,
-0.05974256619811058,
-0.14217233657836914,
-0.06800952553749084,
0.02480497397482395,
-0.05709526687860489,
0.061226990073919296,
0.012429224327206612,
-0.062017712742090225,
0.0655064582824707,
-0.006741593591868877,
-0.11497602611780167,
-4.8542744513816856e-33,
-0.10392224043607712,
-0.041264258325099945,
0.007994313724339008,
-0.008330907672643661,
-0.07200050354003906,
0.004013861529529095,
0.044607434421777725,
0.04281177371740341,
-0.009375084191560745,
-0.09580223262310028,
0.11060860008001328,
0.0049345302395522594,
-0.06523791700601578,
0.0012205212842673063,
0.010048034600913525,
0.04085853323340416,
-0.14824791252613068,
-0.09286922961473465,
0.06768281757831573,
0.035905107855796814,
0.08640787750482559,
-0.04908806085586548,
-0.039942558854818344,
0.08835996687412262,
0.017888981848955154,
0.04937512427568436,
0.025595059618353844,
-0.1161205843091011,
0.037581413984298706,
-0.02398000657558441,
-0.09557142853736877,
-0.0038011318538337946,
-0.005892124492675066,
0.0832819789648056,
0.007603785023093224,
0.06339508295059204,
-0.024685434997081757,
-0.03413823992013931,
-0.0066261086612939835,
-0.03236047551035881,
-0.011002692393958569,
0.03177282586693764,
-0.012664129957556725,
0.018785934895277023,
0.02567502297461033,
0.10647883266210556,
-0.10647062957286835,
-0.01606292650103569,
-0.001811802270822227,
0.027732590213418007,
-0.04329328611493111,
-0.028459614142775536,
-0.03684636577963829,
0.05527860298752785,
-0.006271615624427795,
-0.00849727913737297,
-0.01694354973733425,
0.03308479115366936,
0.01932258903980255,
0.007438807748258114,
-0.05842788890004158,
-0.004501596093177795,
0.06416697800159454,
0.06524325907230377,
-0.02211284264922142,
0.03177173435688019,
0.0315108522772789,
-0.012639799155294895,
0.08075600862503052,
-0.09453006088733673,
-0.01535551156848669,
-0.07704019546508789,
0.0338650606572628,
-0.010102060623466969,
-0.0022420184686779976,
-0.09756697714328766,
0.10228417813777924,
-0.03164529427886009,
0.01588047295808792,
-0.03578605875372887,
0.020060183480381966,
0.055167801678180695,
-0.008916554041206837,
-0.03566685691475868,
0.009173188358545303,
-0.08092223107814789,
-0.05236838757991791,
-0.011663303710520267,
-0.0037430045194923878,
-0.054621294140815735,
0.04200008139014244,
0.03683840483427048,
0.044424500316381454,
-0.03717038035392761,
0.06622540205717087,
-5.3206353101131754e-8,
0.028329232707619667,
-0.04833521693944931,
0.029804576188325882,
-0.004848100710660219,
0.006188794504851103,
-0.009877718985080719,
-0.03410853073000908,
-0.001522777951322496,
-0.04015218839049339,
-0.015485458076000214,
-0.008287168107926846,
-0.046362534165382385,
0.02475673146545887,
-0.0656958818435669,
0.04289234057068825,
0.06671841442584991,
-0.0383601076900959,
-0.004079913720488548,
-0.004946398548781872,
-0.038511279970407486,
0.004770264960825443,
0.0730179101228714,
0.013715717941522598,
-0.09923984855413437,
0.03302114084362984,
-0.05174151062965393,
-0.09113048017024994,
0.023136289790272713,
-0.018808744847774506,
-0.0807717889547348,
-0.007292585447430611,
-0.050293248146772385,
0.07136452198028564,
0.03384098410606384,
0.023763366043567657,
-0.00039109581848606467,
-0.07478386908769608,
0.0038694669492542744,
0.004834531340748072,
0.04504070058465004,
-0.02991584502160549,
0.0012182294158264995,
-0.03241514787077904,
0.0036361003294587135,
0.03624681010842323,
0.01850668527185917,
-0.11736781150102615,
0.039357271045446396,
-0.020855605602264404,
0.013291477225720882,
-0.026311513036489487,
0.01121593825519085,
0.0041288528591394424,
-0.0461261048913002,
-0.07165301591157913,
0.02715745009481907,
-0.09411028772592545,
-0.02239135280251503,
0.02206662856042385,
-0.012554118409752846,
0.08349438011646271,
-0.07631251215934753,
-0.05437915772199631,
-0.008044623769819736
] | null | null | null | null | null | null | null |
[
-0.10284558683633804,
0.0324314683675766,
0.016215670853853226,
0.06658686697483063,
-0.04742054268717766,
-0.04756161570549011,
0.012156222015619278,
0.00734241958707571,
0.04671954736113548,
-0.02831718698143959,
-0.024044102057814598,
-0.0742075964808464,
-0.03435913473367691,
-0.04664251580834389,
0.05805550515651703,
-0.010270874947309494,
0.013339008204638958,
0.07694151997566223,
0.05673926696181297,
0.011175143532454967,
-0.035480696707963943,
0.011916027404367924,
0.07552792131900787,
0.008180474862456322,
0.08416516333818436,
0.012716821394860744,
0.023189913481473923,
0.03389659896492958,
0.04119207710027695,
0.010728745721280575,
-0.018242808058857918,
0.03289896622300148,
0.008425007574260235,
-0.05269289016723633,
0.05148216709494591,
0.07112095504999161,
0.019025379791855812,
-0.03900344297289848,
0.007853660732507706,
-0.000060059635870857164,
0.03146611899137497,
0.0758003517985344,
0.008033059537410736,
0.07610385119915009,
0.06418867409229279,
-0.06140909716486931,
-0.0009893267415463924,
-0.017766622826457024,
-0.05376814305782318,
-0.06122220307588577,
0.05753812938928604,
-0.015190287493169308,
0.06676705181598663,
0.059645816683769226,
-0.1038857027888298,
0.06644284725189209,
0.09651099145412445,
0.06122821196913719,
0.02414373867213726,
-0.05822328105568886,
-0.008632693439722061,
0.02097853273153305,
0.011681294068694115,
-0.047457255423069,
0.058400608599185944,
-0.010970419272780418,
0.022705983370542526,
-0.1252199113368988,
-0.02067982405424118,
0.02809762768447399,
-0.08210504800081253,
0.03671984747052193,
-0.07165957242250443,
-0.07095473259687424,
0.004190548323094845,
-0.04037849232554436,
-0.009556634351611137,
0.06702838093042374,
0.04007489234209061,
-0.0524798259139061,
0.03147866204380989,
-0.08125028014183044,
-0.030084799975156784,
-0.016955574974417686,
-0.002740449272096157,
-0.008976790122687817,
-0.06231682002544403,
0.008896286599338055,
-0.033800359815359116,
-0.032164067029953,
-0.03209097683429718,
-0.049067575484514236,
-0.046806611120700836,
-0.06490682810544968,
-0.002236546715721488,
0.0625922828912735,
0.06081318110227585,
0.020791931077837944,
0.07459109276533127,
-0.00815652683377266,
0.10926302522420883,
0.02156040631234646,
-0.08341533690690994,
0.10416345298290253,
-0.037349190562963486,
0.09333482384681702,
0.035749759525060654,
0.07177269458770752,
-0.09487809985876083,
-0.007766375318169594,
0.021607862785458565,
0.03168648108839989,
0.004551177378743887,
-0.019116070121526718,
-0.05888224020600319,
0.028430400416254997,
0.016975201666355133,
0.06512965261936188,
-0.01502885390073061,
0.016286520287394524,
-0.04222651198506355,
0.030006367713212967,
0.050430383533239365,
0.03113093413412571,
0.0000026405591597722378,
-0.03226112574338913,
-0.13726480305194855,
2.308955962395047e-33,
0.058377623558044434,
0.07594067603349686,
-0.0011427963618189096,
0.0035425752867013216,
-0.07377271354198456,
0.028208646923303604,
-0.038300078362226486,
-0.08711665123701096,
0.003608787665143609,
0.005997547414153814,
-0.07391240447759628,
0.03279861435294151,
0.15512049198150635,
-0.08687840402126312,
-0.017555901780724525,
-0.03134172782301903,
-0.08879782259464264,
-0.008680719882249832,
0.029265671968460083,
0.013201070949435234,
0.05597535893321037,
-0.0010568170109763741,
-0.02165367268025875,
0.04711086302995682,
-0.05848480761051178,
0.05527869239449501,
0.006468846928328276,
0.05448475480079651,
-0.030355295166373253,
-0.014023847877979279,
0.030667953193187714,
0.016268543899059296,
-0.005029205698519945,
-0.10039891302585602,
0.021227149292826653,
-0.004073462449014187,
-0.013000451028347015,
-0.04022985324263573,
-0.02330605499446392,
-0.04192263260483742,
-0.05524269491434097,
0.03564862534403801,
0.07598847150802612,
-0.054497696459293365,
0.021231060847640038,
0.04287298396229744,
0.07476061582565308,
-0.014577428810298443,
0.0503278449177742,
0.045320574194192886,
0.02710600011050701,
-0.03117513284087181,
-0.05234593525528908,
0.02541310340166092,
0.018170753493905067,
-0.014302326366305351,
0.10088151693344116,
-0.014084159396588802,
0.04069983959197998,
0.059153586626052856,
0.08605360984802246,
0.016293682157993317,
0.01814919151365757,
-0.0027258892077952623,
-0.10306745022535324,
0.09723920375108719,
0.024286897853016853,
0.060511477291584015,
-0.00013914788723923266,
0.06307326257228851,
-0.01934662275016308,
0.04764271154999733,
0.02756715565919876,
0.05083313211798668,
0.03276146575808525,
-0.025975501164793968,
-0.048667602241039276,
-0.09132768958806992,
0.005342389922589064,
-0.011404206044971943,
-0.0028871833346784115,
0.005818628706037998,
0.04280959814786911,
-0.001217181677930057,
-0.05974256619811058,
-0.14217233657836914,
-0.06800952553749084,
0.02480497397482395,
-0.05709526687860489,
0.061226990073919296,
0.012429224327206612,
-0.062017712742090225,
0.0655064582824707,
-0.006741593591868877,
-0.11497602611780167,
-4.8542744513816856e-33,
-0.10392224043607712,
-0.041264258325099945,
0.007994313724339008,
-0.008330907672643661,
-0.07200050354003906,
0.004013861529529095,
0.044607434421777725,
0.04281177371740341,
-0.009375084191560745,
-0.09580223262310028,
0.11060860008001328,
0.0049345302395522594,
-0.06523791700601578,
0.0012205212842673063,
0.010048034600913525,
0.04085853323340416,
-0.14824791252613068,
-0.09286922961473465,
0.06768281757831573,
0.035905107855796814,
0.08640787750482559,
-0.04908806085586548,
-0.039942558854818344,
0.08835996687412262,
0.017888981848955154,
0.04937512427568436,
0.025595059618353844,
-0.1161205843091011,
0.037581413984298706,
-0.02398000657558441,
-0.09557142853736877,
-0.0038011318538337946,
-0.005892124492675066,
0.0832819789648056,
0.007603785023093224,
0.06339508295059204,
-0.024685434997081757,
-0.03413823992013931,
-0.0066261086612939835,
-0.03236047551035881,
-0.011002692393958569,
0.03177282586693764,
-0.012664129957556725,
0.018785934895277023,
0.02567502297461033,
0.10647883266210556,
-0.10647062957286835,
-0.01606292650103569,
-0.001811802270822227,
0.027732590213418007,
-0.04329328611493111,
-0.028459614142775536,
-0.03684636577963829,
0.05527860298752785,
-0.006271615624427795,
-0.00849727913737297,
-0.01694354973733425,
0.03308479115366936,
0.01932258903980255,
0.007438807748258114,
-0.05842788890004158,
-0.004501596093177795,
0.06416697800159454,
0.06524325907230377,
-0.02211284264922142,
0.03177173435688019,
0.0315108522772789,
-0.012639799155294895,
0.08075600862503052,
-0.09453006088733673,
-0.01535551156848669,
-0.07704019546508789,
0.0338650606572628,
-0.010102060623466969,
-0.0022420184686779976,
-0.09756697714328766,
0.10228417813777924,
-0.03164529427886009,
0.01588047295808792,
-0.03578605875372887,
0.020060183480381966,
0.055167801678180695,
-0.008916554041206837,
-0.03566685691475868,
0.009173188358545303,
-0.08092223107814789,
-0.05236838757991791,
-0.011663303710520267,
-0.0037430045194923878,
-0.054621294140815735,
0.04200008139014244,
0.03683840483427048,
0.044424500316381454,
-0.03717038035392761,
0.06622540205717087,
-5.3206353101131754e-8,
0.028329232707619667,
-0.04833521693944931,
0.029804576188325882,
-0.004848100710660219,
0.006188794504851103,
-0.009877718985080719,
-0.03410853073000908,
-0.001522777951322496,
-0.04015218839049339,
-0.015485458076000214,
-0.008287168107926846,
-0.046362534165382385,
0.02475673146545887,
-0.0656958818435669,
0.04289234057068825,
0.06671841442584991,
-0.0383601076900959,
-0.004079913720488548,
-0.004946398548781872,
-0.038511279970407486,
0.004770264960825443,
0.0730179101228714,
0.013715717941522598,
-0.09923984855413437,
0.03302114084362984,
-0.05174151062965393,
-0.09113048017024994,
0.023136289790272713,
-0.018808744847774506,
-0.0807717889547348,
-0.007292585447430611,
-0.050293248146772385,
0.07136452198028564,
0.03384098410606384,
0.023763366043567657,
-0.00039109581848606467,
-0.07478386908769608,
0.0038694669492542744,
0.004834531340748072,
0.04504070058465004,
-0.02991584502160549,
0.0012182294158264995,
-0.03241514787077904,
0.0036361003294587135,
0.03624681010842323,
0.01850668527185917,
-0.11736781150102615,
0.039357271045446396,
-0.020855605602264404,
0.013291477225720882,
-0.026311513036489487,
0.01121593825519085,
0.0041288528591394424,
-0.0461261048913002,
-0.07165301591157913,
0.02715745009481907,
-0.09411028772592545,
-0.02239135280251503,
0.02206662856042385,
-0.012554118409752846,
0.08349438011646271,
-0.07631251215934753,
-0.05437915772199631,
-0.008044623769819736
] |
1402.5106
|
Marco Ornigotti Dr.
|
Marco Ornigotti and Andrea Aiello
|
Generalized Bessel beams with two indices
| null | null | null | null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We report on a new class of exact solutions of the scalar Helmholtz equation
obtained by carefully engineering the form of the angular spectrum of a Bessel
beam. We consider in particular the case in which the angular spectrum of such
generalized beams has, in the paraxial zone, the same radial structure as
Laguerre-Gaussian beams. We investigate the form of these new beams as well as
their peculiar propagation properties.
|
[
{
"created": "Thu, 20 Feb 2014 19:12:25 GMT",
"version": "v1"
}
] |
2014-02-21
|
[
[
"Ornigotti",
"Marco",
""
],
[
"Aiello",
"Andrea",
""
]
] |
[
0.011007165536284447,
-0.022889744490385056,
0.03475126624107361,
0.004190646577626467,
-0.027646034955978394,
-0.004584972281008959,
0.016601426526904106,
-0.04003109410405159,
-0.02191133238375187,
-0.0107455775141716,
0.07515055686235428,
0.028551802039146423,
-0.07891645282506943,
0.0007684841984882951,
0.02241315133869648,
-0.04236876219511032,
-0.082691989839077,
-0.03399958088994026,
-0.07361278682947159,
0.0027578906156122684,
-0.0042523047886788845,
-0.01799917407333851,
-0.06856916099786758,
-0.0012787595624104142,
0.04580232501029968,
0.008552804589271545,
0.12850145995616913,
-0.043996650725603104,
0.0359160341322422,
0.022052885964512825,
0.025620028376579285,
-0.02426597848534584,
-0.08294151723384857,
0.015977371484041214,
-0.057373326271772385,
-0.0568685419857502,
0.04189254343509674,
0.045027948915958405,
-0.06477627158164978,
-0.004602156579494476,
0.010273679159581661,
0.10646714270114899,
-0.06455923616886139,
0.03456028178334236,
-0.019819475710392,
-0.022491008043289185,
-0.045343589037656784,
-0.05550772324204445,
-0.037894319742918015,
0.051487285643815994,
-0.07266070693731308,
-0.024360233917832375,
0.009898518212139606,
-0.019892223179340363,
0.06369603425264359,
0.04243471845984459,
-0.057056427001953125,
0.056065529584884644,
0.042264729738235474,
0.07581816613674164,
-0.00831246841698885,
0.013597975485026836,
0.01240232028067112,
-0.011968608945608139,
0.006870059762150049,
-0.02265346795320511,
0.001169350347481668,
-0.0026204197201877832,
-0.055506013333797455,
0.012739462777972221,
-0.01802273839712143,
-0.039007868617773056,
0.05222538113594055,
-0.07034162431955338,
0.021223250776529312,
0.010091707110404968,
-0.0652225986123085,
-0.02580939419567585,
-0.016892151907086372,
0.13007836043834686,
-0.020308183506131172,
-0.04071084037423134,
-0.11045536398887634,
-0.014848923310637474,
-0.036310531198978424,
0.017549734562635422,
-0.0856994017958641,
0.049576498568058014,
-0.028088366612792015,
-0.001606012461706996,
0.035590704530477524,
-0.10493365675210953,
-0.008866306394338608,
-0.11511065810918808,
-0.007966812700033188,
0.003616566536948085,
0.03566548973321915,
0.0058293892070651054,
0.06565282493829727,
-0.030845224857330322,
0.027440069243311882,
-0.10768282413482666,
0.06419406831264496,
-0.0035122253466397524,
-0.06034626439213753,
0.04515519365668297,
-0.019401956349611282,
0.05787184461951256,
-0.009383315220475197,
0.05316386744379997,
0.01654106378555298,
-0.03966689482331276,
-0.04860788211226463,
-0.035609859973192215,
-0.060168612748384476,
-0.027247445657849312,
0.04485742375254631,
0.02773822657763958,
-0.0022962468210607767,
-0.008648191578686237,
0.10111381113529205,
0.02342739887535572,
0.03671513497829437,
-0.0016074994346126914,
0.008426796644926071,
0.06021808087825775,
-0.0807252749800682,
-1.0945206979723827e-34,
-0.013950956985354424,
0.07541871815919876,
-0.009402397088706493,
-0.0035124861169606447,
-0.0723472610116005,
-0.020985420793294907,
0.027939798310399055,
0.11717607825994492,
-0.019956320524215698,
0.012416576966643333,
-0.03761063143610954,
0.11070648580789566,
0.011995330452919006,
-0.04230646416544914,
0.02704494819045067,
0.008653653785586357,
0.009809666313230991,
-0.004150536842644215,
-0.043290749192237854,
0.0426347441971302,
0.07587835192680359,
-0.0009404657757841051,
-0.02529202029109001,
-0.014314216561615467,
-0.08333978056907654,
-0.041070643812417984,
0.037663400173187256,
-0.06845518946647644,
-0.09929303824901581,
0.007959351874887943,
0.04485505819320679,
-0.02231336198747158,
0.008506136946380138,
0.0629713237285614,
0.07924696058034897,
0.03315770626068115,
0.0218312107026577,
0.019532199949026108,
-0.028333943337202072,
-0.054641302675008774,
-0.014849922619760036,
-0.03017587400972843,
-0.0357685424387455,
0.15071609616279602,
0.016402458772063255,
-0.047986626625061035,
-0.017291491851210594,
-0.0180768221616745,
0.07791899889707565,
-0.019762488082051277,
-0.048808369785547256,
-0.006365833804011345,
-0.027605345472693443,
0.027289802208542824,
0.07169271260499954,
0.10107287764549255,
-0.00944349355995655,
0.019422562792897224,
0.03972461447119713,
-0.14958351850509644,
0.04506887495517731,
-0.03956478834152222,
-0.0007229268667288125,
-0.06805512309074402,
0.09316595643758774,
-0.04057834669947624,
0.024513550102710724,
-0.03490033373236656,
-0.09521825611591339,
0.013938810676336288,
0.0753638744354248,
0.025140605866909027,
-0.02301684021949768,
0.05521490052342415,
0.04001595824956894,
0.0004399067547637969,
-0.01957184262573719,
0.1257241815328598,
-0.021532075479626656,
-0.037834085524082184,
-0.07286842167377472,
0.023633040487766266,
-0.05209268629550934,
0.0841037854552269,
0.01221909373998642,
0.012578495778143406,
-0.002618463011458516,
0.06855805218219757,
-0.020046010613441467,
-0.07540854811668396,
0.0212855227291584,
0.009281530044972897,
-0.038935452699661255,
-0.04055853560566902,
0.0031366904731839895,
-2.0353785703533682e-33,
0.040738124400377274,
0.045117832720279694,
-0.06152666360139847,
0.020940633490681648,
0.02903430536389351,
-0.022354712709784508,
0.07827840745449066,
0.05909603834152222,
-0.06581360846757889,
-0.03407922014594078,
-0.027645887807011604,
0.01895245350897312,
0.006034965626895428,
0.0601419135928154,
-0.015985669568181038,
-0.0021881423890590668,
0.08973321318626404,
0.026608923450112343,
-0.05899422988295555,
-0.13035570085048676,
0.009694802574813366,
0.004347580019384623,
0.04796743765473366,
0.0208290982991457,
-0.015092690475285053,
-0.009141789749264717,
0.0685669556260109,
-0.0027156625874340534,
-0.08276701718568802,
0.10674422979354858,
0.03069494664669037,
0.03716117888689041,
0.04490114003419876,
-0.0819198340177536,
0.0006434290553443134,
0.06817605346441269,
0.06600715965032578,
0.011696279048919678,
-0.027291305363178253,
-0.020409170538187027,
-0.061925433576107025,
0.014631597325205803,
0.10105350613594055,
-0.0033382445108145475,
-0.04748646169900894,
-0.022919341921806335,
0.101976677775383,
-0.011415527202188969,
0.0009887591004371643,
-0.01133668702095747,
-0.04856979846954346,
-0.06092534214258194,
0.027797816321253777,
-0.024626903235912323,
-0.01831698976457119,
0.02304280735552311,
-0.04144877940416336,
-0.08117779344320297,
0.07630373537540436,
-0.054563555866479874,
-0.037413209676742554,
-0.014653630554676056,
0.07126959413290024,
-0.011028039269149303,
0.010542317293584347,
-0.017242738977074623,
0.0031534978188574314,
-0.03394443914294243,
-0.05975770950317383,
-0.02846325933933258,
-0.0017133065266534686,
-0.04023732244968414,
0.0154844606295228,
0.08561307191848755,
-0.02307102456688881,
-0.07259543985128403,
0.037955474108457565,
-0.033919356763362885,
0.015183127485215664,
-0.030099326744675636,
0.13881762325763702,
-0.03507787361741066,
-0.005853708833456039,
0.014334404841065407,
0.09585001319646835,
-0.08905798196792603,
-0.049174368381500244,
-0.002402908867225051,
-0.042314134538173676,
-0.019936971366405487,
0.04729520529508591,
0.04294827952980995,
-0.06585519760847092,
-0.01745748519897461,
0.16458281874656677,
-3.911896939712278e-8,
0.04419811815023422,
-0.00875836331397295,
-0.1547718644142151,
-0.05549284815788269,
0.024323822930455208,
-0.003951661754399538,
-0.07685966789722443,
-0.011429142206907272,
-0.005735104903578758,
-0.09489497542381287,
0.019494349136948586,
-0.0588647834956646,
-0.07833948731422424,
0.00724004814401269,
0.02094310335814953,
0.02495860680937767,
-0.04647207260131836,
0.042902134358882904,
0.02068188413977623,
0.03599744290113449,
0.014988269656896591,
0.0020404283422976732,
-0.01165913138538599,
-0.00020734006830025464,
-0.03501196950674057,
0.017061635851860046,
-0.028780430555343628,
-0.08667272329330444,
0.0636562705039978,
0.0716000497341156,
-0.06701816618442535,
0.04200711473822594,
-0.013514243997633457,
0.028975114226341248,
-0.05863334611058235,
-0.01901859976351261,
-0.015029807575047016,
0.04930496588349342,
-0.08838881552219391,
-0.012324289418756962,
-0.034614238888025284,
0.06611599028110504,
-0.022370027378201485,
-0.004729168023914099,
0.03421629220247269,
0.12330174446105957,
-0.01004545483738184,
0.0008066490991041064,
0.020684080198407173,
0.034322530031204224,
-0.025498894974589348,
0.011970194056630135,
0.024037262424826622,
0.032544154673814774,
-0.03414100036025047,
-0.023097945377230644,
0.05441238731145859,
-0.002285921247676015,
0.01347335334867239,
-0.10292483866214752,
0.014717101119458675,
0.1415884643793106,
0.058758098632097244,
0.03575148433446884
] | null | null | null | null | null | null | null |
[
0.011007165536284447,
-0.022889744490385056,
0.03475126624107361,
0.004190646577626467,
-0.027646034955978394,
-0.004584972281008959,
0.016601426526904106,
-0.04003109410405159,
-0.02191133238375187,
-0.0107455775141716,
0.07515055686235428,
0.028551802039146423,
-0.07891645282506943,
0.0007684841984882951,
0.02241315133869648,
-0.04236876219511032,
-0.082691989839077,
-0.03399958088994026,
-0.07361278682947159,
0.0027578906156122684,
-0.0042523047886788845,
-0.01799917407333851,
-0.06856916099786758,
-0.0012787595624104142,
0.04580232501029968,
0.008552804589271545,
0.12850145995616913,
-0.043996650725603104,
0.0359160341322422,
0.022052885964512825,
0.025620028376579285,
-0.02426597848534584,
-0.08294151723384857,
0.015977371484041214,
-0.057373326271772385,
-0.0568685419857502,
0.04189254343509674,
0.045027948915958405,
-0.06477627158164978,
-0.004602156579494476,
0.010273679159581661,
0.10646714270114899,
-0.06455923616886139,
0.03456028178334236,
-0.019819475710392,
-0.022491008043289185,
-0.045343589037656784,
-0.05550772324204445,
-0.037894319742918015,
0.051487285643815994,
-0.07266070693731308,
-0.024360233917832375,
0.009898518212139606,
-0.019892223179340363,
0.06369603425264359,
0.04243471845984459,
-0.057056427001953125,
0.056065529584884644,
0.042264729738235474,
0.07581816613674164,
-0.00831246841698885,
0.013597975485026836,
0.01240232028067112,
-0.011968608945608139,
0.006870059762150049,
-0.02265346795320511,
0.001169350347481668,
-0.0026204197201877832,
-0.055506013333797455,
0.012739462777972221,
-0.01802273839712143,
-0.039007868617773056,
0.05222538113594055,
-0.07034162431955338,
0.021223250776529312,
0.010091707110404968,
-0.0652225986123085,
-0.02580939419567585,
-0.016892151907086372,
0.13007836043834686,
-0.020308183506131172,
-0.04071084037423134,
-0.11045536398887634,
-0.014848923310637474,
-0.036310531198978424,
0.017549734562635422,
-0.0856994017958641,
0.049576498568058014,
-0.028088366612792015,
-0.001606012461706996,
0.035590704530477524,
-0.10493365675210953,
-0.008866306394338608,
-0.11511065810918808,
-0.007966812700033188,
0.003616566536948085,
0.03566548973321915,
0.0058293892070651054,
0.06565282493829727,
-0.030845224857330322,
0.027440069243311882,
-0.10768282413482666,
0.06419406831264496,
-0.0035122253466397524,
-0.06034626439213753,
0.04515519365668297,
-0.019401956349611282,
0.05787184461951256,
-0.009383315220475197,
0.05316386744379997,
0.01654106378555298,
-0.03966689482331276,
-0.04860788211226463,
-0.035609859973192215,
-0.060168612748384476,
-0.027247445657849312,
0.04485742375254631,
0.02773822657763958,
-0.0022962468210607767,
-0.008648191578686237,
0.10111381113529205,
0.02342739887535572,
0.03671513497829437,
-0.0016074994346126914,
0.008426796644926071,
0.06021808087825775,
-0.0807252749800682,
-1.0945206979723827e-34,
-0.013950956985354424,
0.07541871815919876,
-0.009402397088706493,
-0.0035124861169606447,
-0.0723472610116005,
-0.020985420793294907,
0.027939798310399055,
0.11717607825994492,
-0.019956320524215698,
0.012416576966643333,
-0.03761063143610954,
0.11070648580789566,
0.011995330452919006,
-0.04230646416544914,
0.02704494819045067,
0.008653653785586357,
0.009809666313230991,
-0.004150536842644215,
-0.043290749192237854,
0.0426347441971302,
0.07587835192680359,
-0.0009404657757841051,
-0.02529202029109001,
-0.014314216561615467,
-0.08333978056907654,
-0.041070643812417984,
0.037663400173187256,
-0.06845518946647644,
-0.09929303824901581,
0.007959351874887943,
0.04485505819320679,
-0.02231336198747158,
0.008506136946380138,
0.0629713237285614,
0.07924696058034897,
0.03315770626068115,
0.0218312107026577,
0.019532199949026108,
-0.028333943337202072,
-0.054641302675008774,
-0.014849922619760036,
-0.03017587400972843,
-0.0357685424387455,
0.15071609616279602,
0.016402458772063255,
-0.047986626625061035,
-0.017291491851210594,
-0.0180768221616745,
0.07791899889707565,
-0.019762488082051277,
-0.048808369785547256,
-0.006365833804011345,
-0.027605345472693443,
0.027289802208542824,
0.07169271260499954,
0.10107287764549255,
-0.00944349355995655,
0.019422562792897224,
0.03972461447119713,
-0.14958351850509644,
0.04506887495517731,
-0.03956478834152222,
-0.0007229268667288125,
-0.06805512309074402,
0.09316595643758774,
-0.04057834669947624,
0.024513550102710724,
-0.03490033373236656,
-0.09521825611591339,
0.013938810676336288,
0.0753638744354248,
0.025140605866909027,
-0.02301684021949768,
0.05521490052342415,
0.04001595824956894,
0.0004399067547637969,
-0.01957184262573719,
0.1257241815328598,
-0.021532075479626656,
-0.037834085524082184,
-0.07286842167377472,
0.023633040487766266,
-0.05209268629550934,
0.0841037854552269,
0.01221909373998642,
0.012578495778143406,
-0.002618463011458516,
0.06855805218219757,
-0.020046010613441467,
-0.07540854811668396,
0.0212855227291584,
0.009281530044972897,
-0.038935452699661255,
-0.04055853560566902,
0.0031366904731839895,
-2.0353785703533682e-33,
0.040738124400377274,
0.045117832720279694,
-0.06152666360139847,
0.020940633490681648,
0.02903430536389351,
-0.022354712709784508,
0.07827840745449066,
0.05909603834152222,
-0.06581360846757889,
-0.03407922014594078,
-0.027645887807011604,
0.01895245350897312,
0.006034965626895428,
0.0601419135928154,
-0.015985669568181038,
-0.0021881423890590668,
0.08973321318626404,
0.026608923450112343,
-0.05899422988295555,
-0.13035570085048676,
0.009694802574813366,
0.004347580019384623,
0.04796743765473366,
0.0208290982991457,
-0.015092690475285053,
-0.009141789749264717,
0.0685669556260109,
-0.0027156625874340534,
-0.08276701718568802,
0.10674422979354858,
0.03069494664669037,
0.03716117888689041,
0.04490114003419876,
-0.0819198340177536,
0.0006434290553443134,
0.06817605346441269,
0.06600715965032578,
0.011696279048919678,
-0.027291305363178253,
-0.020409170538187027,
-0.061925433576107025,
0.014631597325205803,
0.10105350613594055,
-0.0033382445108145475,
-0.04748646169900894,
-0.022919341921806335,
0.101976677775383,
-0.011415527202188969,
0.0009887591004371643,
-0.01133668702095747,
-0.04856979846954346,
-0.06092534214258194,
0.027797816321253777,
-0.024626903235912323,
-0.01831698976457119,
0.02304280735552311,
-0.04144877940416336,
-0.08117779344320297,
0.07630373537540436,
-0.054563555866479874,
-0.037413209676742554,
-0.014653630554676056,
0.07126959413290024,
-0.011028039269149303,
0.010542317293584347,
-0.017242738977074623,
0.0031534978188574314,
-0.03394443914294243,
-0.05975770950317383,
-0.02846325933933258,
-0.0017133065266534686,
-0.04023732244968414,
0.0154844606295228,
0.08561307191848755,
-0.02307102456688881,
-0.07259543985128403,
0.037955474108457565,
-0.033919356763362885,
0.015183127485215664,
-0.030099326744675636,
0.13881762325763702,
-0.03507787361741066,
-0.005853708833456039,
0.014334404841065407,
0.09585001319646835,
-0.08905798196792603,
-0.049174368381500244,
-0.002402908867225051,
-0.042314134538173676,
-0.019936971366405487,
0.04729520529508591,
0.04294827952980995,
-0.06585519760847092,
-0.01745748519897461,
0.16458281874656677,
-3.911896939712278e-8,
0.04419811815023422,
-0.00875836331397295,
-0.1547718644142151,
-0.05549284815788269,
0.024323822930455208,
-0.003951661754399538,
-0.07685966789722443,
-0.011429142206907272,
-0.005735104903578758,
-0.09489497542381287,
0.019494349136948586,
-0.0588647834956646,
-0.07833948731422424,
0.00724004814401269,
0.02094310335814953,
0.02495860680937767,
-0.04647207260131836,
0.042902134358882904,
0.02068188413977623,
0.03599744290113449,
0.014988269656896591,
0.0020404283422976732,
-0.01165913138538599,
-0.00020734006830025464,
-0.03501196950674057,
0.017061635851860046,
-0.028780430555343628,
-0.08667272329330444,
0.0636562705039978,
0.0716000497341156,
-0.06701816618442535,
0.04200711473822594,
-0.013514243997633457,
0.028975114226341248,
-0.05863334611058235,
-0.01901859976351261,
-0.015029807575047016,
0.04930496588349342,
-0.08838881552219391,
-0.012324289418756962,
-0.034614238888025284,
0.06611599028110504,
-0.022370027378201485,
-0.004729168023914099,
0.03421629220247269,
0.12330174446105957,
-0.01004545483738184,
0.0008066490991041064,
0.020684080198407173,
0.034322530031204224,
-0.025498894974589348,
0.011970194056630135,
0.024037262424826622,
0.032544154673814774,
-0.03414100036025047,
-0.023097945377230644,
0.05441238731145859,
-0.002285921247676015,
0.01347335334867239,
-0.10292483866214752,
0.014717101119458675,
0.1415884643793106,
0.058758098632097244,
0.03575148433446884
] |
1402.5108
|
Jayme Vicente De Luca
|
Daniel C\^amara de Souza and Jayme De Luca
|
Solutions of the Wheeler-Feynman equations with discontinuous velocities
|
9 pages, 8 figures
| null |
10.1063/1.4905201
| null |
physics.class-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We generalize Wheeler-Feynman electrodynamics with a variational
boundary-value problem with past and future boundary segments that can include
velocity discontinuity points. Critical-point trajectories must satisfy the
Euler-Lagrange equations of the action functional, which are
neutral-differential delay equations of motion (the Wheeler-Feynman equations
of motion). At velocity discontinuity points, critical-point orbits must
satisfy the Weierstrass-Erdmann conditions of continuity of partial momenta and
partial energies. We study a special class of boundary data having the shortest
time-separation between boundary segments, for which case the Wheeler-Feynman
equations reduce to a two-point boundary problem for an ordinary differential
equation. For this simple case we prove that the extended variational problem
has solutions with discontinuous velocities. We construct a numerical method to
solve the Wheeler-Feynman equations together with the Weierstrass-Erdmann
conditions and calculate some numerical orbits with discontinuous velocities.
|
[
{
"created": "Thu, 20 Feb 2014 19:21:43 GMT",
"version": "v1"
},
{
"created": "Sat, 8 Mar 2014 20:53:43 GMT",
"version": "v2"
}
] |
2019-04-17
|
[
[
"de Souza",
"Daniel Câmara",
""
],
[
"De Luca",
"Jayme",
""
]
] |
[
-0.11424404382705688,
0.011494436301290989,
0.03635738044977188,
-0.006062378641217947,
0.05325039103627205,
0.05243932455778122,
0.03829857334494591,
0.03892916068434715,
0.04772477596998215,
-0.039726175367832184,
0.08177266269922256,
-0.03688694164156914,
-0.03243047371506691,
-0.014892170205712318,
0.09831719100475311,
-0.025416195392608643,
0.0014534596120938659,
-0.038748037070035934,
-0.0208327267318964,
-0.008943954482674599,
-0.01937607303261757,
0.08297717571258545,
0.01870398223400116,
0.04405568540096283,
-0.032182976603507996,
-0.1233036145567894,
0.06613115221261978,
0.04571565240621567,
-0.008376269601285458,
-0.02091602236032486,
0.1277540624141693,
-0.03276050090789795,
-0.14287953078746796,
-0.0073380726389586926,
-0.0477810874581337,
0.09326766431331635,
-0.06521616876125336,
-0.01883014477789402,
-0.04502841830253601,
-0.036607276648283005,
0.016594616696238518,
0.03215206786990166,
-0.048478614538908005,
-0.022123191505670547,
0.020619209855794907,
-0.0698842778801918,
-0.04133906587958336,
0.007636194583028555,
0.06492584198713303,
-0.038049809634685516,
0.07671137899160385,
-0.013509894721210003,
-0.0008081383421085775,
-0.005985198076814413,
0.019522227346897125,
-0.05809380114078522,
0.03540557250380516,
-0.007680557202547789,
-0.029364602640271187,
0.03882152959704399,
0.00031859835144132376,
-0.03281190246343613,
0.014250103384256363,
-0.059823837131261826,
-0.0362904891371727,
-0.057883791625499725,
0.09667716175317764,
-0.04163012653589249,
0.006328376941382885,
0.0809234008193016,
-0.03826596215367317,
0.023244362324476242,
-0.0826488509774208,
-0.01413640845566988,
-0.036523398011922836,
-0.011803078465163708,
0.11855421215295792,
0.14074882864952087,
-0.04515205696225166,
-0.029943855479359627,
0.017441468313336372,
-0.06857156753540039,
-0.00811903364956379,
0.0625491812825203,
-0.0749967023730278,
0.01956191472709179,
-0.056270234286785126,
0.030323822051286697,
0.0055012451484799385,
0.0062740459106862545,
0.016111617907881737,
-0.0731845498085022,
0.0012684343382716179,
-0.04029669240117073,
0.08570045977830887,
-0.009473400190472603,
0.024344611912965775,
0.0042504374869167805,
0.06158648803830147,
0.02573425881564617,
-0.030284691601991653,
-0.05344131961464882,
0.04473389685153961,
0.03797091171145439,
0.06285340338945389,
0.04343079403042793,
-0.041587866842746735,
-0.016411947086453438,
-0.06952311098575592,
0.011308957822620869,
0.031773891299963,
-0.09542727470397949,
0.002326459623873234,
-0.030637146905064583,
-0.028403259813785553,
-0.02152368426322937,
0.07597211003303528,
-0.02182897739112377,
0.07035000622272491,
-0.007454602979123592,
0.02394125424325466,
-0.027215389534831047,
-0.012415655888617039,
0.02624654397368431,
0.0296380203217268,
-0.010466951876878738,
0.058244846761226654,
1.700643880658252e-33,
0.012660876847803593,
-0.11309394985437393,
-0.038511503487825394,
0.017334211617708206,
0.0279119573533535,
0.060154516249895096,
0.01188071258366108,
0.06261209398508072,
-0.024368438869714737,
-0.024950595572590828,
-0.03817217797040939,
-0.05736633762717247,
-0.0166925061494112,
-0.05161261931061745,
0.012264561839401722,
-0.11634387075901031,
-0.017464447766542435,
-0.06364916265010834,
0.03277578577399254,
-0.01399923674762249,
0.1447676122188568,
-0.051977869123220444,
-0.02002011239528656,
0.017645390704274178,
-0.02675383910536766,
0.005155354272574186,
-0.0016638068482279778,
-0.015188612043857574,
-0.013855752535164356,
-0.004262052942067385,
-0.12360522150993347,
-0.029337607324123383,
-0.033803243190050125,
0.03418226167559624,
0.04330833628773689,
0.08895738422870636,
-0.019122503697872162,
0.05809401348233223,
0.0015832128701731563,
-0.018858732655644417,
0.018359007313847542,
0.04094943404197693,
-0.07829907536506653,
-0.009421344846487045,
-0.0640595331788063,
-0.044445037841796875,
0.06801274418830872,
0.11818301677703857,
0.04501519352197647,
0.06340181082487106,
-0.05253799632191658,
0.05798875913023949,
-0.002080156933516264,
-0.14373594522476196,
-0.07489388436079025,
-0.01392810046672821,
-0.0002977351250592619,
-0.07388114929199219,
-0.060179319232702255,
-0.051254212856292725,
0.07492538541555405,
0.06255386024713516,
0.04003683105111122,
-0.036841247230768204,
0.030551979318261147,
-0.005928292404860258,
-0.037723757326602936,
-0.024477237835526466,
-0.008965826593339443,
-0.07353884726762772,
-0.03340589627623558,
0.040033210068941116,
0.10498175770044327,
-0.06029920652508736,
0.0619194358587265,
-0.030856512486934662,
-0.022084718570113182,
-0.030732160434126854,
0.021987885236740112,
-0.035471267998218536,
-0.0270171407610178,
-0.07773540914058685,
-0.03773299232125282,
0.023277804255485535,
0.029655106365680695,
-0.060754016041755676,
-0.01670001819729805,
-0.011861773207783699,
-0.045282524079084396,
-0.12105982005596161,
-0.08912886679172516,
0.0012672196608036757,
0.025984052568674088,
0.08175794035196304,
0.03400804474949837,
-5.5955048221537415e-33,
-0.00006148756801849231,
-0.0006535305874422193,
-0.035818006843328476,
0.1094307079911232,
0.04461071640253067,
0.026084015145897865,
0.011744891293346882,
0.11816903203725815,
-0.030554210767149925,
-0.03763891011476517,
-0.08091286569833755,
0.0652555301785469,
-0.029104039072990417,
-0.04434672370553017,
-0.021408431231975555,
-0.006466814782470465,
0.012789680622518063,
0.0034037334844470024,
0.028039591386914253,
0.06073451042175293,
-0.013455892913043499,
0.024198103696107864,
-0.05424808710813522,
-0.04780299589037895,
0.04107087105512619,
-0.017803316935896873,
-0.029139315709471703,
-0.01990422047674656,
-0.05166305601596832,
0.08058841526508331,
-0.0374889075756073,
-0.143996000289917,
0.03775512054562569,
0.0007956268382258713,
-0.07589248567819595,
0.010025013238191605,
0.05197528749704361,
0.06199515610933304,
0.0774519219994545,
0.04209175333380699,
0.0797443613409996,
-0.009386153891682625,
0.07285962998867035,
0.08902109414339066,
0.06717345118522644,
0.03494197130203247,
-0.019072620198130608,
-0.028690369799733162,
-0.07788366079330444,
0.051769934594631195,
-0.021260850131511688,
0.04538722708821297,
-0.03825625032186508,
0.023628657683730125,
-0.049922723323106766,
0.008066230453550816,
0.031230466440320015,
-0.03666301444172859,
-0.049116071313619614,
0.005521533079445362,
-0.05350109934806824,
-0.01614665985107422,
0.07815565168857574,
0.08771251887083054,
-0.01146177388727665,
-0.000976980896666646,
-0.05199263617396355,
-0.046788111329078674,
-0.039415646344423294,
-0.08156866580247879,
-0.01907508820295334,
-0.00991852581501007,
-0.0034217368811368942,
-0.008027888834476471,
0.05022624880075455,
0.00863452348858118,
0.03560324013233185,
-0.08016984164714813,
0.00309373764321208,
-0.07568451762199402,
0.04151734337210655,
-0.015978137031197548,
0.05775805562734604,
-0.0451054684817791,
-0.021359818056225777,
0.029448814690113068,
-0.07087396830320358,
0.025874288752675056,
0.027468018233776093,
-0.008294097147881985,
0.033909235149621964,
0.015943365171551704,
0.06238986924290657,
-0.0031639670487493277,
-0.012669538147747517,
-4.944259046624211e-8,
0.0790741816163063,
0.04161570593714714,
-0.03793282061815262,
-0.00013490435958374292,
0.05543819069862366,
-0.03220195323228836,
-0.05801361799240112,
-0.051055628806352615,
0.07103285193443298,
0.03770968317985535,
0.040333349257707596,
0.0703468918800354,
-0.07369904965162277,
-0.05830240622162819,
-0.05348505452275276,
0.029482437297701836,
0.05668547749519348,
-0.008797407150268555,
-0.0025310860946774483,
0.04384467750787735,
-0.07419373840093613,
0.023819198831915855,
0.004037722945213318,
-0.1291269212961197,
0.04476054757833481,
0.02570742927491665,
-0.05724518373608589,
-0.013478053733706474,
0.03474675118923187,
-0.016878752037882805,
-0.08071285486221313,
0.048743050545454025,
-0.015086161904036999,
0.026090115308761597,
-0.03180745244026184,
-0.04979429394006729,
-0.015247482806444168,
0.11814447492361069,
-0.04448237642645836,
0.03903179243206978,
-0.0010582433314993978,
0.05138203129172325,
-0.01211322657763958,
-0.004112845286726952,
0.057749588042497635,
0.06197661533951759,
-0.026664147153496742,
0.030333997681736946,
0.04483994096517563,
0.10995570570230484,
0.0050326744094491005,
0.02316892333328724,
-0.023823974654078484,
0.032963044941425323,
-0.028344091027975082,
0.004515672568231821,
-0.01120069157332182,
-0.052910611033439636,
-0.003008900210261345,
-0.07998425513505936,
0.003901085816323757,
0.04734082892537117,
-0.02447042241692543,
0.0397753044962883
] | null | null | null | null | null | null | null |
[
-0.11424404382705688,
0.011494436301290989,
0.03635738044977188,
-0.006062378641217947,
0.05325039103627205,
0.05243932455778122,
0.03829857334494591,
0.03892916068434715,
0.04772477596998215,
-0.039726175367832184,
0.08177266269922256,
-0.03688694164156914,
-0.03243047371506691,
-0.014892170205712318,
0.09831719100475311,
-0.025416195392608643,
0.0014534596120938659,
-0.038748037070035934,
-0.0208327267318964,
-0.008943954482674599,
-0.01937607303261757,
0.08297717571258545,
0.01870398223400116,
0.04405568540096283,
-0.032182976603507996,
-0.1233036145567894,
0.06613115221261978,
0.04571565240621567,
-0.008376269601285458,
-0.02091602236032486,
0.1277540624141693,
-0.03276050090789795,
-0.14287953078746796,
-0.0073380726389586926,
-0.0477810874581337,
0.09326766431331635,
-0.06521616876125336,
-0.01883014477789402,
-0.04502841830253601,
-0.036607276648283005,
0.016594616696238518,
0.03215206786990166,
-0.048478614538908005,
-0.022123191505670547,
0.020619209855794907,
-0.0698842778801918,
-0.04133906587958336,
0.007636194583028555,
0.06492584198713303,
-0.038049809634685516,
0.07671137899160385,
-0.013509894721210003,
-0.0008081383421085775,
-0.005985198076814413,
0.019522227346897125,
-0.05809380114078522,
0.03540557250380516,
-0.007680557202547789,
-0.029364602640271187,
0.03882152959704399,
0.00031859835144132376,
-0.03281190246343613,
0.014250103384256363,
-0.059823837131261826,
-0.0362904891371727,
-0.057883791625499725,
0.09667716175317764,
-0.04163012653589249,
0.006328376941382885,
0.0809234008193016,
-0.03826596215367317,
0.023244362324476242,
-0.0826488509774208,
-0.01413640845566988,
-0.036523398011922836,
-0.011803078465163708,
0.11855421215295792,
0.14074882864952087,
-0.04515205696225166,
-0.029943855479359627,
0.017441468313336372,
-0.06857156753540039,
-0.00811903364956379,
0.0625491812825203,
-0.0749967023730278,
0.01956191472709179,
-0.056270234286785126,
0.030323822051286697,
0.0055012451484799385,
0.0062740459106862545,
0.016111617907881737,
-0.0731845498085022,
0.0012684343382716179,
-0.04029669240117073,
0.08570045977830887,
-0.009473400190472603,
0.024344611912965775,
0.0042504374869167805,
0.06158648803830147,
0.02573425881564617,
-0.030284691601991653,
-0.05344131961464882,
0.04473389685153961,
0.03797091171145439,
0.06285340338945389,
0.04343079403042793,
-0.041587866842746735,
-0.016411947086453438,
-0.06952311098575592,
0.011308957822620869,
0.031773891299963,
-0.09542727470397949,
0.002326459623873234,
-0.030637146905064583,
-0.028403259813785553,
-0.02152368426322937,
0.07597211003303528,
-0.02182897739112377,
0.07035000622272491,
-0.007454602979123592,
0.02394125424325466,
-0.027215389534831047,
-0.012415655888617039,
0.02624654397368431,
0.0296380203217268,
-0.010466951876878738,
0.058244846761226654,
1.700643880658252e-33,
0.012660876847803593,
-0.11309394985437393,
-0.038511503487825394,
0.017334211617708206,
0.0279119573533535,
0.060154516249895096,
0.01188071258366108,
0.06261209398508072,
-0.024368438869714737,
-0.024950595572590828,
-0.03817217797040939,
-0.05736633762717247,
-0.0166925061494112,
-0.05161261931061745,
0.012264561839401722,
-0.11634387075901031,
-0.017464447766542435,
-0.06364916265010834,
0.03277578577399254,
-0.01399923674762249,
0.1447676122188568,
-0.051977869123220444,
-0.02002011239528656,
0.017645390704274178,
-0.02675383910536766,
0.005155354272574186,
-0.0016638068482279778,
-0.015188612043857574,
-0.013855752535164356,
-0.004262052942067385,
-0.12360522150993347,
-0.029337607324123383,
-0.033803243190050125,
0.03418226167559624,
0.04330833628773689,
0.08895738422870636,
-0.019122503697872162,
0.05809401348233223,
0.0015832128701731563,
-0.018858732655644417,
0.018359007313847542,
0.04094943404197693,
-0.07829907536506653,
-0.009421344846487045,
-0.0640595331788063,
-0.044445037841796875,
0.06801274418830872,
0.11818301677703857,
0.04501519352197647,
0.06340181082487106,
-0.05253799632191658,
0.05798875913023949,
-0.002080156933516264,
-0.14373594522476196,
-0.07489388436079025,
-0.01392810046672821,
-0.0002977351250592619,
-0.07388114929199219,
-0.060179319232702255,
-0.051254212856292725,
0.07492538541555405,
0.06255386024713516,
0.04003683105111122,
-0.036841247230768204,
0.030551979318261147,
-0.005928292404860258,
-0.037723757326602936,
-0.024477237835526466,
-0.008965826593339443,
-0.07353884726762772,
-0.03340589627623558,
0.040033210068941116,
0.10498175770044327,
-0.06029920652508736,
0.0619194358587265,
-0.030856512486934662,
-0.022084718570113182,
-0.030732160434126854,
0.021987885236740112,
-0.035471267998218536,
-0.0270171407610178,
-0.07773540914058685,
-0.03773299232125282,
0.023277804255485535,
0.029655106365680695,
-0.060754016041755676,
-0.01670001819729805,
-0.011861773207783699,
-0.045282524079084396,
-0.12105982005596161,
-0.08912886679172516,
0.0012672196608036757,
0.025984052568674088,
0.08175794035196304,
0.03400804474949837,
-5.5955048221537415e-33,
-0.00006148756801849231,
-0.0006535305874422193,
-0.035818006843328476,
0.1094307079911232,
0.04461071640253067,
0.026084015145897865,
0.011744891293346882,
0.11816903203725815,
-0.030554210767149925,
-0.03763891011476517,
-0.08091286569833755,
0.0652555301785469,
-0.029104039072990417,
-0.04434672370553017,
-0.021408431231975555,
-0.006466814782470465,
0.012789680622518063,
0.0034037334844470024,
0.028039591386914253,
0.06073451042175293,
-0.013455892913043499,
0.024198103696107864,
-0.05424808710813522,
-0.04780299589037895,
0.04107087105512619,
-0.017803316935896873,
-0.029139315709471703,
-0.01990422047674656,
-0.05166305601596832,
0.08058841526508331,
-0.0374889075756073,
-0.143996000289917,
0.03775512054562569,
0.0007956268382258713,
-0.07589248567819595,
0.010025013238191605,
0.05197528749704361,
0.06199515610933304,
0.0774519219994545,
0.04209175333380699,
0.0797443613409996,
-0.009386153891682625,
0.07285962998867035,
0.08902109414339066,
0.06717345118522644,
0.03494197130203247,
-0.019072620198130608,
-0.028690369799733162,
-0.07788366079330444,
0.051769934594631195,
-0.021260850131511688,
0.04538722708821297,
-0.03825625032186508,
0.023628657683730125,
-0.049922723323106766,
0.008066230453550816,
0.031230466440320015,
-0.03666301444172859,
-0.049116071313619614,
0.005521533079445362,
-0.05350109934806824,
-0.01614665985107422,
0.07815565168857574,
0.08771251887083054,
-0.01146177388727665,
-0.000976980896666646,
-0.05199263617396355,
-0.046788111329078674,
-0.039415646344423294,
-0.08156866580247879,
-0.01907508820295334,
-0.00991852581501007,
-0.0034217368811368942,
-0.008027888834476471,
0.05022624880075455,
0.00863452348858118,
0.03560324013233185,
-0.08016984164714813,
0.00309373764321208,
-0.07568451762199402,
0.04151734337210655,
-0.015978137031197548,
0.05775805562734604,
-0.0451054684817791,
-0.021359818056225777,
0.029448814690113068,
-0.07087396830320358,
0.025874288752675056,
0.027468018233776093,
-0.008294097147881985,
0.033909235149621964,
0.015943365171551704,
0.06238986924290657,
-0.0031639670487493277,
-0.012669538147747517,
-4.944259046624211e-8,
0.0790741816163063,
0.04161570593714714,
-0.03793282061815262,
-0.00013490435958374292,
0.05543819069862366,
-0.03220195323228836,
-0.05801361799240112,
-0.051055628806352615,
0.07103285193443298,
0.03770968317985535,
0.040333349257707596,
0.0703468918800354,
-0.07369904965162277,
-0.05830240622162819,
-0.05348505452275276,
0.029482437297701836,
0.05668547749519348,
-0.008797407150268555,
-0.0025310860946774483,
0.04384467750787735,
-0.07419373840093613,
0.023819198831915855,
0.004037722945213318,
-0.1291269212961197,
0.04476054757833481,
0.02570742927491665,
-0.05724518373608589,
-0.013478053733706474,
0.03474675118923187,
-0.016878752037882805,
-0.08071285486221313,
0.048743050545454025,
-0.015086161904036999,
0.026090115308761597,
-0.03180745244026184,
-0.04979429394006729,
-0.015247482806444168,
0.11814447492361069,
-0.04448237642645836,
0.03903179243206978,
-0.0010582433314993978,
0.05138203129172325,
-0.01211322657763958,
-0.004112845286726952,
0.057749588042497635,
0.06197661533951759,
-0.026664147153496742,
0.030333997681736946,
0.04483994096517563,
0.10995570570230484,
0.0050326744094491005,
0.02316892333328724,
-0.023823974654078484,
0.032963044941425323,
-0.028344091027975082,
0.004515672568231821,
-0.01120069157332182,
-0.052910611033439636,
-0.003008900210261345,
-0.07998425513505936,
0.003901085816323757,
0.04734082892537117,
-0.02447042241692543,
0.0397753044962883
] |
1402.5110
|
Laszlo Gyongyosi Dr.
|
Laszlo Gyongyosi
|
Singular Layer Transmission for Continuous-Variable Quantum Key
Distribution
|
48 pages, 9 figures
| null | null | null |
quant-ph cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We develop a singular layer transmission model for continuous-variable
quantum key distribution (CVQKD). In CVQKD, the transmit information is carried
by continuous-variable (CV) quantum states, particularly by Gaussian random
distributed position and momentum quadratures. The reliable transmission of the
quadrature components over a noisy link is a cornerstone of CVQKD protocols.
The proposed singular layer uses the singular value decomposition of the
Gaussian quantum channel, which yields an additional degree of freedom for the
phase space transmission. This additional degree of freedom can further be
exploited in a multiple-access scenario. The singular layer defines the
eigenchannels of the Gaussian physical link, which can be used for the
simultaneous reliable transmission of multiple user data streams. Our
transmission model also includes the singular interference avoider (SIA)
precoding scheme. The proposed SIA precoding scheme prevents the eigenchannel
interference to reach an optimal transmission over a Gaussian link. We
demonstrate the results through the adaptive multicarrier quadrature
division-multiuser quadrature allocation (AMQD-MQA) CVQKD multiple-access
scheme. We define the singular model of AMQD-MQA and characterize the
properties of the eigenchannel interference. We propose the SIA precoding of
Gaussian random quadratures and the optimal decoding at the receiver. We show a
random phase space constellation scheme for the Gaussian sub-channels. The
singular layer transmission provides improved simultaneous transmission rates
for the users with unconditional security in a multiple-access scenario,
particularly in crucial low signal-to-noise ratio regimes.
|
[
{
"created": "Thu, 20 Feb 2014 19:30:36 GMT",
"version": "v1"
}
] |
2014-02-21
|
[
[
"Gyongyosi",
"Laszlo",
""
]
] |
[
0.02130451239645481,
0.0319550521671772,
-0.04681296646595001,
0.006320853251963854,
-0.08781265467405319,
0.07795952260494232,
0.020962858572602272,
-0.07552152872085571,
0.049296919256448746,
0.006178360898047686,
0.039929118007421494,
0.05657416209578514,
0.049485720694065094,
0.019582657143473625,
-0.06563905626535416,
-0.001871627988293767,
0.11567074060440063,
0.027615133672952652,
0.0028059405740350485,
0.05387575551867485,
0.03909394145011902,
0.02505316399037838,
0.0031754067167639732,
0.018297890201210976,
0.0424649678170681,
-0.0869632214307785,
0.014035424217581749,
0.02727958932518959,
0.052928004413843155,
-0.03277347981929779,
0.039721112698316574,
-0.011217864230275154,
-0.06327167898416519,
-0.01755712926387787,
-0.04778029024600983,
-0.024844715371727943,
0.037541721016168594,
0.012144005857408047,
-0.025360096246004105,
0.033439505845308304,
0.062471311539411545,
-0.009740113280713558,
-0.1546206921339035,
0.07403344660997391,
-0.041120413690805435,
0.09401234984397888,
0.0347292460501194,
0.01940714381635189,
0.048576317727565765,
-0.11816311627626419,
0.04164828360080719,
0.09356927126646042,
-0.0056859636679291725,
0.08982735127210617,
0.03594791144132614,
-0.03930160403251648,
-0.05635298788547516,
0.023389270529150963,
-0.0005654374836012721,
0.08272883296012878,
-0.04719030112028122,
0.016935354098677635,
0.06072516366839409,
0.013470577076077461,
0.0023153098300099373,
0.01111659500747919,
-0.06350197643041611,
0.08352784067392349,
-0.04637036845088005,
0.014744356274604797,
-0.06973325461149216,
-0.04587036371231079,
-0.007932313717901707,
-0.013868414796888828,
-0.014960862696170807,
-0.01501152478158474,
0.0008133315714076161,
-0.007929634302854538,
0.006319763604551554,
0.04162641987204552,
-0.00613605510443449,
-0.032683733850717545,
-0.0007141800597310066,
-0.09030227363109589,
0.08261732012033463,
0.02433912828564644,
-0.055448584258556366,
0.01787782646715641,
-0.023159362375736237,
-0.10639958828687668,
-0.08788418024778366,
0.019276440143585205,
0.05966673046350479,
-0.01109280064702034,
0.04260329157114029,
-0.017713479697704315,
0.011935275048017502,
-0.08577989786863327,
0.055220820009708405,
-0.022741401568055153,
0.10500310361385345,
-0.0807274878025055,
0.035728104412555695,
-0.04664284735918045,
0.002787199569866061,
-0.008386917412281036,
0.03674430400133133,
0.06797153502702713,
-0.013630337081849575,
0.01611916534602642,
0.010485664941370487,
0.06302554905414581,
-0.04393615946173668,
-0.032345373183488846,
-0.06887552887201309,
0.12403328716754913,
-0.04614139720797539,
0.07670826464891434,
0.009796660393476486,
0.004100402817130089,
-0.030499396845698357,
-0.09699837863445282,
0.060258179903030396,
0.054733756929636,
-0.006599384360015392,
-0.0035209383349865675,
-0.04680735245347023,
1.3031862817711971e-33,
-0.05345857888460159,
0.051663897931575775,
-0.09573028981685638,
-0.005442773457616568,
-0.017052944749593735,
0.014379588887095451,
0.1222894936800003,
-0.01669602282345295,
0.0037602316588163376,
-0.04044109955430031,
-0.01750137470662594,
-0.014845279045403004,
-0.06202905252575874,
0.05150015279650688,
0.0042213439010083675,
0.10242298245429993,
-0.0938258022069931,
-0.04007570073008537,
0.04017763212323189,
-0.06601258367300034,
0.10476359724998474,
-0.1149958074092865,
-0.07270032167434692,
0.029477983713150024,
0.03974917531013489,
-0.02217744290828705,
0.019662294536828995,
-0.04587933421134949,
-0.014787690714001656,
0.02066868729889393,
-0.06005016341805458,
0.08534988015890121,
0.01921086013317108,
-0.05944930762052536,
0.04409312456846237,
-0.006487488280981779,
0.03301900625228882,
0.01814129948616028,
-0.08172448724508286,
-0.09279405325651169,
-0.027298564091324806,
-0.04420233890414238,
0.0277192872017622,
-0.0522841177880764,
-0.022215155884623528,
-0.03817422688007355,
0.07066481560468674,
-0.008925185538828373,
-0.07251761108636856,
-0.10652896016836166,
0.0627438947558403,
-0.04209998622536659,
-0.08752009272575378,
0.05303162708878517,
0.010123150423169136,
-0.07341628521680832,
-0.020444516092538834,
-0.028187420219182968,
-0.06408880650997162,
0.07388536632061005,
-0.08300625532865524,
-0.004073230549693108,
-0.04819008708000183,
-0.00454786978662014,
0.02276703156530857,
-0.03073236532509327,
0.01203269325196743,
-0.03484553471207619,
-0.022880932316184044,
0.040372587740421295,
0.0031690276227891445,
0.005873034708201885,
0.05155300721526146,
-0.057310692965984344,
-0.07368985563516617,
-0.031137565150856972,
-0.04170753434300423,
-0.0709882453083992,
0.0599028579890728,
0.033087555319070816,
0.003906916361302137,
0.021417921409010887,
-0.03349614143371582,
0.025864770635962486,
0.0048062438145279884,
-0.05234765633940697,
-0.0022113313898444176,
-0.012467967346310616,
-0.08233416825532913,
-0.028051547706127167,
0.06490539759397507,
0.006386969704180956,
0.13933654129505157,
0.0034551620483398438,
-0.06741698086261749,
-2.7838121501020723e-33,
-0.0043038856238126755,
0.1274256408214569,
0.041066259145736694,
0.04713829234242439,
0.03296917676925659,
-0.03180038928985596,
0.06689180433750153,
-0.014465169049799442,
-0.0192419420927763,
-0.10555471479892731,
-0.054226186126470566,
-0.009918560273945332,
0.030493278056383133,
0.12534822523593903,
0.06487823277711868,
0.013499016873538494,
-0.01339415181428194,
-0.025346416980028152,
-0.017231661826372147,
-0.041415657848119736,
-0.04447309300303459,
-0.08622200787067413,
-0.0015284011606127024,
-0.010127052664756775,
0.05690120533108711,
0.047896068543195724,
0.003477312158793211,
-0.015395339578390121,
0.025761306285858154,
0.025006035342812538,
-0.07157361507415771,
-0.06624143570661545,
-0.03889787197113037,
-0.053201232105493546,
0.010846942663192749,
0.0373661182820797,
0.012096503749489784,
0.05034656450152397,
-0.03650879114866257,
0.037708912044763565,
0.08021415024995804,
-0.06950503587722778,
-0.012614401057362556,
0.031901147216558456,
0.05389096587896347,
0.0349753238260746,
-0.01978631503880024,
-0.002808213932439685,
-0.05415426939725876,
0.031643860042095184,
0.03739240765571594,
0.05186859145760536,
-0.014725591987371445,
0.06260112673044205,
-0.050511106848716736,
0.041273556649684906,
-0.007958637550473213,
0.08261620998382568,
0.05581241101026535,
0.03791939094662666,
0.048794686794281006,
-0.0339229553937912,
0.004760383162647486,
0.014856945723295212,
0.02738948166370392,
-0.0714402124285698,
0.04863636568188667,
0.010360951535403728,
-0.05834010988473892,
0.020154912024736404,
-0.04644498601555824,
-0.03452642261981964,
0.03525916859507561,
-0.04441319778561592,
0.05718271806836128,
0.010957885533571243,
-0.07261134684085846,
-0.008408360183238983,
-0.004105784930288792,
0.059864915907382965,
-0.015429968014359474,
0.09949817508459091,
-0.06912460178136826,
0.037563469260931015,
0.04799739643931389,
0.09305764734745026,
0.043173134326934814,
-0.017574144527316093,
0.01785426028072834,
-0.06304045766592026,
-0.04383627697825432,
0.06748615205287933,
-0.01289873756468296,
0.03135455772280693,
0.025629863142967224,
-4.306671641529647e-8,
0.012364192865788937,
-0.017326220870018005,
-0.08673235028982162,
-0.12747572362422943,
0.05582491680979729,
-0.008439503610134125,
-0.03674052283167839,
-0.023570764809846878,
0.022755352780222893,
0.00741091463714838,
-0.05108647048473358,
0.023569105193018913,
-0.051084160804748535,
-0.026596197858452797,
-0.0011454910272732377,
0.023467758670449257,
-0.03682980686426163,
-0.0895574688911438,
0.04176071286201477,
-0.04517970606684685,
0.04861513525247574,
0.041521500796079636,
-0.06549529731273651,
0.03540283069014549,
-0.057843539863824844,
0.00683601014316082,
0.03579835966229439,
0.04777473211288452,
0.08472571521997452,
-0.0010473732836544514,
-0.03147604316473007,
0.0032166503369808197,
0.026049736887216568,
0.08364321291446686,
-0.06060923635959625,
0.040832143276929855,
0.028474440798163414,
0.019032804295420647,
0.03419068455696106,
0.04394485801458359,
0.04576846957206726,
-0.025666404515504837,
0.05383646488189697,
0.018077682703733444,
0.017993934452533722,
0.07563391327857971,
0.0018293593311682343,
0.00752075994387269,
0.003858689684420824,
0.11562725901603699,
-0.04340456798672676,
-0.002031374257057905,
-0.0009656321490183473,
0.021305235102772713,
-0.039761316031217575,
-0.07822354882955551,
0.0004778110305778682,
-0.08895395696163177,
0.025294087827205658,
-0.017531344667077065,
0.008966337889432907,
0.009144528768956661,
-0.11064677685499191,
0.06400776654481888
] | null | null | null | null | null | null | null |
[
0.02130451239645481,
0.0319550521671772,
-0.04681296646595001,
0.006320853251963854,
-0.08781265467405319,
0.07795952260494232,
0.020962858572602272,
-0.07552152872085571,
0.049296919256448746,
0.006178360898047686,
0.039929118007421494,
0.05657416209578514,
0.049485720694065094,
0.019582657143473625,
-0.06563905626535416,
-0.001871627988293767,
0.11567074060440063,
0.027615133672952652,
0.0028059405740350485,
0.05387575551867485,
0.03909394145011902,
0.02505316399037838,
0.0031754067167639732,
0.018297890201210976,
0.0424649678170681,
-0.0869632214307785,
0.014035424217581749,
0.02727958932518959,
0.052928004413843155,
-0.03277347981929779,
0.039721112698316574,
-0.011217864230275154,
-0.06327167898416519,
-0.01755712926387787,
-0.04778029024600983,
-0.024844715371727943,
0.037541721016168594,
0.012144005857408047,
-0.025360096246004105,
0.033439505845308304,
0.062471311539411545,
-0.009740113280713558,
-0.1546206921339035,
0.07403344660997391,
-0.041120413690805435,
0.09401234984397888,
0.0347292460501194,
0.01940714381635189,
0.048576317727565765,
-0.11816311627626419,
0.04164828360080719,
0.09356927126646042,
-0.0056859636679291725,
0.08982735127210617,
0.03594791144132614,
-0.03930160403251648,
-0.05635298788547516,
0.023389270529150963,
-0.0005654374836012721,
0.08272883296012878,
-0.04719030112028122,
0.016935354098677635,
0.06072516366839409,
0.013470577076077461,
0.0023153098300099373,
0.01111659500747919,
-0.06350197643041611,
0.08352784067392349,
-0.04637036845088005,
0.014744356274604797,
-0.06973325461149216,
-0.04587036371231079,
-0.007932313717901707,
-0.013868414796888828,
-0.014960862696170807,
-0.01501152478158474,
0.0008133315714076161,
-0.007929634302854538,
0.006319763604551554,
0.04162641987204552,
-0.00613605510443449,
-0.032683733850717545,
-0.0007141800597310066,
-0.09030227363109589,
0.08261732012033463,
0.02433912828564644,
-0.055448584258556366,
0.01787782646715641,
-0.023159362375736237,
-0.10639958828687668,
-0.08788418024778366,
0.019276440143585205,
0.05966673046350479,
-0.01109280064702034,
0.04260329157114029,
-0.017713479697704315,
0.011935275048017502,
-0.08577989786863327,
0.055220820009708405,
-0.022741401568055153,
0.10500310361385345,
-0.0807274878025055,
0.035728104412555695,
-0.04664284735918045,
0.002787199569866061,
-0.008386917412281036,
0.03674430400133133,
0.06797153502702713,
-0.013630337081849575,
0.01611916534602642,
0.010485664941370487,
0.06302554905414581,
-0.04393615946173668,
-0.032345373183488846,
-0.06887552887201309,
0.12403328716754913,
-0.04614139720797539,
0.07670826464891434,
0.009796660393476486,
0.004100402817130089,
-0.030499396845698357,
-0.09699837863445282,
0.060258179903030396,
0.054733756929636,
-0.006599384360015392,
-0.0035209383349865675,
-0.04680735245347023,
1.3031862817711971e-33,
-0.05345857888460159,
0.051663897931575775,
-0.09573028981685638,
-0.005442773457616568,
-0.017052944749593735,
0.014379588887095451,
0.1222894936800003,
-0.01669602282345295,
0.0037602316588163376,
-0.04044109955430031,
-0.01750137470662594,
-0.014845279045403004,
-0.06202905252575874,
0.05150015279650688,
0.0042213439010083675,
0.10242298245429993,
-0.0938258022069931,
-0.04007570073008537,
0.04017763212323189,
-0.06601258367300034,
0.10476359724998474,
-0.1149958074092865,
-0.07270032167434692,
0.029477983713150024,
0.03974917531013489,
-0.02217744290828705,
0.019662294536828995,
-0.04587933421134949,
-0.014787690714001656,
0.02066868729889393,
-0.06005016341805458,
0.08534988015890121,
0.01921086013317108,
-0.05944930762052536,
0.04409312456846237,
-0.006487488280981779,
0.03301900625228882,
0.01814129948616028,
-0.08172448724508286,
-0.09279405325651169,
-0.027298564091324806,
-0.04420233890414238,
0.0277192872017622,
-0.0522841177880764,
-0.022215155884623528,
-0.03817422688007355,
0.07066481560468674,
-0.008925185538828373,
-0.07251761108636856,
-0.10652896016836166,
0.0627438947558403,
-0.04209998622536659,
-0.08752009272575378,
0.05303162708878517,
0.010123150423169136,
-0.07341628521680832,
-0.020444516092538834,
-0.028187420219182968,
-0.06408880650997162,
0.07388536632061005,
-0.08300625532865524,
-0.004073230549693108,
-0.04819008708000183,
-0.00454786978662014,
0.02276703156530857,
-0.03073236532509327,
0.01203269325196743,
-0.03484553471207619,
-0.022880932316184044,
0.040372587740421295,
0.0031690276227891445,
0.005873034708201885,
0.05155300721526146,
-0.057310692965984344,
-0.07368985563516617,
-0.031137565150856972,
-0.04170753434300423,
-0.0709882453083992,
0.0599028579890728,
0.033087555319070816,
0.003906916361302137,
0.021417921409010887,
-0.03349614143371582,
0.025864770635962486,
0.0048062438145279884,
-0.05234765633940697,
-0.0022113313898444176,
-0.012467967346310616,
-0.08233416825532913,
-0.028051547706127167,
0.06490539759397507,
0.006386969704180956,
0.13933654129505157,
0.0034551620483398438,
-0.06741698086261749,
-2.7838121501020723e-33,
-0.0043038856238126755,
0.1274256408214569,
0.041066259145736694,
0.04713829234242439,
0.03296917676925659,
-0.03180038928985596,
0.06689180433750153,
-0.014465169049799442,
-0.0192419420927763,
-0.10555471479892731,
-0.054226186126470566,
-0.009918560273945332,
0.030493278056383133,
0.12534822523593903,
0.06487823277711868,
0.013499016873538494,
-0.01339415181428194,
-0.025346416980028152,
-0.017231661826372147,
-0.041415657848119736,
-0.04447309300303459,
-0.08622200787067413,
-0.0015284011606127024,
-0.010127052664756775,
0.05690120533108711,
0.047896068543195724,
0.003477312158793211,
-0.015395339578390121,
0.025761306285858154,
0.025006035342812538,
-0.07157361507415771,
-0.06624143570661545,
-0.03889787197113037,
-0.053201232105493546,
0.010846942663192749,
0.0373661182820797,
0.012096503749489784,
0.05034656450152397,
-0.03650879114866257,
0.037708912044763565,
0.08021415024995804,
-0.06950503587722778,
-0.012614401057362556,
0.031901147216558456,
0.05389096587896347,
0.0349753238260746,
-0.01978631503880024,
-0.002808213932439685,
-0.05415426939725876,
0.031643860042095184,
0.03739240765571594,
0.05186859145760536,
-0.014725591987371445,
0.06260112673044205,
-0.050511106848716736,
0.041273556649684906,
-0.007958637550473213,
0.08261620998382568,
0.05581241101026535,
0.03791939094662666,
0.048794686794281006,
-0.0339229553937912,
0.004760383162647486,
0.014856945723295212,
0.02738948166370392,
-0.0714402124285698,
0.04863636568188667,
0.010360951535403728,
-0.05834010988473892,
0.020154912024736404,
-0.04644498601555824,
-0.03452642261981964,
0.03525916859507561,
-0.04441319778561592,
0.05718271806836128,
0.010957885533571243,
-0.07261134684085846,
-0.008408360183238983,
-0.004105784930288792,
0.059864915907382965,
-0.015429968014359474,
0.09949817508459091,
-0.06912460178136826,
0.037563469260931015,
0.04799739643931389,
0.09305764734745026,
0.043173134326934814,
-0.017574144527316093,
0.01785426028072834,
-0.06304045766592026,
-0.04383627697825432,
0.06748615205287933,
-0.01289873756468296,
0.03135455772280693,
0.025629863142967224,
-4.306671641529647e-8,
0.012364192865788937,
-0.017326220870018005,
-0.08673235028982162,
-0.12747572362422943,
0.05582491680979729,
-0.008439503610134125,
-0.03674052283167839,
-0.023570764809846878,
0.022755352780222893,
0.00741091463714838,
-0.05108647048473358,
0.023569105193018913,
-0.051084160804748535,
-0.026596197858452797,
-0.0011454910272732377,
0.023467758670449257,
-0.03682980686426163,
-0.0895574688911438,
0.04176071286201477,
-0.04517970606684685,
0.04861513525247574,
0.041521500796079636,
-0.06549529731273651,
0.03540283069014549,
-0.057843539863824844,
0.00683601014316082,
0.03579835966229439,
0.04777473211288452,
0.08472571521997452,
-0.0010473732836544514,
-0.03147604316473007,
0.0032166503369808197,
0.026049736887216568,
0.08364321291446686,
-0.06060923635959625,
0.040832143276929855,
0.028474440798163414,
0.019032804295420647,
0.03419068455696106,
0.04394485801458359,
0.04576846957206726,
-0.025666404515504837,
0.05383646488189697,
0.018077682703733444,
0.017993934452533722,
0.07563391327857971,
0.0018293593311682343,
0.00752075994387269,
0.003858689684420824,
0.11562725901603699,
-0.04340456798672676,
-0.002031374257057905,
-0.0009656321490183473,
0.021305235102772713,
-0.039761316031217575,
-0.07822354882955551,
0.0004778110305778682,
-0.08895395696163177,
0.025294087827205658,
-0.017531344667077065,
0.008966337889432907,
0.009144528768956661,
-0.11064677685499191,
0.06400776654481888
] |
1402.5114
|
Shafi'i Muhammad Abdulhamid Mr
|
Shafii Muhammad Abdulhamid, Hassan Abdulazeez, Ochoche Abraham and
Umar Mohammed
|
Analysing Membership Profile Privacy Issues in Online Social Networks
|
20 pages
|
IUP Journal of Information Technology 7 (3), 2011
| null | null |
cs.SI cs.SY
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A social networking site is an on-line service that attracts a society of
subscribers and provides such users with a multiplicity of tools for
distribution personal data and creating subscribers generated content directed
to a given users interest and personal life. Operators of online social
networks are gradually giving out potentially sensitive information about users
and their relationships with advertisers, application developers, and
data-mining researchers. Some criminals too uses information gathered through
membership profile in social networks to break peoples PINs and passwords. In
this paper, we looked at the field structure of membership profiles in ten
popular social networking sites. We also analysed how private information can
easily be made public in such sites. At the end recommendations and
countermeasures were made on how to safe guard subscribers personal data.
|
[
{
"created": "Tue, 18 Feb 2014 23:54:40 GMT",
"version": "v1"
}
] |
2014-02-21
|
[
[
"Abdulhamid",
"Shafii Muhammad",
""
],
[
"Abdulazeez",
"Hassan",
""
],
[
"Abraham",
"Ochoche",
""
],
[
"Mohammed",
"Umar",
""
]
] |
[
-0.08797914534807205,
-0.018222715705633163,
-0.045062221586704254,
0.017880843952298164,
0.07891498506069183,
-0.008715765550732613,
0.08534614741802216,
0.014593405649065971,
-0.0232788547873497,
-0.036336515098810196,
0.03046805039048195,
0.018113873898983,
0.17804569005966187,
-0.019089791923761368,
-0.003243306651711464,
-0.043938759714365005,
-0.02238365076482296,
0.036452483385801315,
-0.03901558369398117,
-0.08374883234500885,
-0.04721352085471153,
-0.04641157388687134,
0.03593643382191658,
0.03039674460887909,
-0.017866628244519234,
-0.05500756949186325,
-0.014893559738993645,
-0.0021859463304281235,
-0.024010665714740753,
0.030721118673682213,
0.06039692461490631,
0.041944608092308044,
0.07666546106338501,
0.06916683912277222,
-0.06853219866752625,
-0.09686297923326492,
0.012309808284044266,
0.011126445606350899,
-0.042870137840509415,
-0.004457453731447458,
-0.05139186233282089,
-0.09297121316194534,
-0.021044805645942688,
0.07497334480285645,
-0.031568657606840134,
0.04399394989013672,
-0.026908118277788162,
0.03283904865384102,
-0.07903333008289337,
-0.014345320872962475,
-0.0011692930711433291,
-0.028024228289723396,
-0.005412805825471878,
0.06243022903800011,
-0.02569650299847126,
-0.029979173094034195,
-0.006958972662687302,
-0.024248115718364716,
-0.028043122962117195,
0.04113372415304184,
0.03519747033715248,
-0.014011215418577194,
-0.01917252503335476,
-0.006258518435060978,
0.008983062580227852,
0.019136346876621246,
-0.08007200062274933,
0.05306381359696388,
0.07931682467460632,
0.05159735307097435,
-0.024513475596904755,
0.06917905807495117,
-0.09269040077924728,
0.06028683856129646,
0.05874745547771454,
-0.03867955133318901,
-0.020753640681505203,
-0.05080216005444527,
-0.03534619137644768,
0.008294781669974327,
0.0035968755837529898,
-0.02393529750406742,
-0.022273339331150055,
0.04775290563702583,
-0.02734452858567238,
0.054814066737890244,
0.005118250381201506,
-0.07623928785324097,
-0.05922697111964226,
-0.02023213915526867,
0.02342395670711994,
0.08336329460144043,
0.09956206381320953,
-0.02519230544567108,
-0.052625007927417755,
0.011307993903756142,
-0.06199749931693077,
0.0006372320931404829,
-0.006939821410924196,
0.007546879816800356,
-0.09529169648885727,
0.037786759436130524,
0.11644940078258514,
-0.0007514985045418143,
0.07047852873802185,
0.07731843739748001,
0.04785648360848427,
0.040684182196855545,
0.049918219447135925,
0.11453066021203995,
-0.026438487693667412,
0.022315749898552895,
-0.09816300868988037,
-0.053061842918395996,
0.10912421345710754,
0.01961868442595005,
0.0022858220618218184,
0.09546318650245667,
0.0008725049556232989,
0.06377650797367096,
0.060041625052690506,
0.08876225352287292,
0.07311702519655228,
-0.0008989934576675296,
0.00975061021745205,
-0.009591537527740002,
-0.07169845700263977,
4.8881547699662764e-33,
0.01808064430952072,
0.060657840222120285,
-0.01590566709637642,
-0.024047914892435074,
-0.09484972059726715,
-0.008235692046582699,
-0.11424658447504044,
-0.049786586314439774,
0.03366492688655853,
0.04801146686077118,
0.003054949687793851,
0.026341646909713745,
0.06651174277067184,
0.06886452436447144,
0.12775444984436035,
-0.016899865120649338,
0.06018409878015518,
0.047886382788419724,
-0.008217135444283485,
-0.011783442460000515,
0.1042807400226593,
-0.06947213411331177,
-0.03309694305062294,
0.05390629544854164,
-0.004032667260617018,
-0.03245975822210312,
0.039689529687166214,
0.009292183443903923,
0.06584598869085312,
0.002458964241668582,
-0.05119389295578003,
0.052859943360090256,
0.0369352363049984,
0.007723768707364798,
0.09068263322114944,
-0.008253184147179127,
0.039953093975782394,
-0.029543552547693253,
0.025987230241298676,
-0.04195565730333328,
0.010092731565237045,
0.06399986147880554,
0.028782416135072708,
-0.0016977221239358187,
-0.058949969708919525,
0.07828598469495773,
-0.07579150795936584,
0.018761787563562393,
0.04531807079911232,
-0.023080723360180855,
0.03498045727610588,
0.014640431851148605,
-0.00500215170904994,
0.08791503310203552,
-0.08571818470954895,
0.020297614857554436,
-0.0201486237347126,
-0.029409557580947876,
0.019064323976635933,
-0.014544694684445858,
-0.03297245502471924,
-0.02430587448179722,
0.03642836958169937,
-0.029990773648023605,
-0.07991742342710495,
-0.11836349219083786,
0.004851132165640593,
-0.10653973370790482,
0.04132559895515442,
0.009477480314671993,
-0.06042046099901199,
0.08068560063838959,
-0.07319933921098709,
-0.015040628612041473,
-0.10757430642843246,
0.010765877552330494,
0.03080337680876255,
0.07595591992139816,
-0.0060506705194711685,
0.07007361948490143,
0.01604275591671467,
-0.02422373555600643,
0.01491093821823597,
0.01391593087464571,
-0.027383776381611824,
-0.05574147775769234,
0.015934940427541733,
-0.015159901231527328,
-0.06658073514699936,
0.036782264709472656,
0.027080699801445007,
-0.026931297034025192,
0.018985111266374588,
0.04409700632095337,
-0.04123968258500099,
-4.242310990317649e-33,
-0.08062401413917542,
-0.014690608717501163,
0.02701372280716896,
-0.01601008139550686,
-0.012889927253127098,
-0.05342952907085419,
-0.01193156186491251,
0.0472431406378746,
-0.001975622959434986,
0.022362537682056427,
-0.1569405049085617,
-0.007242932915687561,
0.021581333130598068,
-0.034687530249357224,
0.032347820699214935,
0.030649008229374886,
0.0481981560587883,
0.0550968162715435,
-0.08832399547100067,
-0.06586311757564545,
-0.021204208955168724,
0.02585066668689251,
-0.06862933933734894,
-0.024647165089845657,
0.07145384699106216,
-0.0014371557626873255,
0.026580777019262314,
0.03094671107828617,
-0.018724508583545685,
0.043367501348257065,
-0.0034855420235544443,
0.001988425850868225,
-0.0027715174946933985,
-0.04621133208274841,
-0.09185531735420227,
-0.02724340744316578,
-0.013664370402693748,
0.03135458379983902,
0.059488847851753235,
-0.055245012044906616,
-0.02018682099878788,
0.10379955172538757,
-0.08798889815807343,
-0.0854649618268013,
-0.06471417099237442,
-0.023199651390314102,
0.04652240872383118,
-0.012047854252159595,
-0.02936479263007641,
-0.015530900098383427,
-0.01166793517768383,
0.0015305354027077556,
0.12615275382995605,
-0.01575002819299698,
0.003568133572116494,
-0.006667021661996841,
0.011394334025681019,
0.01054550614207983,
0.08389713615179062,
-0.011483588255941868,
-0.01742982305586338,
0.047331664711236954,
-0.025976262986660004,
0.0837620347738266,
-0.0014973558718338609,
-0.08392488211393356,
-0.024816690012812614,
0.044969186186790466,
-0.10404102504253387,
-0.026589104905724525,
0.030944684520363808,
-0.05750121921300888,
-0.002872719895094633,
0.02603481337428093,
-0.053195882588624954,
-0.1130274310708046,
0.022838186472654343,
0.04993912950158119,
-0.06260816007852554,
0.04345881566405296,
0.02560911886394024,
0.004500578623265028,
-0.030567066743969917,
-0.005516208708286285,
0.02727368287742138,
-0.11402451246976852,
0.05424954742193222,
0.021208863705396652,
0.060590337961912155,
0.02169058658182621,
0.05132247135043144,
-0.0348191112279892,
-0.1254824846982956,
0.05116128548979759,
-0.02487742342054844,
-4.2265405397756695e-8,
-0.04750429838895798,
-0.03674625605344772,
-0.0008601961890235543,
0.12213246524333954,
0.04400487616658211,
0.10195960849523544,
-0.051328081637620926,
0.007479429244995117,
-0.03326408565044403,
0.03427554666996002,
0.049933649599552155,
0.01547874603420496,
-0.03370850160717964,
-0.0267690010368824,
0.04607618227601051,
-0.029220502823591232,
-0.04215378314256668,
-0.054381489753723145,
-0.04957466572523117,
0.028572069481015205,
-0.03533013164997101,
0.0108007388189435,
-0.06119181215763092,
-0.014166833832859993,
0.012483341619372368,
0.0009862297447398305,
-0.0675974041223526,
0.012646014802157879,
-0.03506666049361229,
0.05128716677427292,
-0.016076387837529182,
-0.028540994971990585,
0.036623112857341766,
-0.03109838254749775,
-0.031552135944366455,
0.11423362791538239,
-0.044119223952293396,
-0.0461248904466629,
-0.04255414754152298,
0.034100618213415146,
0.06115666404366493,
-0.027648700401186943,
0.07070360332727432,
0.06101251021027565,
0.009227589704096317,
0.004665760789066553,
0.0026875464245676994,
-0.033931441605091095,
0.0544690266251564,
-0.04624486714601517,
-0.06079690158367157,
-0.033643048256635666,
0.06620106846094131,
0.03626387566328049,
0.015550649724900723,
-0.00691325543448329,
0.025402355939149857,
0.10010018944740295,
0.046186432242393494,
-0.032730311155319214,
0.015851037576794624,
-0.01624198630452156,
-0.0051144626922905445,
-0.012511537410318851
] | null | null | null | null | null | null | null |
[
-0.08797914534807205,
-0.018222715705633163,
-0.045062221586704254,
0.017880843952298164,
0.07891498506069183,
-0.008715765550732613,
0.08534614741802216,
0.014593405649065971,
-0.0232788547873497,
-0.036336515098810196,
0.03046805039048195,
0.018113873898983,
0.17804569005966187,
-0.019089791923761368,
-0.003243306651711464,
-0.043938759714365005,
-0.02238365076482296,
0.036452483385801315,
-0.03901558369398117,
-0.08374883234500885,
-0.04721352085471153,
-0.04641157388687134,
0.03593643382191658,
0.03039674460887909,
-0.017866628244519234,
-0.05500756949186325,
-0.014893559738993645,
-0.0021859463304281235,
-0.024010665714740753,
0.030721118673682213,
0.06039692461490631,
0.041944608092308044,
0.07666546106338501,
0.06916683912277222,
-0.06853219866752625,
-0.09686297923326492,
0.012309808284044266,
0.011126445606350899,
-0.042870137840509415,
-0.004457453731447458,
-0.05139186233282089,
-0.09297121316194534,
-0.021044805645942688,
0.07497334480285645,
-0.031568657606840134,
0.04399394989013672,
-0.026908118277788162,
0.03283904865384102,
-0.07903333008289337,
-0.014345320872962475,
-0.0011692930711433291,
-0.028024228289723396,
-0.005412805825471878,
0.06243022903800011,
-0.02569650299847126,
-0.029979173094034195,
-0.006958972662687302,
-0.024248115718364716,
-0.028043122962117195,
0.04113372415304184,
0.03519747033715248,
-0.014011215418577194,
-0.01917252503335476,
-0.006258518435060978,
0.008983062580227852,
0.019136346876621246,
-0.08007200062274933,
0.05306381359696388,
0.07931682467460632,
0.05159735307097435,
-0.024513475596904755,
0.06917905807495117,
-0.09269040077924728,
0.06028683856129646,
0.05874745547771454,
-0.03867955133318901,
-0.020753640681505203,
-0.05080216005444527,
-0.03534619137644768,
0.008294781669974327,
0.0035968755837529898,
-0.02393529750406742,
-0.022273339331150055,
0.04775290563702583,
-0.02734452858567238,
0.054814066737890244,
0.005118250381201506,
-0.07623928785324097,
-0.05922697111964226,
-0.02023213915526867,
0.02342395670711994,
0.08336329460144043,
0.09956206381320953,
-0.02519230544567108,
-0.052625007927417755,
0.011307993903756142,
-0.06199749931693077,
0.0006372320931404829,
-0.006939821410924196,
0.007546879816800356,
-0.09529169648885727,
0.037786759436130524,
0.11644940078258514,
-0.0007514985045418143,
0.07047852873802185,
0.07731843739748001,
0.04785648360848427,
0.040684182196855545,
0.049918219447135925,
0.11453066021203995,
-0.026438487693667412,
0.022315749898552895,
-0.09816300868988037,
-0.053061842918395996,
0.10912421345710754,
0.01961868442595005,
0.0022858220618218184,
0.09546318650245667,
0.0008725049556232989,
0.06377650797367096,
0.060041625052690506,
0.08876225352287292,
0.07311702519655228,
-0.0008989934576675296,
0.00975061021745205,
-0.009591537527740002,
-0.07169845700263977,
4.8881547699662764e-33,
0.01808064430952072,
0.060657840222120285,
-0.01590566709637642,
-0.024047914892435074,
-0.09484972059726715,
-0.008235692046582699,
-0.11424658447504044,
-0.049786586314439774,
0.03366492688655853,
0.04801146686077118,
0.003054949687793851,
0.026341646909713745,
0.06651174277067184,
0.06886452436447144,
0.12775444984436035,
-0.016899865120649338,
0.06018409878015518,
0.047886382788419724,
-0.008217135444283485,
-0.011783442460000515,
0.1042807400226593,
-0.06947213411331177,
-0.03309694305062294,
0.05390629544854164,
-0.004032667260617018,
-0.03245975822210312,
0.039689529687166214,
0.009292183443903923,
0.06584598869085312,
0.002458964241668582,
-0.05119389295578003,
0.052859943360090256,
0.0369352363049984,
0.007723768707364798,
0.09068263322114944,
-0.008253184147179127,
0.039953093975782394,
-0.029543552547693253,
0.025987230241298676,
-0.04195565730333328,
0.010092731565237045,
0.06399986147880554,
0.028782416135072708,
-0.0016977221239358187,
-0.058949969708919525,
0.07828598469495773,
-0.07579150795936584,
0.018761787563562393,
0.04531807079911232,
-0.023080723360180855,
0.03498045727610588,
0.014640431851148605,
-0.00500215170904994,
0.08791503310203552,
-0.08571818470954895,
0.020297614857554436,
-0.0201486237347126,
-0.029409557580947876,
0.019064323976635933,
-0.014544694684445858,
-0.03297245502471924,
-0.02430587448179722,
0.03642836958169937,
-0.029990773648023605,
-0.07991742342710495,
-0.11836349219083786,
0.004851132165640593,
-0.10653973370790482,
0.04132559895515442,
0.009477480314671993,
-0.06042046099901199,
0.08068560063838959,
-0.07319933921098709,
-0.015040628612041473,
-0.10757430642843246,
0.010765877552330494,
0.03080337680876255,
0.07595591992139816,
-0.0060506705194711685,
0.07007361948490143,
0.01604275591671467,
-0.02422373555600643,
0.01491093821823597,
0.01391593087464571,
-0.027383776381611824,
-0.05574147775769234,
0.015934940427541733,
-0.015159901231527328,
-0.06658073514699936,
0.036782264709472656,
0.027080699801445007,
-0.026931297034025192,
0.018985111266374588,
0.04409700632095337,
-0.04123968258500099,
-4.242310990317649e-33,
-0.08062401413917542,
-0.014690608717501163,
0.02701372280716896,
-0.01601008139550686,
-0.012889927253127098,
-0.05342952907085419,
-0.01193156186491251,
0.0472431406378746,
-0.001975622959434986,
0.022362537682056427,
-0.1569405049085617,
-0.007242932915687561,
0.021581333130598068,
-0.034687530249357224,
0.032347820699214935,
0.030649008229374886,
0.0481981560587883,
0.0550968162715435,
-0.08832399547100067,
-0.06586311757564545,
-0.021204208955168724,
0.02585066668689251,
-0.06862933933734894,
-0.024647165089845657,
0.07145384699106216,
-0.0014371557626873255,
0.026580777019262314,
0.03094671107828617,
-0.018724508583545685,
0.043367501348257065,
-0.0034855420235544443,
0.001988425850868225,
-0.0027715174946933985,
-0.04621133208274841,
-0.09185531735420227,
-0.02724340744316578,
-0.013664370402693748,
0.03135458379983902,
0.059488847851753235,
-0.055245012044906616,
-0.02018682099878788,
0.10379955172538757,
-0.08798889815807343,
-0.0854649618268013,
-0.06471417099237442,
-0.023199651390314102,
0.04652240872383118,
-0.012047854252159595,
-0.02936479263007641,
-0.015530900098383427,
-0.01166793517768383,
0.0015305354027077556,
0.12615275382995605,
-0.01575002819299698,
0.003568133572116494,
-0.006667021661996841,
0.011394334025681019,
0.01054550614207983,
0.08389713615179062,
-0.011483588255941868,
-0.01742982305586338,
0.047331664711236954,
-0.025976262986660004,
0.0837620347738266,
-0.0014973558718338609,
-0.08392488211393356,
-0.024816690012812614,
0.044969186186790466,
-0.10404102504253387,
-0.026589104905724525,
0.030944684520363808,
-0.05750121921300888,
-0.002872719895094633,
0.02603481337428093,
-0.053195882588624954,
-0.1130274310708046,
0.022838186472654343,
0.04993912950158119,
-0.06260816007852554,
0.04345881566405296,
0.02560911886394024,
0.004500578623265028,
-0.030567066743969917,
-0.005516208708286285,
0.02727368287742138,
-0.11402451246976852,
0.05424954742193222,
0.021208863705396652,
0.060590337961912155,
0.02169058658182621,
0.05132247135043144,
-0.0348191112279892,
-0.1254824846982956,
0.05116128548979759,
-0.02487742342054844,
-4.2265405397756695e-8,
-0.04750429838895798,
-0.03674625605344772,
-0.0008601961890235543,
0.12213246524333954,
0.04400487616658211,
0.10195960849523544,
-0.051328081637620926,
0.007479429244995117,
-0.03326408565044403,
0.03427554666996002,
0.049933649599552155,
0.01547874603420496,
-0.03370850160717964,
-0.0267690010368824,
0.04607618227601051,
-0.029220502823591232,
-0.04215378314256668,
-0.054381489753723145,
-0.04957466572523117,
0.028572069481015205,
-0.03533013164997101,
0.0108007388189435,
-0.06119181215763092,
-0.014166833832859993,
0.012483341619372368,
0.0009862297447398305,
-0.0675974041223526,
0.012646014802157879,
-0.03506666049361229,
0.05128716677427292,
-0.016076387837529182,
-0.028540994971990585,
0.036623112857341766,
-0.03109838254749775,
-0.031552135944366455,
0.11423362791538239,
-0.044119223952293396,
-0.0461248904466629,
-0.04255414754152298,
0.034100618213415146,
0.06115666404366493,
-0.027648700401186943,
0.07070360332727432,
0.06101251021027565,
0.009227589704096317,
0.004665760789066553,
0.0026875464245676994,
-0.033931441605091095,
0.0544690266251564,
-0.04624486714601517,
-0.06079690158367157,
-0.033643048256635666,
0.06620106846094131,
0.03626387566328049,
0.015550649724900723,
-0.00691325543448329,
0.025402355939149857,
0.10010018944740295,
0.046186432242393494,
-0.032730311155319214,
0.015851037576794624,
-0.01624198630452156,
-0.0051144626922905445,
-0.012511537410318851
] |
1402.5121
|
Daniel S. Katz
|
Daniel S. Katz
|
Challenges in Selecting Software to be Reused
| null | null | null | null |
cs.SE
|
http://creativecommons.org/licenses/by/3.0/
|
This is a position paper for Sharing, Re-Use and Circulation of Resources in
Cooperative Scientific Work, a CSCW'14 workshop. It discusses the role of
software in NSF's CIF21 vision and the SI2 program, which is intended to
support that goal. SI2 primarily supports software projects that are proposed
in response to solicitations, and some of the criteria used by the
peer-reviewers and by NSF in evaluating these projects depend on predicting
scientific impact. This paper discusses some ideas on how the prediction of
scientific impact can be improved.
|
[
{
"created": "Tue, 18 Feb 2014 13:42:21 GMT",
"version": "v1"
},
{
"created": "Wed, 30 Apr 2014 14:39:53 GMT",
"version": "v2"
},
{
"created": "Mon, 27 Oct 2014 13:08:47 GMT",
"version": "v3"
}
] |
2014-10-28
|
[
[
"Katz",
"Daniel S.",
""
]
] |
[
-0.04941495135426521,
-0.020994210615754128,
-0.014563915319740772,
0.0401870533823967,
0.08362142741680145,
-0.0303499735891819,
-0.051341235637664795,
0.0506378598511219,
0.024295661598443985,
0.04026554152369499,
-0.0706954300403595,
-0.03390522673726082,
-0.0220786239951849,
0.02851170115172863,
-0.06180517375469208,
-0.05008215457201004,
-0.021608518436551094,
-0.08286377787590027,
-0.0391671396791935,
-0.10668071359395981,
-0.023061417043209076,
0.01488400623202324,
-0.008701134473085403,
-0.018756035715341568,
0.02126198634505272,
0.019319899380207062,
-0.0849834680557251,
-0.0030500355642288923,
0.004216119647026062,
0.0048965755850076675,
-0.013377872295677662,
0.08929961919784546,
0.0016751945950090885,
0.06365019828081131,
-0.06485351920127869,
0.0500379353761673,
0.03623129054903984,
-0.024779153987765312,
-0.04446662217378616,
-0.03947358950972557,
-0.10979899764060974,
-0.05004146322607994,
0.020503845065832138,
0.012791533023118973,
-0.011305486783385277,
-0.04907825216650963,
0.01515673752874136,
-0.05986256152391434,
-0.03918754681944847,
0.06620675325393677,
-0.08670061826705933,
-0.12361025810241699,
0.016171760857105255,
0.04550202563405037,
0.07351163029670715,
-0.0012740883976221085,
0.05727394297719002,
-0.08203024417161942,
0.011037945747375488,
-0.02903788909316063,
0.047348298132419586,
-0.09319336712360382,
-0.08996765315532684,
0.03122888132929802,
0.06056595966219902,
-0.0187928918749094,
0.044052574783563614,
0.06315826624631882,
-0.038093142211437225,
-0.06271684914827347,
0.006311228033155203,
0.019983239471912384,
0.02166743576526642,
-0.029559696093201637,
0.06292621046304703,
0.05402672663331032,
-0.004484834615141153,
0.052524443715810776,
0.09274877607822418,
-0.11476796120405197,
0.07237653434276581,
0.020821647718548775,
-0.025074072182178497,
0.01941322721540928,
-0.02320333942770958,
-0.024151308462023735,
0.0505959689617157,
0.03021337278187275,
-0.01918654702603817,
0.012479405850172043,
-0.012120402418076992,
0.05400187894701958,
0.06677189469337463,
-0.0030604300554841757,
-0.10996349900960922,
0.006433931179344654,
0.001813804148696363,
-0.08187397569417953,
0.010136672295629978,
0.08839011937379837,
-0.00447107246145606,
0.09703502804040909,
0.008325081318616867,
-0.12064598500728607,
-0.0023155442904680967,
0.005739910993725061,
0.07760116457939148,
-0.04520972818136215,
0.0632370188832283,
0.07778744399547577,
-0.028583643957972527,
0.07469373941421509,
-0.1028018370270729,
-0.02914242632687092,
0.04477190226316452,
-0.003500196151435375,
0.019852522760629654,
0.06654144823551178,
-0.007602397818118334,
-0.0035194845404475927,
-0.04281707480549812,
-0.026382004842162132,
0.004573976155370474,
-0.08696652948856354,
0.01871715858578682,
0.013496031053364277,
-0.09121790528297424,
-2.2326540730701954e-33,
-0.010103422217071056,
0.001954570645466447,
-0.04041478410363197,
0.037392474710941315,
0.054759904742240906,
-0.11205755174160004,
-0.018737060949206352,
0.04018533229827881,
-0.10389747470617294,
-0.1713511198759079,
0.04133504629135132,
0.09555094689130783,
0.03382587432861328,
0.06635195761919022,
0.05840858072042465,
-0.04605105146765709,
0.0606868639588356,
0.02407282590866089,
-0.006422428879886866,
0.002600236563012004,
0.010698487982153893,
-0.04897186532616615,
0.004618917126208544,
0.006213834043592215,
0.08713868260383606,
-0.01611652597784996,
-0.036890897899866104,
-0.011164913885295391,
0.05450310930609703,
0.027366694062948227,
0.03552335500717163,
0.03549171984195709,
0.012683968991041183,
-0.005981537979096174,
0.014401881955564022,
0.03481951355934143,
-0.0004309007781557739,
-0.042274605482816696,
0.052274301648139954,
0.061953604221343994,
-0.02904437854886055,
0.08480559289455414,
-0.0033185475040227175,
-0.0708293542265892,
0.021525589749217033,
0.011762145906686783,
0.043156836181879044,
0.03903910517692566,
0.036567479372024536,
-0.030162397772073746,
0.01641000248491764,
0.008071397431194782,
0.019470181316137314,
0.055637866258621216,
0.029034355655312538,
0.03592872619628906,
-0.024540482088923454,
-0.12564222514629364,
0.001022960408590734,
-0.040451809763908386,
0.0013080615317448974,
0.021047597751021385,
-0.025928031653165817,
-0.034391146153211594,
0.039741817861795425,
0.08449432998895645,
0.019525954499840736,
0.02073991857469082,
0.03496496379375458,
0.03214602172374725,
-0.07812298089265823,
0.01834610290825367,
-0.03416166082024574,
-0.02966465801000595,
0.0022061339113861322,
-0.045258887112140656,
-0.016935262829065323,
-0.05359332263469696,
0.08786018192768097,
0.05079067498445511,
-0.08086279779672623,
-0.024468110874295235,
0.02820196934044361,
-0.08135107159614563,
-0.047166164964437485,
-0.051644664257764816,
-0.051228560507297516,
0.06461992859840393,
-0.10074624419212341,
-0.002167827682569623,
0.006847030483186245,
-0.003497554687783122,
0.00943349115550518,
0.011836888268589973,
-0.018735535442829132,
-4.330859602232649e-34,
-0.10836169868707657,
0.030098622664809227,
-0.04678637906908989,
0.05669162794947624,
0.0015537003055214882,
0.03484772518277168,
-0.10359326004981995,
-0.10676533728837967,
-0.02101956494152546,
0.050355322659015656,
0.015131709165871143,
-0.059406813234090805,
0.02040751464664936,
-0.05785365775227547,
-0.026455795392394066,
-0.11155696213245392,
-0.013699770905077457,
-0.043858934193849564,
-0.03715605288743973,
0.03082304261624813,
0.05447785183787346,
0.03430887311697006,
0.06742653250694275,
-0.018543343991041183,
0.03353992849588394,
0.006791901309043169,
0.013004763051867485,
-0.0828394964337349,
-0.012915896251797676,
-0.0934779942035675,
0.00965182390064001,
-0.04922798275947571,
-0.09126117080450058,
-0.03502162545919418,
0.05061635375022888,
0.003793776733800769,
0.020044831559062004,
-0.022980976849794388,
-0.07897776365280151,
-0.02230498380959034,
0.057013094425201416,
0.11677645146846771,
-0.08207564800977707,
-0.008168186992406845,
-0.0377623625099659,
0.015942785888910294,
-0.0462123341858387,
0.05635415017604828,
0.05455060303211212,
0.010084528475999832,
0.08443790674209595,
-0.012982198037207127,
-0.020383043214678764,
-0.0553298145532608,
-0.006258849520236254,
0.026415500789880753,
0.04370872303843498,
0.016589205712080002,
-0.0028736137319356203,
0.07275780290365219,
0.008953754790127277,
-0.021989570930600166,
-0.0454055517911911,
0.059106916189193726,
0.0043389080092310905,
-0.050767723470926285,
-0.018472028896212578,
0.1404143124818802,
0.047139909118413925,
0.016595931723713875,
-0.0012857201509177685,
0.0633133202791214,
-0.01199672557413578,
-0.032998718321323395,
-0.02281230315566063,
0.004166180267930031,
0.05820842459797859,
-0.044056374579668045,
-0.029749684035778046,
0.04587553068995476,
0.026999004185199738,
0.06437758356332779,
0.09699062258005142,
-0.03989090025424957,
0.0061949798837304115,
0.014686325564980507,
0.07261189073324203,
0.00529328640550375,
-0.03466826304793358,
-0.00040316800004802644,
-0.13000158965587616,
-0.003296519396826625,
-0.04613400995731354,
0.02197541482746601,
-0.0346587672829628,
-4.148378707213851e-8,
0.01735377311706543,
0.05332626774907112,
0.011601139791309834,
0.05105708912014961,
-0.0031107179820537567,
0.010842936113476753,
-0.06659980118274689,
0.037703171372413635,
-0.013502441346645355,
0.08866509050130844,
0.007130103185772896,
0.005306225270032883,
-0.028196951374411583,
0.05021283030509949,
0.014299644157290459,
0.02206531912088394,
0.05679820850491524,
-0.002268349751830101,
-0.07108213007450104,
-0.03380194678902626,
0.03707189857959747,
-0.0009774755453690886,
0.030360471457242966,
0.04581326246261597,
0.009159084409475327,
-0.02124224230647087,
-0.011334162205457687,
0.07268906384706497,
-0.03167140111327171,
0.017779581248760223,
-0.011849919334053993,
-0.015545045956969261,
-0.07737639546394348,
0.01090536080300808,
0.07976469397544861,
-0.012827378697693348,
0.011056516319513321,
0.0031645973213016987,
0.08284647017717361,
0.07028104364871979,
0.02274007722735405,
0.11028668284416199,
-0.02831726148724556,
0.08877172321081161,
0.04406231641769409,
-0.030165407806634903,
-0.05269942805171013,
-0.049134280532598495,
-0.03116164542734623,
-0.025980722159147263,
0.004653145093470812,
-0.03653562068939209,
-0.028569228947162628,
0.06791437417268753,
0.02572287805378437,
0.08311111479997635,
-0.0570899061858654,
-0.007852277718484402,
0.020089132711291313,
0.030140340328216553,
0.12153832614421844,
-0.07526380568742752,
-0.058974917978048325,
0.07653676718473434
] | null | null | null | null | null | null | null |
[
-0.04941495135426521,
-0.020994210615754128,
-0.014563915319740772,
0.0401870533823967,
0.08362142741680145,
-0.0303499735891819,
-0.051341235637664795,
0.0506378598511219,
0.024295661598443985,
0.04026554152369499,
-0.0706954300403595,
-0.03390522673726082,
-0.0220786239951849,
0.02851170115172863,
-0.06180517375469208,
-0.05008215457201004,
-0.021608518436551094,
-0.08286377787590027,
-0.0391671396791935,
-0.10668071359395981,
-0.023061417043209076,
0.01488400623202324,
-0.008701134473085403,
-0.018756035715341568,
0.02126198634505272,
0.019319899380207062,
-0.0849834680557251,
-0.0030500355642288923,
0.004216119647026062,
0.0048965755850076675,
-0.013377872295677662,
0.08929961919784546,
0.0016751945950090885,
0.06365019828081131,
-0.06485351920127869,
0.0500379353761673,
0.03623129054903984,
-0.024779153987765312,
-0.04446662217378616,
-0.03947358950972557,
-0.10979899764060974,
-0.05004146322607994,
0.020503845065832138,
0.012791533023118973,
-0.011305486783385277,
-0.04907825216650963,
0.01515673752874136,
-0.05986256152391434,
-0.03918754681944847,
0.06620675325393677,
-0.08670061826705933,
-0.12361025810241699,
0.016171760857105255,
0.04550202563405037,
0.07351163029670715,
-0.0012740883976221085,
0.05727394297719002,
-0.08203024417161942,
0.011037945747375488,
-0.02903788909316063,
0.047348298132419586,
-0.09319336712360382,
-0.08996765315532684,
0.03122888132929802,
0.06056595966219902,
-0.0187928918749094,
0.044052574783563614,
0.06315826624631882,
-0.038093142211437225,
-0.06271684914827347,
0.006311228033155203,
0.019983239471912384,
0.02166743576526642,
-0.029559696093201637,
0.06292621046304703,
0.05402672663331032,
-0.004484834615141153,
0.052524443715810776,
0.09274877607822418,
-0.11476796120405197,
0.07237653434276581,
0.020821647718548775,
-0.025074072182178497,
0.01941322721540928,
-0.02320333942770958,
-0.024151308462023735,
0.0505959689617157,
0.03021337278187275,
-0.01918654702603817,
0.012479405850172043,
-0.012120402418076992,
0.05400187894701958,
0.06677189469337463,
-0.0030604300554841757,
-0.10996349900960922,
0.006433931179344654,
0.001813804148696363,
-0.08187397569417953,
0.010136672295629978,
0.08839011937379837,
-0.00447107246145606,
0.09703502804040909,
0.008325081318616867,
-0.12064598500728607,
-0.0023155442904680967,
0.005739910993725061,
0.07760116457939148,
-0.04520972818136215,
0.0632370188832283,
0.07778744399547577,
-0.028583643957972527,
0.07469373941421509,
-0.1028018370270729,
-0.02914242632687092,
0.04477190226316452,
-0.003500196151435375,
0.019852522760629654,
0.06654144823551178,
-0.007602397818118334,
-0.0035194845404475927,
-0.04281707480549812,
-0.026382004842162132,
0.004573976155370474,
-0.08696652948856354,
0.01871715858578682,
0.013496031053364277,
-0.09121790528297424,
-2.2326540730701954e-33,
-0.010103422217071056,
0.001954570645466447,
-0.04041478410363197,
0.037392474710941315,
0.054759904742240906,
-0.11205755174160004,
-0.018737060949206352,
0.04018533229827881,
-0.10389747470617294,
-0.1713511198759079,
0.04133504629135132,
0.09555094689130783,
0.03382587432861328,
0.06635195761919022,
0.05840858072042465,
-0.04605105146765709,
0.0606868639588356,
0.02407282590866089,
-0.006422428879886866,
0.002600236563012004,
0.010698487982153893,
-0.04897186532616615,
0.004618917126208544,
0.006213834043592215,
0.08713868260383606,
-0.01611652597784996,
-0.036890897899866104,
-0.011164913885295391,
0.05450310930609703,
0.027366694062948227,
0.03552335500717163,
0.03549171984195709,
0.012683968991041183,
-0.005981537979096174,
0.014401881955564022,
0.03481951355934143,
-0.0004309007781557739,
-0.042274605482816696,
0.052274301648139954,
0.061953604221343994,
-0.02904437854886055,
0.08480559289455414,
-0.0033185475040227175,
-0.0708293542265892,
0.021525589749217033,
0.011762145906686783,
0.043156836181879044,
0.03903910517692566,
0.036567479372024536,
-0.030162397772073746,
0.01641000248491764,
0.008071397431194782,
0.019470181316137314,
0.055637866258621216,
0.029034355655312538,
0.03592872619628906,
-0.024540482088923454,
-0.12564222514629364,
0.001022960408590734,
-0.040451809763908386,
0.0013080615317448974,
0.021047597751021385,
-0.025928031653165817,
-0.034391146153211594,
0.039741817861795425,
0.08449432998895645,
0.019525954499840736,
0.02073991857469082,
0.03496496379375458,
0.03214602172374725,
-0.07812298089265823,
0.01834610290825367,
-0.03416166082024574,
-0.02966465801000595,
0.0022061339113861322,
-0.045258887112140656,
-0.016935262829065323,
-0.05359332263469696,
0.08786018192768097,
0.05079067498445511,
-0.08086279779672623,
-0.024468110874295235,
0.02820196934044361,
-0.08135107159614563,
-0.047166164964437485,
-0.051644664257764816,
-0.051228560507297516,
0.06461992859840393,
-0.10074624419212341,
-0.002167827682569623,
0.006847030483186245,
-0.003497554687783122,
0.00943349115550518,
0.011836888268589973,
-0.018735535442829132,
-4.330859602232649e-34,
-0.10836169868707657,
0.030098622664809227,
-0.04678637906908989,
0.05669162794947624,
0.0015537003055214882,
0.03484772518277168,
-0.10359326004981995,
-0.10676533728837967,
-0.02101956494152546,
0.050355322659015656,
0.015131709165871143,
-0.059406813234090805,
0.02040751464664936,
-0.05785365775227547,
-0.026455795392394066,
-0.11155696213245392,
-0.013699770905077457,
-0.043858934193849564,
-0.03715605288743973,
0.03082304261624813,
0.05447785183787346,
0.03430887311697006,
0.06742653250694275,
-0.018543343991041183,
0.03353992849588394,
0.006791901309043169,
0.013004763051867485,
-0.0828394964337349,
-0.012915896251797676,
-0.0934779942035675,
0.00965182390064001,
-0.04922798275947571,
-0.09126117080450058,
-0.03502162545919418,
0.05061635375022888,
0.003793776733800769,
0.020044831559062004,
-0.022980976849794388,
-0.07897776365280151,
-0.02230498380959034,
0.057013094425201416,
0.11677645146846771,
-0.08207564800977707,
-0.008168186992406845,
-0.0377623625099659,
0.015942785888910294,
-0.0462123341858387,
0.05635415017604828,
0.05455060303211212,
0.010084528475999832,
0.08443790674209595,
-0.012982198037207127,
-0.020383043214678764,
-0.0553298145532608,
-0.006258849520236254,
0.026415500789880753,
0.04370872303843498,
0.016589205712080002,
-0.0028736137319356203,
0.07275780290365219,
0.008953754790127277,
-0.021989570930600166,
-0.0454055517911911,
0.059106916189193726,
0.0043389080092310905,
-0.050767723470926285,
-0.018472028896212578,
0.1404143124818802,
0.047139909118413925,
0.016595931723713875,
-0.0012857201509177685,
0.0633133202791214,
-0.01199672557413578,
-0.032998718321323395,
-0.02281230315566063,
0.004166180267930031,
0.05820842459797859,
-0.044056374579668045,
-0.029749684035778046,
0.04587553068995476,
0.026999004185199738,
0.06437758356332779,
0.09699062258005142,
-0.03989090025424957,
0.0061949798837304115,
0.014686325564980507,
0.07261189073324203,
0.00529328640550375,
-0.03466826304793358,
-0.00040316800004802644,
-0.13000158965587616,
-0.003296519396826625,
-0.04613400995731354,
0.02197541482746601,
-0.0346587672829628,
-4.148378707213851e-8,
0.01735377311706543,
0.05332626774907112,
0.011601139791309834,
0.05105708912014961,
-0.0031107179820537567,
0.010842936113476753,
-0.06659980118274689,
0.037703171372413635,
-0.013502441346645355,
0.08866509050130844,
0.007130103185772896,
0.005306225270032883,
-0.028196951374411583,
0.05021283030509949,
0.014299644157290459,
0.02206531912088394,
0.05679820850491524,
-0.002268349751830101,
-0.07108213007450104,
-0.03380194678902626,
0.03707189857959747,
-0.0009774755453690886,
0.030360471457242966,
0.04581326246261597,
0.009159084409475327,
-0.02124224230647087,
-0.011334162205457687,
0.07268906384706497,
-0.03167140111327171,
0.017779581248760223,
-0.011849919334053993,
-0.015545045956969261,
-0.07737639546394348,
0.01090536080300808,
0.07976469397544861,
-0.012827378697693348,
0.011056516319513321,
0.0031645973213016987,
0.08284647017717361,
0.07028104364871979,
0.02274007722735405,
0.11028668284416199,
-0.02831726148724556,
0.08877172321081161,
0.04406231641769409,
-0.030165407806634903,
-0.05269942805171013,
-0.049134280532598495,
-0.03116164542734623,
-0.025980722159147263,
0.004653145093470812,
-0.03653562068939209,
-0.028569228947162628,
0.06791437417268753,
0.02572287805378437,
0.08311111479997635,
-0.0570899061858654,
-0.007852277718484402,
0.020089132711291313,
0.030140340328216553,
0.12153832614421844,
-0.07526380568742752,
-0.058974917978048325,
0.07653676718473434
] |
1402.5123
|
Abdelmalek Amine
|
Abdelmalek Amine, Reda Mohamed Hamou, Michel Simonet
|
Detecting Opinions in Tweets
|
13 pages, 2 figures
|
International Journal Of Data Mining And Emerging Technologies,
Year : 2013, Volume : 3, Issue : 1 First page : ( 23) Last page : ( 32) Print
ISSN : 2249-3212. Online ISSN : 2249-3220
|
10.5958/j.2249-3220.3.1.004
| null |
cs.CL cs.SI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Given the incessant growth of documents describing the opinions of different
people circulating on the web, including Web 2.0 has made it possible to give
an opinion on any product in the net. In this paper, we examine the various
opinions expressed in the tweets and classify them positive, negative or
neutral by using the emoticons for the Bayesian method and adjectives and
adverbs for the Turney's method
|
[
{
"created": "Thu, 20 Feb 2014 20:15:18 GMT",
"version": "v1"
}
] |
2014-02-21
|
[
[
"Amine",
"Abdelmalek",
""
],
[
"Hamou",
"Reda Mohamed",
""
],
[
"Simonet",
"Michel",
""
]
] |
[
-0.04768021032214165,
-0.03931104764342308,
0.03934717923402786,
-0.05856955796480179,
0.030294474214315414,
-0.03094874694943428,
0.08168179541826248,
0.07168520987033844,
0.054276835173368454,
-0.01917058229446411,
0.103331558406353,
0.0395469143986702,
0.07255680114030838,
-0.02497657760977745,
0.014325232245028019,
0.08204521983861923,
0.06271588057279587,
-0.0685596764087677,
-0.022649284452199936,
-0.06976759433746338,
0.012195627205073833,
0.0457504540681839,
-0.034609951078891754,
-0.03405919298529625,
-0.02609449438750744,
-0.051123347133398056,
-0.01814664714038372,
0.046733032912015915,
0.008387616835534573,
0.03249524161219597,
-0.03403443470597267,
-0.014512291178107262,
-0.025508645921945572,
0.01435928139835596,
-0.031374797224998474,
0.006328472401946783,
0.008027374744415283,
0.007227456662803888,
-0.04284028708934784,
0.0623638778924942,
-0.03853296861052513,
-0.061239298433065414,
-0.0252815093845129,
0.03634541109204292,
0.024554338306188583,
0.0195572879165411,
-0.06127946451306343,
0.016382142901420593,
-0.002189750550314784,
0.02198616787791252,
-0.10304909199476242,
-0.017331138253211975,
-0.0634206011891365,
0.03467889130115509,
0.013994067907333374,
-0.01935620792210102,
-0.06264067441225052,
0.0046687196008861065,
0.041701026260852814,
-0.05641630291938782,
0.034085363149642944,
-0.023025168105959892,
0.028534945100545883,
-0.008040031418204308,
0.04010841250419617,
0.013828467577695847,
-0.0182802677154541,
-0.030685650184750557,
-0.08069586753845215,
0.08565206825733185,
0.010572478175163269,
0.02719879150390625,
-0.005217260215431452,
0.08613236993551254,
-0.08477437496185303,
-0.05529497563838959,
0.07830938696861267,
-0.014588247053325176,
-0.01499924249947071,
-0.01618141680955887,
-0.030185667797923088,
-0.027300246059894562,
0.01111791841685772,
-0.03302917256951332,
0.0360102578997612,
-0.0453072153031826,
-0.027796676382422447,
0.04486727714538574,
-0.07411433011293411,
0.0653187707066536,
-0.008528001606464386,
-0.036224719136953354,
0.10447908937931061,
-0.062203869223594666,
-0.06952731311321259,
-0.004438731353729963,
-0.05442839860916138,
-0.0380341038107872,
-0.0015471269143745303,
0.10383788496255875,
-0.029292013496160507,
0.04660036042332649,
0.027882738038897514,
-0.09121596813201904,
-0.00185879273340106,
0.02150842919945717,
-0.06974170356988907,
0.044702254235744476,
0.05678893253207207,
-0.012260764837265015,
-0.12314347177743912,
0.02330498956143856,
0.012799734249711037,
-0.09005558490753174,
0.011139996349811554,
-0.0470995269715786,
0.07087549567222595,
0.08642588555812836,
0.0275714211165905,
0.02168988063931465,
0.009052145294845104,
0.0352969765663147,
0.03639770299196243,
-0.015159870497882366,
0.07299848645925522,
0.016700543463230133,
-0.030841002240777016,
-3.228000241209121e-34,
0.06277190148830414,
0.01720612682402134,
0.0569230392575264,
0.0471920482814312,
-0.04126209393143654,
0.012585348449647427,
-0.09498286992311478,
-0.03116193413734436,
-0.12435393035411835,
-0.051277659833431244,
0.018653808161616325,
0.07059908658266068,
-0.006863407324999571,
0.015379335731267929,
0.08146509528160095,
-0.047462932765483856,
-0.005762134213000536,
-0.019656959921121597,
0.05072112753987312,
-0.04401254653930664,
0.00039002494304440916,
0.06021645665168762,
0.08276131749153137,
-0.007793115917593241,
-0.050506509840488434,
-0.08484364300966263,
0.06069910526275635,
-0.042017728090286255,
-0.09533540904521942,
0.039673127233982086,
-0.05916784331202507,
-0.024391628801822662,
0.0030102257151156664,
-0.0722370371222496,
0.05676097050309181,
-0.04808376729488373,
-0.07212381064891815,
-0.013369514606893063,
0.06434039026498795,
-0.07168379426002502,
-0.08418474346399307,
0.0379796102643013,
-0.03139521926641464,
-0.025033077225089073,
-0.04345858469605446,
0.09846073389053345,
-0.051090970635414124,
-0.05725780501961708,
0.09316474199295044,
-0.06584296375513077,
0.04597155377268791,
-0.04065550118684769,
0.026764221489429474,
0.09797938913106918,
-0.03610239177942276,
0.012540214695036411,
-0.056256476789712906,
0.021068153902888298,
0.012983383610844612,
-0.0617654025554657,
0.046495478600263596,
0.08164612203836441,
0.036039773374795914,
-0.13664017617702484,
0.0006833126535639167,
0.0216839537024498,
-0.052957456558942795,
-0.007017539348453283,
-0.01696920208632946,
-0.008568515069782734,
0.08474143594503403,
0.025499528273940086,
-0.001173756318166852,
-0.012735280208289623,
-0.06349393725395203,
0.025255322456359863,
-0.006321386434137821,
0.015993431210517883,
0.04268385469913483,
-0.0036206592340022326,
-0.011336556635797024,
-0.09272541105747223,
0.04798780754208565,
-0.05952258035540581,
-0.024021126329898834,
-0.010985366068780422,
0.00362775637768209,
0.011796966195106506,
-0.003122615860775113,
0.0856194719672203,
-0.08289838582277298,
0.018894551321864128,
-0.05647621676325798,
0.019456079229712486,
-0.061559759080410004,
-5.874391132392818e-34,
-0.19523559510707855,
-0.05375028774142265,
-0.07118052989244461,
0.09086784720420837,
-0.06277376413345337,
0.010104810819029808,
-0.010261356830596924,
0.06935503333806992,
0.042227376252412796,
0.047690726816654205,
0.02540927566587925,
-0.041876669973134995,
-0.09787362813949585,
-0.053955283015966415,
0.014678999781608582,
-0.03582627698779106,
0.025508897379040718,
-0.02212078869342804,
-0.04464651644229889,
0.00451532332226634,
-0.0022495135199278593,
-0.0033473698422312737,
-0.03908434882760048,
0.014960789121687412,
0.057276494801044464,
0.05251745507121086,
0.10508722811937332,
0.051428649574518204,
0.00916993897408247,
-0.06282109767198563,
0.022906238213181496,
0.04476496949791908,
-0.01963319070637226,
0.06257940828800201,
-0.02579265832901001,
0.006818677298724651,
-0.03208586201071739,
-0.037799522280693054,
0.06922447681427002,
0.0652986466884613,
0.06356726586818695,
0.04242923855781555,
-0.03298799321055412,
-0.06759044528007507,
-0.13088975846767426,
-0.011767043732106686,
-0.06701167672872543,
0.007121838629245758,
-0.009102700278162956,
-0.046498700976371765,
0.020988386124372482,
0.06568027287721634,
0.022123688831925392,
0.04570866748690605,
-0.08169308304786682,
-0.03551072999835014,
-0.012005791999399662,
-0.03182978183031082,
-0.010066414251923561,
0.06552330404520035,
-0.040157120674848557,
0.02454174868762493,
0.02961335889995098,
-0.008860704489052296,
0.00911939237266779,
-0.06475096195936203,
-0.03848611190915108,
0.07028374075889587,
-0.02991405688226223,
-0.03984808176755905,
0.06939838826656342,
0.0670568197965622,
-0.02082320861518383,
-0.06861734390258789,
0.008129514753818512,
0.007743217516690493,
0.047590285539627075,
0.07301639765501022,
0.006470896769315004,
-0.03491562604904175,
0.026959247887134552,
-0.000447372643975541,
0.007559377234429121,
-0.01361921802163124,
-0.005102281924337149,
-0.06546585261821747,
0.035014886409044266,
0.0033118543215095997,
0.007301866076886654,
-0.049290433526039124,
0.03194379433989525,
0.0662858784198761,
-0.026209525763988495,
0.10205002129077911,
0.020465850830078125,
-3.899310740962392e-8,
-0.06218036636710167,
-0.09932413697242737,
0.061349257826805115,
0.12667451798915863,
0.028070421889424324,
0.06904613226652145,
0.029878145083785057,
0.04145795851945877,
-0.06667451560497284,
-0.002298234263435006,
0.053581420332193375,
0.07450899481773376,
-0.06418587267398834,
-0.050315972417593,
-0.012075669132173061,
0.07436814904212952,
-0.047278206795454025,
-0.026668991893529892,
0.04289175570011139,
-0.0065191625617444515,
0.06590314954519272,
0.029525162652134895,
-0.012091224081814289,
0.016743112355470657,
0.0277313981205225,
0.010850474238395691,
-0.05501960963010788,
-0.02949056774377823,
-0.08741030842065811,
0.021885361522436142,
0.01574566587805748,
0.007493513636291027,
-0.14103122055530548,
0.007433292921632528,
0.04144642874598503,
0.08982840925455093,
-0.03969477489590645,
-0.050192419439554214,
0.005929713137447834,
-0.002808850957080722,
-0.0052449400536715984,
0.10168194025754929,
-0.07762832194566727,
0.02294660545885563,
0.06695789098739624,
0.021187031641602516,
-0.008208361454308033,
-0.016558285802602768,
-0.013406975194811821,
0.021440310403704643,
0.01823562942445278,
-0.023873567581176758,
0.009254638105630875,
0.035162463784217834,
0.0009292180184274912,
0.01663285493850708,
0.014522274024784565,
0.03353257477283478,
-0.023371104151010513,
0.09686578810214996,
0.06929991394281387,
0.055502813309431076,
0.07859929651021957,
0.04445137083530426
] | null | null | null | null | null | null | null |
[
-0.04768021032214165,
-0.03931104764342308,
0.03934717923402786,
-0.05856955796480179,
0.030294474214315414,
-0.03094874694943428,
0.08168179541826248,
0.07168520987033844,
0.054276835173368454,
-0.01917058229446411,
0.103331558406353,
0.0395469143986702,
0.07255680114030838,
-0.02497657760977745,
0.014325232245028019,
0.08204521983861923,
0.06271588057279587,
-0.0685596764087677,
-0.022649284452199936,
-0.06976759433746338,
0.012195627205073833,
0.0457504540681839,
-0.034609951078891754,
-0.03405919298529625,
-0.02609449438750744,
-0.051123347133398056,
-0.01814664714038372,
0.046733032912015915,
0.008387616835534573,
0.03249524161219597,
-0.03403443470597267,
-0.014512291178107262,
-0.025508645921945572,
0.01435928139835596,
-0.031374797224998474,
0.006328472401946783,
0.008027374744415283,
0.007227456662803888,
-0.04284028708934784,
0.0623638778924942,
-0.03853296861052513,
-0.061239298433065414,
-0.0252815093845129,
0.03634541109204292,
0.024554338306188583,
0.0195572879165411,
-0.06127946451306343,
0.016382142901420593,
-0.002189750550314784,
0.02198616787791252,
-0.10304909199476242,
-0.017331138253211975,
-0.0634206011891365,
0.03467889130115509,
0.013994067907333374,
-0.01935620792210102,
-0.06264067441225052,
0.0046687196008861065,
0.041701026260852814,
-0.05641630291938782,
0.034085363149642944,
-0.023025168105959892,
0.028534945100545883,
-0.008040031418204308,
0.04010841250419617,
0.013828467577695847,
-0.0182802677154541,
-0.030685650184750557,
-0.08069586753845215,
0.08565206825733185,
0.010572478175163269,
0.02719879150390625,
-0.005217260215431452,
0.08613236993551254,
-0.08477437496185303,
-0.05529497563838959,
0.07830938696861267,
-0.014588247053325176,
-0.01499924249947071,
-0.01618141680955887,
-0.030185667797923088,
-0.027300246059894562,
0.01111791841685772,
-0.03302917256951332,
0.0360102578997612,
-0.0453072153031826,
-0.027796676382422447,
0.04486727714538574,
-0.07411433011293411,
0.0653187707066536,
-0.008528001606464386,
-0.036224719136953354,
0.10447908937931061,
-0.062203869223594666,
-0.06952731311321259,
-0.004438731353729963,
-0.05442839860916138,
-0.0380341038107872,
-0.0015471269143745303,
0.10383788496255875,
-0.029292013496160507,
0.04660036042332649,
0.027882738038897514,
-0.09121596813201904,
-0.00185879273340106,
0.02150842919945717,
-0.06974170356988907,
0.044702254235744476,
0.05678893253207207,
-0.012260764837265015,
-0.12314347177743912,
0.02330498956143856,
0.012799734249711037,
-0.09005558490753174,
0.011139996349811554,
-0.0470995269715786,
0.07087549567222595,
0.08642588555812836,
0.0275714211165905,
0.02168988063931465,
0.009052145294845104,
0.0352969765663147,
0.03639770299196243,
-0.015159870497882366,
0.07299848645925522,
0.016700543463230133,
-0.030841002240777016,
-3.228000241209121e-34,
0.06277190148830414,
0.01720612682402134,
0.0569230392575264,
0.0471920482814312,
-0.04126209393143654,
0.012585348449647427,
-0.09498286992311478,
-0.03116193413734436,
-0.12435393035411835,
-0.051277659833431244,
0.018653808161616325,
0.07059908658266068,
-0.006863407324999571,
0.015379335731267929,
0.08146509528160095,
-0.047462932765483856,
-0.005762134213000536,
-0.019656959921121597,
0.05072112753987312,
-0.04401254653930664,
0.00039002494304440916,
0.06021645665168762,
0.08276131749153137,
-0.007793115917593241,
-0.050506509840488434,
-0.08484364300966263,
0.06069910526275635,
-0.042017728090286255,
-0.09533540904521942,
0.039673127233982086,
-0.05916784331202507,
-0.024391628801822662,
0.0030102257151156664,
-0.0722370371222496,
0.05676097050309181,
-0.04808376729488373,
-0.07212381064891815,
-0.013369514606893063,
0.06434039026498795,
-0.07168379426002502,
-0.08418474346399307,
0.0379796102643013,
-0.03139521926641464,
-0.025033077225089073,
-0.04345858469605446,
0.09846073389053345,
-0.051090970635414124,
-0.05725780501961708,
0.09316474199295044,
-0.06584296375513077,
0.04597155377268791,
-0.04065550118684769,
0.026764221489429474,
0.09797938913106918,
-0.03610239177942276,
0.012540214695036411,
-0.056256476789712906,
0.021068153902888298,
0.012983383610844612,
-0.0617654025554657,
0.046495478600263596,
0.08164612203836441,
0.036039773374795914,
-0.13664017617702484,
0.0006833126535639167,
0.0216839537024498,
-0.052957456558942795,
-0.007017539348453283,
-0.01696920208632946,
-0.008568515069782734,
0.08474143594503403,
0.025499528273940086,
-0.001173756318166852,
-0.012735280208289623,
-0.06349393725395203,
0.025255322456359863,
-0.006321386434137821,
0.015993431210517883,
0.04268385469913483,
-0.0036206592340022326,
-0.011336556635797024,
-0.09272541105747223,
0.04798780754208565,
-0.05952258035540581,
-0.024021126329898834,
-0.010985366068780422,
0.00362775637768209,
0.011796966195106506,
-0.003122615860775113,
0.0856194719672203,
-0.08289838582277298,
0.018894551321864128,
-0.05647621676325798,
0.019456079229712486,
-0.061559759080410004,
-5.874391132392818e-34,
-0.19523559510707855,
-0.05375028774142265,
-0.07118052989244461,
0.09086784720420837,
-0.06277376413345337,
0.010104810819029808,
-0.010261356830596924,
0.06935503333806992,
0.042227376252412796,
0.047690726816654205,
0.02540927566587925,
-0.041876669973134995,
-0.09787362813949585,
-0.053955283015966415,
0.014678999781608582,
-0.03582627698779106,
0.025508897379040718,
-0.02212078869342804,
-0.04464651644229889,
0.00451532332226634,
-0.0022495135199278593,
-0.0033473698422312737,
-0.03908434882760048,
0.014960789121687412,
0.057276494801044464,
0.05251745507121086,
0.10508722811937332,
0.051428649574518204,
0.00916993897408247,
-0.06282109767198563,
0.022906238213181496,
0.04476496949791908,
-0.01963319070637226,
0.06257940828800201,
-0.02579265832901001,
0.006818677298724651,
-0.03208586201071739,
-0.037799522280693054,
0.06922447681427002,
0.0652986466884613,
0.06356726586818695,
0.04242923855781555,
-0.03298799321055412,
-0.06759044528007507,
-0.13088975846767426,
-0.011767043732106686,
-0.06701167672872543,
0.007121838629245758,
-0.009102700278162956,
-0.046498700976371765,
0.020988386124372482,
0.06568027287721634,
0.022123688831925392,
0.04570866748690605,
-0.08169308304786682,
-0.03551072999835014,
-0.012005791999399662,
-0.03182978183031082,
-0.010066414251923561,
0.06552330404520035,
-0.040157120674848557,
0.02454174868762493,
0.02961335889995098,
-0.008860704489052296,
0.00911939237266779,
-0.06475096195936203,
-0.03848611190915108,
0.07028374075889587,
-0.02991405688226223,
-0.03984808176755905,
0.06939838826656342,
0.0670568197965622,
-0.02082320861518383,
-0.06861734390258789,
0.008129514753818512,
0.007743217516690493,
0.047590285539627075,
0.07301639765501022,
0.006470896769315004,
-0.03491562604904175,
0.026959247887134552,
-0.000447372643975541,
0.007559377234429121,
-0.01361921802163124,
-0.005102281924337149,
-0.06546585261821747,
0.035014886409044266,
0.0033118543215095997,
0.007301866076886654,
-0.049290433526039124,
0.03194379433989525,
0.0662858784198761,
-0.026209525763988495,
0.10205002129077911,
0.020465850830078125,
-3.899310740962392e-8,
-0.06218036636710167,
-0.09932413697242737,
0.061349257826805115,
0.12667451798915863,
0.028070421889424324,
0.06904613226652145,
0.029878145083785057,
0.04145795851945877,
-0.06667451560497284,
-0.002298234263435006,
0.053581420332193375,
0.07450899481773376,
-0.06418587267398834,
-0.050315972417593,
-0.012075669132173061,
0.07436814904212952,
-0.047278206795454025,
-0.026668991893529892,
0.04289175570011139,
-0.0065191625617444515,
0.06590314954519272,
0.029525162652134895,
-0.012091224081814289,
0.016743112355470657,
0.0277313981205225,
0.010850474238395691,
-0.05501960963010788,
-0.02949056774377823,
-0.08741030842065811,
0.021885361522436142,
0.01574566587805748,
0.007493513636291027,
-0.14103122055530548,
0.007433292921632528,
0.04144642874598503,
0.08982840925455093,
-0.03969477489590645,
-0.050192419439554214,
0.005929713137447834,
-0.002808850957080722,
-0.0052449400536715984,
0.10168194025754929,
-0.07762832194566727,
0.02294660545885563,
0.06695789098739624,
0.021187031641602516,
-0.008208361454308033,
-0.016558285802602768,
-0.013406975194811821,
0.021440310403704643,
0.01823562942445278,
-0.023873567581176758,
0.009254638105630875,
0.035162463784217834,
0.0009292180184274912,
0.01663285493850708,
0.014522274024784565,
0.03353257477283478,
-0.023371104151010513,
0.09686578810214996,
0.06929991394281387,
0.055502813309431076,
0.07859929651021957,
0.04445137083530426
] |
1402.5131
|
Hanie Sedghi
|
Hanie Sedghi and Anima Anandkumar and Edmond Jonckheere
|
Multi-Step Stochastic ADMM in High Dimensions: Applications to Sparse
Optimization and Noisy Matrix Decomposition
|
appeared in Neural Information Processing Systems(NIPS) 2014. arXiv
admin note: text overlap with arXiv:1207.4421 by other authors
| null | null | null |
cs.LG math.OC stat.ML
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We propose an efficient ADMM method with guarantees for high-dimensional
problems. We provide explicit bounds for the sparse optimization problem and
the noisy matrix decomposition problem. For sparse optimization, we establish
that the modified ADMM method has an optimal convergence rate of
$\mathcal{O}(s\log d/T)$, where $s$ is the sparsity level, $d$ is the data
dimension and $T$ is the number of steps. This matches with the minimax lower
bounds for sparse estimation. For matrix decomposition into sparse and low rank
components, we provide the first guarantees for any online method, and prove a
convergence rate of $\tilde{\mathcal{O}}((s+r)\beta^2(p) /T) +
\mathcal{O}(1/p)$ for a $p\times p$ matrix, where $s$ is the sparsity level,
$r$ is the rank and $\Theta(\sqrt{p})\leq \beta(p)\leq \Theta(p)$. Our
guarantees match the minimax lower bound with respect to $s,r$ and $T$. In
addition, we match the minimax lower bound with respect to the matrix dimension
$p$, i.e. $\beta(p)=\Theta(\sqrt{p})$, for many important statistical models
including the independent noise model, the linear Bayesian network and the
latent Gaussian graphical model under some conditions. Our ADMM method is based
on epoch-based annealing and consists of inexpensive steps which involve
projections on to simple norm balls. Experiments show that for both sparse
optimization and matrix decomposition problems, our algorithm outperforms the
state-of-the-art methods. In particular, we reach higher accuracy with same
time complexity.
|
[
{
"created": "Thu, 20 Feb 2014 20:48:10 GMT",
"version": "v1"
},
{
"created": "Tue, 11 Mar 2014 00:15:42 GMT",
"version": "v2"
},
{
"created": "Wed, 19 Mar 2014 09:42:26 GMT",
"version": "v3"
},
{
"created": "Mon, 16 Jun 2014 03:53:05 GMT",
"version": "v4"
},
{
"created": "Sun, 7 Dec 2014 03:36:03 GMT",
"version": "v5"
},
{
"created": "Tue, 7 Jul 2015 00:13:55 GMT",
"version": "v6"
}
] |
2015-07-08
|
[
[
"Sedghi",
"Hanie",
""
],
[
"Anandkumar",
"Anima",
""
],
[
"Jonckheere",
"Edmond",
""
]
] |
[
-0.05117439851164818,
-0.02336515113711357,
-0.03630895912647247,
0.004874700214713812,
0.036709971725940704,
-0.044484470039606094,
-0.00558357173576951,
0.007760260719805956,
-0.012569070793688297,
0.011534408666193485,
-0.03023078665137291,
0.1532079577445984,
0.03493794426321983,
0.010322634130716324,
0.0017432310851290822,
0.008897204883396626,
0.07429175078868866,
0.07156804949045181,
-0.010440764017403126,
0.031162112951278687,
-0.00600691232830286,
-0.047316987067461014,
-0.0020417601335793734,
-0.00215117703191936,
0.08450174331665039,
-0.08791150897741318,
0.07961796224117279,
-0.0006647941190749407,
-0.017025189474225044,
0.04162706062197685,
0.01669122278690338,
0.014936475083231926,
0.016150210052728653,
-0.08048319071531296,
-0.01640193909406662,
0.06133558228611946,
0.02866697870194912,
0.018178600817918777,
0.026625171303749084,
0.05104845389723778,
0.05006060749292374,
0.0794740840792656,
-0.07399505376815796,
0.03766978159546852,
0.058748308569192886,
-0.06282129883766174,
0.002703701611608267,
-0.0861591324210167,
0.02502572350203991,
-0.007230622228235006,
-0.04840102791786194,
-0.0059828427620232105,
-0.014990705996751785,
-0.028575759381055832,
-0.08258575946092606,
-0.09572301805019379,
0.008106956258416176,
-0.06627822667360306,
-0.02503233775496483,
0.01826108992099762,
-0.012112299911677837,
-0.09975490719079971,
-0.048939965665340424,
-0.025085611268877983,
0.04722470045089722,
-0.010426354594528675,
0.08061353117227554,
-0.023730723187327385,
-0.021006248891353607,
0.13097232580184937,
-0.10040957480669022,
0.025643283501267433,
-0.0701807290315628,
0.09226153790950775,
-0.04289619252085686,
-0.07710681855678558,
0.028382517397403717,
-0.014370509423315525,
0.0486748144030571,
0.0386827252805233,
0.07993941754102707,
0.03632933273911476,
-0.11550826579332352,
-0.06194193661212921,
0.03954356536269188,
-0.03261948376893997,
-0.012400991283357143,
0.00993294082581997,
0.0852227434515953,
-0.058107201009988785,
0.004261784255504608,
-0.01423881109803915,
-0.1041368693113327,
0.0007387733785435557,
-0.003935401327908039,
-0.12128077447414398,
0.049091555178165436,
0.05418967828154564,
0.028981519863009453,
0.06169067695736885,
0.016254451125860214,
-0.030614888295531273,
-0.0388304740190506,
0.042977236211299896,
0.017901770770549774,
-0.001069153193384409,
0.03496496006846428,
0.09111937135457993,
0.0635133758187294,
-0.005565627943724394,
0.049702610820531845,
0.013861746527254581,
0.003390566911548376,
0.062181539833545685,
0.026411881670355797,
-0.04342757910490036,
0.0554376058280468,
-0.05361156538128853,
0.09900318086147308,
0.05296081677079201,
0.012698658742010593,
-0.051144711673259735,
0.09627087414264679,
-0.019690945744514465,
0.11294011026620865,
0.03164612501859665,
-0.08730750530958176,
1.969036424257843e-33,
0.11867064237594604,
0.13606514036655426,
0.09657622128725052,
-0.02502524107694626,
0.00998406857252121,
0.046522632241249084,
0.044133447110652924,
-0.036471616476774216,
-0.010552968829870224,
0.05046791583299637,
-0.0771951973438263,
-0.03369364142417908,
-0.020180948078632355,
0.001959164161235094,
0.007903487421572208,
-0.03623746335506439,
0.04981184005737305,
0.05288337171077728,
0.0012634452432394028,
-0.07768787443637848,
0.07329213619232178,
-0.05015365779399872,
-0.025509102270007133,
-0.025642404332756996,
-0.0011654093395918608,
-0.09104768186807632,
0.075564906001091,
-0.07755725830793381,
-0.047829415649175644,
0.024897342547774315,
-0.05019039288163185,
-0.01759663037955761,
-0.024358466267585754,
0.1298355609178543,
0.018338561058044434,
-0.02677326835691929,
-0.03716675564646721,
-0.04996778070926666,
0.021462662145495415,
-0.08585043251514435,
-0.02878440171480179,
-0.003221565391868353,
0.05686837434768677,
-0.07751274108886719,
-0.08734900504350662,
-0.02652270905673504,
-0.012706833891570568,
0.0566488541662693,
0.02235456183552742,
-0.019778655841946602,
0.047855135053396225,
-0.011771425604820251,
-0.011731802485883236,
0.05400592088699341,
-0.0032922227401286364,
-0.03659690544009209,
-0.03472348675131798,
-0.08259937167167664,
0.06524338573217392,
0.06798432767391205,
-0.022554900497198105,
-0.058221492916345596,
-0.010362720116972923,
-0.026942865923047066,
0.006713851820677519,
0.028223847970366478,
0.040527209639549255,
-0.030687276273965836,
0.039205681532621384,
-0.05715206637978554,
0.022017933428287506,
-0.023154206573963165,
0.005553727503865957,
-0.06967584788799286,
0.036885760724544525,
0.0070108892396092415,
0.16902104020118713,
-0.045759573578834534,
0.012596591375768185,
-0.04167236387729645,
-0.05572255700826645,
0.0020032955799251795,
0.04163514822721481,
-0.08636483550071716,
-0.055241528898477554,
-0.04359004646539688,
0.018111376091837883,
-0.008262214250862598,
-0.04691050201654434,
-0.05758741870522499,
-0.08478149026632309,
0.017947418615221977,
-0.055664848536252975,
-0.015204405412077904,
0.011875013820827007,
-3.328079809857215e-34,
0.0019510092679411173,
-0.07054124027490616,
0.06654040515422821,
-0.008130592294037342,
-0.015054801478981972,
-0.13952672481536865,
-0.0501316636800766,
0.01741631142795086,
-0.024575065821409225,
-0.05919121578335762,
-0.04060842841863632,
-0.05245809257030487,
-0.010843662545084953,
0.0010173541959375143,
0.08899775892496109,
0.022399049252271652,
-0.0483134426176548,
0.03416036441922188,
0.0003504033084027469,
0.006211359053850174,
-0.03818841278553009,
0.04991476610302925,
0.031384166330099106,
0.051373787224292755,
-0.03660326078534126,
-0.0027554044499993324,
0.008178221061825752,
0.0857749730348587,
0.015618380159139633,
-0.032869379967451096,
-0.020032018423080444,
-0.03724424168467522,
-0.08196438103914261,
0.018568189814686775,
-0.06670641154050827,
0.07938368618488312,
-0.0057088774628937244,
0.04530816152691841,
-0.014296949841082096,
0.1063869372010231,
-0.0042491452768445015,
0.0004384803178254515,
-0.019121302291750908,
-0.04718988388776779,
0.05972060188651085,
-0.022812331095337868,
-0.023288799449801445,
0.005687042139470577,
0.009860529564321041,
0.020780496299266815,
0.054483115673065186,
-0.004335577599704266,
0.03626210242509842,
0.12585678696632385,
0.0032712037209421396,
-0.025451282039284706,
-0.04280153289437294,
-0.006749338004738092,
0.07346609979867935,
-0.05682278797030449,
0.03187021240592003,
0.043237876147031784,
-0.10804209113121033,
0.09804321080446243,
-0.0014836182817816734,
-0.03862503170967102,
0.05266645923256874,
0.05463624745607376,
-0.06200535222887993,
0.10056673735380173,
-0.05369027704000473,
0.030230088159441948,
-0.0010289358906447887,
0.0688617005944252,
0.0019037165911868215,
0.029172038659453392,
0.0035878163762390614,
0.037523992359638214,
-0.013820753432810307,
0.036469027400016785,
0.029330262914299965,
0.04246247187256813,
-0.029312370344996452,
0.007749455515295267,
-0.020890606567263603,
0.06829275190830231,
0.056056827306747437,
-0.00852962676435709,
0.016077393665909767,
-0.04345669597387314,
-0.01931336522102356,
-0.05143378674983978,
0.070463165640831,
0.002540362998843193,
-0.03233303129673004,
-4.869949776775684e-8,
-0.028486324474215508,
0.027158455923199654,
-0.001249571330845356,
-0.07844457775354385,
0.062160953879356384,
-0.021719839423894882,
0.02137206494808197,
0.03925669193267822,
0.07935941964387894,
-0.009275903925299644,
0.04766201227903366,
-0.025676917284727097,
-0.021331708878278732,
-0.022756531834602356,
-0.047149915248155594,
-0.007591342553496361,
-0.03570935130119324,
-0.027997320517897606,
0.0021802298724651337,
-0.0404137559235096,
-0.024891767650842667,
0.052664823830127716,
0.043318506330251694,
0.03253069147467613,
0.048478368669748306,
-0.003570442320778966,
0.07740551978349686,
0.10637902468442917,
0.06175977364182472,
0.04482554644346237,
-0.09049426764249802,
0.005183303728699684,
0.037485089153051376,
0.041304681450128555,
-0.008107347413897514,
0.05166039988398552,
0.07287617027759552,
-0.008836478926241398,
-0.0614924319088459,
-0.039704758673906326,
-0.047361522912979126,
-0.013492587953805923,
-0.0035441338550299406,
-0.029055491089820862,
0.07418853044509888,
0.005731193348765373,
-0.04129474610090256,
-0.052029043436050415,
0.05772577226161957,
-0.03840241581201553,
-0.007785839959979057,
0.05433374270796776,
-0.05528143793344498,
0.030622465535998344,
0.06502187252044678,
-0.019226444885134697,
-0.01729101501405239,
0.0009278100333176553,
0.08850240707397461,
0.022126024588942528,
0.0626428872346878,
0.0025167453568428755,
-0.06219121813774109,
0.0007699839770793915
] |
Multi-Step Stochastic ADMM in High Dimensions: Applications to Sparse Optimization and Noisy Matrix Decomposition
|
http://arxiv.org/abs/1402.5131v6
|
http://arxiv.org/pdf/1402.5131v6.pdf
|
https://github.com/FanjieLUO/matlab
| false | false |
https://paperswithcode.com/paper/multi-step-stochastic-admm-in-high-dimensions
|
[
-0.05117439851164818,
-0.02336515113711357,
-0.03630895912647247,
0.004874700214713812,
0.036709971725940704,
-0.044484470039606094,
-0.00558357173576951,
0.007760260719805956,
-0.012569070793688297,
0.011534408666193485,
-0.03023078665137291,
0.1532079577445984,
0.03493794426321983,
0.010322634130716324,
0.0017432310851290822,
0.008897204883396626,
0.07429175078868866,
0.07156804949045181,
-0.010440764017403126,
0.031162112951278687,
-0.00600691232830286,
-0.047316987067461014,
-0.0020417601335793734,
-0.00215117703191936,
0.08450174331665039,
-0.08791150897741318,
0.07961796224117279,
-0.0006647941190749407,
-0.017025189474225044,
0.04162706062197685,
0.01669122278690338,
0.014936475083231926,
0.016150210052728653,
-0.08048319071531296,
-0.01640193909406662,
0.06133558228611946,
0.02866697870194912,
0.018178600817918777,
0.026625171303749084,
0.05104845389723778,
0.05006060749292374,
0.0794740840792656,
-0.07399505376815796,
0.03766978159546852,
0.058748308569192886,
-0.06282129883766174,
0.002703701611608267,
-0.0861591324210167,
0.02502572350203991,
-0.007230622228235006,
-0.04840102791786194,
-0.0059828427620232105,
-0.014990705996751785,
-0.028575759381055832,
-0.08258575946092606,
-0.09572301805019379,
0.008106956258416176,
-0.06627822667360306,
-0.02503233775496483,
0.01826108992099762,
-0.012112299911677837,
-0.09975490719079971,
-0.048939965665340424,
-0.025085611268877983,
0.04722470045089722,
-0.010426354594528675,
0.08061353117227554,
-0.023730723187327385,
-0.021006248891353607,
0.13097232580184937,
-0.10040957480669022,
0.025643283501267433,
-0.0701807290315628,
0.09226153790950775,
-0.04289619252085686,
-0.07710681855678558,
0.028382517397403717,
-0.014370509423315525,
0.0486748144030571,
0.0386827252805233,
0.07993941754102707,
0.03632933273911476,
-0.11550826579332352,
-0.06194193661212921,
0.03954356536269188,
-0.03261948376893997,
-0.012400991283357143,
0.00993294082581997,
0.0852227434515953,
-0.058107201009988785,
0.004261784255504608,
-0.01423881109803915,
-0.1041368693113327,
0.0007387733785435557,
-0.003935401327908039,
-0.12128077447414398,
0.049091555178165436,
0.05418967828154564,
0.028981519863009453,
0.06169067695736885,
0.016254451125860214,
-0.030614888295531273,
-0.0388304740190506,
0.042977236211299896,
0.017901770770549774,
-0.001069153193384409,
0.03496496006846428,
0.09111937135457993,
0.0635133758187294,
-0.005565627943724394,
0.049702610820531845,
0.013861746527254581,
0.003390566911548376,
0.062181539833545685,
0.026411881670355797,
-0.04342757910490036,
0.0554376058280468,
-0.05361156538128853,
0.09900318086147308,
0.05296081677079201,
0.012698658742010593,
-0.051144711673259735,
0.09627087414264679,
-0.019690945744514465,
0.11294011026620865,
0.03164612501859665,
-0.08730750530958176,
1.969036424257843e-33,
0.11867064237594604,
0.13606514036655426,
0.09657622128725052,
-0.02502524107694626,
0.00998406857252121,
0.046522632241249084,
0.044133447110652924,
-0.036471616476774216,
-0.010552968829870224,
0.05046791583299637,
-0.0771951973438263,
-0.03369364142417908,
-0.020180948078632355,
0.001959164161235094,
0.007903487421572208,
-0.03623746335506439,
0.04981184005737305,
0.05288337171077728,
0.0012634452432394028,
-0.07768787443637848,
0.07329213619232178,
-0.05015365779399872,
-0.025509102270007133,
-0.025642404332756996,
-0.0011654093395918608,
-0.09104768186807632,
0.075564906001091,
-0.07755725830793381,
-0.047829415649175644,
0.024897342547774315,
-0.05019039288163185,
-0.01759663037955761,
-0.024358466267585754,
0.1298355609178543,
0.018338561058044434,
-0.02677326835691929,
-0.03716675564646721,
-0.04996778070926666,
0.021462662145495415,
-0.08585043251514435,
-0.02878440171480179,
-0.003221565391868353,
0.05686837434768677,
-0.07751274108886719,
-0.08734900504350662,
-0.02652270905673504,
-0.012706833891570568,
0.0566488541662693,
0.02235456183552742,
-0.019778655841946602,
0.047855135053396225,
-0.011771425604820251,
-0.011731802485883236,
0.05400592088699341,
-0.0032922227401286364,
-0.03659690544009209,
-0.03472348675131798,
-0.08259937167167664,
0.06524338573217392,
0.06798432767391205,
-0.022554900497198105,
-0.058221492916345596,
-0.010362720116972923,
-0.026942865923047066,
0.006713851820677519,
0.028223847970366478,
0.040527209639549255,
-0.030687276273965836,
0.039205681532621384,
-0.05715206637978554,
0.022017933428287506,
-0.023154206573963165,
0.005553727503865957,
-0.06967584788799286,
0.036885760724544525,
0.0070108892396092415,
0.16902104020118713,
-0.045759573578834534,
0.012596591375768185,
-0.04167236387729645,
-0.05572255700826645,
0.0020032955799251795,
0.04163514822721481,
-0.08636483550071716,
-0.055241528898477554,
-0.04359004646539688,
0.018111376091837883,
-0.008262214250862598,
-0.04691050201654434,
-0.05758741870522499,
-0.08478149026632309,
0.017947418615221977,
-0.055664848536252975,
-0.015204405412077904,
0.011875013820827007,
-3.328079809857215e-34,
0.0019510092679411173,
-0.07054124027490616,
0.06654040515422821,
-0.008130592294037342,
-0.015054801478981972,
-0.13952672481536865,
-0.0501316636800766,
0.01741631142795086,
-0.024575065821409225,
-0.05919121578335762,
-0.04060842841863632,
-0.05245809257030487,
-0.010843662545084953,
0.0010173541959375143,
0.08899775892496109,
0.022399049252271652,
-0.0483134426176548,
0.03416036441922188,
0.0003504033084027469,
0.006211359053850174,
-0.03818841278553009,
0.04991476610302925,
0.031384166330099106,
0.051373787224292755,
-0.03660326078534126,
-0.0027554044499993324,
0.008178221061825752,
0.0857749730348587,
0.015618380159139633,
-0.032869379967451096,
-0.020032018423080444,
-0.03724424168467522,
-0.08196438103914261,
0.018568189814686775,
-0.06670641154050827,
0.07938368618488312,
-0.0057088774628937244,
0.04530816152691841,
-0.014296949841082096,
0.1063869372010231,
-0.0042491452768445015,
0.0004384803178254515,
-0.019121302291750908,
-0.04718988388776779,
0.05972060188651085,
-0.022812331095337868,
-0.023288799449801445,
0.005687042139470577,
0.009860529564321041,
0.020780496299266815,
0.054483115673065186,
-0.004335577599704266,
0.03626210242509842,
0.12585678696632385,
0.0032712037209421396,
-0.025451282039284706,
-0.04280153289437294,
-0.006749338004738092,
0.07346609979867935,
-0.05682278797030449,
0.03187021240592003,
0.043237876147031784,
-0.10804209113121033,
0.09804321080446243,
-0.0014836182817816734,
-0.03862503170967102,
0.05266645923256874,
0.05463624745607376,
-0.06200535222887993,
0.10056673735380173,
-0.05369027704000473,
0.030230088159441948,
-0.0010289358906447887,
0.0688617005944252,
0.0019037165911868215,
0.029172038659453392,
0.0035878163762390614,
0.037523992359638214,
-0.013820753432810307,
0.036469027400016785,
0.029330262914299965,
0.04246247187256813,
-0.029312370344996452,
0.007749455515295267,
-0.020890606567263603,
0.06829275190830231,
0.056056827306747437,
-0.00852962676435709,
0.016077393665909767,
-0.04345669597387314,
-0.01931336522102356,
-0.05143378674983978,
0.070463165640831,
0.002540362998843193,
-0.03233303129673004,
-4.869949776775684e-8,
-0.028486324474215508,
0.027158455923199654,
-0.001249571330845356,
-0.07844457775354385,
0.062160953879356384,
-0.021719839423894882,
0.02137206494808197,
0.03925669193267822,
0.07935941964387894,
-0.009275903925299644,
0.04766201227903366,
-0.025676917284727097,
-0.021331708878278732,
-0.022756531834602356,
-0.047149915248155594,
-0.007591342553496361,
-0.03570935130119324,
-0.027997320517897606,
0.0021802298724651337,
-0.0404137559235096,
-0.024891767650842667,
0.052664823830127716,
0.043318506330251694,
0.03253069147467613,
0.048478368669748306,
-0.003570442320778966,
0.07740551978349686,
0.10637902468442917,
0.06175977364182472,
0.04482554644346237,
-0.09049426764249802,
0.005183303728699684,
0.037485089153051376,
0.041304681450128555,
-0.008107347413897514,
0.05166039988398552,
0.07287617027759552,
-0.008836478926241398,
-0.0614924319088459,
-0.039704758673906326,
-0.047361522912979126,
-0.013492587953805923,
-0.0035441338550299406,
-0.029055491089820862,
0.07418853044509888,
0.005731193348765373,
-0.04129474610090256,
-0.052029043436050415,
0.05772577226161957,
-0.03840241581201553,
-0.007785839959979057,
0.05433374270796776,
-0.05528143793344498,
0.030622465535998344,
0.06502187252044678,
-0.019226444885134697,
-0.01729101501405239,
0.0009278100333176553,
0.08850240707397461,
0.022126024588942528,
0.0626428872346878,
0.0025167453568428755,
-0.06219121813774109,
0.0007699839770793915
] |
1402.5138
|
Dieter Pfoser
|
Mahmuda Ahmed and Sophia Karagiorgou and Dieter Pfoser and Carola Wenk
|
A Comparison and Evaluation of Map Construction Algorithms
| null | null |
10.1007/s10707-014-0222-6
| null |
cs.CG
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Map construction methods automatically produce and/or update road network
datasets using vehicle tracking data. Enabled by the ubiquitous generation of
georeferenced tracking data, there has been a recent surge in map construction
algorithms coming from different computer science domains. A cross-comparison
of the various algorithms is still very rare, since (i) algorithms and
constructed maps are generally not publicly available and (ii) there is no
standard approach to assess the result quality, given the lack of benchmark
data and quantitative evaluation methods. This work represents a first
comprehensive attempt to benchmark map construction algorithms. We provide an
evaluation and comparison of seven algorithms using four datasets and four
different evaluation measures. In addition to this comprehensive comparison, we
make our datasets, source code of map construction algorithms and evaluation
measures publicly available on mapconstruction.org. This site has been
established as a repository for map con- struction data and algorithms and we
invite other researchers to contribute by uploading code and benchmark data
supporting their contributions to map construction algorithms.
|
[
{
"created": "Wed, 19 Feb 2014 21:50:39 GMT",
"version": "v1"
},
{
"created": "Thu, 12 Jun 2014 14:51:46 GMT",
"version": "v2"
}
] |
2014-11-19
|
[
[
"Ahmed",
"Mahmuda",
""
],
[
"Karagiorgou",
"Sophia",
""
],
[
"Pfoser",
"Dieter",
""
],
[
"Wenk",
"Carola",
""
]
] |
[
0.006244942080229521,
-0.04210181534290314,
0.0012865137541666627,
-0.023749573156237602,
0.07973290979862213,
-0.03399580717086792,
-0.041432857513427734,
-0.058654576539993286,
-0.09707599878311157,
-0.006879292894154787,
0.009599840268492699,
-0.05405164882540703,
0.034756775945425034,
0.009671098552644253,
-0.07979036867618561,
0.01926480419933796,
0.05037233605980873,
0.06598591059446335,
-0.05257108062505722,
-0.059806860983371735,
-0.019566871225833893,
0.026965918019413948,
0.041371170431375504,
-0.012851903215050697,
0.08857704699039459,
0.058301445096731186,
0.03134287893772125,
-0.07380904257297516,
-0.015004532411694527,
-0.00040554325096309185,
-0.027705783024430275,
-0.011138277128338814,
-0.01604400761425495,
0.02905813232064247,
-0.006960094440728426,
0.027953404933214188,
-0.000043643023673212156,
0.024141961708664894,
0.023020705208182335,
-0.021449601277709007,
-0.07238273322582245,
0.06949625164270401,
0.06989802420139313,
0.07050556689500809,
0.07246564328670502,
0.06146974116563797,
0.04549024999141693,
-0.025246040895581245,
-0.022446537390351295,
0.027687016874551773,
-0.06347186863422394,
0.0022807486820966005,
0.03440875560045242,
-0.04095149040222168,
-0.04259277880191803,
0.08514967560768127,
-0.02992437221109867,
-0.039477795362472534,
0.04612712189555168,
0.04704080522060394,
0.022199811413884163,
-0.07378248870372772,
0.003173807170242071,
-0.041933197528123856,
-0.0025668188463896513,
-0.008725732564926147,
0.009884009137749672,
-0.015665292739868164,
0.010809157975018024,
0.004844928625971079,
0.004834743216633797,
0.11374194175004959,
0.060392480343580246,
0.028640246018767357,
0.06047568470239639,
0.07610570639371872,
-0.01961342617869377,
-0.021231340244412422,
-0.049441803246736526,
-0.11114371567964554,
0.022914689034223557,
-0.020322339609265327,
0.08853836357593536,
0.08578351140022278,
0.051031023263931274,
-0.08038239181041718,
0.05936143547296524,
0.05815209820866585,
0.027096830308437347,
0.06228506565093994,
-0.03552957624197006,
-0.0003072056861128658,
0.007891749031841755,
-0.038751598447561264,
0.005732079967856407,
-0.0037075255531817675,
-0.06052332744002342,
0.008381050080060959,
0.05935359001159668,
0.05641455575823784,
-0.011235149577260017,
0.06450118869543076,
0.018267203122377396,
-0.03528152033686638,
-0.007033917121589184,
0.035002682358026505,
0.015540730208158493,
-0.01951064169406891,
-0.06786521524190903,
0.02562662959098816,
0.06388357281684875,
-0.05228276178240776,
-0.027378080412745476,
-0.04303143918514252,
-0.046470772475004196,
-0.046473145484924316,
-0.016830386593937874,
0.031281717121601105,
0.008097163401544094,
0.0680573433637619,
-0.022073594853281975,
-0.05076121538877487,
0.06824861466884613,
-0.020311139523983,
-0.025717874988913536,
0.00733328890055418,
-0.007188946008682251,
2.6561009336989695e-33,
0.017789829522371292,
0.026593388989567757,
0.015431090258061886,
0.03510835021734238,
0.06696160137653351,
-0.025169238448143005,
-0.06481991708278656,
-0.037837911397218704,
-0.03907487168908119,
-0.021736392751336098,
-0.00959074031561613,
-0.026609791442751884,
-0.038777031004428864,
0.026490509510040283,
0.06791679561138153,
-0.03156411647796631,
-0.0026958035305142403,
0.01695512793958187,
-0.17225827276706696,
0.05285990238189697,
-0.022196127101778984,
-0.011478828266263008,
0.057668596506118774,
-0.07029291987419128,
0.16679821908473969,
-0.009357428178191185,
-0.018786733970046043,
0.0792824998497963,
-0.010470625013113022,
0.009219751693308353,
0.006631903350353241,
-0.004923261236399412,
0.017406046390533447,
0.09716727584600449,
0.002099313773214817,
-0.0030909632332623005,
-0.0844850093126297,
-0.07381249219179153,
-0.03079250268638134,
0.01806732825934887,
0.03946352377533913,
-0.012919223867356777,
-0.10522814840078354,
-0.00554083613678813,
-0.07705408334732056,
-0.09990986436605453,
-0.01954733207821846,
0.06330113857984543,
0.05075908079743385,
0.019756728783249855,
0.07992960512638092,
0.012381133623421192,
-0.09097503870725632,
0.02154674008488655,
-0.08362233638763428,
-0.010493753477931023,
-0.017581937834620476,
-0.01826123334467411,
0.048214614391326904,
0.12137159705162048,
-0.05828889459371567,
0.019740009680390358,
0.010703551582992077,
0.01627521775662899,
-0.04622814431786537,
-0.054934222251176834,
-0.04033823683857918,
0.04175712168216705,
0.04244174808263779,
0.011417475529015064,
0.03905224800109863,
0.003073862288147211,
-0.022918516770005226,
0.05280058830976486,
0.07176721841096878,
0.004873760975897312,
-0.08338969200849533,
-0.009577499702572823,
-0.03835795074701309,
-0.01844344288110733,
-0.0910857543349266,
0.062445804476737976,
0.0387212373316288,
-0.02915714494884014,
0.024390632286667824,
-0.04083356633782387,
-0.03401513397693634,
-0.017182061448693275,
-0.0018580674659460783,
0.019939960911870003,
-0.05182763934135437,
0.02493422105908394,
-0.15173451602458954,
0.017162080854177475,
0.041510917246341705,
-3.0494924241581332e-33,
-0.055602047592401505,
0.024323608726263046,
0.09601210802793503,
0.06973054260015488,
-0.06937260180711746,
-0.0792883038520813,
0.0064903367310762405,
-0.0854126363992691,
0.0787317082285881,
0.04751553386449814,
-0.11154434084892273,
-0.059960268437862396,
0.030972464010119438,
0.01610492914915085,
0.05439894646406174,
-0.07339218258857727,
0.03838680684566498,
-0.08745411038398743,
-0.03913149610161781,
-0.03583339974284172,
-0.007578709162771702,
0.017980407923460007,
-0.02400818280875683,
-0.02806611731648445,
-0.015980852767825127,
0.016701895743608475,
-0.02798851951956749,
-0.06896843016147614,
-0.0007533184252679348,
0.009960857219994068,
-0.02636929228901863,
-0.08320721238851547,
-0.017829762771725655,
-0.04986106604337692,
-0.007409550249576569,
0.02912830375134945,
0.05517423525452614,
0.04830130189657211,
-0.009872214868664742,
0.022801203653216362,
-0.0023825005628168583,
0.02619788981974125,
0.02270647883415222,
-0.033367495983839035,
-0.018277060240507126,
-0.011121358722448349,
0.01877845637500286,
0.09721962362527847,
-0.03924264386296272,
0.006089805159717798,
0.014621985144913197,
0.042298100888729095,
-0.051838990300893784,
0.025077365338802338,
0.05254058539867401,
-0.01110532134771347,
-0.0865449532866478,
0.006794793996959925,
0.03207667917013168,
0.0032238264102488756,
-0.06525885313749313,
-0.04526324197649956,
-0.030781736597418785,
0.10760703682899475,
0.04639587178826332,
-0.06579497456550598,
-0.019614700227975845,
-0.08088167756795883,
-0.03258131816983223,
0.03707735985517502,
0.02103591151535511,
0.02038715034723282,
-0.07968498766422272,
0.04241892695426941,
-0.06861133128404617,
-0.010570194572210312,
0.05131979286670685,
0.08445775508880615,
0.0565059520304203,
-0.015193223021924496,
0.05772704258561134,
-0.03766963630914688,
0.027192452922463417,
0.06903454661369324,
0.047258906066417694,
0.1005338802933693,
0.03985230252146721,
-0.017007147893309593,
0.03859962895512581,
0.0866977721452713,
0.04127680882811546,
0.04214506596326828,
-0.12784364819526672,
0.05461506545543671,
-0.08647353202104568,
-4.3725375320491366e-8,
-0.0840420350432396,
0.03726669400930405,
-0.03375277668237686,
0.018352651968598366,
0.000905010849237442,
0.02083013206720352,
0.14891096949577332,
0.1310771256685257,
-0.03746127709746361,
-0.05535348877310753,
0.04510610178112984,
-0.01575261540710926,
-0.05932983011007309,
0.002460443414747715,
-0.038824375718832016,
-0.04028361290693283,
0.01498266402631998,
0.011579584330320358,
-0.029875580221414566,
0.050412628799676895,
-0.07226471602916718,
0.04367741197347641,
-0.010119807906448841,
0.07081758975982666,
-0.017261093482375145,
-0.04125692695379257,
0.006988453213125467,
0.016323041170835495,
0.02740473859012127,
-0.11016734689474106,
0.01577463559806347,
0.02488032728433609,
0.052819911390542984,
-0.026922231540083885,
0.044169772416353226,
-0.054241690784692764,
-0.006751523818820715,
0.037763893604278564,
-0.0036237493623048067,
0.020069655030965805,
0.06560928374528885,
0.10067125409841537,
0.016156818717718124,
-0.005201173480600119,
0.07641961425542831,
0.0787007138133049,
-0.051255419850349426,
-0.018529335036873817,
-0.08266840875148773,
-0.09421110153198242,
-0.026650818064808846,
-0.03932962194085121,
-0.006857430096715689,
0.07570634037256241,
0.04032175987958908,
-0.004224760923534632,
0.016961798071861267,
-0.09171811491250992,
0.0670279860496521,
0.06214441731572151,
-0.06785942614078522,
-0.015231120400130749,
-0.027776213362812996,
0.0010502621298655868
] | null | null | null | null | null | null | null |
[
0.006244942080229521,
-0.04210181534290314,
0.0012865137541666627,
-0.023749573156237602,
0.07973290979862213,
-0.03399580717086792,
-0.041432857513427734,
-0.058654576539993286,
-0.09707599878311157,
-0.006879292894154787,
0.009599840268492699,
-0.05405164882540703,
0.034756775945425034,
0.009671098552644253,
-0.07979036867618561,
0.01926480419933796,
0.05037233605980873,
0.06598591059446335,
-0.05257108062505722,
-0.059806860983371735,
-0.019566871225833893,
0.026965918019413948,
0.041371170431375504,
-0.012851903215050697,
0.08857704699039459,
0.058301445096731186,
0.03134287893772125,
-0.07380904257297516,
-0.015004532411694527,
-0.00040554325096309185,
-0.027705783024430275,
-0.011138277128338814,
-0.01604400761425495,
0.02905813232064247,
-0.006960094440728426,
0.027953404933214188,
-0.000043643023673212156,
0.024141961708664894,
0.023020705208182335,
-0.021449601277709007,
-0.07238273322582245,
0.06949625164270401,
0.06989802420139313,
0.07050556689500809,
0.07246564328670502,
0.06146974116563797,
0.04549024999141693,
-0.025246040895581245,
-0.022446537390351295,
0.027687016874551773,
-0.06347186863422394,
0.0022807486820966005,
0.03440875560045242,
-0.04095149040222168,
-0.04259277880191803,
0.08514967560768127,
-0.02992437221109867,
-0.039477795362472534,
0.04612712189555168,
0.04704080522060394,
0.022199811413884163,
-0.07378248870372772,
0.003173807170242071,
-0.041933197528123856,
-0.0025668188463896513,
-0.008725732564926147,
0.009884009137749672,
-0.015665292739868164,
0.010809157975018024,
0.004844928625971079,
0.004834743216633797,
0.11374194175004959,
0.060392480343580246,
0.028640246018767357,
0.06047568470239639,
0.07610570639371872,
-0.01961342617869377,
-0.021231340244412422,
-0.049441803246736526,
-0.11114371567964554,
0.022914689034223557,
-0.020322339609265327,
0.08853836357593536,
0.08578351140022278,
0.051031023263931274,
-0.08038239181041718,
0.05936143547296524,
0.05815209820866585,
0.027096830308437347,
0.06228506565093994,
-0.03552957624197006,
-0.0003072056861128658,
0.007891749031841755,
-0.038751598447561264,
0.005732079967856407,
-0.0037075255531817675,
-0.06052332744002342,
0.008381050080060959,
0.05935359001159668,
0.05641455575823784,
-0.011235149577260017,
0.06450118869543076,
0.018267203122377396,
-0.03528152033686638,
-0.007033917121589184,
0.035002682358026505,
0.015540730208158493,
-0.01951064169406891,
-0.06786521524190903,
0.02562662959098816,
0.06388357281684875,
-0.05228276178240776,
-0.027378080412745476,
-0.04303143918514252,
-0.046470772475004196,
-0.046473145484924316,
-0.016830386593937874,
0.031281717121601105,
0.008097163401544094,
0.0680573433637619,
-0.022073594853281975,
-0.05076121538877487,
0.06824861466884613,
-0.020311139523983,
-0.025717874988913536,
0.00733328890055418,
-0.007188946008682251,
2.6561009336989695e-33,
0.017789829522371292,
0.026593388989567757,
0.015431090258061886,
0.03510835021734238,
0.06696160137653351,
-0.025169238448143005,
-0.06481991708278656,
-0.037837911397218704,
-0.03907487168908119,
-0.021736392751336098,
-0.00959074031561613,
-0.026609791442751884,
-0.038777031004428864,
0.026490509510040283,
0.06791679561138153,
-0.03156411647796631,
-0.0026958035305142403,
0.01695512793958187,
-0.17225827276706696,
0.05285990238189697,
-0.022196127101778984,
-0.011478828266263008,
0.057668596506118774,
-0.07029291987419128,
0.16679821908473969,
-0.009357428178191185,
-0.018786733970046043,
0.0792824998497963,
-0.010470625013113022,
0.009219751693308353,
0.006631903350353241,
-0.004923261236399412,
0.017406046390533447,
0.09716727584600449,
0.002099313773214817,
-0.0030909632332623005,
-0.0844850093126297,
-0.07381249219179153,
-0.03079250268638134,
0.01806732825934887,
0.03946352377533913,
-0.012919223867356777,
-0.10522814840078354,
-0.00554083613678813,
-0.07705408334732056,
-0.09990986436605453,
-0.01954733207821846,
0.06330113857984543,
0.05075908079743385,
0.019756728783249855,
0.07992960512638092,
0.012381133623421192,
-0.09097503870725632,
0.02154674008488655,
-0.08362233638763428,
-0.010493753477931023,
-0.017581937834620476,
-0.01826123334467411,
0.048214614391326904,
0.12137159705162048,
-0.05828889459371567,
0.019740009680390358,
0.010703551582992077,
0.01627521775662899,
-0.04622814431786537,
-0.054934222251176834,
-0.04033823683857918,
0.04175712168216705,
0.04244174808263779,
0.011417475529015064,
0.03905224800109863,
0.003073862288147211,
-0.022918516770005226,
0.05280058830976486,
0.07176721841096878,
0.004873760975897312,
-0.08338969200849533,
-0.009577499702572823,
-0.03835795074701309,
-0.01844344288110733,
-0.0910857543349266,
0.062445804476737976,
0.0387212373316288,
-0.02915714494884014,
0.024390632286667824,
-0.04083356633782387,
-0.03401513397693634,
-0.017182061448693275,
-0.0018580674659460783,
0.019939960911870003,
-0.05182763934135437,
0.02493422105908394,
-0.15173451602458954,
0.017162080854177475,
0.041510917246341705,
-3.0494924241581332e-33,
-0.055602047592401505,
0.024323608726263046,
0.09601210802793503,
0.06973054260015488,
-0.06937260180711746,
-0.0792883038520813,
0.0064903367310762405,
-0.0854126363992691,
0.0787317082285881,
0.04751553386449814,
-0.11154434084892273,
-0.059960268437862396,
0.030972464010119438,
0.01610492914915085,
0.05439894646406174,
-0.07339218258857727,
0.03838680684566498,
-0.08745411038398743,
-0.03913149610161781,
-0.03583339974284172,
-0.007578709162771702,
0.017980407923460007,
-0.02400818280875683,
-0.02806611731648445,
-0.015980852767825127,
0.016701895743608475,
-0.02798851951956749,
-0.06896843016147614,
-0.0007533184252679348,
0.009960857219994068,
-0.02636929228901863,
-0.08320721238851547,
-0.017829762771725655,
-0.04986106604337692,
-0.007409550249576569,
0.02912830375134945,
0.05517423525452614,
0.04830130189657211,
-0.009872214868664742,
0.022801203653216362,
-0.0023825005628168583,
0.02619788981974125,
0.02270647883415222,
-0.033367495983839035,
-0.018277060240507126,
-0.011121358722448349,
0.01877845637500286,
0.09721962362527847,
-0.03924264386296272,
0.006089805159717798,
0.014621985144913197,
0.042298100888729095,
-0.051838990300893784,
0.025077365338802338,
0.05254058539867401,
-0.01110532134771347,
-0.0865449532866478,
0.006794793996959925,
0.03207667917013168,
0.0032238264102488756,
-0.06525885313749313,
-0.04526324197649956,
-0.030781736597418785,
0.10760703682899475,
0.04639587178826332,
-0.06579497456550598,
-0.019614700227975845,
-0.08088167756795883,
-0.03258131816983223,
0.03707735985517502,
0.02103591151535511,
0.02038715034723282,
-0.07968498766422272,
0.04241892695426941,
-0.06861133128404617,
-0.010570194572210312,
0.05131979286670685,
0.08445775508880615,
0.0565059520304203,
-0.015193223021924496,
0.05772704258561134,
-0.03766963630914688,
0.027192452922463417,
0.06903454661369324,
0.047258906066417694,
0.1005338802933693,
0.03985230252146721,
-0.017007147893309593,
0.03859962895512581,
0.0866977721452713,
0.04127680882811546,
0.04214506596326828,
-0.12784364819526672,
0.05461506545543671,
-0.08647353202104568,
-4.3725375320491366e-8,
-0.0840420350432396,
0.03726669400930405,
-0.03375277668237686,
0.018352651968598366,
0.000905010849237442,
0.02083013206720352,
0.14891096949577332,
0.1310771256685257,
-0.03746127709746361,
-0.05535348877310753,
0.04510610178112984,
-0.01575261540710926,
-0.05932983011007309,
0.002460443414747715,
-0.038824375718832016,
-0.04028361290693283,
0.01498266402631998,
0.011579584330320358,
-0.029875580221414566,
0.050412628799676895,
-0.07226471602916718,
0.04367741197347641,
-0.010119807906448841,
0.07081758975982666,
-0.017261093482375145,
-0.04125692695379257,
0.006988453213125467,
0.016323041170835495,
0.02740473859012127,
-0.11016734689474106,
0.01577463559806347,
0.02488032728433609,
0.052819911390542984,
-0.026922231540083885,
0.044169772416353226,
-0.054241690784692764,
-0.006751523818820715,
0.037763893604278564,
-0.0036237493623048067,
0.020069655030965805,
0.06560928374528885,
0.10067125409841537,
0.016156818717718124,
-0.005201173480600119,
0.07641961425542831,
0.0787007138133049,
-0.051255419850349426,
-0.018529335036873817,
-0.08266840875148773,
-0.09421110153198242,
-0.026650818064808846,
-0.03932962194085121,
-0.006857430096715689,
0.07570634037256241,
0.04032175987958908,
-0.004224760923534632,
0.016961798071861267,
-0.09171811491250992,
0.0670279860496521,
0.06214441731572151,
-0.06785942614078522,
-0.015231120400130749,
-0.027776213362812996,
0.0010502621298655868
] |
1402.5139
|
Jian-Jun Shu
|
Jian-Jun Shu and Graham Wilks
|
Heat transfer in the flow of a cold, two-dimensional draining sheet over
a hot, horizontal cylinder
|
arXiv admin note: substantial text overlap with arXiv:1402.5014,
arXiv:1402.4386
|
European Journal of Mechanics B-Fluids, Vol. 28, No. 1, pp.
185-190, 2009
|
10.1016/j.euromechflu.2008.04.001
| null |
physics.flu-dyn
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The paper considers heat transfer characteristics of thin film flow over a
hot horizontal cylinder resulting from a cold vertical sheet of liquid falling
onto the surface. The underlying physical features of the developing film
thickness, velocity and temperature distributions have been illustrated by
numerical solutions of high accuracy for large Reynolds numbers using the
modified Keller box method. The solutions for film thickness distribution are
good agreement with those obtained using the Pohlhausen integral momentum
technique thus providing a basic confirmation of the validity of the results
presented.
|
[
{
"created": "Thu, 20 Feb 2014 15:18:22 GMT",
"version": "v1"
},
{
"created": "Mon, 3 Mar 2014 13:22:45 GMT",
"version": "v2"
}
] |
2014-03-04
|
[
[
"Shu",
"Jian-Jun",
""
],
[
"Wilks",
"Graham",
""
]
] |
[
-0.012834103778004646,
0.04026007279753685,
-0.0321519635617733,
-0.03796427324414253,
-0.025353144854307175,
-0.008962662890553474,
0.017265379428863525,
0.034811411052942276,
-0.008945642039179802,
-0.11081098020076752,
-0.0017770074773579836,
-0.030108170583844185,
0.042594168335199356,
0.04548236355185509,
-0.01663651503622532,
-0.0856596976518631,
-0.005752193741500378,
0.08937991410493851,
0.00012089152733096853,
-0.031866610050201416,
0.006258729845285416,
-0.011279885657131672,
-0.08805446326732635,
0.04911375790834427,
0.061182085424661636,
0.023380866274237633,
-0.011551229283213615,
-0.014743032865226269,
-0.02042515017092228,
0.031270384788513184,
-0.004267015960067511,
0.009710214100778103,
-0.08167079836130142,
0.012047596275806427,
0.05738098919391632,
-0.039579033851623535,
-0.06384635716676712,
-0.003428354626521468,
-0.10409417748451233,
0.03297162801027298,
-0.016742166131734848,
-0.01571820303797722,
0.10299510508775711,
0.029074858874082565,
0.03179631754755974,
0.07120361924171448,
0.004215486813336611,
0.07737825065851212,
-0.047945018857717514,
-0.0257958322763443,
-0.07037802040576935,
0.040360357612371445,
0.02986222691833973,
0.006543063558638096,
-0.0475996695458889,
-0.06550593674182892,
0.012660576030611992,
0.008225818164646626,
-0.021069081500172615,
0.06188947707414627,
0.008368270471692085,
-0.05516508221626282,
-0.017844216898083687,
-0.014501997269690037,
-0.03520911559462547,
-0.024447018280625343,
-0.08324217051267624,
0.0070799593813717365,
-0.090438112616539,
-0.0029489302542060614,
0.023281937465071678,
0.029603300616145134,
-0.015707602724432945,
-0.06588384509086609,
-0.013872802257537842,
-0.13063764572143555,
-0.0495334230363369,
-0.028262780979275703,
-0.10979519039392471,
0.08164187520742416,
0.08573953807353973,
-0.01873781904578209,
-0.07991889864206314,
0.01935512013733387,
-0.08794277161359787,
0.08291342109441757,
0.04361475259065628,
0.013337396085262299,
-0.07144776731729507,
0.06691668927669525,
0.06390170007944107,
0.06572672724723816,
-0.08858559280633926,
-0.030686842277646065,
-0.02345903404057026,
-0.014394949190318584,
-0.060472920536994934,
0.006623576860874891,
0.005797872319817543,
-0.08018724620342255,
-0.053263094276189804,
-0.0891401544213295,
0.00729063805192709,
0.10082925111055374,
0.04455830529332161,
0.10236108303070068,
0.060388125479221344,
-0.04309442266821861,
0.040788378566503525,
-0.028535345569252968,
-0.11200226098299026,
-0.002245302777737379,
-0.0389835350215435,
0.02927837334573269,
0.07611560821533203,
-0.07278695702552795,
-0.04974273964762688,
-0.03827620670199394,
-0.06822250038385391,
0.03383372724056244,
0.009906172752380371,
0.04375233128666878,
-0.06664130836725235,
0.03450259193778038,
-0.03977879136800766,
0.013268573209643364,
0.012046475894749165,
1.7640584029717566e-34,
-0.06779447942972183,
0.05267101526260376,
-0.08114553987979889,
0.06870201975107193,
-0.053065601736307144,
0.0018594905268400908,
0.032440803945064545,
0.041024111211299896,
0.04728839918971062,
-0.0043212068267166615,
0.010736099444329739,
0.019984275102615356,
-0.07179131358861923,
0.0035544177517294884,
-0.1222308799624443,
-0.01906353235244751,
-0.0007466470124199986,
-0.002901488682255149,
0.0025659482926130295,
0.11057770997285843,
0.009314808063209057,
0.02299271523952484,
0.048233602195978165,
-0.0014232646208256483,
0.006604337133467197,
-0.017751414328813553,
-0.007037348113954067,
-0.017569946125149727,
0.004531729035079479,
0.043650783598423004,
0.015361891128122807,
-0.10014555603265762,
-0.011768527328968048,
-0.032946810126304626,
-0.0347195528447628,
0.00009021256119012833,
-0.05187346413731575,
-0.007393212523311377,
0.028133073821663857,
0.10242737829685211,
-0.08530047535896301,
0.031786076724529266,
0.000607750378549099,
0.04000798985362053,
-0.04046016186475754,
-0.003989206161350012,
-0.025162285193800926,
0.0730019360780716,
0.024504920467734337,
-0.025864489376544952,
0.04489264264702797,
-0.07919326424598694,
0.016530005261301994,
-0.02243107557296753,
0.033857353031635284,
-0.055465713143348694,
-0.030838655307888985,
0.060891300439834595,
-0.046270254999399185,
0.022074449807405472,
-0.044717106968164444,
0.0668015107512474,
-0.055778712034225464,
-0.08325018733739853,
0.0589059479534626,
-0.003480606246739626,
-0.0005379930371418595,
0.06644522398710251,
0.03282400965690613,
-0.05793660506606102,
-0.004004209768027067,
0.0015167631208896637,
-0.04963638260960579,
0.00029520076350308955,
0.07818188518285751,
-0.006464286241680384,
0.043413013219833374,
0.004799378104507923,
0.13514307141304016,
0.012015825137495995,
-0.013047791086137295,
0.015203339979052544,
0.03715880587697029,
-0.10956019908189774,
-0.016969535499811172,
-0.031244631856679916,
-0.012115933932363987,
0.07156448811292648,
-0.0026161186397075653,
0.006913557182997465,
-0.019287796691060066,
-0.09895158559083939,
0.11141471564769745,
0.044091977179050446,
0.07845199108123779,
-1.9236033839275693e-33,
0.0022402203176170588,
-0.051798198372125626,
0.06655102968215942,
0.008777160197496414,
-0.057460423558950424,
0.01331106387078762,
0.05446452274918556,
0.09858208149671555,
0.018976518884301186,
-0.006711296271532774,
-0.00506577966734767,
0.009270962327718735,
-0.056420184671878815,
0.031304530799388885,
0.048156771808862686,
-0.07918324321508408,
-0.05094314366579056,
-0.04148640111088753,
-0.0038776667788624763,
-0.0005459003150463104,
-0.036847323179244995,
-0.026592666283249855,
-0.014009356498718262,
0.024185320362448692,
-0.02701518125832081,
-0.014488191343843937,
-0.010494986549019814,
-0.0014198396820574999,
-0.0019165846752002835,
0.03460322320461273,
0.02320941723883152,
-0.05447028577327728,
0.00588487833738327,
0.03702737018465996,
-0.0012700025690719485,
0.015102366916835308,
0.138590008020401,
0.04570569470524788,
0.0787121057510376,
-0.10898824781179428,
-0.03171458840370178,
-0.017027191817760468,
-0.023309366777539253,
-0.053951650857925415,
-0.015338525176048279,
0.08432769775390625,
-0.01713482476770878,
0.003352648811414838,
0.08165526390075684,
-0.006474473513662815,
-0.020836910232901573,
-0.013573754578828812,
0.027789868414402008,
0.031783245503902435,
0.017586158588528633,
0.0030909564811736345,
0.023648753762245178,
0.02520238608121872,
0.044214654713869095,
-0.02192211151123047,
0.028146889060735703,
0.07414315640926361,
-0.06275385618209839,
0.0011965250596404076,
0.004574337508529425,
0.06033257395029068,
0.003556625684723258,
-0.021653590723872185,
0.03668934479355812,
-0.003229082329198718,
-0.011603785678744316,
0.042698170989751816,
0.06300760805606842,
-0.04190710186958313,
-0.00264648231677711,
-0.009099862538278103,
0.019421517848968506,
0.018019312992691994,
0.00010582009417703375,
0.1156897246837616,
-0.0402342788875103,
0.06072426959872246,
0.014359286054968834,
-0.029323125258088112,
0.09370565414428711,
-0.1520538181066513,
-0.004569448996335268,
-0.0779222846031189,
0.014422819018363953,
0.027912529185414314,
0.0559217743575573,
0.011792057193815708,
0.04112309589982033,
-0.0005826577544212341,
-0.04420915246009827,
-3.9143660757190446e-8,
0.01672864332795143,
-0.0960417315363884,
0.03898269683122635,
-0.021147897467017174,
0.004809076432138681,
0.08110816031694412,
-0.10002964735031128,
0.008432283997535706,
0.10146860033273697,
-0.10451755672693253,
-0.03806892782449722,
0.007367150392383337,
0.028893865644931793,
-0.024498512968420982,
-0.004360498860478401,
-0.060549668967723846,
0.03865686058998108,
-0.08277709037065506,
0.09450401365756989,
-0.018546614795923233,
0.0673566460609436,
-0.015818485990166664,
0.08320756256580353,
0.016237838193774223,
-0.08557944744825363,
0.030764548107981682,
-0.033628154546022415,
0.003361467504873872,
0.07481812685728073,
-0.022683123126626015,
-0.09194916486740112,
-0.018482163548469543,
-0.030263841152191162,
0.055412594228982925,
0.14368540048599243,
-0.038938164710998535,
0.011699534952640533,
0.04881494492292404,
0.00646909000352025,
0.013802262023091316,
0.028945568948984146,
0.030031690374016762,
0.018518880009651184,
-0.043377138674259186,
0.15385019779205322,
-0.0020494223572313786,
0.02206464670598507,
-0.03665449097752571,
-0.0194596778601408,
0.014849084429442883,
-0.0011022362159565091,
0.04498811811208725,
-0.009647677652537823,
0.11905626207590103,
0.0009654316818341613,
-0.06233501806855202,
-0.06260412931442261,
-0.014092065393924713,
-0.031208928674459457,
-0.05860811471939087,
-0.05065000802278519,
0.042447589337825775,
-0.005227013025432825,
0.01953834854066372
] | null | null | null | null | null | null | null |
[
-0.012834103778004646,
0.04026007279753685,
-0.0321519635617733,
-0.03796427324414253,
-0.025353144854307175,
-0.008962662890553474,
0.017265379428863525,
0.034811411052942276,
-0.008945642039179802,
-0.11081098020076752,
-0.0017770074773579836,
-0.030108170583844185,
0.042594168335199356,
0.04548236355185509,
-0.01663651503622532,
-0.0856596976518631,
-0.005752193741500378,
0.08937991410493851,
0.00012089152733096853,
-0.031866610050201416,
0.006258729845285416,
-0.011279885657131672,
-0.08805446326732635,
0.04911375790834427,
0.061182085424661636,
0.023380866274237633,
-0.011551229283213615,
-0.014743032865226269,
-0.02042515017092228,
0.031270384788513184,
-0.004267015960067511,
0.009710214100778103,
-0.08167079836130142,
0.012047596275806427,
0.05738098919391632,
-0.039579033851623535,
-0.06384635716676712,
-0.003428354626521468,
-0.10409417748451233,
0.03297162801027298,
-0.016742166131734848,
-0.01571820303797722,
0.10299510508775711,
0.029074858874082565,
0.03179631754755974,
0.07120361924171448,
0.004215486813336611,
0.07737825065851212,
-0.047945018857717514,
-0.0257958322763443,
-0.07037802040576935,
0.040360357612371445,
0.02986222691833973,
0.006543063558638096,
-0.0475996695458889,
-0.06550593674182892,
0.012660576030611992,
0.008225818164646626,
-0.021069081500172615,
0.06188947707414627,
0.008368270471692085,
-0.05516508221626282,
-0.017844216898083687,
-0.014501997269690037,
-0.03520911559462547,
-0.024447018280625343,
-0.08324217051267624,
0.0070799593813717365,
-0.090438112616539,
-0.0029489302542060614,
0.023281937465071678,
0.029603300616145134,
-0.015707602724432945,
-0.06588384509086609,
-0.013872802257537842,
-0.13063764572143555,
-0.0495334230363369,
-0.028262780979275703,
-0.10979519039392471,
0.08164187520742416,
0.08573953807353973,
-0.01873781904578209,
-0.07991889864206314,
0.01935512013733387,
-0.08794277161359787,
0.08291342109441757,
0.04361475259065628,
0.013337396085262299,
-0.07144776731729507,
0.06691668927669525,
0.06390170007944107,
0.06572672724723816,
-0.08858559280633926,
-0.030686842277646065,
-0.02345903404057026,
-0.014394949190318584,
-0.060472920536994934,
0.006623576860874891,
0.005797872319817543,
-0.08018724620342255,
-0.053263094276189804,
-0.0891401544213295,
0.00729063805192709,
0.10082925111055374,
0.04455830529332161,
0.10236108303070068,
0.060388125479221344,
-0.04309442266821861,
0.040788378566503525,
-0.028535345569252968,
-0.11200226098299026,
-0.002245302777737379,
-0.0389835350215435,
0.02927837334573269,
0.07611560821533203,
-0.07278695702552795,
-0.04974273964762688,
-0.03827620670199394,
-0.06822250038385391,
0.03383372724056244,
0.009906172752380371,
0.04375233128666878,
-0.06664130836725235,
0.03450259193778038,
-0.03977879136800766,
0.013268573209643364,
0.012046475894749165,
1.7640584029717566e-34,
-0.06779447942972183,
0.05267101526260376,
-0.08114553987979889,
0.06870201975107193,
-0.053065601736307144,
0.0018594905268400908,
0.032440803945064545,
0.041024111211299896,
0.04728839918971062,
-0.0043212068267166615,
0.010736099444329739,
0.019984275102615356,
-0.07179131358861923,
0.0035544177517294884,
-0.1222308799624443,
-0.01906353235244751,
-0.0007466470124199986,
-0.002901488682255149,
0.0025659482926130295,
0.11057770997285843,
0.009314808063209057,
0.02299271523952484,
0.048233602195978165,
-0.0014232646208256483,
0.006604337133467197,
-0.017751414328813553,
-0.007037348113954067,
-0.017569946125149727,
0.004531729035079479,
0.043650783598423004,
0.015361891128122807,
-0.10014555603265762,
-0.011768527328968048,
-0.032946810126304626,
-0.0347195528447628,
0.00009021256119012833,
-0.05187346413731575,
-0.007393212523311377,
0.028133073821663857,
0.10242737829685211,
-0.08530047535896301,
0.031786076724529266,
0.000607750378549099,
0.04000798985362053,
-0.04046016186475754,
-0.003989206161350012,
-0.025162285193800926,
0.0730019360780716,
0.024504920467734337,
-0.025864489376544952,
0.04489264264702797,
-0.07919326424598694,
0.016530005261301994,
-0.02243107557296753,
0.033857353031635284,
-0.055465713143348694,
-0.030838655307888985,
0.060891300439834595,
-0.046270254999399185,
0.022074449807405472,
-0.044717106968164444,
0.0668015107512474,
-0.055778712034225464,
-0.08325018733739853,
0.0589059479534626,
-0.003480606246739626,
-0.0005379930371418595,
0.06644522398710251,
0.03282400965690613,
-0.05793660506606102,
-0.004004209768027067,
0.0015167631208896637,
-0.04963638260960579,
0.00029520076350308955,
0.07818188518285751,
-0.006464286241680384,
0.043413013219833374,
0.004799378104507923,
0.13514307141304016,
0.012015825137495995,
-0.013047791086137295,
0.015203339979052544,
0.03715880587697029,
-0.10956019908189774,
-0.016969535499811172,
-0.031244631856679916,
-0.012115933932363987,
0.07156448811292648,
-0.0026161186397075653,
0.006913557182997465,
-0.019287796691060066,
-0.09895158559083939,
0.11141471564769745,
0.044091977179050446,
0.07845199108123779,
-1.9236033839275693e-33,
0.0022402203176170588,
-0.051798198372125626,
0.06655102968215942,
0.008777160197496414,
-0.057460423558950424,
0.01331106387078762,
0.05446452274918556,
0.09858208149671555,
0.018976518884301186,
-0.006711296271532774,
-0.00506577966734767,
0.009270962327718735,
-0.056420184671878815,
0.031304530799388885,
0.048156771808862686,
-0.07918324321508408,
-0.05094314366579056,
-0.04148640111088753,
-0.0038776667788624763,
-0.0005459003150463104,
-0.036847323179244995,
-0.026592666283249855,
-0.014009356498718262,
0.024185320362448692,
-0.02701518125832081,
-0.014488191343843937,
-0.010494986549019814,
-0.0014198396820574999,
-0.0019165846752002835,
0.03460322320461273,
0.02320941723883152,
-0.05447028577327728,
0.00588487833738327,
0.03702737018465996,
-0.0012700025690719485,
0.015102366916835308,
0.138590008020401,
0.04570569470524788,
0.0787121057510376,
-0.10898824781179428,
-0.03171458840370178,
-0.017027191817760468,
-0.023309366777539253,
-0.053951650857925415,
-0.015338525176048279,
0.08432769775390625,
-0.01713482476770878,
0.003352648811414838,
0.08165526390075684,
-0.006474473513662815,
-0.020836910232901573,
-0.013573754578828812,
0.027789868414402008,
0.031783245503902435,
0.017586158588528633,
0.0030909564811736345,
0.023648753762245178,
0.02520238608121872,
0.044214654713869095,
-0.02192211151123047,
0.028146889060735703,
0.07414315640926361,
-0.06275385618209839,
0.0011965250596404076,
0.004574337508529425,
0.06033257395029068,
0.003556625684723258,
-0.021653590723872185,
0.03668934479355812,
-0.003229082329198718,
-0.011603785678744316,
0.042698170989751816,
0.06300760805606842,
-0.04190710186958313,
-0.00264648231677711,
-0.009099862538278103,
0.019421517848968506,
0.018019312992691994,
0.00010582009417703375,
0.1156897246837616,
-0.0402342788875103,
0.06072426959872246,
0.014359286054968834,
-0.029323125258088112,
0.09370565414428711,
-0.1520538181066513,
-0.004569448996335268,
-0.0779222846031189,
0.014422819018363953,
0.027912529185414314,
0.0559217743575573,
0.011792057193815708,
0.04112309589982033,
-0.0005826577544212341,
-0.04420915246009827,
-3.9143660757190446e-8,
0.01672864332795143,
-0.0960417315363884,
0.03898269683122635,
-0.021147897467017174,
0.004809076432138681,
0.08110816031694412,
-0.10002964735031128,
0.008432283997535706,
0.10146860033273697,
-0.10451755672693253,
-0.03806892782449722,
0.007367150392383337,
0.028893865644931793,
-0.024498512968420982,
-0.004360498860478401,
-0.060549668967723846,
0.03865686058998108,
-0.08277709037065506,
0.09450401365756989,
-0.018546614795923233,
0.0673566460609436,
-0.015818485990166664,
0.08320756256580353,
0.016237838193774223,
-0.08557944744825363,
0.030764548107981682,
-0.033628154546022415,
0.003361467504873872,
0.07481812685728073,
-0.022683123126626015,
-0.09194916486740112,
-0.018482163548469543,
-0.030263841152191162,
0.055412594228982925,
0.14368540048599243,
-0.038938164710998535,
0.011699534952640533,
0.04881494492292404,
0.00646909000352025,
0.013802262023091316,
0.028945568948984146,
0.030031690374016762,
0.018518880009651184,
-0.043377138674259186,
0.15385019779205322,
-0.0020494223572313786,
0.02206464670598507,
-0.03665449097752571,
-0.0194596778601408,
0.014849084429442883,
-0.0011022362159565091,
0.04498811811208725,
-0.009647677652537823,
0.11905626207590103,
0.0009654316818341613,
-0.06233501806855202,
-0.06260412931442261,
-0.014092065393924713,
-0.031208928674459457,
-0.05860811471939087,
-0.05065000802278519,
0.042447589337825775,
-0.005227013025432825,
0.01953834854066372
] |
1402.5155
|
Marta Santos
|
M. D. Santos, S. N. Dorogovtsev, J. F. F. Mendes
|
Biased imitation in coupled evolutionary games in interdependent
networks
|
20 pages, 8 figures
|
Scientific Reports 4, 4436 (2014)
|
10.1038/srep04436
| null |
physics.soc-ph q-bio.PE
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We explore the evolutionary dynamics of two games - the Prisoner's Dilemma
and the Snowdrift Game - played within distinct networks (layers) of
interdependent networks. In these networks imitation and interaction between
individuals of opposite layers is established through interlinks. We explore an
update rule in which revision of strategies is a biased imitation process:
individuals imitate neighbors from the same layer with probability p, and
neighbors from the second layer with complementary probability 1 - p. We
demonstrate that a small decrease of p from p = 1 (which corresponds to
forbidding strategy transfer between layers) is sufficient to promote
cooperation in the Prisoner's Dilemma subpopulation. This, on the other hand,
is detrimental for cooperation in the Snowdrift Game subpopulation. We provide
results of extensive computer simulations for the case in which layers are
modelled as regular random networks, and support this study with analytical
results for coupled well-mixed populations.
|
[
{
"created": "Thu, 20 Feb 2014 21:54:05 GMT",
"version": "v1"
},
{
"created": "Sat, 22 Mar 2014 11:29:21 GMT",
"version": "v2"
}
] |
2014-04-10
|
[
[
"Santos",
"M. D.",
""
],
[
"Dorogovtsev",
"S. N.",
""
],
[
"Mendes",
"J. F. F.",
""
]
] |
[
-0.019022798165678978,
-0.07392604649066925,
0.031935207545757294,
-0.03896375745534897,
0.05177316069602966,
0.060129109770059586,
-0.003498887177556753,
-0.0289893988519907,
0.06308908015489578,
0.0320436917245388,
-0.02524702064692974,
0.03973596915602684,
0.03207119554281235,
-0.007222623098641634,
-0.03284825012087822,
-0.036943595856428146,
-0.008161783218383789,
-0.01761486753821373,
-0.00012155519652878866,
0.01157192513346672,
-0.05605648085474968,
-0.13342195749282837,
0.05072075128555298,
-0.0791994258761406,
-0.0017624424071982503,
-0.03026827611029148,
-0.01771440915763378,
0.03558707609772682,
0.007161697372794151,
-0.013734248466789722,
0.0422435887157917,
-0.004945104941725731,
0.04062454029917717,
-0.013696607202291489,
-0.10024848580360413,
0.08422265201807022,
-0.08030514419078827,
-0.01721256412565708,
0.005933738313615322,
0.03527643531560898,
0.05086278170347214,
0.03345383331179619,
-0.025646958500146866,
0.018797416239976883,
-0.04230911284685135,
-0.011224184185266495,
-0.1104731485247612,
0.029162023216485977,
-0.0677591860294342,
-0.01605946570634842,
-0.024058189243078232,
0.02058827504515648,
-0.010866839438676834,
0.03832060471177101,
0.11237628757953644,
0.022523576393723488,
0.036919910460710526,
0.03551269322633743,
0.01018795557320118,
-0.0574013777077198,
0.061055898666381836,
-0.008287840522825718,
-0.042751770466566086,
0.0459563285112381,
0.10152912884950638,
0.03566524386405945,
-0.013210992328822613,
0.09627831727266312,
-0.01097632385790348,
-0.0353417694568634,
0.048718106001615524,
0.016889896243810654,
-0.09369400143623352,
0.0023472823668271303,
0.06334188580513,
0.032985128462314606,
-0.03157860040664673,
0.03268637880682945,
-0.045614585280418396,
-0.051108814775943756,
0.01104469783604145,
-0.021876540035009384,
0.026993075385689735,
0.008196678943932056,
0.042848847806453705,
-0.10098976641893387,
-0.04813491553068161,
-0.06854525953531265,
0.15194383263587952,
-0.029219046235084534,
-0.11825581640005112,
0.10288504511117935,
0.0455489344894886,
0.0036175681743770838,
-0.041123390197753906,
0.053498752415180206,
0.009736087173223495,
0.0064748735167086124,
-0.03791825845837593,
0.0773702934384346,
-0.0007559878285974264,
-0.021618856117129326,
-0.015311009250581264,
-0.017934223636984825,
0.04587352275848389,
0.012238387949764729,
-0.017595481127500534,
-0.04911443591117859,
0.015281032770872116,
0.01087859459221363,
-0.00791348610073328,
0.028862498700618744,
0.03803807497024536,
0.09112277626991272,
-0.006885594222694635,
-0.05878372862935066,
-0.002844626549631357,
0.04757910221815109,
-0.11871135234832764,
0.06568592041730881,
0.00938998069614172,
-0.026870355010032654,
-0.019500788301229477,
-0.039311353117227554,
-0.031121591106057167,
0.04436898231506348,
-0.02066984586417675,
-5.343114521924184e-34,
0.04923275113105774,
-0.09185456484556198,
-0.016655176877975464,
0.06945193558931351,
0.04152018949389458,
-0.0870240330696106,
0.030542783439159393,
-0.03418068215250969,
-0.07187806814908981,
-0.006509223021566868,
-0.06192789226770401,
0.01840898022055626,
-0.028319789096713066,
0.058270182460546494,
0.057840850204229355,
0.00008714627620065585,
-0.0708046481013298,
-0.013282078318297863,
0.04321037977933884,
-0.024252869188785553,
0.10486108064651489,
0.016439812257885933,
0.033260930329561234,
-0.017791032791137695,
-0.017266521230340004,
-0.02396373823285103,
-0.05864029377698898,
-0.05166853964328766,
0.09133737534284592,
-0.007951525039970875,
0.006399907637387514,
0.0061486465856432915,
-0.04087424650788307,
0.02936452627182007,
0.03717242181301117,
0.10624527931213379,
0.06112413853406906,
-0.03217164799571037,
-0.0399777851998806,
0.019420664757490158,
-0.0072432225570082664,
-0.04647623375058174,
0.01934869959950447,
-0.018590588122606277,
0.01049716118723154,
-0.08713706582784653,
0.04722728580236435,
-0.04718799516558647,
-0.07362179458141327,
0.021314362064003944,
-0.011121813207864761,
-0.006185473408550024,
0.029397590085864067,
-0.051109056919813156,
-0.03596269339323044,
0.007251298055052757,
0.009506523609161377,
0.05899322032928467,
-0.042846109718084335,
0.052261922508478165,
0.06895352154970169,
-0.024382080882787704,
0.04451063275337219,
-0.030437208712100983,
0.011123495176434517,
0.07056780159473419,
-0.02903146483004093,
0.014496817253530025,
0.10660594701766968,
-0.05871064215898514,
0.0423806831240654,
0.05071333423256874,
-0.05164055526256561,
-0.00884188897907734,
0.011039172299206257,
0.020618274807929993,
-0.02298695594072342,
-0.012675155885517597,
0.0044240765273571014,
-0.016818778589367867,
-0.018010666593909264,
-0.0698946863412857,
-0.13819563388824463,
-0.005070670507848263,
-0.10706689953804016,
-0.01129076350480318,
0.055414240807294846,
-0.04223703593015671,
0.015120047144591808,
0.030463553965091705,
-0.006180599331855774,
-0.04254971072077751,
0.010570184327661991,
0.012493317015469074,
0.08973762392997742,
-2.408243725395267e-33,
-0.049445971846580505,
-0.0631624162197113,
0.006365922279655933,
-0.01896432787179947,
-0.023710697889328003,
0.04199400544166565,
0.021904433146119118,
-0.049835748970508575,
-0.054026782512664795,
0.023925403133034706,
-0.0848027765750885,
0.07399238646030426,
0.12040381133556366,
0.018796931952238083,
0.0034851008094847202,
-0.09652386605739594,
0.05275609344244003,
0.11112572997808456,
0.024347025901079178,
-0.06386975944042206,
0.08943385630846024,
0.0026641404256224632,
-0.07775744795799255,
-0.0029094298370182514,
0.0866302028298378,
0.05692559480667114,
-0.011175185441970825,
0.018819503486156464,
0.013667297549545765,
0.0898449495434761,
-0.039628658443689346,
-0.019854580983519554,
-0.018111538141965866,
-0.010948331095278263,
0.05800504609942436,
0.13376057147979736,
0.04273771494626999,
0.05622111260890961,
-0.10506820678710938,
-0.05173719674348831,
-0.0590820349752903,
-0.10480985045433044,
-0.09225520491600037,
0.054938241839408875,
0.06263834983110428,
0.021208886057138443,
-0.06918392330408096,
-0.009886937215924263,
0.011790071614086628,
-0.02369668334722519,
0.037427082657814026,
0.10550889372825623,
-0.06121622025966644,
-0.04728534817695618,
-0.06868035346269608,
-0.01671755313873291,
-0.04166173189878464,
0.057663094252347946,
0.056811340153217316,
0.00013333422248251736,
-0.039863307029008865,
-0.010062734596431255,
-0.07613041251897812,
0.008985469117760658,
-0.04526413977146149,
-0.028381243348121643,
-0.045225951820611954,
-0.050680093467235565,
0.057119157165288925,
0.003755757585167885,
-0.0039100684225559235,
0.05373236909508705,
0.022334935143589973,
-0.10170990973711014,
0.07239045947790146,
0.01870075985789299,
0.008875523693859577,
0.11680513620376587,
-0.016822021454572678,
0.022032130509614944,
-0.06269277632236481,
0.055280428379774094,
0.06728500872850418,
0.010389771312475204,
-0.00164601590950042,
0.0024279046338051558,
0.0363241508603096,
0.03501036763191223,
-0.055153410881757736,
-0.037118468433618546,
0.051006052643060684,
-0.0024451352655887604,
0.05788208171725273,
-0.04892314225435257,
-0.02756028063595295,
-4.5726419983793676e-8,
0.011124720796942711,
0.0971379280090332,
0.08813931792974472,
0.07229071110486984,
0.01716606132686138,
0.07149334251880646,
-0.017711563035845757,
-0.09251632541418076,
-0.0685458555817604,
0.04535472393035889,
0.005573454312980175,
0.11470474302768707,
0.06643547862768173,
-0.014812957495450974,
0.017282262444496155,
0.04352694749832153,
-0.055214643478393555,
-0.06305469572544098,
-0.03448086231946945,
0.04604705423116684,
-0.04083817079663277,
-0.04947487637400627,
-0.055611394345760345,
0.02169102430343628,
-0.04464251920580864,
-0.014530887827277184,
-0.0572894923388958,
-0.07254212349653244,
0.04096158593893051,
0.04064019024372101,
-0.04717922955751419,
-0.010708381421864033,
0.004487364552915096,
-0.022345712408423424,
0.03778516501188278,
0.07176243513822556,
-0.019751062616705894,
0.007444179151207209,
0.0023158364929258823,
-0.04704475775361061,
-0.03561975061893463,
-0.007826628163456917,
-0.01748676411807537,
0.012762278318405151,
0.05339699238538742,
0.025267763063311577,
-0.035146694630384445,
-0.04489803686738014,
0.03241055831313133,
-0.05722220242023468,
0.010840144008398056,
-0.07188775390386581,
-0.08697624504566193,
-0.004575209692120552,
0.0628790631890297,
-0.02234363928437233,
-0.03030279092490673,
-0.024923691526055336,
0.059527672827243805,
0.027534235268831253,
-0.007303921971470118,
0.02152916043996811,
-0.09136862307786942,
-0.08452427387237549
] | null | null | null | null | null | null | null |
[
-0.019022798165678978,
-0.07392604649066925,
0.031935207545757294,
-0.03896375745534897,
0.05177316069602966,
0.060129109770059586,
-0.003498887177556753,
-0.0289893988519907,
0.06308908015489578,
0.0320436917245388,
-0.02524702064692974,
0.03973596915602684,
0.03207119554281235,
-0.007222623098641634,
-0.03284825012087822,
-0.036943595856428146,
-0.008161783218383789,
-0.01761486753821373,
-0.00012155519652878866,
0.01157192513346672,
-0.05605648085474968,
-0.13342195749282837,
0.05072075128555298,
-0.0791994258761406,
-0.0017624424071982503,
-0.03026827611029148,
-0.01771440915763378,
0.03558707609772682,
0.007161697372794151,
-0.013734248466789722,
0.0422435887157917,
-0.004945104941725731,
0.04062454029917717,
-0.013696607202291489,
-0.10024848580360413,
0.08422265201807022,
-0.08030514419078827,
-0.01721256412565708,
0.005933738313615322,
0.03527643531560898,
0.05086278170347214,
0.03345383331179619,
-0.025646958500146866,
0.018797416239976883,
-0.04230911284685135,
-0.011224184185266495,
-0.1104731485247612,
0.029162023216485977,
-0.0677591860294342,
-0.01605946570634842,
-0.024058189243078232,
0.02058827504515648,
-0.010866839438676834,
0.03832060471177101,
0.11237628757953644,
0.022523576393723488,
0.036919910460710526,
0.03551269322633743,
0.01018795557320118,
-0.0574013777077198,
0.061055898666381836,
-0.008287840522825718,
-0.042751770466566086,
0.0459563285112381,
0.10152912884950638,
0.03566524386405945,
-0.013210992328822613,
0.09627831727266312,
-0.01097632385790348,
-0.0353417694568634,
0.048718106001615524,
0.016889896243810654,
-0.09369400143623352,
0.0023472823668271303,
0.06334188580513,
0.032985128462314606,
-0.03157860040664673,
0.03268637880682945,
-0.045614585280418396,
-0.051108814775943756,
0.01104469783604145,
-0.021876540035009384,
0.026993075385689735,
0.008196678943932056,
0.042848847806453705,
-0.10098976641893387,
-0.04813491553068161,
-0.06854525953531265,
0.15194383263587952,
-0.029219046235084534,
-0.11825581640005112,
0.10288504511117935,
0.0455489344894886,
0.0036175681743770838,
-0.041123390197753906,
0.053498752415180206,
0.009736087173223495,
0.0064748735167086124,
-0.03791825845837593,
0.0773702934384346,
-0.0007559878285974264,
-0.021618856117129326,
-0.015311009250581264,
-0.017934223636984825,
0.04587352275848389,
0.012238387949764729,
-0.017595481127500534,
-0.04911443591117859,
0.015281032770872116,
0.01087859459221363,
-0.00791348610073328,
0.028862498700618744,
0.03803807497024536,
0.09112277626991272,
-0.006885594222694635,
-0.05878372862935066,
-0.002844626549631357,
0.04757910221815109,
-0.11871135234832764,
0.06568592041730881,
0.00938998069614172,
-0.026870355010032654,
-0.019500788301229477,
-0.039311353117227554,
-0.031121591106057167,
0.04436898231506348,
-0.02066984586417675,
-5.343114521924184e-34,
0.04923275113105774,
-0.09185456484556198,
-0.016655176877975464,
0.06945193558931351,
0.04152018949389458,
-0.0870240330696106,
0.030542783439159393,
-0.03418068215250969,
-0.07187806814908981,
-0.006509223021566868,
-0.06192789226770401,
0.01840898022055626,
-0.028319789096713066,
0.058270182460546494,
0.057840850204229355,
0.00008714627620065585,
-0.0708046481013298,
-0.013282078318297863,
0.04321037977933884,
-0.024252869188785553,
0.10486108064651489,
0.016439812257885933,
0.033260930329561234,
-0.017791032791137695,
-0.017266521230340004,
-0.02396373823285103,
-0.05864029377698898,
-0.05166853964328766,
0.09133737534284592,
-0.007951525039970875,
0.006399907637387514,
0.0061486465856432915,
-0.04087424650788307,
0.02936452627182007,
0.03717242181301117,
0.10624527931213379,
0.06112413853406906,
-0.03217164799571037,
-0.0399777851998806,
0.019420664757490158,
-0.0072432225570082664,
-0.04647623375058174,
0.01934869959950447,
-0.018590588122606277,
0.01049716118723154,
-0.08713706582784653,
0.04722728580236435,
-0.04718799516558647,
-0.07362179458141327,
0.021314362064003944,
-0.011121813207864761,
-0.006185473408550024,
0.029397590085864067,
-0.051109056919813156,
-0.03596269339323044,
0.007251298055052757,
0.009506523609161377,
0.05899322032928467,
-0.042846109718084335,
0.052261922508478165,
0.06895352154970169,
-0.024382080882787704,
0.04451063275337219,
-0.030437208712100983,
0.011123495176434517,
0.07056780159473419,
-0.02903146483004093,
0.014496817253530025,
0.10660594701766968,
-0.05871064215898514,
0.0423806831240654,
0.05071333423256874,
-0.05164055526256561,
-0.00884188897907734,
0.011039172299206257,
0.020618274807929993,
-0.02298695594072342,
-0.012675155885517597,
0.0044240765273571014,
-0.016818778589367867,
-0.018010666593909264,
-0.0698946863412857,
-0.13819563388824463,
-0.005070670507848263,
-0.10706689953804016,
-0.01129076350480318,
0.055414240807294846,
-0.04223703593015671,
0.015120047144591808,
0.030463553965091705,
-0.006180599331855774,
-0.04254971072077751,
0.010570184327661991,
0.012493317015469074,
0.08973762392997742,
-2.408243725395267e-33,
-0.049445971846580505,
-0.0631624162197113,
0.006365922279655933,
-0.01896432787179947,
-0.023710697889328003,
0.04199400544166565,
0.021904433146119118,
-0.049835748970508575,
-0.054026782512664795,
0.023925403133034706,
-0.0848027765750885,
0.07399238646030426,
0.12040381133556366,
0.018796931952238083,
0.0034851008094847202,
-0.09652386605739594,
0.05275609344244003,
0.11112572997808456,
0.024347025901079178,
-0.06386975944042206,
0.08943385630846024,
0.0026641404256224632,
-0.07775744795799255,
-0.0029094298370182514,
0.0866302028298378,
0.05692559480667114,
-0.011175185441970825,
0.018819503486156464,
0.013667297549545765,
0.0898449495434761,
-0.039628658443689346,
-0.019854580983519554,
-0.018111538141965866,
-0.010948331095278263,
0.05800504609942436,
0.13376057147979736,
0.04273771494626999,
0.05622111260890961,
-0.10506820678710938,
-0.05173719674348831,
-0.0590820349752903,
-0.10480985045433044,
-0.09225520491600037,
0.054938241839408875,
0.06263834983110428,
0.021208886057138443,
-0.06918392330408096,
-0.009886937215924263,
0.011790071614086628,
-0.02369668334722519,
0.037427082657814026,
0.10550889372825623,
-0.06121622025966644,
-0.04728534817695618,
-0.06868035346269608,
-0.01671755313873291,
-0.04166173189878464,
0.057663094252347946,
0.056811340153217316,
0.00013333422248251736,
-0.039863307029008865,
-0.010062734596431255,
-0.07613041251897812,
0.008985469117760658,
-0.04526413977146149,
-0.028381243348121643,
-0.045225951820611954,
-0.050680093467235565,
0.057119157165288925,
0.003755757585167885,
-0.0039100684225559235,
0.05373236909508705,
0.022334935143589973,
-0.10170990973711014,
0.07239045947790146,
0.01870075985789299,
0.008875523693859577,
0.11680513620376587,
-0.016822021454572678,
0.022032130509614944,
-0.06269277632236481,
0.055280428379774094,
0.06728500872850418,
0.010389771312475204,
-0.00164601590950042,
0.0024279046338051558,
0.0363241508603096,
0.03501036763191223,
-0.055153410881757736,
-0.037118468433618546,
0.051006052643060684,
-0.0024451352655887604,
0.05788208171725273,
-0.04892314225435257,
-0.02756028063595295,
-4.5726419983793676e-8,
0.011124720796942711,
0.0971379280090332,
0.08813931792974472,
0.07229071110486984,
0.01716606132686138,
0.07149334251880646,
-0.017711563035845757,
-0.09251632541418076,
-0.0685458555817604,
0.04535472393035889,
0.005573454312980175,
0.11470474302768707,
0.06643547862768173,
-0.014812957495450974,
0.017282262444496155,
0.04352694749832153,
-0.055214643478393555,
-0.06305469572544098,
-0.03448086231946945,
0.04604705423116684,
-0.04083817079663277,
-0.04947487637400627,
-0.055611394345760345,
0.02169102430343628,
-0.04464251920580864,
-0.014530887827277184,
-0.0572894923388958,
-0.07254212349653244,
0.04096158593893051,
0.04064019024372101,
-0.04717922955751419,
-0.010708381421864033,
0.004487364552915096,
-0.022345712408423424,
0.03778516501188278,
0.07176243513822556,
-0.019751062616705894,
0.007444179151207209,
0.0023158364929258823,
-0.04704475775361061,
-0.03561975061893463,
-0.007826628163456917,
-0.01748676411807537,
0.012762278318405151,
0.05339699238538742,
0.025267763063311577,
-0.035146694630384445,
-0.04489803686738014,
0.03241055831313133,
-0.05722220242023468,
0.010840144008398056,
-0.07188775390386581,
-0.08697624504566193,
-0.004575209692120552,
0.0628790631890297,
-0.02234363928437233,
-0.03030279092490673,
-0.024923691526055336,
0.059527672827243805,
0.027534235268831253,
-0.007303921971470118,
0.02152916043996811,
-0.09136862307786942,
-0.08452427387237549
] |
1402.5159
|
Yi-Hsieh Wang
|
Yi-Hsieh Wang and Brandon M. Anderson and Charles W. Clark
|
Spinor Bose-Einstein Condensates of Positronium
|
14 pages, 9 figures
|
Phys. Rev. A 89, 043624 (2014)
|
10.1103/PhysRevA.89.043624
| null |
cond-mat.quant-gas physics.atom-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Bose-Einstein condensates (BECs) of positronium (Ps) have been of
experimental and theoretical interest due to their potential application as the
gain medium of a $\gamma$-ray laser. Ps BECs are intrinsically spinor due to
the presence of ortho-positronium (o-Ps) and para-positronium (p-Ps), whose
annihilation lifetimes differ by three orders of magnitude. In this paper, we
study the spinor dynamics and annihilation processes in the p-Ps/o-Ps system
using both solutions of the time-dependent Gross-Pitaevskii equations and a
semiclassical rate-equation approach. The spinor interactions have an $O(4)$
symmetry which is broken to $SO(3)$ by an internal energy difference between
o-Ps and p-Ps. For an initially unpolarized condensate, there is a threshold
density of $\approx 10^{19}$ cm$^{-3}$ at which spin mixing between o-Ps and
p-Ps occurs. Beyond this threshold, there are unstable spatial modes
accompanied by spin mixing. To ensure a high production yield above the
critical density, a careful choice of external field must be made to avoid the
spin mixing instability.
|
[
{
"created": "Thu, 20 Feb 2014 22:24:34 GMT",
"version": "v1"
},
{
"created": "Mon, 13 Apr 2015 19:44:45 GMT",
"version": "v2"
}
] |
2015-04-14
|
[
[
"Wang",
"Yi-Hsieh",
""
],
[
"Anderson",
"Brandon M.",
""
],
[
"Clark",
"Charles W.",
""
]
] |
[
-0.08560952544212341,
-0.042296335101127625,
-0.054113633930683136,
0.04260113090276718,
-0.013491744175553322,
-0.02634117379784584,
0.01478328462690115,
-0.016125746071338654,
0.08312386274337769,
-0.018264876678586006,
-0.024529466405510902,
0.0649036094546318,
-0.07001063972711563,
-0.00007922919758129865,
0.06557352840900421,
0.050409674644470215,
-0.018523769453167915,
-0.05860156565904617,
-0.03142363205552101,
0.03800029307603836,
0.02188299037516117,
-0.11769220232963562,
0.027960648760199547,
0.0684228464961052,
-0.058701641857624054,
-0.021573929116129875,
0.07175122946500778,
-0.0622607059776783,
-0.0002224999334430322,
-0.004121711477637291,
0.0353865809738636,
0.0036955669056624174,
-0.0031041940674185753,
-0.000979749602265656,
0.01557307317852974,
0.0020191248040646315,
0.06210101768374443,
0.005170240066945553,
-0.05351820960640907,
-0.0723825991153717,
0.07247325778007507,
0.06982576847076416,
-0.0534825474023819,
0.05916903540492058,
-0.02622750774025917,
0.0037371646612882614,
0.006879723630845547,
-0.025283735245466232,
0.04491142928600311,
-0.06077197194099426,
0.04322534427046776,
0.08894335478544235,
-0.026241721585392952,
-0.08464483171701431,
-0.040016498416662216,
0.023436736315488815,
0.013048255816102028,
-0.012104133144021034,
-0.006128720007836819,
-0.03592225909233093,
-0.020425423979759216,
-0.009620429016649723,
-0.015765631571412086,
-0.0527021586894989,
0.11968487501144409,
0.02168245054781437,
0.022218963131308556,
0.03760853409767151,
-0.0032716405112296343,
0.06783699989318848,
-0.014032160863280296,
-0.014697044156491756,
-0.08085053414106369,
-0.020127736032009125,
0.023739924654364586,
-0.000178102680365555,
-0.005817584693431854,
-0.002472852822393179,
-0.005394201725721359,
0.0019876284059137106,
0.01213350985199213,
-0.011187328957021236,
-0.03760860860347748,
-0.02000352554023266,
-0.10304591059684753,
-0.0027462015859782696,
-0.01982199400663376,
-0.013956473208963871,
0.08528418838977814,
-0.03628729283809662,
-0.0660310909152031,
-0.00795898400247097,
0.004124468192458153,
-0.08812753856182098,
0.16823363304138184,
0.054170675575733185,
0.014656930230557919,
0.00865084771066904,
0.05301140993833542,
-0.02128646709024906,
0.04160640016198158,
-0.04955064877867699,
-0.000890532392077148,
0.007845004089176655,
-0.08001422137022018,
-0.015835070982575417,
-0.0019789983052760363,
0.07488631457090378,
-0.058146413415670395,
0.10832561552524567,
0.053465407341718674,
-0.0062280939891934395,
0.04847824200987816,
-0.04457274451851845,
-0.008984620682895184,
0.07037092745304108,
0.012326342053711414,
0.06946372985839844,
0.015922151505947113,
-0.015198782086372375,
-0.03861203417181969,
0.07485533505678177,
-0.0671146810054779,
0.02741105481982231,
-0.011033422313630581,
-0.0007838851888664067,
-0.004494629800319672,
-8.023748114560311e-34,
0.06104311719536781,
0.012630721554160118,
0.014475508593022823,
-0.057820118963718414,
-0.03712412714958191,
0.05383552610874176,
0.000586857320740819,
-0.0734710618853569,
-0.04108665511012077,
0.041531115770339966,
-0.04375331848859787,
-0.052192576229572296,
-0.015608744695782661,
-0.12810996174812317,
-0.02771501988172531,
-0.0074471463449299335,
0.06155962124466896,
0.10581577569246292,
-0.020727820694446564,
0.024140870198607445,
0.022379986941814423,
0.030081119388341904,
-0.06963606923818588,
0.07869809120893478,
0.04334717616438866,
0.04007607698440552,
-0.01831923797726631,
-0.04192236065864563,
-0.040949609130620956,
-0.04723246395587921,
0.12761177122592926,
0.07817286998033524,
-0.07052510231733322,
0.007189065683633089,
0.053317394107580185,
-0.0688384547829628,
-0.03989846631884575,
0.08028394728899002,
0.007273864932358265,
-0.06455196440219879,
-0.08572432398796082,
-0.023616528138518333,
-0.03553614765405655,
0.044975269585847855,
-0.015590853057801723,
-0.08291049301624298,
0.0725976899266243,
0.037439875304698944,
-0.0454825833439827,
-0.045326974242925644,
-0.017286838963627815,
-0.010515674948692322,
-0.07919105142354965,
0.041906483471393585,
0.041621748358011246,
-0.053967565298080444,
0.16863419115543365,
-0.008565287105739117,
0.040295857936143875,
-0.015203451737761497,
0.11579156666994095,
0.040816664695739746,
0.015643315389752388,
-0.02198496274650097,
0.0010207385057583451,
0.005119525361806154,
-0.022526387125253677,
0.010442699305713177,
0.05308148264884949,
0.03619680181145668,
0.00790556613355875,
0.08913487941026688,
-0.020674940198659897,
-0.06134112924337387,
0.11498512327671051,
-0.03810063749551773,
-0.0030886658933013678,
0.037853676825761795,
0.023275315761566162,
0.03647584468126297,
-0.005428181495517492,
-0.11272194981575012,
-0.036298081278800964,
0.04808838292956352,
-0.07307852059602737,
0.038470279425382614,
-0.0875270739197731,
0.0024921090807765722,
-0.028141431510448456,
0.04553612694144249,
-0.011248338036239147,
-0.07829899340867996,
0.032976943999528885,
-0.030295461416244507,
-0.029512645676732063,
-2.1596088541100985e-33,
0.06689609587192535,
-0.08368046581745148,
-0.015492826700210571,
-0.02306995540857315,
-0.04111548140645027,
0.059966910630464554,
-0.0687444806098938,
0.05069570615887642,
-0.029844826087355614,
-0.036852169781923294,
-0.009128686040639877,
0.0228398647159338,
-0.03367931395769119,
0.0036039920523762703,
-0.0148733239620924,
-0.0011651195818558335,
0.05747048184275627,
0.09939190000295639,
0.02050108090043068,
-0.011230042204260826,
-0.02514185570180416,
0.08168328553438187,
0.009451210498809814,
-0.011030997149646282,
-0.013735266402363777,
-0.03257155418395996,
0.07931482046842575,
0.021043572574853897,
0.042584288865327835,
0.13434092700481415,
0.01528647169470787,
-0.002656705677509308,
0.01247379556298256,
0.01853843219578266,
-0.06774712353944778,
-0.016985662281513214,
0.007393873296678066,
-0.028593849390745163,
-0.02768288366496563,
-0.052288658916950226,
-0.03229392319917679,
0.04472866654396057,
0.0049047344364225864,
-0.01828906126320362,
0.0334613174200058,
-0.02193053998053074,
-0.012890679761767387,
0.018376318737864494,
-0.013694686815142632,
0.0026199440471827984,
-0.028681064024567604,
-0.018546005710959435,
0.06162768974900246,
0.01572861708700657,
-0.044165197759866714,
-0.0771397277712822,
-0.052199192345142365,
-0.03354492783546448,
0.006771467160433531,
-0.09826675057411194,
-0.0652390718460083,
-0.11430729925632477,
0.08116986602544785,
0.046017780900001526,
-0.07233874499797821,
-0.012022272683680058,
-0.008465212769806385,
0.03743185102939606,
0.07072042673826218,
-0.047845713794231415,
-0.03897354379296303,
-0.04939262941479683,
0.027645021677017212,
0.02992893010377884,
-0.031570106744766235,
0.07296869903802872,
0.12092678993940353,
-0.02080300636589527,
0.11391119658946991,
-0.04607171565294266,
-0.14172175526618958,
0.06745590269565582,
-0.05396732687950134,
-0.0463581420481205,
0.05976133048534393,
-0.023052284494042397,
-0.037257056683301926,
0.04949389025568962,
0.025097306817770004,
0.034928783774375916,
0.012039988301694393,
-0.028010107576847076,
0.058397017419338226,
-0.028070691972970963,
0.02544495090842247,
-5.528824331690885e-8,
0.054218463599681854,
0.015078788623213768,
0.010324575006961823,
0.15106189250946045,
0.04792065918445587,
0.016244228929281235,
0.014421958476305008,
-0.005530534312129021,
0.02428821660578251,
0.05210956186056137,
0.03444989025592804,
0.011221322230994701,
-0.036897189915180206,
-0.14893069863319397,
0.08269637078046799,
-0.008921467699110508,
0.08741768449544907,
0.03145396336913109,
-0.013553809374570847,
-0.02605578489601612,
-0.011658988893032074,
-0.041427742689847946,
0.012529299594461918,
-0.015735240653157234,
-0.07482238858938217,
0.051262468099594116,
0.046397723257541656,
-0.10851024091243744,
-0.012294945307075977,
0.05087824910879135,
0.03232177719473839,
0.00554652651771903,
0.00000787344470154494,
0.007482627872377634,
-0.029070820659399033,
-0.07933978736400604,
-0.04379938915371895,
0.0531001091003418,
0.056953392922878265,
0.01401850488036871,
-0.0255607720464468,
0.021764567121863365,
-0.04850153625011444,
-0.0011747598182410002,
0.009334327653050423,
0.07924017310142517,
-0.05433066189289093,
-0.08461984246969223,
-0.0390625074505806,
0.053818508982658386,
-0.024400705471634865,
0.03945580869913101,
-0.03316156938672066,
-0.0002621519670356065,
-0.05739186704158783,
-0.0156759861856699,
-0.015541711822152138,
-0.0007152947364374995,
-0.004802492912858725,
0.04332808405160904,
0.06342991441488266,
-0.05051594600081444,
-0.030050689354538918,
0.006195817608386278
] | null | null | null | null | null | null | null |
[
-0.08560952544212341,
-0.042296335101127625,
-0.054113633930683136,
0.04260113090276718,
-0.013491744175553322,
-0.02634117379784584,
0.01478328462690115,
-0.016125746071338654,
0.08312386274337769,
-0.018264876678586006,
-0.024529466405510902,
0.0649036094546318,
-0.07001063972711563,
-0.00007922919758129865,
0.06557352840900421,
0.050409674644470215,
-0.018523769453167915,
-0.05860156565904617,
-0.03142363205552101,
0.03800029307603836,
0.02188299037516117,
-0.11769220232963562,
0.027960648760199547,
0.0684228464961052,
-0.058701641857624054,
-0.021573929116129875,
0.07175122946500778,
-0.0622607059776783,
-0.0002224999334430322,
-0.004121711477637291,
0.0353865809738636,
0.0036955669056624174,
-0.0031041940674185753,
-0.000979749602265656,
0.01557307317852974,
0.0020191248040646315,
0.06210101768374443,
0.005170240066945553,
-0.05351820960640907,
-0.0723825991153717,
0.07247325778007507,
0.06982576847076416,
-0.0534825474023819,
0.05916903540492058,
-0.02622750774025917,
0.0037371646612882614,
0.006879723630845547,
-0.025283735245466232,
0.04491142928600311,
-0.06077197194099426,
0.04322534427046776,
0.08894335478544235,
-0.026241721585392952,
-0.08464483171701431,
-0.040016498416662216,
0.023436736315488815,
0.013048255816102028,
-0.012104133144021034,
-0.006128720007836819,
-0.03592225909233093,
-0.020425423979759216,
-0.009620429016649723,
-0.015765631571412086,
-0.0527021586894989,
0.11968487501144409,
0.02168245054781437,
0.022218963131308556,
0.03760853409767151,
-0.0032716405112296343,
0.06783699989318848,
-0.014032160863280296,
-0.014697044156491756,
-0.08085053414106369,
-0.020127736032009125,
0.023739924654364586,
-0.000178102680365555,
-0.005817584693431854,
-0.002472852822393179,
-0.005394201725721359,
0.0019876284059137106,
0.01213350985199213,
-0.011187328957021236,
-0.03760860860347748,
-0.02000352554023266,
-0.10304591059684753,
-0.0027462015859782696,
-0.01982199400663376,
-0.013956473208963871,
0.08528418838977814,
-0.03628729283809662,
-0.0660310909152031,
-0.00795898400247097,
0.004124468192458153,
-0.08812753856182098,
0.16823363304138184,
0.054170675575733185,
0.014656930230557919,
0.00865084771066904,
0.05301140993833542,
-0.02128646709024906,
0.04160640016198158,
-0.04955064877867699,
-0.000890532392077148,
0.007845004089176655,
-0.08001422137022018,
-0.015835070982575417,
-0.0019789983052760363,
0.07488631457090378,
-0.058146413415670395,
0.10832561552524567,
0.053465407341718674,
-0.0062280939891934395,
0.04847824200987816,
-0.04457274451851845,
-0.008984620682895184,
0.07037092745304108,
0.012326342053711414,
0.06946372985839844,
0.015922151505947113,
-0.015198782086372375,
-0.03861203417181969,
0.07485533505678177,
-0.0671146810054779,
0.02741105481982231,
-0.011033422313630581,
-0.0007838851888664067,
-0.004494629800319672,
-8.023748114560311e-34,
0.06104311719536781,
0.012630721554160118,
0.014475508593022823,
-0.057820118963718414,
-0.03712412714958191,
0.05383552610874176,
0.000586857320740819,
-0.0734710618853569,
-0.04108665511012077,
0.041531115770339966,
-0.04375331848859787,
-0.052192576229572296,
-0.015608744695782661,
-0.12810996174812317,
-0.02771501988172531,
-0.0074471463449299335,
0.06155962124466896,
0.10581577569246292,
-0.020727820694446564,
0.024140870198607445,
0.022379986941814423,
0.030081119388341904,
-0.06963606923818588,
0.07869809120893478,
0.04334717616438866,
0.04007607698440552,
-0.01831923797726631,
-0.04192236065864563,
-0.040949609130620956,
-0.04723246395587921,
0.12761177122592926,
0.07817286998033524,
-0.07052510231733322,
0.007189065683633089,
0.053317394107580185,
-0.0688384547829628,
-0.03989846631884575,
0.08028394728899002,
0.007273864932358265,
-0.06455196440219879,
-0.08572432398796082,
-0.023616528138518333,
-0.03553614765405655,
0.044975269585847855,
-0.015590853057801723,
-0.08291049301624298,
0.0725976899266243,
0.037439875304698944,
-0.0454825833439827,
-0.045326974242925644,
-0.017286838963627815,
-0.010515674948692322,
-0.07919105142354965,
0.041906483471393585,
0.041621748358011246,
-0.053967565298080444,
0.16863419115543365,
-0.008565287105739117,
0.040295857936143875,
-0.015203451737761497,
0.11579156666994095,
0.040816664695739746,
0.015643315389752388,
-0.02198496274650097,
0.0010207385057583451,
0.005119525361806154,
-0.022526387125253677,
0.010442699305713177,
0.05308148264884949,
0.03619680181145668,
0.00790556613355875,
0.08913487941026688,
-0.020674940198659897,
-0.06134112924337387,
0.11498512327671051,
-0.03810063749551773,
-0.0030886658933013678,
0.037853676825761795,
0.023275315761566162,
0.03647584468126297,
-0.005428181495517492,
-0.11272194981575012,
-0.036298081278800964,
0.04808838292956352,
-0.07307852059602737,
0.038470279425382614,
-0.0875270739197731,
0.0024921090807765722,
-0.028141431510448456,
0.04553612694144249,
-0.011248338036239147,
-0.07829899340867996,
0.032976943999528885,
-0.030295461416244507,
-0.029512645676732063,
-2.1596088541100985e-33,
0.06689609587192535,
-0.08368046581745148,
-0.015492826700210571,
-0.02306995540857315,
-0.04111548140645027,
0.059966910630464554,
-0.0687444806098938,
0.05069570615887642,
-0.029844826087355614,
-0.036852169781923294,
-0.009128686040639877,
0.0228398647159338,
-0.03367931395769119,
0.0036039920523762703,
-0.0148733239620924,
-0.0011651195818558335,
0.05747048184275627,
0.09939190000295639,
0.02050108090043068,
-0.011230042204260826,
-0.02514185570180416,
0.08168328553438187,
0.009451210498809814,
-0.011030997149646282,
-0.013735266402363777,
-0.03257155418395996,
0.07931482046842575,
0.021043572574853897,
0.042584288865327835,
0.13434092700481415,
0.01528647169470787,
-0.002656705677509308,
0.01247379556298256,
0.01853843219578266,
-0.06774712353944778,
-0.016985662281513214,
0.007393873296678066,
-0.028593849390745163,
-0.02768288366496563,
-0.052288658916950226,
-0.03229392319917679,
0.04472866654396057,
0.0049047344364225864,
-0.01828906126320362,
0.0334613174200058,
-0.02193053998053074,
-0.012890679761767387,
0.018376318737864494,
-0.013694686815142632,
0.0026199440471827984,
-0.028681064024567604,
-0.018546005710959435,
0.06162768974900246,
0.01572861708700657,
-0.044165197759866714,
-0.0771397277712822,
-0.052199192345142365,
-0.03354492783546448,
0.006771467160433531,
-0.09826675057411194,
-0.0652390718460083,
-0.11430729925632477,
0.08116986602544785,
0.046017780900001526,
-0.07233874499797821,
-0.012022272683680058,
-0.008465212769806385,
0.03743185102939606,
0.07072042673826218,
-0.047845713794231415,
-0.03897354379296303,
-0.04939262941479683,
0.027645021677017212,
0.02992893010377884,
-0.031570106744766235,
0.07296869903802872,
0.12092678993940353,
-0.02080300636589527,
0.11391119658946991,
-0.04607171565294266,
-0.14172175526618958,
0.06745590269565582,
-0.05396732687950134,
-0.0463581420481205,
0.05976133048534393,
-0.023052284494042397,
-0.037257056683301926,
0.04949389025568962,
0.025097306817770004,
0.034928783774375916,
0.012039988301694393,
-0.028010107576847076,
0.058397017419338226,
-0.028070691972970963,
0.02544495090842247,
-5.528824331690885e-8,
0.054218463599681854,
0.015078788623213768,
0.010324575006961823,
0.15106189250946045,
0.04792065918445587,
0.016244228929281235,
0.014421958476305008,
-0.005530534312129021,
0.02428821660578251,
0.05210956186056137,
0.03444989025592804,
0.011221322230994701,
-0.036897189915180206,
-0.14893069863319397,
0.08269637078046799,
-0.008921467699110508,
0.08741768449544907,
0.03145396336913109,
-0.013553809374570847,
-0.02605578489601612,
-0.011658988893032074,
-0.041427742689847946,
0.012529299594461918,
-0.015735240653157234,
-0.07482238858938217,
0.051262468099594116,
0.046397723257541656,
-0.10851024091243744,
-0.012294945307075977,
0.05087824910879135,
0.03232177719473839,
0.00554652651771903,
0.00000787344470154494,
0.007482627872377634,
-0.029070820659399033,
-0.07933978736400604,
-0.04379938915371895,
0.0531001091003418,
0.056953392922878265,
0.01401850488036871,
-0.0255607720464468,
0.021764567121863365,
-0.04850153625011444,
-0.0011747598182410002,
0.009334327653050423,
0.07924017310142517,
-0.05433066189289093,
-0.08461984246969223,
-0.0390625074505806,
0.053818508982658386,
-0.024400705471634865,
0.03945580869913101,
-0.03316156938672066,
-0.0002621519670356065,
-0.05739186704158783,
-0.0156759861856699,
-0.015541711822152138,
-0.0007152947364374995,
-0.004802492912858725,
0.04332808405160904,
0.06342991441488266,
-0.05051594600081444,
-0.030050689354538918,
0.006195817608386278
] |
1402.5161
|
Roberto Rossi
|
Roberto Rossi and Steven Prestwich and S. Armagan Tarim
|
Statistical Constraints
| null |
Proceedings of the 21st European Conference on Artificial
Intelligence, ECAI 2014, August 18-22, 2014, Prague, Czech Republic, IOS
Press, Volume 263, pp. 777-782, 2014
|
10.3233/978-1-61499-419-0-777
| null |
cs.AI stat.ME
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We introduce statistical constraints, a declarative modelling tool that links
statistics and constraint programming. We discuss two statistical constraints
and some associated filtering algorithms. Finally, we illustrate applications
to standard problems encountered in statistics and to a novel inspection
scheduling problem in which the aim is to find inspection plans with desirable
statistical properties.
|
[
{
"created": "Thu, 20 Feb 2014 22:29:59 GMT",
"version": "v1"
},
{
"created": "Tue, 25 Feb 2014 21:38:16 GMT",
"version": "v2"
},
{
"created": "Fri, 28 Feb 2014 20:16:41 GMT",
"version": "v3"
},
{
"created": "Sun, 1 Jun 2014 14:39:30 GMT",
"version": "v4"
},
{
"created": "Thu, 14 Aug 2014 21:33:04 GMT",
"version": "v5"
}
] |
2014-09-09
|
[
[
"Rossi",
"Roberto",
""
],
[
"Prestwich",
"Steven",
""
],
[
"Tarim",
"S. Armagan",
""
]
] |
[
-0.011721749790012836,
0.057288601994514465,
0.09786899387836456,
-0.006870086770504713,
0.018532071262598038,
-0.044584959745407104,
0.06204307824373245,
-0.057728610932826996,
-0.10577341169118881,
0.02053418569266796,
-0.061673346906900406,
-0.03779025003314018,
0.05728266388177872,
0.06398989260196686,
-0.034937284886837006,
-0.01697968877851963,
0.05500107258558273,
-0.019580159336328506,
-0.06942746788263321,
-0.035390373319387436,
0.02081797458231449,
-0.012999563477933407,
-0.05556698143482208,
-0.0799684077501297,
-0.057010047137737274,
-0.053044598549604416,
0.06120966374874115,
-0.0009282983373850584,
0.04037929326295853,
0.022553013637661934,
-0.07226131856441498,
-0.0037355662789195776,
0.023259004577994347,
-0.018867621198296547,
0.06117776036262512,
-0.07051248848438263,
-0.07275378704071045,
-0.047232721000909805,
-0.016531920060515404,
0.002075798809528351,
-0.030955949798226357,
0.04469013959169388,
-0.009851980023086071,
0.020384442061185837,
-0.012857451103627682,
-0.0008827686542645097,
-0.010299231857061386,
-0.03408927097916603,
-0.010352141223847866,
-0.00858568586409092,
-0.05963674560189247,
0.03269487991929054,
-0.05210847407579422,
-0.04860327020287514,
-0.003602421609684825,
-0.05417007952928543,
0.02603599801659584,
-0.12341306358575821,
-0.018543845042586327,
0.02118939533829689,
0.024189574643969536,
-0.09496253728866577,
-0.0591796413064003,
-0.037126168608665466,
-0.03449008986353874,
0.018277881667017937,
-0.09178806841373444,
0.021316062659025192,
0.07165298610925674,
0.08582915365695953,
-0.07813960313796997,
0.016659755259752274,
-0.06561671942472458,
0.021576469764113426,
0.04797537624835968,
0.023173652589321136,
-0.009519251994788647,
-0.008359373547136784,
0.033541079610586166,
-0.08787112683057785,
-0.06466194987297058,
-0.053388647735118866,
0.024328157305717468,
0.10090290755033493,
0.07553113996982574,
-0.07189943641424179,
-0.00010753779497463256,
0.03443093225359917,
0.12135900557041168,
0.01739930361509323,
0.01786239631474018,
-0.0002514667285140604,
-0.03698570653796196,
0.02533230558037758,
-0.017471518367528915,
-0.031500931829214096,
0.02491644024848938,
-0.026041492819786072,
0.07076716423034668,
0.07535143196582794,
-0.015416407957673073,
0.05578722432255745,
0.03430857136845589,
-0.021495558321475983,
-0.06948740780353546,
-0.00503657478839159,
0.027244698256254196,
-0.0519576221704483,
-0.07471118122339249,
-0.12920132279396057,
0.04311124235391617,
0.012412420473992825,
0.022093089297413826,
-0.055398229509592056,
-0.025621486827731133,
0.005971002392470837,
0.038965631276369095,
0.037877246737480164,
-0.02654462680220604,
0.01266838051378727,
0.012170488946139812,
0.006604476366192102,
0.04506375640630722,
-0.01860225386917591,
0.07061166316270828,
0.02380472607910633,
-0.05930919200181961,
-3.385310956378906e-33,
-0.015424014069139957,
-0.03305744379758835,
-0.060594890266656876,
-0.09088680148124695,
0.04034639522433281,
0.02734970673918724,
0.0012195567833259702,
0.06157751381397247,
0.048304926604032516,
0.05471841245889664,
0.0019799997098743916,
-0.03320987895131111,
-0.08312486112117767,
-0.06152208149433136,
0.08209732919931412,
0.047918207943439484,
0.0540538914501667,
0.14284193515777588,
-0.05459195375442505,
-0.043551407754421234,
0.02051936835050583,
-0.15737779438495636,
-0.006115299183875322,
0.0638502761721611,
0.08411736786365509,
-0.0332699753344059,
0.004183786455541849,
0.01865382492542267,
0.0784231647849083,
0.019989458844065666,
0.03919525444507599,
0.06882765889167786,
0.06452912837266922,
0.08258410543203354,
-0.018184611573815346,
0.013980633579194546,
-0.04132198914885521,
0.04267137125134468,
0.037984900176525116,
0.020614037290215492,
-0.04671955853700638,
-0.052406761795282364,
0.0611908882856369,
-0.06815767288208008,
-0.04276033118367195,
-0.014854134060442448,
0.01903541013598442,
0.01697256974875927,
-0.026473885402083397,
-0.03569239377975464,
-0.030219899490475655,
0.011813624761998653,
0.03260540962219238,
0.023566409945487976,
-0.05577739328145981,
0.015381112694740295,
0.03225458040833473,
-0.010114933364093304,
-0.06516485661268234,
0.07942117005586624,
-0.051404427736997604,
0.028574228286743164,
0.07945092767477036,
-0.01901417411863804,
0.06459088623523712,
0.042501531541347504,
0.012639885768294334,
0.03235258162021637,
0.1157587319612503,
0.00972386822104454,
-0.057123083621263504,
-0.00904856901615858,
-0.01503366231918335,
0.03523637354373932,
0.006757113616913557,
0.037635911256074905,
0.07159889489412308,
0.11649619042873383,
0.019375544041395187,
-0.04404902458190918,
-0.038037579506635666,
0.004976717755198479,
0.012011668644845486,
-0.08109353482723236,
-0.054499126970767975,
0.04049646854400635,
0.020926985889673233,
0.03148135542869568,
-0.027417844161391258,
-0.07350356131792068,
-0.04736431688070297,
0.029986446723341942,
-0.08070184290409088,
0.03903061896562576,
0.07285747677087784,
2.6415842213147874e-34,
-0.013258378952741623,
-0.040217068046331406,
0.05580843240022659,
-0.06358595937490463,
0.007863393984735012,
-0.08361977338790894,
-0.04068053886294365,
-0.09201237559318542,
0.14292506873607635,
0.02868964709341526,
-0.03912097215652466,
-0.02706664800643921,
0.022943932563066483,
-0.01883183792233467,
-0.11808165162801743,
0.07990805059671402,
-0.02523856610059738,
-0.019558854401111603,
0.002300690161064267,
0.0384274385869503,
-0.023583555594086647,
0.055887170135974884,
-0.04443302005529404,
-0.003475199919193983,
-0.07513029873371124,
0.029813013970851898,
-0.004215745255351067,
0.039985161274671555,
0.0017682400066405535,
0.05195334181189537,
-0.11202511191368103,
-0.012850886210799217,
-0.022827692329883575,
0.042491842061281204,
0.025554627180099487,
-0.07981917262077332,
0.008604150265455246,
0.06740771234035492,
0.023592937737703323,
0.04244381934404373,
0.0961654856801033,
0.04517088085412979,
0.05999649316072464,
0.04244161397218704,
0.05324419215321541,
0.002702724654227495,
0.028885463252663612,
-0.01658090576529503,
-0.019598474726080894,
-0.09209000319242477,
-0.0953841507434845,
0.04182194545865059,
-0.020408913493156433,
0.013769794255495071,
-0.05634971708059311,
0.05467631295323372,
0.0044177803210914135,
-0.03847583010792732,
-0.0046631465665996075,
0.1426543891429901,
-0.01596495881676674,
0.002812510821968317,
-0.0435827374458313,
0.04036799073219299,
-0.0009893961250782013,
0.014680029824376106,
0.07312324643135071,
-0.08453373610973358,
-0.010681545361876488,
-0.028072264045476913,
-0.021009303629398346,
0.003942161798477173,
-0.008149629458785057,
0.000693898240569979,
-0.059188444167375565,
-0.027988264337182045,
0.03334866836667061,
-0.008307944051921368,
0.005959033966064453,
0.0029033783357590437,
-0.04342127963900566,
-0.024360690265893936,
0.05851994827389717,
0.07389482855796814,
-0.045728281140327454,
-0.04581441357731819,
0.020300863310694695,
0.017724594101309776,
0.08603589981794357,
-0.031912028789520264,
-0.07793639600276947,
-0.015588011592626572,
0.007089405786246061,
-0.07330300658941269,
-0.0674012079834938,
-3.2474982702979105e-8,
0.018536286428570747,
0.010299162939190865,
-0.004522782284766436,
-0.04385765641927719,
0.12501977384090424,
-0.026345599442720413,
-0.04762473329901695,
0.04304217919707298,
-0.025536946952342987,
-0.03863992914557457,
0.027822885662317276,
0.0039324285462498665,
-0.010833610780537128,
0.006698328070342541,
-0.05730084329843521,
-0.028987599536776543,
-0.05012265220284462,
0.08475372940301895,
-0.025204163044691086,
-0.017004866153001785,
0.008507132530212402,
-0.03225164860486984,
0.06462085247039795,
0.07830669730901718,
0.013502160087227821,
0.033232491463422775,
0.018088921904563904,
0.0006384773296304047,
0.15698488056659698,
0.071677565574646,
0.02276318520307541,
0.00540274428203702,
0.12956503033638,
-0.003663858864456415,
0.04726259782910347,
-0.041687995195388794,
-0.03272765129804611,
-0.09164776653051376,
-0.06797471642494202,
-0.07493560016155243,
0.06375405937433243,
0.006566997617483139,
-0.041367486119270325,
0.047564804553985596,
0.06801868975162506,
0.01817236840724945,
0.015092571265995502,
-0.07482247799634933,
-0.007871325127780437,
-0.003936941269785166,
0.032154958695173264,
-0.017281899228692055,
0.028922758996486664,
0.008131887763738632,
-0.002157605020329356,
0.05787140876054764,
0.032771024852991104,
-0.06969283521175385,
0.029362287372350693,
-0.01701483130455017,
-0.022330373525619507,
0.006194240413606167,
0.015651898458600044,
-0.06027715280652046
] |
Statistical Constraints
|
http://arxiv.org/abs/1402.5161v5
|
http://arxiv.org/pdf/1402.5161v5.pdf
|
https://github.com/gwr3n/syat-choco
| true | false |
https://paperswithcode.com/paper/statistical-constraints
|
[
-0.011721749790012836,
0.057288601994514465,
0.09786899387836456,
-0.006870086770504713,
0.018532071262598038,
-0.044584959745407104,
0.06204307824373245,
-0.057728610932826996,
-0.10577341169118881,
0.02053418569266796,
-0.061673346906900406,
-0.03779025003314018,
0.05728266388177872,
0.06398989260196686,
-0.034937284886837006,
-0.01697968877851963,
0.05500107258558273,
-0.019580159336328506,
-0.06942746788263321,
-0.035390373319387436,
0.02081797458231449,
-0.012999563477933407,
-0.05556698143482208,
-0.0799684077501297,
-0.057010047137737274,
-0.053044598549604416,
0.06120966374874115,
-0.0009282983373850584,
0.04037929326295853,
0.022553013637661934,
-0.07226131856441498,
-0.0037355662789195776,
0.023259004577994347,
-0.018867621198296547,
0.06117776036262512,
-0.07051248848438263,
-0.07275378704071045,
-0.047232721000909805,
-0.016531920060515404,
0.002075798809528351,
-0.030955949798226357,
0.04469013959169388,
-0.009851980023086071,
0.020384442061185837,
-0.012857451103627682,
-0.0008827686542645097,
-0.010299231857061386,
-0.03408927097916603,
-0.010352141223847866,
-0.00858568586409092,
-0.05963674560189247,
0.03269487991929054,
-0.05210847407579422,
-0.04860327020287514,
-0.003602421609684825,
-0.05417007952928543,
0.02603599801659584,
-0.12341306358575821,
-0.018543845042586327,
0.02118939533829689,
0.024189574643969536,
-0.09496253728866577,
-0.0591796413064003,
-0.037126168608665466,
-0.03449008986353874,
0.018277881667017937,
-0.09178806841373444,
0.021316062659025192,
0.07165298610925674,
0.08582915365695953,
-0.07813960313796997,
0.016659755259752274,
-0.06561671942472458,
0.021576469764113426,
0.04797537624835968,
0.023173652589321136,
-0.009519251994788647,
-0.008359373547136784,
0.033541079610586166,
-0.08787112683057785,
-0.06466194987297058,
-0.053388647735118866,
0.024328157305717468,
0.10090290755033493,
0.07553113996982574,
-0.07189943641424179,
-0.00010753779497463256,
0.03443093225359917,
0.12135900557041168,
0.01739930361509323,
0.01786239631474018,
-0.0002514667285140604,
-0.03698570653796196,
0.02533230558037758,
-0.017471518367528915,
-0.031500931829214096,
0.02491644024848938,
-0.026041492819786072,
0.07076716423034668,
0.07535143196582794,
-0.015416407957673073,
0.05578722432255745,
0.03430857136845589,
-0.021495558321475983,
-0.06948740780353546,
-0.00503657478839159,
0.027244698256254196,
-0.0519576221704483,
-0.07471118122339249,
-0.12920132279396057,
0.04311124235391617,
0.012412420473992825,
0.022093089297413826,
-0.055398229509592056,
-0.025621486827731133,
0.005971002392470837,
0.038965631276369095,
0.037877246737480164,
-0.02654462680220604,
0.01266838051378727,
0.012170488946139812,
0.006604476366192102,
0.04506375640630722,
-0.01860225386917591,
0.07061166316270828,
0.02380472607910633,
-0.05930919200181961,
-3.385310956378906e-33,
-0.015424014069139957,
-0.03305744379758835,
-0.060594890266656876,
-0.09088680148124695,
0.04034639522433281,
0.02734970673918724,
0.0012195567833259702,
0.06157751381397247,
0.048304926604032516,
0.05471841245889664,
0.0019799997098743916,
-0.03320987895131111,
-0.08312486112117767,
-0.06152208149433136,
0.08209732919931412,
0.047918207943439484,
0.0540538914501667,
0.14284193515777588,
-0.05459195375442505,
-0.043551407754421234,
0.02051936835050583,
-0.15737779438495636,
-0.006115299183875322,
0.0638502761721611,
0.08411736786365509,
-0.0332699753344059,
0.004183786455541849,
0.01865382492542267,
0.0784231647849083,
0.019989458844065666,
0.03919525444507599,
0.06882765889167786,
0.06452912837266922,
0.08258410543203354,
-0.018184611573815346,
0.013980633579194546,
-0.04132198914885521,
0.04267137125134468,
0.037984900176525116,
0.020614037290215492,
-0.04671955853700638,
-0.052406761795282364,
0.0611908882856369,
-0.06815767288208008,
-0.04276033118367195,
-0.014854134060442448,
0.01903541013598442,
0.01697256974875927,
-0.026473885402083397,
-0.03569239377975464,
-0.030219899490475655,
0.011813624761998653,
0.03260540962219238,
0.023566409945487976,
-0.05577739328145981,
0.015381112694740295,
0.03225458040833473,
-0.010114933364093304,
-0.06516485661268234,
0.07942117005586624,
-0.051404427736997604,
0.028574228286743164,
0.07945092767477036,
-0.01901417411863804,
0.06459088623523712,
0.042501531541347504,
0.012639885768294334,
0.03235258162021637,
0.1157587319612503,
0.00972386822104454,
-0.057123083621263504,
-0.00904856901615858,
-0.01503366231918335,
0.03523637354373932,
0.006757113616913557,
0.037635911256074905,
0.07159889489412308,
0.11649619042873383,
0.019375544041395187,
-0.04404902458190918,
-0.038037579506635666,
0.004976717755198479,
0.012011668644845486,
-0.08109353482723236,
-0.054499126970767975,
0.04049646854400635,
0.020926985889673233,
0.03148135542869568,
-0.027417844161391258,
-0.07350356131792068,
-0.04736431688070297,
0.029986446723341942,
-0.08070184290409088,
0.03903061896562576,
0.07285747677087784,
2.6415842213147874e-34,
-0.013258378952741623,
-0.040217068046331406,
0.05580843240022659,
-0.06358595937490463,
0.007863393984735012,
-0.08361977338790894,
-0.04068053886294365,
-0.09201237559318542,
0.14292506873607635,
0.02868964709341526,
-0.03912097215652466,
-0.02706664800643921,
0.022943932563066483,
-0.01883183792233467,
-0.11808165162801743,
0.07990805059671402,
-0.02523856610059738,
-0.019558854401111603,
0.002300690161064267,
0.0384274385869503,
-0.023583555594086647,
0.055887170135974884,
-0.04443302005529404,
-0.003475199919193983,
-0.07513029873371124,
0.029813013970851898,
-0.004215745255351067,
0.039985161274671555,
0.0017682400066405535,
0.05195334181189537,
-0.11202511191368103,
-0.012850886210799217,
-0.022827692329883575,
0.042491842061281204,
0.025554627180099487,
-0.07981917262077332,
0.008604150265455246,
0.06740771234035492,
0.023592937737703323,
0.04244381934404373,
0.0961654856801033,
0.04517088085412979,
0.05999649316072464,
0.04244161397218704,
0.05324419215321541,
0.002702724654227495,
0.028885463252663612,
-0.01658090576529503,
-0.019598474726080894,
-0.09209000319242477,
-0.0953841507434845,
0.04182194545865059,
-0.020408913493156433,
0.013769794255495071,
-0.05634971708059311,
0.05467631295323372,
0.0044177803210914135,
-0.03847583010792732,
-0.0046631465665996075,
0.1426543891429901,
-0.01596495881676674,
0.002812510821968317,
-0.0435827374458313,
0.04036799073219299,
-0.0009893961250782013,
0.014680029824376106,
0.07312324643135071,
-0.08453373610973358,
-0.010681545361876488,
-0.028072264045476913,
-0.021009303629398346,
0.003942161798477173,
-0.008149629458785057,
0.000693898240569979,
-0.059188444167375565,
-0.027988264337182045,
0.03334866836667061,
-0.008307944051921368,
0.005959033966064453,
0.0029033783357590437,
-0.04342127963900566,
-0.024360690265893936,
0.05851994827389717,
0.07389482855796814,
-0.045728281140327454,
-0.04581441357731819,
0.020300863310694695,
0.017724594101309776,
0.08603589981794357,
-0.031912028789520264,
-0.07793639600276947,
-0.015588011592626572,
0.007089405786246061,
-0.07330300658941269,
-0.0674012079834938,
-3.2474982702979105e-8,
0.018536286428570747,
0.010299162939190865,
-0.004522782284766436,
-0.04385765641927719,
0.12501977384090424,
-0.026345599442720413,
-0.04762473329901695,
0.04304217919707298,
-0.025536946952342987,
-0.03863992914557457,
0.027822885662317276,
0.0039324285462498665,
-0.010833610780537128,
0.006698328070342541,
-0.05730084329843521,
-0.028987599536776543,
-0.05012265220284462,
0.08475372940301895,
-0.025204163044691086,
-0.017004866153001785,
0.008507132530212402,
-0.03225164860486984,
0.06462085247039795,
0.07830669730901718,
0.013502160087227821,
0.033232491463422775,
0.018088921904563904,
0.0006384773296304047,
0.15698488056659698,
0.071677565574646,
0.02276318520307541,
0.00540274428203702,
0.12956503033638,
-0.003663858864456415,
0.04726259782910347,
-0.041687995195388794,
-0.03272765129804611,
-0.09164776653051376,
-0.06797471642494202,
-0.07493560016155243,
0.06375405937433243,
0.006566997617483139,
-0.041367486119270325,
0.047564804553985596,
0.06801868975162506,
0.01817236840724945,
0.015092571265995502,
-0.07482247799634933,
-0.007871325127780437,
-0.003936941269785166,
0.032154958695173264,
-0.017281899228692055,
0.028922758996486664,
0.008131887763738632,
-0.002157605020329356,
0.05787140876054764,
0.032771024852991104,
-0.06969283521175385,
0.029362287372350693,
-0.01701483130455017,
-0.022330373525619507,
0.006194240413606167,
0.015651898458600044,
-0.06027715280652046
] |
1402.5164
|
Justin Thaler
|
Varun Kanade and Justin Thaler
|
Distribution-Independent Reliable Learning
|
20 pages
| null | null | null |
cs.LG cs.CC cs.DS
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We study several questions in the reliable agnostic learning framework of
Kalai et al. (2009), which captures learning tasks in which one type of error
is costlier than others. A positive reliable classifier is one that makes no
false positive errors. The goal in the positive reliable agnostic framework is
to output a hypothesis with the following properties: (i) its false positive
error rate is at most $\epsilon$, (ii) its false negative error rate is at most
$\epsilon$ more than that of the best positive reliable classifier from the
class. A closely related notion is fully reliable agnostic learning, which
considers partial classifiers that are allowed to predict "unknown" on some
inputs. The best fully reliable partial classifier is one that makes no errors
and minimizes the probability of predicting "unknown", and the goal in fully
reliable learning is to output a hypothesis that is almost as good as the best
fully reliable partial classifier from a class.
For distribution-independent learning, the best known algorithms for PAC
learning typically utilize polynomial threshold representations, while the
state of the art agnostic learning algorithms use point-wise polynomial
approximations. We show that one-sided polynomial approximations, an
intermediate notion between polynomial threshold representations and point-wise
polynomial approximations, suffice for learning in the reliable agnostic
settings. We then show that majorities can be fully reliably learned and
disjunctions of majorities can be positive reliably learned, through
constructions of appropriate one-sided polynomial approximations. Our fully
reliable algorithm for majorities provides the first evidence that fully
reliable learning may be strictly easier than agnostic learning. Our algorithms
also satisfy strong attribute-efficiency properties, and provide smooth
tradeoffs between sample complexity and running time.
|
[
{
"created": "Thu, 20 Feb 2014 22:41:39 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Kanade",
"Varun",
""
],
[
"Thaler",
"Justin",
""
]
] |
[
-0.10256360471248627,
-0.03764691203832626,
-0.011924630962312222,
0.05157950520515442,
0.07104163616895676,
-0.028329402208328247,
0.03982165828347206,
-0.010273623280227184,
0.0359702929854393,
-0.035802844911813736,
-0.046090852469205856,
-0.004693083465099335,
0.10763038694858551,
0.005228848662227392,
-0.023904668167233467,
-0.049071215093135834,
0.07454845309257507,
0.11671417206525803,
-0.03357202559709549,
-0.007622998673468828,
-0.087757408618927,
-0.02331349439918995,
-0.026973828673362732,
0.06810718774795532,
0.03477456420660019,
-0.011164003051817417,
-0.004939834121614695,
-0.045743510127067566,
-0.052245378494262695,
0.02409525029361248,
-0.02896471694111824,
-0.0611589290201664,
-0.01746336743235588,
-0.04966401681303978,
-0.04282572120428085,
0.07434398680925369,
0.00042966261389665306,
0.0765490010380745,
0.0635230615735054,
0.00189588638022542,
0.019249919801950455,
-0.016200929880142212,
-0.005469416733831167,
0.06541036069393158,
-0.003542813006788492,
-0.00390741229057312,
0.01713750883936882,
-0.0670180544257164,
-0.027535773813724518,
0.014206966385245323,
-0.012938905507326126,
-0.01858796738088131,
-0.04039398208260536,
0.045005083084106445,
-0.06204571947455406,
-0.007903114892542362,
0.0023874142207205296,
-0.03022133745253086,
-0.05887371301651001,
0.0006876817787997425,
-0.034969817847013474,
-0.12792813777923584,
-0.05135628953576088,
0.01807416044175625,
-0.007928251288831234,
-0.04188903421163559,
0.05164077505469322,
0.03898186236619949,
-0.01783330924808979,
0.11509138345718384,
-0.0034320419654250145,
0.09367813915014267,
-0.0841023400425911,
0.10671130567789078,
0.04363429918885231,
0.03415074944496155,
0.07143652439117432,
0.033903248608112335,
0.05272935703396797,
0.026693567633628845,
0.010546723380684853,
0.07808364927768707,
0.00832909345626831,
-0.020665552467107773,
0.12256912887096405,
-0.03949597477912903,
0.050623323768377304,
0.09547073394060135,
-0.027845555916428566,
-0.018380187451839447,
-0.03584643453359604,
0.0054308632388710976,
-0.0014517124509438872,
-0.023351840674877167,
-0.0045299893245100975,
-0.03599517047405243,
0.010631732642650604,
-0.060406394302845,
-0.005959618370980024,
0.09850473701953888,
-0.07872030138969421,
0.01850556768476963,
0.007601899094879627,
-0.1147858202457428,
0.06870321184396744,
0.034062597900629044,
-0.05390879139304161,
0.009530330076813698,
0.044930871576070786,
-0.04428030923008919,
-0.02168712019920349,
-0.016911419108510017,
-0.03803923353552818,
-0.0011769515695050359,
0.06799693405628204,
0.03326273709535599,
0.027225319296121597,
0.009049391373991966,
-0.025066344067454338,
0.02898228168487549,
-0.08022329211235046,
-0.0673806443810463,
0.07055942714214325,
0.04367947578430176,
0.05003966763615608,
-0.07408138364553452,
-0.03641311824321747,
3.627645361614659e-33,
0.0057282294146716595,
0.04239949584007263,
0.06432384997606277,
-0.10100781917572021,
0.03677525371313095,
0.0012114235432818532,
0.03566472604870796,
-0.019067373126745224,
0.020572355017066002,
0.06272920221090317,
-0.0031393510289490223,
0.006972471717745066,
-0.05726425349712372,
0.015072217211127281,
0.11907284706830978,
0.05582984536886215,
-0.039258670061826706,
-0.01722513511776924,
-0.03586556762456894,
-0.09261906892061234,
0.03282179310917854,
-0.07512025535106659,
0.011674844659864902,
-0.06639555841684341,
0.019358022138476372,
0.019052982330322266,
0.08291683346033096,
-0.008498962968587875,
-0.026925265789031982,
0.018928123638033867,
-0.054703257977962494,
0.0039459229446947575,
0.07131262123584747,
-0.00457744300365448,
0.013290781527757645,
-0.05021485313773155,
-0.08192497491836548,
-0.03443709388375282,
-0.02374505065381527,
-0.046305786818265915,
-0.03304104506969452,
0.03557860106229782,
0.0860646516084671,
-0.030310016125440598,
-0.009715610183775425,
-0.03490518406033516,
0.014052681624889374,
-0.03678778558969498,
-0.022782469168305397,
-0.021255331113934517,
0.010334407910704613,
-0.015718873590230942,
-0.017873279750347137,
-0.02416275255382061,
-0.07602087408304214,
-0.01434299536049366,
-0.0377982072532177,
0.07458498328924179,
-0.06979762017726898,
0.006920045707374811,
0.0029280944727361202,
-0.05265052244067192,
-0.030441077426075935,
-0.018440257757902145,
-0.07738741487264633,
0.0682259127497673,
-0.026871291920542717,
-0.015302560292184353,
0.05617174133658409,
-0.057750098407268524,
0.04954898729920387,
0.006275285966694355,
-0.03416166454553604,
-0.0363142266869545,
0.06161026656627655,
0.010333611629903316,
0.08923636376857758,
-0.008386440575122833,
0.022656697779893875,
-0.034282978624105453,
-0.051910798996686935,
-0.0546286515891552,
0.0235753133893013,
-0.041074007749557495,
-0.0964561179280281,
0.00842586811631918,
0.06408289819955826,
0.02129209414124489,
-0.06983190774917603,
0.026453988626599312,
-0.09496098011732101,
0.014723733067512512,
-0.003092766273766756,
-0.008242882788181305,
0.004737043287605047,
-2.9729328444310623e-33,
-0.02765214443206787,
0.003416652325540781,
-0.0154678700491786,
0.062365930527448654,
-0.045634448528289795,
0.01637972705066204,
-0.07106883823871613,
0.07936522364616394,
-0.033699020743370056,
-0.018795592710375786,
-0.1083911657333374,
0.061012931168079376,
0.024100610986351967,
0.031040214002132416,
-0.030241001397371292,
0.026099151000380516,
-0.03840651735663414,
0.03204764798283577,
-0.01542955543845892,
0.01851818710565567,
0.08099780976772308,
0.10026485472917557,
-0.09351356327533722,
0.08792167901992798,
-0.013622867874801159,
0.05187072232365608,
-0.04426903277635574,
0.17715996503829956,
-0.021125709637999535,
0.024957098066806793,
-0.011608699336647987,
-0.0090274503454566,
-0.036657288670539856,
-0.06304635852575302,
-0.046613194048404694,
-0.06250867992639542,
0.029538411647081375,
-0.0020630971994251013,
-0.027979113161563873,
0.10459791868925095,
0.010880010202527046,
-0.0027898570988327265,
-0.032422881573438644,
-0.043946217745542526,
-0.02525673806667328,
-0.08330324292182922,
0.031517017632722855,
0.042434435337781906,
0.012937230058014393,
0.002681390382349491,
-0.033423371613025665,
0.03978388011455536,
-0.10913737863302231,
0.11059357225894928,
-0.029555922374129295,
0.013395693153142929,
-0.022135654464364052,
0.019006408751010895,
0.038345031440258026,
-0.00825638696551323,
-0.1238538920879364,
0.053782083094120026,
0.0037080873735249043,
0.10966447740793228,
0.008163878694176674,
0.0011363467201590538,
-0.0026169142220169306,
0.07904976606369019,
0.04940751940011978,
0.03851752728223801,
-0.022867871448397636,
0.07069827616214752,
-0.013598586432635784,
-0.029954828321933746,
0.00771271763369441,
0.07826907187700272,
0.02299630083143711,
-0.010102713480591774,
-0.0283658504486084,
0.015957392752170563,
0.03480333834886551,
-0.038324836641550064,
0.0303900558501482,
0.11274978518486023,
0.042386721819639206,
0.027082260698080063,
0.13153821229934692,
-0.033884573727846146,
0.07198716700077057,
-0.04836910218000412,
0.04515266418457031,
0.09058877825737,
-0.04857035353779793,
0.033956971019506454,
-0.004939884413033724,
-4.5853163044284884e-8,
-0.03136637806892395,
0.0486811064183712,
-0.019595298916101456,
-0.00437026796862483,
0.05040576308965683,
-0.006652538664638996,
-0.03423605114221573,
0.012800347059965134,
-0.0694294199347496,
-0.027251722291111946,
0.05115172266960144,
-0.021607065573334694,
-0.022364087402820587,
-0.05156716704368591,
-0.02696456015110016,
0.020335879176855087,
-0.015615778975188732,
0.09316353499889374,
-0.04460042342543602,
0.03320477530360222,
-0.04403364658355713,
-0.011265821754932404,
0.04139873385429382,
-0.0246108490973711,
0.017361292615532875,
-0.0261821448802948,
0.017605004832148552,
0.05397497117519379,
0.033915240317583084,
0.06788351386785507,
-0.03346754610538483,
0.005682671442627907,
0.028310036286711693,
-0.04074123874306679,
0.09366586059331894,
0.21717901527881622,
0.039398424327373505,
-0.056098032742738724,
-0.044563885778188705,
-0.04568938910961151,
0.0043557737953960896,
0.020719245076179504,
0.0010368493385612965,
0.015258782543241978,
-0.0013605559943243861,
-0.05589618161320686,
0.025367597118020058,
-0.09642867743968964,
-0.012519154697656631,
-0.03432478383183479,
0.029925204813480377,
0.021963439881801605,
-0.030224092304706573,
-0.027841905131936073,
0.04803953692317009,
-0.026723496615886688,
-0.05469058081507683,
-0.09704481065273285,
-0.04285810887813568,
0.04843636602163315,
0.09232678264379501,
0.009095383808016777,
-0.001258155214600265,
0.050693582743406296
] | null | null | null | null | null | null | null |
[
-0.10256360471248627,
-0.03764691203832626,
-0.011924630962312222,
0.05157950520515442,
0.07104163616895676,
-0.028329402208328247,
0.03982165828347206,
-0.010273623280227184,
0.0359702929854393,
-0.035802844911813736,
-0.046090852469205856,
-0.004693083465099335,
0.10763038694858551,
0.005228848662227392,
-0.023904668167233467,
-0.049071215093135834,
0.07454845309257507,
0.11671417206525803,
-0.03357202559709549,
-0.007622998673468828,
-0.087757408618927,
-0.02331349439918995,
-0.026973828673362732,
0.06810718774795532,
0.03477456420660019,
-0.011164003051817417,
-0.004939834121614695,
-0.045743510127067566,
-0.052245378494262695,
0.02409525029361248,
-0.02896471694111824,
-0.0611589290201664,
-0.01746336743235588,
-0.04966401681303978,
-0.04282572120428085,
0.07434398680925369,
0.00042966261389665306,
0.0765490010380745,
0.0635230615735054,
0.00189588638022542,
0.019249919801950455,
-0.016200929880142212,
-0.005469416733831167,
0.06541036069393158,
-0.003542813006788492,
-0.00390741229057312,
0.01713750883936882,
-0.0670180544257164,
-0.027535773813724518,
0.014206966385245323,
-0.012938905507326126,
-0.01858796738088131,
-0.04039398208260536,
0.045005083084106445,
-0.06204571947455406,
-0.007903114892542362,
0.0023874142207205296,
-0.03022133745253086,
-0.05887371301651001,
0.0006876817787997425,
-0.034969817847013474,
-0.12792813777923584,
-0.05135628953576088,
0.01807416044175625,
-0.007928251288831234,
-0.04188903421163559,
0.05164077505469322,
0.03898186236619949,
-0.01783330924808979,
0.11509138345718384,
-0.0034320419654250145,
0.09367813915014267,
-0.0841023400425911,
0.10671130567789078,
0.04363429918885231,
0.03415074944496155,
0.07143652439117432,
0.033903248608112335,
0.05272935703396797,
0.026693567633628845,
0.010546723380684853,
0.07808364927768707,
0.00832909345626831,
-0.020665552467107773,
0.12256912887096405,
-0.03949597477912903,
0.050623323768377304,
0.09547073394060135,
-0.027845555916428566,
-0.018380187451839447,
-0.03584643453359604,
0.0054308632388710976,
-0.0014517124509438872,
-0.023351840674877167,
-0.0045299893245100975,
-0.03599517047405243,
0.010631732642650604,
-0.060406394302845,
-0.005959618370980024,
0.09850473701953888,
-0.07872030138969421,
0.01850556768476963,
0.007601899094879627,
-0.1147858202457428,
0.06870321184396744,
0.034062597900629044,
-0.05390879139304161,
0.009530330076813698,
0.044930871576070786,
-0.04428030923008919,
-0.02168712019920349,
-0.016911419108510017,
-0.03803923353552818,
-0.0011769515695050359,
0.06799693405628204,
0.03326273709535599,
0.027225319296121597,
0.009049391373991966,
-0.025066344067454338,
0.02898228168487549,
-0.08022329211235046,
-0.0673806443810463,
0.07055942714214325,
0.04367947578430176,
0.05003966763615608,
-0.07408138364553452,
-0.03641311824321747,
3.627645361614659e-33,
0.0057282294146716595,
0.04239949584007263,
0.06432384997606277,
-0.10100781917572021,
0.03677525371313095,
0.0012114235432818532,
0.03566472604870796,
-0.019067373126745224,
0.020572355017066002,
0.06272920221090317,
-0.0031393510289490223,
0.006972471717745066,
-0.05726425349712372,
0.015072217211127281,
0.11907284706830978,
0.05582984536886215,
-0.039258670061826706,
-0.01722513511776924,
-0.03586556762456894,
-0.09261906892061234,
0.03282179310917854,
-0.07512025535106659,
0.011674844659864902,
-0.06639555841684341,
0.019358022138476372,
0.019052982330322266,
0.08291683346033096,
-0.008498962968587875,
-0.026925265789031982,
0.018928123638033867,
-0.054703257977962494,
0.0039459229446947575,
0.07131262123584747,
-0.00457744300365448,
0.013290781527757645,
-0.05021485313773155,
-0.08192497491836548,
-0.03443709388375282,
-0.02374505065381527,
-0.046305786818265915,
-0.03304104506969452,
0.03557860106229782,
0.0860646516084671,
-0.030310016125440598,
-0.009715610183775425,
-0.03490518406033516,
0.014052681624889374,
-0.03678778558969498,
-0.022782469168305397,
-0.021255331113934517,
0.010334407910704613,
-0.015718873590230942,
-0.017873279750347137,
-0.02416275255382061,
-0.07602087408304214,
-0.01434299536049366,
-0.0377982072532177,
0.07458498328924179,
-0.06979762017726898,
0.006920045707374811,
0.0029280944727361202,
-0.05265052244067192,
-0.030441077426075935,
-0.018440257757902145,
-0.07738741487264633,
0.0682259127497673,
-0.026871291920542717,
-0.015302560292184353,
0.05617174133658409,
-0.057750098407268524,
0.04954898729920387,
0.006275285966694355,
-0.03416166454553604,
-0.0363142266869545,
0.06161026656627655,
0.010333611629903316,
0.08923636376857758,
-0.008386440575122833,
0.022656697779893875,
-0.034282978624105453,
-0.051910798996686935,
-0.0546286515891552,
0.0235753133893013,
-0.041074007749557495,
-0.0964561179280281,
0.00842586811631918,
0.06408289819955826,
0.02129209414124489,
-0.06983190774917603,
0.026453988626599312,
-0.09496098011732101,
0.014723733067512512,
-0.003092766273766756,
-0.008242882788181305,
0.004737043287605047,
-2.9729328444310623e-33,
-0.02765214443206787,
0.003416652325540781,
-0.0154678700491786,
0.062365930527448654,
-0.045634448528289795,
0.01637972705066204,
-0.07106883823871613,
0.07936522364616394,
-0.033699020743370056,
-0.018795592710375786,
-0.1083911657333374,
0.061012931168079376,
0.024100610986351967,
0.031040214002132416,
-0.030241001397371292,
0.026099151000380516,
-0.03840651735663414,
0.03204764798283577,
-0.01542955543845892,
0.01851818710565567,
0.08099780976772308,
0.10026485472917557,
-0.09351356327533722,
0.08792167901992798,
-0.013622867874801159,
0.05187072232365608,
-0.04426903277635574,
0.17715996503829956,
-0.021125709637999535,
0.024957098066806793,
-0.011608699336647987,
-0.0090274503454566,
-0.036657288670539856,
-0.06304635852575302,
-0.046613194048404694,
-0.06250867992639542,
0.029538411647081375,
-0.0020630971994251013,
-0.027979113161563873,
0.10459791868925095,
0.010880010202527046,
-0.0027898570988327265,
-0.032422881573438644,
-0.043946217745542526,
-0.02525673806667328,
-0.08330324292182922,
0.031517017632722855,
0.042434435337781906,
0.012937230058014393,
0.002681390382349491,
-0.033423371613025665,
0.03978388011455536,
-0.10913737863302231,
0.11059357225894928,
-0.029555922374129295,
0.013395693153142929,
-0.022135654464364052,
0.019006408751010895,
0.038345031440258026,
-0.00825638696551323,
-0.1238538920879364,
0.053782083094120026,
0.0037080873735249043,
0.10966447740793228,
0.008163878694176674,
0.0011363467201590538,
-0.0026169142220169306,
0.07904976606369019,
0.04940751940011978,
0.03851752728223801,
-0.022867871448397636,
0.07069827616214752,
-0.013598586432635784,
-0.029954828321933746,
0.00771271763369441,
0.07826907187700272,
0.02299630083143711,
-0.010102713480591774,
-0.0283658504486084,
0.015957392752170563,
0.03480333834886551,
-0.038324836641550064,
0.0303900558501482,
0.11274978518486023,
0.042386721819639206,
0.027082260698080063,
0.13153821229934692,
-0.033884573727846146,
0.07198716700077057,
-0.04836910218000412,
0.04515266418457031,
0.09058877825737,
-0.04857035353779793,
0.033956971019506454,
-0.004939884413033724,
-4.5853163044284884e-8,
-0.03136637806892395,
0.0486811064183712,
-0.019595298916101456,
-0.00437026796862483,
0.05040576308965683,
-0.006652538664638996,
-0.03423605114221573,
0.012800347059965134,
-0.0694294199347496,
-0.027251722291111946,
0.05115172266960144,
-0.021607065573334694,
-0.022364087402820587,
-0.05156716704368591,
-0.02696456015110016,
0.020335879176855087,
-0.015615778975188732,
0.09316353499889374,
-0.04460042342543602,
0.03320477530360222,
-0.04403364658355713,
-0.011265821754932404,
0.04139873385429382,
-0.0246108490973711,
0.017361292615532875,
-0.0261821448802948,
0.017605004832148552,
0.05397497117519379,
0.033915240317583084,
0.06788351386785507,
-0.03346754610538483,
0.005682671442627907,
0.028310036286711693,
-0.04074123874306679,
0.09366586059331894,
0.21717901527881622,
0.039398424327373505,
-0.056098032742738724,
-0.044563885778188705,
-0.04568938910961151,
0.0043557737953960896,
0.020719245076179504,
0.0010368493385612965,
0.015258782543241978,
-0.0013605559943243861,
-0.05589618161320686,
0.025367597118020058,
-0.09642867743968964,
-0.012519154697656631,
-0.03432478383183479,
0.029925204813480377,
0.021963439881801605,
-0.030224092304706573,
-0.027841905131936073,
0.04803953692317009,
-0.026723496615886688,
-0.05469058081507683,
-0.09704481065273285,
-0.04285810887813568,
0.04843636602163315,
0.09232678264379501,
0.009095383808016777,
-0.001258155214600265,
0.050693582743406296
] |
1402.5165
|
Yakov Babichenko
|
Yakov Babichenko
|
Axiomatic Approach to Solutions of Games
| null | null | null | null |
cs.GT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We consider solutions of normal form games that are invariant under strategic
equivalence. We consider additional properties that can be expected (or be
desired) from a solution of a game, and we observe the following:
- Even the weakest notion of individual rationality restricts the set of
solutions to be equilibria. This observation holds for all types of solutions:
in pure-strategies, in mixed strategies, and in correlated strategies where the
corresponding notions of equilibria are pure-Nash, Nash and coarse-correlated.
An action profile is (strict) simultaneous maximizer if it simultaneously
globally (strictly) maximizes the payoffs of all players.
- If we require that a simultaneous maximizer (if it exists) will be a
solution, then the solution contains the set of pure Nash equilibria.
- There is no solution for which a strict simultaneous maximizer (if it
exists) is the unique solution.
|
[
{
"created": "Thu, 20 Feb 2014 22:56:02 GMT",
"version": "v1"
}
] |
2014-02-24
|
[
[
"Babichenko",
"Yakov",
""
]
] |
[
0.009602510370314121,
-0.04769754037261009,
-0.024108128622174263,
-0.09220195561647415,
-0.03639932721853256,
0.0579984150826931,
0.03982967138290405,
-0.010120817460119724,
0.018947504460811615,
0.04992634803056717,
-0.00456157885491848,
0.034262482076883316,
0.05237831920385361,
0.06576104462146759,
0.05858420953154564,
0.00272907642647624,
0.048078592866659164,
0.03082876466214657,
-0.005521292332559824,
0.08766073733568192,
-0.038995299488306046,
-0.09436006098985672,
-0.007084989454597235,
0.0018614849541336298,
-0.035590916872024536,
-0.010977639816701412,
-0.025468304753303528,
0.007779598236083984,
-0.052146412432193756,
-0.05143895372748375,
0.07160299271345139,
-0.02874806895852089,
0.08709549903869629,
0.007471329532563686,
-0.018112245947122574,
0.0390407033264637,
-0.12993431091308594,
-0.08678299188613892,
-0.04878314584493637,
-0.008678318932652473,
-0.054549168795347214,
0.004441448953002691,
-0.061386268585920334,
0.014976401813328266,
-0.059978749603033066,
0.00861059408634901,
0.01822240650653839,
-0.020005619153380394,
-0.0379219725728035,
-0.07076625525951385,
-0.04967104643583298,
0.010888230986893177,
-0.0539691224694252,
-0.01868244633078575,
0.0900755301117897,
0.01829136535525322,
-0.044732797890901566,
0.010419944301247597,
-0.0064195292070508,
-0.012664733454585075,
-0.01324023399502039,
0.03772728517651558,
-0.05018432438373566,
0.021397702395915985,
0.0651937872171402,
-0.015722038224339485,
0.003804924665018916,
0.051370784640312195,
-0.0591001957654953,
0.04913594201207161,
0.0161639042198658,
-0.045451074838638306,
-0.0083920294418931,
-0.08112561702728271,
0.04069772735238075,
0.03413153067231178,
-0.04674923047423363,
0.03486752137541771,
-0.059624407440423965,
0.05320088937878609,
-0.023990433663129807,
-0.05191812664270401,
-0.03404882922768593,
-0.043983783572912216,
0.05057619512081146,
-0.07446208596229553,
-0.07922881841659546,
-0.050690699368715286,
0.18244650959968567,
-0.04767671227455139,
-0.062201060354709625,
0.060336485505104065,
0.0404253751039505,
0.014110964722931385,
0.05604016035795212,
-0.017180699855089188,
-0.020893430337309837,
-0.007353097200393677,
0.05849701538681984,
0.027349717915058136,
0.023832568898797035,
-0.025935735553503036,
0.0505683608353138,
0.04261164367198944,
0.10729756951332092,
-0.06802505254745483,
-0.022511957213282585,
-0.012540865689516068,
-0.001246458268724382,
-0.007238519378006458,
-0.022868281230330467,
-0.057486262172460556,
0.10341528058052063,
0.01019278448075056,
-0.018758786842226982,
0.05607752501964569,
0.03150343894958496,
0.04757256805896759,
-0.0273625198751688,
-0.014098851941525936,
0.04889201000332832,
-0.061998821794986725,
0.06572209298610687,
0.04308789595961571,
0.026190130040049553,
0.0740724727511406,
0.03353388234972954,
1.4022951492249012e-33,
-0.004144634585827589,
-0.042068254202604294,
0.0795096829533577,
0.004692473914474249,
-0.010441066697239876,
-0.04213482514023781,
-0.008367333561182022,
-0.032750435173511505,
-0.04559662565588951,
0.012534280307590961,
0.022066058591008186,
0.08780507743358612,
-0.010157587938010693,
0.1728188544511795,
0.041350264102220535,
-0.002814355306327343,
-0.0515473335981369,
0.08394624292850494,
0.05193774774670601,
-0.05335120111703873,
0.029748739674687386,
0.023185227066278458,
-0.06477291882038116,
-0.03747288137674332,
0.013741008937358856,
-0.04628780484199524,
-0.005464870948344469,
-0.031567610800266266,
-0.05318693816661835,
-0.02861848473548889,
-0.02477966994047165,
-0.05086936056613922,
-0.07049837708473206,
0.08841105550527573,
-0.007171438541263342,
0.12358442693948746,
-0.05157328024506569,
0.025028500705957413,
-0.07762928307056427,
-0.0004986088024452329,
0.010282999835908413,
0.02129690907895565,
-0.01663265749812126,
0.02687426470220089,
0.035044748336076736,
-0.04403877258300781,
-0.047046516090631485,
0.05577212944626808,
-0.1217973381280899,
-0.04563288018107414,
-0.030308909714221954,
-0.012491278350353241,
0.032746877521276474,
-0.08220865577459335,
-0.006897913292050362,
-0.028387201949954033,
-0.0020908883307129145,
0.012618530541658401,
-0.11116183549165726,
0.05914061889052391,
-0.026743413880467415,
-0.08433588594198227,
-0.0480637364089489,
-0.07564450800418854,
-0.06040257588028908,
0.13281221687793732,
-0.0235843937844038,
-0.011680933646857738,
0.11001471430063248,
-0.013734528794884682,
0.009115350432693958,
0.0599294938147068,
0.039850808680057526,
-0.02266865223646164,
0.020520728081464767,
-0.04448618367314339,
0.007580275181680918,
-0.036085095256567,
0.013619817793369293,
-0.0015853614313527942,
-0.07575839757919312,
0.07988309860229492,
-0.03799072653055191,
0.011019007302820683,
-0.08320411294698715,
0.020334478467702866,
0.06492950022220612,
-0.07131972163915634,
-0.01685342565178871,
0.039693448692560196,
0.0070275599136948586,
-0.0053724790923297405,
-0.021300388500094414,
0.0012528067454695702,
0.05820382386445999,
-2.6771999552702757e-33,
0.04473733901977539,
-0.10488526523113251,
-0.08271006494760513,
0.01745099574327469,
0.006614613346755505,
0.04797125980257988,
-0.004544332157820463,
-0.05962446331977844,
-0.02722279354929924,
-0.03145017847418785,
-0.024602368474006653,
0.050870444625616074,
0.05881107598543167,
-0.01865021325647831,
-0.05205105245113373,
-0.09360960870981216,
0.09262966364622116,
0.07260756939649582,
0.015335660427808762,
0.03432024270296097,
0.062337033450603485,
0.01249734964221716,
-0.008740346878767014,
0.0005191899836063385,
0.12048779428005219,
0.005677526351064444,
-0.07808145880699158,
0.01718560792505741,
-0.011833607219159603,
0.11099883913993835,
0.011128779500722885,
-0.06149320304393768,
-0.03829989582300186,
-0.024791717529296875,
0.006723883096128702,
0.037643879652023315,
-0.03283456712961197,
0.08223555237054825,
-0.023064181208610535,
0.015041757375001907,
-0.050393860787153244,
-0.10956321656703949,
-0.039861325174570084,
0.12090376019477844,
0.08859257400035858,
-0.03312527760863304,
0.04279671609401703,
-0.07097288966178894,
-0.008426000364124775,
-0.025049928575754166,
0.017486898228526115,
0.01826636865735054,
-0.014470702968537807,
0.044400375336408615,
-0.04181371629238129,
0.017545174807310104,
-0.009558433666825294,
-0.009356394410133362,
0.029287071898579597,
-0.01381666399538517,
0.08372273296117783,
0.08437361568212509,
-0.12167492508888245,
0.09737330675125122,
-0.0038427726831287146,
0.013785848394036293,
0.00476421182975173,
-0.05475518852472305,
0.04884830489754677,
-0.1112954393029213,
-0.02323271706700325,
0.016595100983977318,
-0.010957633145153522,
-0.03609649837017059,
0.004393867217004299,
0.08387354016304016,
-0.008540673181414604,
0.0632801279425621,
-0.02304365113377571,
0.02993619814515114,
0.010268401354551315,
0.04446183517575264,
0.09605655819177628,
-0.0031240556854754686,
-0.10630471259355545,
-0.03914538398385048,
0.003232826478779316,
-0.028758978471159935,
0.000066550521296449,
-0.05637709051370621,
0.04765283316373825,
-0.05428730323910713,
-0.013914062641561031,
0.02975611202418804,
-0.06277643889188766,
-5.142407388802894e-8,
0.0109117291867733,
0.027189431712031364,
-0.03779436647891998,
0.008168858475983143,
-0.01832137629389763,
0.023416668176651,
0.0046485550701618195,
-0.03494706377387047,
-0.012008998543024063,
0.11322326213121414,
0.030573636293411255,
0.06722954660654068,
-0.0009755223873071373,
0.01939346082508564,
-0.012726837769150734,
0.012301173061132431,
-0.00995356310158968,
0.006686496548354626,
-0.07135380059480667,
0.061155010014772415,
0.02392330765724182,
0.07719983160495758,
-0.0864773616194725,
-0.03419879078865051,
-0.04422236979007721,
0.05956337973475456,
-0.05978699028491974,
0.029998240992426872,
0.08128535002470016,
0.09143608808517456,
0.04882035031914711,
-0.019099611788988113,
0.04827747493982315,
-0.012096010148525238,
0.008586051873862743,
-0.009663930162787437,
-0.029804294928908348,
0.09469404816627502,
-0.02096615359187126,
0.014637850224971771,
-0.014834809117019176,
0.006312615238130093,
-0.07773017883300781,
0.005845915526151657,
0.07055362313985825,
0.0706818476319313,
-0.1097850352525711,
-0.03248557820916176,
0.039975814521312714,
0.009941344149410725,
0.037199199199676514,
0.07252349704504013,
0.027592280879616737,
-0.002454537432640791,
-0.023692334070801735,
-0.02232658490538597,
0.014395266771316528,
0.02294285222887993,
-0.04692012071609497,
-0.004357077647000551,
0.010605160146951675,
0.021585406735539436,
0.0018058737041428685,
-0.014799700118601322
] | null | null | null | null | null | null | null |
[
0.009602510370314121,
-0.04769754037261009,
-0.024108128622174263,
-0.09220195561647415,
-0.03639932721853256,
0.0579984150826931,
0.03982967138290405,
-0.010120817460119724,
0.018947504460811615,
0.04992634803056717,
-0.00456157885491848,
0.034262482076883316,
0.05237831920385361,
0.06576104462146759,
0.05858420953154564,
0.00272907642647624,
0.048078592866659164,
0.03082876466214657,
-0.005521292332559824,
0.08766073733568192,
-0.038995299488306046,
-0.09436006098985672,
-0.007084989454597235,
0.0018614849541336298,
-0.035590916872024536,
-0.010977639816701412,
-0.025468304753303528,
0.007779598236083984,
-0.052146412432193756,
-0.05143895372748375,
0.07160299271345139,
-0.02874806895852089,
0.08709549903869629,
0.007471329532563686,
-0.018112245947122574,
0.0390407033264637,
-0.12993431091308594,
-0.08678299188613892,
-0.04878314584493637,
-0.008678318932652473,
-0.054549168795347214,
0.004441448953002691,
-0.061386268585920334,
0.014976401813328266,
-0.059978749603033066,
0.00861059408634901,
0.01822240650653839,
-0.020005619153380394,
-0.0379219725728035,
-0.07076625525951385,
-0.04967104643583298,
0.010888230986893177,
-0.0539691224694252,
-0.01868244633078575,
0.0900755301117897,
0.01829136535525322,
-0.044732797890901566,
0.010419944301247597,
-0.0064195292070508,
-0.012664733454585075,
-0.01324023399502039,
0.03772728517651558,
-0.05018432438373566,
0.021397702395915985,
0.0651937872171402,
-0.015722038224339485,
0.003804924665018916,
0.051370784640312195,
-0.0591001957654953,
0.04913594201207161,
0.0161639042198658,
-0.045451074838638306,
-0.0083920294418931,
-0.08112561702728271,
0.04069772735238075,
0.03413153067231178,
-0.04674923047423363,
0.03486752137541771,
-0.059624407440423965,
0.05320088937878609,
-0.023990433663129807,
-0.05191812664270401,
-0.03404882922768593,
-0.043983783572912216,
0.05057619512081146,
-0.07446208596229553,
-0.07922881841659546,
-0.050690699368715286,
0.18244650959968567,
-0.04767671227455139,
-0.062201060354709625,
0.060336485505104065,
0.0404253751039505,
0.014110964722931385,
0.05604016035795212,
-0.017180699855089188,
-0.020893430337309837,
-0.007353097200393677,
0.05849701538681984,
0.027349717915058136,
0.023832568898797035,
-0.025935735553503036,
0.0505683608353138,
0.04261164367198944,
0.10729756951332092,
-0.06802505254745483,
-0.022511957213282585,
-0.012540865689516068,
-0.001246458268724382,
-0.007238519378006458,
-0.022868281230330467,
-0.057486262172460556,
0.10341528058052063,
0.01019278448075056,
-0.018758786842226982,
0.05607752501964569,
0.03150343894958496,
0.04757256805896759,
-0.0273625198751688,
-0.014098851941525936,
0.04889201000332832,
-0.061998821794986725,
0.06572209298610687,
0.04308789595961571,
0.026190130040049553,
0.0740724727511406,
0.03353388234972954,
1.4022951492249012e-33,
-0.004144634585827589,
-0.042068254202604294,
0.0795096829533577,
0.004692473914474249,
-0.010441066697239876,
-0.04213482514023781,
-0.008367333561182022,
-0.032750435173511505,
-0.04559662565588951,
0.012534280307590961,
0.022066058591008186,
0.08780507743358612,
-0.010157587938010693,
0.1728188544511795,
0.041350264102220535,
-0.002814355306327343,
-0.0515473335981369,
0.08394624292850494,
0.05193774774670601,
-0.05335120111703873,
0.029748739674687386,
0.023185227066278458,
-0.06477291882038116,
-0.03747288137674332,
0.013741008937358856,
-0.04628780484199524,
-0.005464870948344469,
-0.031567610800266266,
-0.05318693816661835,
-0.02861848473548889,
-0.02477966994047165,
-0.05086936056613922,
-0.07049837708473206,
0.08841105550527573,
-0.007171438541263342,
0.12358442693948746,
-0.05157328024506569,
0.025028500705957413,
-0.07762928307056427,
-0.0004986088024452329,
0.010282999835908413,
0.02129690907895565,
-0.01663265749812126,
0.02687426470220089,
0.035044748336076736,
-0.04403877258300781,
-0.047046516090631485,
0.05577212944626808,
-0.1217973381280899,
-0.04563288018107414,
-0.030308909714221954,
-0.012491278350353241,
0.032746877521276474,
-0.08220865577459335,
-0.006897913292050362,
-0.028387201949954033,
-0.0020908883307129145,
0.012618530541658401,
-0.11116183549165726,
0.05914061889052391,
-0.026743413880467415,
-0.08433588594198227,
-0.0480637364089489,
-0.07564450800418854,
-0.06040257588028908,
0.13281221687793732,
-0.0235843937844038,
-0.011680933646857738,
0.11001471430063248,
-0.013734528794884682,
0.009115350432693958,
0.0599294938147068,
0.039850808680057526,
-0.02266865223646164,
0.020520728081464767,
-0.04448618367314339,
0.007580275181680918,
-0.036085095256567,
0.013619817793369293,
-0.0015853614313527942,
-0.07575839757919312,
0.07988309860229492,
-0.03799072653055191,
0.011019007302820683,
-0.08320411294698715,
0.020334478467702866,
0.06492950022220612,
-0.07131972163915634,
-0.01685342565178871,
0.039693448692560196,
0.0070275599136948586,
-0.0053724790923297405,
-0.021300388500094414,
0.0012528067454695702,
0.05820382386445999,
-2.6771999552702757e-33,
0.04473733901977539,
-0.10488526523113251,
-0.08271006494760513,
0.01745099574327469,
0.006614613346755505,
0.04797125980257988,
-0.004544332157820463,
-0.05962446331977844,
-0.02722279354929924,
-0.03145017847418785,
-0.024602368474006653,
0.050870444625616074,
0.05881107598543167,
-0.01865021325647831,
-0.05205105245113373,
-0.09360960870981216,
0.09262966364622116,
0.07260756939649582,
0.015335660427808762,
0.03432024270296097,
0.062337033450603485,
0.01249734964221716,
-0.008740346878767014,
0.0005191899836063385,
0.12048779428005219,
0.005677526351064444,
-0.07808145880699158,
0.01718560792505741,
-0.011833607219159603,
0.11099883913993835,
0.011128779500722885,
-0.06149320304393768,
-0.03829989582300186,
-0.024791717529296875,
0.006723883096128702,
0.037643879652023315,
-0.03283456712961197,
0.08223555237054825,
-0.023064181208610535,
0.015041757375001907,
-0.050393860787153244,
-0.10956321656703949,
-0.039861325174570084,
0.12090376019477844,
0.08859257400035858,
-0.03312527760863304,
0.04279671609401703,
-0.07097288966178894,
-0.008426000364124775,
-0.025049928575754166,
0.017486898228526115,
0.01826636865735054,
-0.014470702968537807,
0.044400375336408615,
-0.04181371629238129,
0.017545174807310104,
-0.009558433666825294,
-0.009356394410133362,
0.029287071898579597,
-0.01381666399538517,
0.08372273296117783,
0.08437361568212509,
-0.12167492508888245,
0.09737330675125122,
-0.0038427726831287146,
0.013785848394036293,
0.00476421182975173,
-0.05475518852472305,
0.04884830489754677,
-0.1112954393029213,
-0.02323271706700325,
0.016595100983977318,
-0.010957633145153522,
-0.03609649837017059,
0.004393867217004299,
0.08387354016304016,
-0.008540673181414604,
0.0632801279425621,
-0.02304365113377571,
0.02993619814515114,
0.010268401354551315,
0.04446183517575264,
0.09605655819177628,
-0.0031240556854754686,
-0.10630471259355545,
-0.03914538398385048,
0.003232826478779316,
-0.028758978471159935,
0.000066550521296449,
-0.05637709051370621,
0.04765283316373825,
-0.05428730323910713,
-0.013914062641561031,
0.02975611202418804,
-0.06277643889188766,
-5.142407388802894e-8,
0.0109117291867733,
0.027189431712031364,
-0.03779436647891998,
0.008168858475983143,
-0.01832137629389763,
0.023416668176651,
0.0046485550701618195,
-0.03494706377387047,
-0.012008998543024063,
0.11322326213121414,
0.030573636293411255,
0.06722954660654068,
-0.0009755223873071373,
0.01939346082508564,
-0.012726837769150734,
0.012301173061132431,
-0.00995356310158968,
0.006686496548354626,
-0.07135380059480667,
0.061155010014772415,
0.02392330765724182,
0.07719983160495758,
-0.0864773616194725,
-0.03419879078865051,
-0.04422236979007721,
0.05956337973475456,
-0.05978699028491974,
0.029998240992426872,
0.08128535002470016,
0.09143608808517456,
0.04882035031914711,
-0.019099611788988113,
0.04827747493982315,
-0.012096010148525238,
0.008586051873862743,
-0.009663930162787437,
-0.029804294928908348,
0.09469404816627502,
-0.02096615359187126,
0.014637850224971771,
-0.014834809117019176,
0.006312615238130093,
-0.07773017883300781,
0.005845915526151657,
0.07055362313985825,
0.0706818476319313,
-0.1097850352525711,
-0.03248557820916176,
0.039975814521312714,
0.009941344149410725,
0.037199199199676514,
0.07252349704504013,
0.027592280879616737,
-0.002454537432640791,
-0.023692334070801735,
-0.02232658490538597,
0.014395266771316528,
0.02294285222887993,
-0.04692012071609497,
-0.004357077647000551,
0.010605160146951675,
0.021585406735539436,
0.0018058737041428685,
-0.014799700118601322
] |
1402.5172
|
Mingsheng Ying
|
Mingsheng Ying, Nengkun Yu and Yuan Feng
|
Alternation in Quantum Programming: From Superposition of Data to
Superposition of Programs
|
arXiv admin note: substantial text overlap with arXiv:1209.4379
| null | null | null |
cs.PL cs.LO quant-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We extract a novel quantum programming paradigm - superposition of programs -
from the design idea of a popular class of quantum algorithms, namely quantum
walk-based algorithms. The generality of this paradigm is guaranteed by the
universality of quantum walks as a computational model. A new quantum
programming language QGCL is then proposed to support the paradigm of
superposition of programs. This language can be seen as a quantum extension of
Dijkstra's GCL (Guarded Command Language). Surprisingly, alternation in GCL
splits into two different notions in the quantum setting: classical alternation
(of quantum programs) and quantum alternation, with the latter being introduced
in QGCL for the first time. Quantum alternation is the key program construct
for realizing the paradigm of superposition of programs.
The denotational semantics of QGCL are defined by introducing a new
mathematical tool called the guarded composition of operator-valued functions.
Then the weakest precondition semantics of QGCL can straightforwardly derived.
Another very useful program construct in realizing the quantum programming
paradigm of superposition of programs, called quantum choice, can be easily
defined in terms of quantum alternation. The relation between quantum choices
and probabilistic choices is clarified through defining the notion of local
variables. We derive a family of algebraic laws for QGCL programs that can be
used in program verification, transformations and compilation. The expressive
power of QGCL is illustrated by several examples where various variants and
generalizations of quantum walks are conveniently expressed using quantum
alternation and quantum choice. We believe that quantum programming with
quantum alternation and choice will play an important role in further
exploiting the power of quantum computing.
|
[
{
"created": "Thu, 20 Feb 2014 23:35:58 GMT",
"version": "v1"
}
] |
2014-02-24
|
[
[
"Ying",
"Mingsheng",
""
],
[
"Yu",
"Nengkun",
""
],
[
"Feng",
"Yuan",
""
]
] |
[
-0.16295047104358673,
0.04610481485724449,
-0.0025909089017659426,
0.01960047148168087,
-0.11475182324647903,
0.011070999316871166,
-0.000729316205251962,
-0.02111060358583927,
-0.014218593016266823,
0.007658923976123333,
-0.027538472786545753,
-0.05986443907022476,
-0.014742529951035976,
0.07530929148197174,
0.008023014292120934,
0.04638984426856041,
0.07794219255447388,
-0.026681318879127502,
-0.0704866498708725,
-0.04391307756304741,
0.040990687906742096,
0.024930458515882492,
-0.00917024165391922,
0.006158829666674137,
0.02262265235185623,
0.001901289215311408,
-0.02846691943705082,
-0.013173552230000496,
0.07636988162994385,
0.02752777747809887,
0.014609649777412415,
0.0929674580693245,
0.0026118296664208174,
-0.0009462307789362967,
-0.03073110617697239,
0.11605758965015411,
-0.05104466900229454,
-0.053651317954063416,
0.001086307573132217,
-0.0710548684000969,
-0.02373707853257656,
0.03591980040073395,
-0.12267748266458511,
0.03062751516699791,
-0.00427570566534996,
0.0615457147359848,
0.048511188477277756,
0.05218004807829857,
-0.11788468062877655,
-0.10804834216833115,
-0.0006651863222941756,
0.02046462707221508,
-0.02848808839917183,
0.001062548253685236,
0.07669024914503098,
0.013357858173549175,
0.06836162507534027,
-0.015992455184459686,
-0.04671919345855713,
-0.06965359300374985,
-0.048793379217386246,
-0.019378386437892914,
-0.06223078817129135,
0.02224709466099739,
0.0669669583439827,
-0.011021200567483902,
-0.030153952538967133,
0.040378034114837646,
0.07800910621881485,
0.05096573755145073,
-0.03195241466164589,
-0.06470359861850739,
-0.014300031587481499,
0.012480765581130981,
-0.019946174696087837,
-0.0627940446138382,
0.01168462447822094,
0.052942030131816864,
-0.012193866074085236,
-0.03349641337990761,
0.039177533239126205,
-0.0495489127933979,
0.027664581313729286,
0.07800538837909698,
0.0927557647228241,
0.038511212915182114,
-0.006692579481750727,
-0.024471469223499298,
0.057539280503988266,
-0.03499092906713486,
-0.07079621404409409,
-0.0602295957505703,
0.05221124738454819,
0.002756953239440918,
0.04635480418801308,
0.024349674582481384,
0.05605028197169304,
-0.08031269907951355,
-0.005869886837899685,
0.01675134152173996,
0.07324583828449249,
0.03941209614276886,
-0.007073964457958937,
-0.04781842976808548,
0.046752575784921646,
-0.0342198871076107,
-0.020009024068713188,
-0.006372624542564154,
-0.009839005768299103,
-0.005193749908357859,
0.020179983228445053,
0.0030172625556588173,
0.051337070763111115,
-0.04689489305019379,
-0.10723500698804855,
0.07089383900165558,
-0.019815560430288315,
0.12016021460294724,
-0.01385721005499363,
0.022253377363085747,
-0.014755653217434883,
0.01955311931669712,
0.049143243581056595,
0.005241279490292072,
0.00190569122787565,
-0.019188426434993744,
-0.07902760803699493,
2.441213954212932e-33,
-0.005927727557718754,
-0.04517725855112076,
-0.006913927383720875,
-0.03512164205312729,
0.057495247572660446,
-0.040642112493515015,
0.14191226661205292,
-0.03059571236371994,
-0.05691688880324364,
-0.021788451820611954,
0.09202523529529572,
0.015653764829039574,
0.012461766600608826,
0.027942050248384476,
0.048828352242708206,
0.05644796043634415,
-0.05751969292759895,
-0.10044840723276138,
0.04967043176293373,
-0.0827576071023941,
0.057693466544151306,
-0.012575572356581688,
-0.05459130182862282,
-0.011773370206356049,
0.030725935474038124,
-0.028252819553017616,
0.057961225509643555,
-0.030864479020237923,
-0.045619916170835495,
0.01654815301299095,
-0.07376730442047119,
0.0410938635468483,
-0.04156465083360672,
0.04754156246781349,
-0.028199249878525734,
0.05493392050266266,
-0.025059491395950317,
-0.04455547779798508,
0.014565142802894115,
-0.06924375891685486,
0.02699458971619606,
-0.04160180687904358,
0.01867702230811119,
-0.021758029237389565,
0.017835738137364388,
-0.0181969553232193,
0.0052492921240627766,
-0.0015854428056627512,
-0.0776975080370903,
-0.022771665826439857,
0.081793412566185,
-0.04343743622303009,
0.03490326553583145,
-0.0023341497872024775,
0.006028669886291027,
-0.06258923560380936,
0.06130869314074516,
0.050535641610622406,
-0.0591718964278698,
0.05259856581687927,
-0.026578260585665703,
0.0856507271528244,
-0.0037429502699524164,
0.036372456699609756,
-0.05548693984746933,
-0.038866180926561356,
-0.1165488138794899,
-0.007990564219653606,
0.015490315854549408,
0.11933430284261703,
-0.0443749874830246,
0.03618327155709267,
0.0728834792971611,
0.04431940242648125,
0.03404489532113075,
0.0057492624036967754,
-0.011503458023071289,
-0.05811881646513939,
-0.00267386925406754,
-0.07339225709438324,
-0.018566537648439407,
-0.014798229560256004,
-0.021504631265997887,
0.044738464057445526,
0.02116227149963379,
-0.1474718451499939,
0.008634221740067005,
-0.07912125438451767,
-0.023784782737493515,
-0.041050560772418976,
-0.05076783522963524,
-0.09662279486656189,
0.10047800838947296,
0.046052951365709305,
-0.010715770535171032,
-4.8223597797568605e-33,
-0.02630198933184147,
0.02438688650727272,
0.005989708937704563,
0.010478463023900986,
-0.029234645888209343,
-0.07482938468456268,
0.030420253053307533,
-0.16574698686599731,
0.01641552895307541,
0.006700293160974979,
-0.04220323637127876,
0.06762446463108063,
0.07114063203334808,
0.12680675089359283,
0.010832017287611961,
0.006585159804672003,
-0.03257307782769203,
-0.06047481298446655,
-0.007290042005479336,
0.046435341238975525,
0.04069575294852257,
0.03464328870177269,
-0.04007180407643318,
0.03216847404837608,
0.06595762819051743,
0.027629582211375237,
0.11686582863330841,
0.030637672170996666,
0.05995652824640274,
-0.03781246021389961,
-0.03138389438390732,
-0.07638402283191681,
-0.10538429766893387,
-0.01729646697640419,
-0.01570827141404152,
-0.037924911826848984,
0.04988398775458336,
0.09105493873357773,
-0.0911596342921257,
-0.054776281118392944,
-0.0168765839189291,
-0.06595306843519211,
0.0078286649659276,
0.04112819582223892,
0.04712163656949997,
0.057837966829538345,
-0.048189062625169754,
0.0036339054349809885,
-0.06032320857048035,
-0.042796988040208817,
0.03175574913620949,
0.059972476214170456,
0.03283361718058586,
0.07925786823034286,
-0.02455230988562107,
0.004313155077397823,
0.03277142718434334,
0.014644230715930462,
0.07590417563915253,
0.028772320598363876,
0.014710335060954094,
-0.04034484550356865,
0.029080115258693695,
0.02284674346446991,
0.0021291517186909914,
-0.017091957852244377,
-0.07079753279685974,
0.02076098322868347,
0.019054517149925232,
-0.06121249124407768,
-0.009871235117316246,
-0.007908051833510399,
-0.0028231439646333456,
0.002355275209993124,
-0.048466943204402924,
0.045150451362133026,
0.04520659148693085,
-0.04504720866680145,
0.0236155204474926,
0.01800381764769554,
0.0190430898219347,
-0.015723804011940956,
0.03896678239107132,
0.023486880585551262,
-0.055716801434755325,
-0.016649935394525528,
-0.030516313388943672,
0.04135632887482643,
0.04425365477800369,
-0.05259750038385391,
-0.033036522567272186,
0.09153323620557785,
-0.0016160303493961692,
-0.03313811868429184,
-0.0215023010969162,
-4.0551395130705714e-8,
-0.021674754098057747,
-0.06490328907966614,
-0.010824820958077908,
0.00877179391682148,
0.11960962414741516,
0.006567503325641155,
0.002680395729839802,
-0.032815903425216675,
-0.027637554332613945,
-0.07617803663015366,
-0.018769653514027596,
0.03169146925210953,
0.005877201445400715,
-0.03019699826836586,
-0.014540844596922398,
0.036384645849466324,
0.022752150893211365,
-0.0623750165104866,
0.00665344949811697,
-0.01252284087240696,
0.01092433836311102,
-0.003953085280954838,
-0.0041226535104215145,
0.04509209096431732,
-0.0544271357357502,
-0.08273192495107651,
0.04854157194495201,
-0.02221560850739479,
0.056873220950365067,
0.02755407616496086,
0.03197149932384491,
0.042504873126745224,
0.12395399808883667,
0.16632458567619324,
-0.02482447400689125,
-0.002849531127139926,
-0.04444956034421921,
-0.036766257137060165,
0.014514905400574207,
0.026504602283239365,
0.004399104509502649,
0.03311249241232872,
-0.057615336030721664,
0.03945072367787361,
-0.04448163881897926,
-0.055405281484127045,
0.04000947251915932,
-0.06143968924880028,
0.028698381036520004,
0.088544100522995,
-0.059620246291160583,
0.035170309245586395,
-0.00013903337821830064,
-0.02348453924059868,
-0.016295775771141052,
0.12529762089252472,
-0.05735718831419945,
-0.08953171223402023,
-0.0026140117552131414,
0.0777086466550827,
-0.03080175630748272,
-0.020273523405194283,
0.014843214303255081,
0.02153816819190979
] | null | null | null | null | null | null | null |
[
-0.16295047104358673,
0.04610481485724449,
-0.0025909089017659426,
0.01960047148168087,
-0.11475182324647903,
0.011070999316871166,
-0.000729316205251962,
-0.02111060358583927,
-0.014218593016266823,
0.007658923976123333,
-0.027538472786545753,
-0.05986443907022476,
-0.014742529951035976,
0.07530929148197174,
0.008023014292120934,
0.04638984426856041,
0.07794219255447388,
-0.026681318879127502,
-0.0704866498708725,
-0.04391307756304741,
0.040990687906742096,
0.024930458515882492,
-0.00917024165391922,
0.006158829666674137,
0.02262265235185623,
0.001901289215311408,
-0.02846691943705082,
-0.013173552230000496,
0.07636988162994385,
0.02752777747809887,
0.014609649777412415,
0.0929674580693245,
0.0026118296664208174,
-0.0009462307789362967,
-0.03073110617697239,
0.11605758965015411,
-0.05104466900229454,
-0.053651317954063416,
0.001086307573132217,
-0.0710548684000969,
-0.02373707853257656,
0.03591980040073395,
-0.12267748266458511,
0.03062751516699791,
-0.00427570566534996,
0.0615457147359848,
0.048511188477277756,
0.05218004807829857,
-0.11788468062877655,
-0.10804834216833115,
-0.0006651863222941756,
0.02046462707221508,
-0.02848808839917183,
0.001062548253685236,
0.07669024914503098,
0.013357858173549175,
0.06836162507534027,
-0.015992455184459686,
-0.04671919345855713,
-0.06965359300374985,
-0.048793379217386246,
-0.019378386437892914,
-0.06223078817129135,
0.02224709466099739,
0.0669669583439827,
-0.011021200567483902,
-0.030153952538967133,
0.040378034114837646,
0.07800910621881485,
0.05096573755145073,
-0.03195241466164589,
-0.06470359861850739,
-0.014300031587481499,
0.012480765581130981,
-0.019946174696087837,
-0.0627940446138382,
0.01168462447822094,
0.052942030131816864,
-0.012193866074085236,
-0.03349641337990761,
0.039177533239126205,
-0.0495489127933979,
0.027664581313729286,
0.07800538837909698,
0.0927557647228241,
0.038511212915182114,
-0.006692579481750727,
-0.024471469223499298,
0.057539280503988266,
-0.03499092906713486,
-0.07079621404409409,
-0.0602295957505703,
0.05221124738454819,
0.002756953239440918,
0.04635480418801308,
0.024349674582481384,
0.05605028197169304,
-0.08031269907951355,
-0.005869886837899685,
0.01675134152173996,
0.07324583828449249,
0.03941209614276886,
-0.007073964457958937,
-0.04781842976808548,
0.046752575784921646,
-0.0342198871076107,
-0.020009024068713188,
-0.006372624542564154,
-0.009839005768299103,
-0.005193749908357859,
0.020179983228445053,
0.0030172625556588173,
0.051337070763111115,
-0.04689489305019379,
-0.10723500698804855,
0.07089383900165558,
-0.019815560430288315,
0.12016021460294724,
-0.01385721005499363,
0.022253377363085747,
-0.014755653217434883,
0.01955311931669712,
0.049143243581056595,
0.005241279490292072,
0.00190569122787565,
-0.019188426434993744,
-0.07902760803699493,
2.441213954212932e-33,
-0.005927727557718754,
-0.04517725855112076,
-0.006913927383720875,
-0.03512164205312729,
0.057495247572660446,
-0.040642112493515015,
0.14191226661205292,
-0.03059571236371994,
-0.05691688880324364,
-0.021788451820611954,
0.09202523529529572,
0.015653764829039574,
0.012461766600608826,
0.027942050248384476,
0.048828352242708206,
0.05644796043634415,
-0.05751969292759895,
-0.10044840723276138,
0.04967043176293373,
-0.0827576071023941,
0.057693466544151306,
-0.012575572356581688,
-0.05459130182862282,
-0.011773370206356049,
0.030725935474038124,
-0.028252819553017616,
0.057961225509643555,
-0.030864479020237923,
-0.045619916170835495,
0.01654815301299095,
-0.07376730442047119,
0.0410938635468483,
-0.04156465083360672,
0.04754156246781349,
-0.028199249878525734,
0.05493392050266266,
-0.025059491395950317,
-0.04455547779798508,
0.014565142802894115,
-0.06924375891685486,
0.02699458971619606,
-0.04160180687904358,
0.01867702230811119,
-0.021758029237389565,
0.017835738137364388,
-0.0181969553232193,
0.0052492921240627766,
-0.0015854428056627512,
-0.0776975080370903,
-0.022771665826439857,
0.081793412566185,
-0.04343743622303009,
0.03490326553583145,
-0.0023341497872024775,
0.006028669886291027,
-0.06258923560380936,
0.06130869314074516,
0.050535641610622406,
-0.0591718964278698,
0.05259856581687927,
-0.026578260585665703,
0.0856507271528244,
-0.0037429502699524164,
0.036372456699609756,
-0.05548693984746933,
-0.038866180926561356,
-0.1165488138794899,
-0.007990564219653606,
0.015490315854549408,
0.11933430284261703,
-0.0443749874830246,
0.03618327155709267,
0.0728834792971611,
0.04431940242648125,
0.03404489532113075,
0.0057492624036967754,
-0.011503458023071289,
-0.05811881646513939,
-0.00267386925406754,
-0.07339225709438324,
-0.018566537648439407,
-0.014798229560256004,
-0.021504631265997887,
0.044738464057445526,
0.02116227149963379,
-0.1474718451499939,
0.008634221740067005,
-0.07912125438451767,
-0.023784782737493515,
-0.041050560772418976,
-0.05076783522963524,
-0.09662279486656189,
0.10047800838947296,
0.046052951365709305,
-0.010715770535171032,
-4.8223597797568605e-33,
-0.02630198933184147,
0.02438688650727272,
0.005989708937704563,
0.010478463023900986,
-0.029234645888209343,
-0.07482938468456268,
0.030420253053307533,
-0.16574698686599731,
0.01641552895307541,
0.006700293160974979,
-0.04220323637127876,
0.06762446463108063,
0.07114063203334808,
0.12680675089359283,
0.010832017287611961,
0.006585159804672003,
-0.03257307782769203,
-0.06047481298446655,
-0.007290042005479336,
0.046435341238975525,
0.04069575294852257,
0.03464328870177269,
-0.04007180407643318,
0.03216847404837608,
0.06595762819051743,
0.027629582211375237,
0.11686582863330841,
0.030637672170996666,
0.05995652824640274,
-0.03781246021389961,
-0.03138389438390732,
-0.07638402283191681,
-0.10538429766893387,
-0.01729646697640419,
-0.01570827141404152,
-0.037924911826848984,
0.04988398775458336,
0.09105493873357773,
-0.0911596342921257,
-0.054776281118392944,
-0.0168765839189291,
-0.06595306843519211,
0.0078286649659276,
0.04112819582223892,
0.04712163656949997,
0.057837966829538345,
-0.048189062625169754,
0.0036339054349809885,
-0.06032320857048035,
-0.042796988040208817,
0.03175574913620949,
0.059972476214170456,
0.03283361718058586,
0.07925786823034286,
-0.02455230988562107,
0.004313155077397823,
0.03277142718434334,
0.014644230715930462,
0.07590417563915253,
0.028772320598363876,
0.014710335060954094,
-0.04034484550356865,
0.029080115258693695,
0.02284674346446991,
0.0021291517186909914,
-0.017091957852244377,
-0.07079753279685974,
0.02076098322868347,
0.019054517149925232,
-0.06121249124407768,
-0.009871235117316246,
-0.007908051833510399,
-0.0028231439646333456,
0.002355275209993124,
-0.048466943204402924,
0.045150451362133026,
0.04520659148693085,
-0.04504720866680145,
0.0236155204474926,
0.01800381764769554,
0.0190430898219347,
-0.015723804011940956,
0.03896678239107132,
0.023486880585551262,
-0.055716801434755325,
-0.016649935394525528,
-0.030516313388943672,
0.04135632887482643,
0.04425365477800369,
-0.05259750038385391,
-0.033036522567272186,
0.09153323620557785,
-0.0016160303493961692,
-0.03313811868429184,
-0.0215023010969162,
-4.0551395130705714e-8,
-0.021674754098057747,
-0.06490328907966614,
-0.010824820958077908,
0.00877179391682148,
0.11960962414741516,
0.006567503325641155,
0.002680395729839802,
-0.032815903425216675,
-0.027637554332613945,
-0.07617803663015366,
-0.018769653514027596,
0.03169146925210953,
0.005877201445400715,
-0.03019699826836586,
-0.014540844596922398,
0.036384645849466324,
0.022752150893211365,
-0.0623750165104866,
0.00665344949811697,
-0.01252284087240696,
0.01092433836311102,
-0.003953085280954838,
-0.0041226535104215145,
0.04509209096431732,
-0.0544271357357502,
-0.08273192495107651,
0.04854157194495201,
-0.02221560850739479,
0.056873220950365067,
0.02755407616496086,
0.03197149932384491,
0.042504873126745224,
0.12395399808883667,
0.16632458567619324,
-0.02482447400689125,
-0.002849531127139926,
-0.04444956034421921,
-0.036766257137060165,
0.014514905400574207,
0.026504602283239365,
0.004399104509502649,
0.03311249241232872,
-0.057615336030721664,
0.03945072367787361,
-0.04448163881897926,
-0.055405281484127045,
0.04000947251915932,
-0.06143968924880028,
0.028698381036520004,
0.088544100522995,
-0.059620246291160583,
0.035170309245586395,
-0.00013903337821830064,
-0.02348453924059868,
-0.016295775771141052,
0.12529762089252472,
-0.05735718831419945,
-0.08953171223402023,
-0.0026140117552131414,
0.0777086466550827,
-0.03080175630748272,
-0.020273523405194283,
0.014843214303255081,
0.02153816819190979
] |
1402.5176
|
Ko-Jen Hsiao
|
Ko-Jen Hsiao, Jeff Calder, Alfred O. Hero III
|
Pareto-depth for Multiple-query Image Retrieval
| null | null |
10.1109/TIP.2014.2378057
| null |
cs.IR cs.LG stat.ML
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Most content-based image retrieval systems consider either one single query,
or multiple queries that include the same object or represent the same semantic
information. In this paper we consider the content-based image retrieval
problem for multiple query images corresponding to different image semantics.
We propose a novel multiple-query information retrieval algorithm that combines
the Pareto front method (PFM) with efficient manifold ranking (EMR). We show
that our proposed algorithm outperforms state of the art multiple-query
retrieval algorithms on real-world image databases. We attribute this
performance improvement to concavity properties of the Pareto fronts, and prove
a theoretical result that characterizes the asymptotic concavity of the fronts.
|
[
{
"created": "Fri, 21 Feb 2014 00:42:48 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Hsiao",
"Ko-Jen",
""
],
[
"Calder",
"Jeff",
""
],
[
"Hero",
"Alfred O.",
"III"
]
] |
[
0.060777440667152405,
-0.06016525626182556,
0.006636333651840687,
-0.04075684770941734,
0.007830850780010223,
-0.013586723245680332,
-0.006348439957946539,
0.006867059972137213,
0.023089468479156494,
-0.04501539096236229,
0.000527682772371918,
0.042858097702264786,
0.12921155989170074,
0.03577006608247757,
-0.021971173584461212,
0.033991534262895584,
0.09732603281736374,
0.03395744040608406,
-0.045561693608760834,
0.014221061952412128,
-0.05350850522518158,
0.012808366678655148,
0.05430039018392563,
-0.06080856919288635,
-0.02884945459663868,
-0.00751824676990509,
-0.027710169553756714,
-0.024961339309811592,
-0.01866946741938591,
-0.05150466039776802,
0.002821232657879591,
0.014303560368716717,
0.06054570525884628,
0.10530903935432434,
-0.048784974962472916,
0.05258389934897423,
-0.05580660700798035,
0.0010768832871690392,
0.005290068686008453,
-0.01320857647806406,
-0.04217212274670601,
0.008954733610153198,
0.000737715803552419,
0.010135618969798088,
0.06829679757356644,
0.07071171700954437,
-0.04178301617503166,
0.022891486063599586,
0.09359432756900787,
-0.0046860892325639725,
-0.062296777963638306,
-0.0116695836186409,
-0.12211978435516357,
0.0196430291980505,
-0.015474517829716206,
-0.0202806293964386,
-0.07631569355726242,
-0.003838093252852559,
0.0033597119618207216,
0.03196578845381737,
0.018361026421189308,
-0.04052910953760147,
0.005068115424364805,
0.012202505953609943,
0.1459205150604248,
-0.019307848066091537,
0.05778191238641739,
-0.10823774337768555,
0.02251249924302101,
-0.07569871097803116,
0.04820076748728752,
-0.01708851382136345,
-0.030160954222083092,
0.01605195924639702,
-0.038268137723207474,
0.07309572398662567,
-0.003887034021317959,
0.0066365208476781845,
-0.007482356857508421,
-0.021185336634516716,
0.017878292128443718,
0.012994036078453064,
0.08165222406387329,
-0.006823163013905287,
0.1224837526679039,
-0.10041884332895279,
-0.01632348820567131,
-0.1485009342432022,
0.014490587636828423,
-0.027023525908589363,
-0.01927279308438301,
-0.033635273575782776,
-0.03573514148592949,
-0.025804314762353897,
-0.0027580701280385256,
-0.009389042854309082,
-0.0018433819059282541,
-0.031712595373392105,
0.061187583953142166,
0.020138556137681007,
0.013308756984770298,
-0.029403645545244217,
0.02966160513460636,
0.024432314559817314,
0.049889665096998215,
0.053619880229234695,
0.03247532248497009,
0.04186861217021942,
0.026334751397371292,
-0.10821910202503204,
0.011634164489805698,
0.04019685834646225,
0.0059500266797840595,
-0.016313351690769196,
-0.03680473566055298,
-0.038610946387052536,
-0.0069135925732553005,
-0.00021354042110033333,
0.07306612282991409,
-0.08961176872253418,
-0.05516396462917328,
0.03511172905564308,
0.027725044637918472,
-0.10531636327505112,
0.030477529391646385,
-0.05906195938587189,
-0.006746971048414707,
1.3695841720128902e-33,
0.003549175104126334,
-0.022766899317502975,
0.10011937469244003,
-0.031103575602173805,
-0.0029550602193921804,
0.039404720067977905,
-0.026413772255182266,
0.0860423669219017,
-0.09379221498966217,
0.01620638370513916,
0.005014583934098482,
0.042278584092855453,
0.039626944810152054,
-0.025079945102334023,
0.039135269820690155,
-0.009035950526595116,
-0.051422618329524994,
-0.01485498808324337,
-0.02413736842572689,
-0.03463241830468178,
0.005085338838398457,
-0.025000235065817833,
0.022389903664588928,
0.03979753330349922,
-0.02867414988577366,
-0.050140973180532455,
0.0017165541648864746,
-0.07211054861545563,
-0.04387008026242256,
-0.011101585812866688,
-0.05304406210780144,
0.022514302283525467,
0.00030385589343495667,
0.0380399189889431,
-0.015377184376120567,
-0.029099848121404648,
-0.026864144951105118,
0.02029908262193203,
0.018138129264116287,
0.002490862039849162,
-0.07532963901758194,
0.027777940034866333,
0.005543182138353586,
-0.06920664757490158,
-0.07714386284351349,
0.049693793058395386,
-0.0468595065176487,
0.013067668303847313,
-0.033296942710876465,
-0.04447627067565918,
0.07518423348665237,
-0.012071945704519749,
0.007079587783664465,
0.0062207006849348545,
0.07534389942884445,
-0.04883459210395813,
0.007078808732330799,
0.06903260201215744,
0.025567462667822838,
0.05035506561398506,
0.030826423317193985,
-0.012684823013842106,
0.006200809497386217,
-0.005856205243617296,
0.022548003122210503,
-0.021435776725411415,
0.07364118099212646,
0.034541524946689606,
0.08914855122566223,
0.08578746765851974,
0.08508474379777908,
0.031245727092027664,
0.05511114001274109,
-0.1183190643787384,
0.039254382252693176,
-0.010949242860078812,
-0.01020052470266819,
-0.059865690767765045,
0.020039480179548264,
0.041020795702934265,
-0.06440726667642593,
-0.08541978895664215,
0.0441712848842144,
-0.012694898061454296,
-0.05823745205998421,
0.06457971781492233,
0.0779183879494667,
-0.07823677361011505,
0.03780565783381462,
-0.03193507343530655,
-0.01400402095168829,
0.07681514322757721,
-0.04204848036170006,
0.015030193142592907,
0.031838688999414444,
1.1045928478490066e-33,
0.02092903107404709,
-0.010572957806289196,
0.018494566902518272,
-0.008675143122673035,
0.03477289900183678,
-0.02940070629119873,
-0.00416377279907465,
0.012479821220040321,
-0.08238933980464935,
0.0020489206071943045,
0.07235421240329742,
-0.04847467690706253,
-0.0288995373994112,
-0.0824541226029396,
-0.02552987076342106,
0.0851515382528305,
-0.008569386787712574,
-0.09876907616853714,
-0.14768904447555542,
0.07830174267292023,
-0.041764646768569946,
0.007023239508271217,
-0.08002690225839615,
0.024258339777588844,
-0.033769600093364716,
0.06231742352247238,
0.0002947344328276813,
-0.02745158225297928,
-0.01616518758237362,
0.03403407707810402,
-0.017615078017115593,
-0.0719977468252182,
0.019510548561811447,
-0.04238739609718323,
-0.044529207050800323,
-0.002994394861161709,
-0.03012455254793167,
-0.0015012212097644806,
-0.05856483429670334,
0.10396881401538849,
-0.06508306413888931,
0.005339252296835184,
0.012649454176425934,
0.05538681522011757,
0.0007211706833913922,
-0.08731698244810104,
-0.07857724279165268,
0.05557122454047203,
0.0034390208311378956,
0.08650492876768112,
0.015079457312822342,
-0.010000989772379398,
-0.02696004882454872,
0.040789734572172165,
-0.0045013874769210815,
-0.030953584238886833,
-0.08672764152288437,
0.03119559958577156,
0.0014958987012505531,
0.04050764814019203,
0.0535653680562973,
-0.02934415638446808,
-0.02967657521367073,
0.028264187276363373,
0.04294651001691818,
-0.008690519258379936,
-0.05220974609255791,
-0.0051358165219426155,
-0.13206066191196442,
0.05758989229798317,
-0.011172358877956867,
-0.0616665780544281,
0.07333093881607056,
0.01954638957977295,
0.05870518833398819,
0.10504153370857239,
0.02910362184047699,
0.0401674285531044,
0.07714612036943436,
0.02693445421755314,
-0.043536651879549026,
0.011192796751856804,
0.03365834802389145,
0.12284427881240845,
0.009603861719369888,
0.037367794662714005,
0.029106706380844116,
-0.05059261992573738,
0.0759543627500534,
-0.014377581886947155,
0.03796953707933426,
-0.06250704824924469,
0.06622568517923355,
-0.005592024885118008,
0.03955746442079544,
-3.483300403672729e-8,
-0.052267108112573624,
-0.0489901602268219,
-0.051302310079336166,
-0.04661531001329422,
0.01757594384253025,
0.08371196687221527,
0.012843086384236813,
0.14345194399356842,
-0.06926556676626205,
0.01163067203015089,
0.08610748499631882,
-0.025221997871994972,
-0.06894501298666,
-0.0022805470507591963,
0.03753241151571274,
-0.008940011262893677,
0.014207923784852028,
0.02252068743109703,
0.008688494563102722,
-0.06629976630210876,
-0.0610978789627552,
0.040267620235681534,
0.06992007046937943,
-0.03160840645432472,
-0.018685126677155495,
0.1192367896437645,
-0.03646545484662056,
-0.009166440926492214,
0.07102815061807632,
-0.0132047263905406,
0.007597638294100761,
-0.032950978726148605,
0.09169834107160568,
-0.012150285765528679,
0.0326409637928009,
0.037932977080345154,
-0.03609342500567436,
-0.08341187983751297,
-0.11795751005411148,
-0.040596190840005875,
0.038542669266462326,
-0.0038872251752763987,
0.026076173409819603,
0.054367560893297195,
0.06538135558366776,
0.08000139892101288,
0.14679250121116638,
0.034287355840206146,
0.0315847247838974,
0.07458513230085373,
-0.014990669675171375,
-0.12704089283943176,
-0.01640007086098194,
0.058987874537706375,
0.05888724327087402,
-0.047306664288043976,
0.00710457656532526,
0.015658199787139893,
0.08723453432321548,
0.018928660079836845,
-0.01047397218644619,
0.02298256754875183,
-0.02727123349905014,
-0.001535438816063106
] | null | null | null | null | null | null | null |
[
0.060777440667152405,
-0.06016525626182556,
0.006636333651840687,
-0.04075684770941734,
0.007830850780010223,
-0.013586723245680332,
-0.006348439957946539,
0.006867059972137213,
0.023089468479156494,
-0.04501539096236229,
0.000527682772371918,
0.042858097702264786,
0.12921155989170074,
0.03577006608247757,
-0.021971173584461212,
0.033991534262895584,
0.09732603281736374,
0.03395744040608406,
-0.045561693608760834,
0.014221061952412128,
-0.05350850522518158,
0.012808366678655148,
0.05430039018392563,
-0.06080856919288635,
-0.02884945459663868,
-0.00751824676990509,
-0.027710169553756714,
-0.024961339309811592,
-0.01866946741938591,
-0.05150466039776802,
0.002821232657879591,
0.014303560368716717,
0.06054570525884628,
0.10530903935432434,
-0.048784974962472916,
0.05258389934897423,
-0.05580660700798035,
0.0010768832871690392,
0.005290068686008453,
-0.01320857647806406,
-0.04217212274670601,
0.008954733610153198,
0.000737715803552419,
0.010135618969798088,
0.06829679757356644,
0.07071171700954437,
-0.04178301617503166,
0.022891486063599586,
0.09359432756900787,
-0.0046860892325639725,
-0.062296777963638306,
-0.0116695836186409,
-0.12211978435516357,
0.0196430291980505,
-0.015474517829716206,
-0.0202806293964386,
-0.07631569355726242,
-0.003838093252852559,
0.0033597119618207216,
0.03196578845381737,
0.018361026421189308,
-0.04052910953760147,
0.005068115424364805,
0.012202505953609943,
0.1459205150604248,
-0.019307848066091537,
0.05778191238641739,
-0.10823774337768555,
0.02251249924302101,
-0.07569871097803116,
0.04820076748728752,
-0.01708851382136345,
-0.030160954222083092,
0.01605195924639702,
-0.038268137723207474,
0.07309572398662567,
-0.003887034021317959,
0.0066365208476781845,
-0.007482356857508421,
-0.021185336634516716,
0.017878292128443718,
0.012994036078453064,
0.08165222406387329,
-0.006823163013905287,
0.1224837526679039,
-0.10041884332895279,
-0.01632348820567131,
-0.1485009342432022,
0.014490587636828423,
-0.027023525908589363,
-0.01927279308438301,
-0.033635273575782776,
-0.03573514148592949,
-0.025804314762353897,
-0.0027580701280385256,
-0.009389042854309082,
-0.0018433819059282541,
-0.031712595373392105,
0.061187583953142166,
0.020138556137681007,
0.013308756984770298,
-0.029403645545244217,
0.02966160513460636,
0.024432314559817314,
0.049889665096998215,
0.053619880229234695,
0.03247532248497009,
0.04186861217021942,
0.026334751397371292,
-0.10821910202503204,
0.011634164489805698,
0.04019685834646225,
0.0059500266797840595,
-0.016313351690769196,
-0.03680473566055298,
-0.038610946387052536,
-0.0069135925732553005,
-0.00021354042110033333,
0.07306612282991409,
-0.08961176872253418,
-0.05516396462917328,
0.03511172905564308,
0.027725044637918472,
-0.10531636327505112,
0.030477529391646385,
-0.05906195938587189,
-0.006746971048414707,
1.3695841720128902e-33,
0.003549175104126334,
-0.022766899317502975,
0.10011937469244003,
-0.031103575602173805,
-0.0029550602193921804,
0.039404720067977905,
-0.026413772255182266,
0.0860423669219017,
-0.09379221498966217,
0.01620638370513916,
0.005014583934098482,
0.042278584092855453,
0.039626944810152054,
-0.025079945102334023,
0.039135269820690155,
-0.009035950526595116,
-0.051422618329524994,
-0.01485498808324337,
-0.02413736842572689,
-0.03463241830468178,
0.005085338838398457,
-0.025000235065817833,
0.022389903664588928,
0.03979753330349922,
-0.02867414988577366,
-0.050140973180532455,
0.0017165541648864746,
-0.07211054861545563,
-0.04387008026242256,
-0.011101585812866688,
-0.05304406210780144,
0.022514302283525467,
0.00030385589343495667,
0.0380399189889431,
-0.015377184376120567,
-0.029099848121404648,
-0.026864144951105118,
0.02029908262193203,
0.018138129264116287,
0.002490862039849162,
-0.07532963901758194,
0.027777940034866333,
0.005543182138353586,
-0.06920664757490158,
-0.07714386284351349,
0.049693793058395386,
-0.0468595065176487,
0.013067668303847313,
-0.033296942710876465,
-0.04447627067565918,
0.07518423348665237,
-0.012071945704519749,
0.007079587783664465,
0.0062207006849348545,
0.07534389942884445,
-0.04883459210395813,
0.007078808732330799,
0.06903260201215744,
0.025567462667822838,
0.05035506561398506,
0.030826423317193985,
-0.012684823013842106,
0.006200809497386217,
-0.005856205243617296,
0.022548003122210503,
-0.021435776725411415,
0.07364118099212646,
0.034541524946689606,
0.08914855122566223,
0.08578746765851974,
0.08508474379777908,
0.031245727092027664,
0.05511114001274109,
-0.1183190643787384,
0.039254382252693176,
-0.010949242860078812,
-0.01020052470266819,
-0.059865690767765045,
0.020039480179548264,
0.041020795702934265,
-0.06440726667642593,
-0.08541978895664215,
0.0441712848842144,
-0.012694898061454296,
-0.05823745205998421,
0.06457971781492233,
0.0779183879494667,
-0.07823677361011505,
0.03780565783381462,
-0.03193507343530655,
-0.01400402095168829,
0.07681514322757721,
-0.04204848036170006,
0.015030193142592907,
0.031838688999414444,
1.1045928478490066e-33,
0.02092903107404709,
-0.010572957806289196,
0.018494566902518272,
-0.008675143122673035,
0.03477289900183678,
-0.02940070629119873,
-0.00416377279907465,
0.012479821220040321,
-0.08238933980464935,
0.0020489206071943045,
0.07235421240329742,
-0.04847467690706253,
-0.0288995373994112,
-0.0824541226029396,
-0.02552987076342106,
0.0851515382528305,
-0.008569386787712574,
-0.09876907616853714,
-0.14768904447555542,
0.07830174267292023,
-0.041764646768569946,
0.007023239508271217,
-0.08002690225839615,
0.024258339777588844,
-0.033769600093364716,
0.06231742352247238,
0.0002947344328276813,
-0.02745158225297928,
-0.01616518758237362,
0.03403407707810402,
-0.017615078017115593,
-0.0719977468252182,
0.019510548561811447,
-0.04238739609718323,
-0.044529207050800323,
-0.002994394861161709,
-0.03012455254793167,
-0.0015012212097644806,
-0.05856483429670334,
0.10396881401538849,
-0.06508306413888931,
0.005339252296835184,
0.012649454176425934,
0.05538681522011757,
0.0007211706833913922,
-0.08731698244810104,
-0.07857724279165268,
0.05557122454047203,
0.0034390208311378956,
0.08650492876768112,
0.015079457312822342,
-0.010000989772379398,
-0.02696004882454872,
0.040789734572172165,
-0.0045013874769210815,
-0.030953584238886833,
-0.08672764152288437,
0.03119559958577156,
0.0014958987012505531,
0.04050764814019203,
0.0535653680562973,
-0.02934415638446808,
-0.02967657521367073,
0.028264187276363373,
0.04294651001691818,
-0.008690519258379936,
-0.05220974609255791,
-0.0051358165219426155,
-0.13206066191196442,
0.05758989229798317,
-0.011172358877956867,
-0.0616665780544281,
0.07333093881607056,
0.01954638957977295,
0.05870518833398819,
0.10504153370857239,
0.02910362184047699,
0.0401674285531044,
0.07714612036943436,
0.02693445421755314,
-0.043536651879549026,
0.011192796751856804,
0.03365834802389145,
0.12284427881240845,
0.009603861719369888,
0.037367794662714005,
0.029106706380844116,
-0.05059261992573738,
0.0759543627500534,
-0.014377581886947155,
0.03796953707933426,
-0.06250704824924469,
0.06622568517923355,
-0.005592024885118008,
0.03955746442079544,
-3.483300403672729e-8,
-0.052267108112573624,
-0.0489901602268219,
-0.051302310079336166,
-0.04661531001329422,
0.01757594384253025,
0.08371196687221527,
0.012843086384236813,
0.14345194399356842,
-0.06926556676626205,
0.01163067203015089,
0.08610748499631882,
-0.025221997871994972,
-0.06894501298666,
-0.0022805470507591963,
0.03753241151571274,
-0.008940011262893677,
0.014207923784852028,
0.02252068743109703,
0.008688494563102722,
-0.06629976630210876,
-0.0610978789627552,
0.040267620235681534,
0.06992007046937943,
-0.03160840645432472,
-0.018685126677155495,
0.1192367896437645,
-0.03646545484662056,
-0.009166440926492214,
0.07102815061807632,
-0.0132047263905406,
0.007597638294100761,
-0.032950978726148605,
0.09169834107160568,
-0.012150285765528679,
0.0326409637928009,
0.037932977080345154,
-0.03609342500567436,
-0.08341187983751297,
-0.11795751005411148,
-0.040596190840005875,
0.038542669266462326,
-0.0038872251752763987,
0.026076173409819603,
0.054367560893297195,
0.06538135558366776,
0.08000139892101288,
0.14679250121116638,
0.034287355840206146,
0.0315847247838974,
0.07458513230085373,
-0.014990669675171375,
-0.12704089283943176,
-0.01640007086098194,
0.058987874537706375,
0.05888724327087402,
-0.047306664288043976,
0.00710457656532526,
0.015658199787139893,
0.08723453432321548,
0.018928660079836845,
-0.01047397218644619,
0.02298256754875183,
-0.02727123349905014,
-0.001535438816063106
] |
1402.5180
|
Majid Janzamin
|
Animashree Anandkumar and Rong Ge and Majid Janzamin
|
Guaranteed Non-Orthogonal Tensor Decomposition via Alternating Rank-$1$
Updates
|
We have added an additional sub-algorithm to remove the (approximate)
residual error left after the tensor power iteration
| null | null | null |
cs.LG math.NA stat.ML
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper, we provide local and global convergence guarantees for
recovering CP (Candecomp/Parafac) tensor decomposition. The main step of the
proposed algorithm is a simple alternating rank-$1$ update which is the
alternating version of the tensor power iteration adapted for asymmetric
tensors. Local convergence guarantees are established for third order tensors
of rank $k$ in $d$ dimensions, when $k=o \bigl( d^{1.5} \bigr)$ and the tensor
components are incoherent. Thus, we can recover overcomplete tensor
decomposition. We also strengthen the results to global convergence guarantees
under stricter rank condition $k \le \beta d$ (for arbitrary constant $\beta >
1$) through a simple initialization procedure where the algorithm is
initialized by top singular vectors of random tensor slices. Furthermore, the
approximate local convergence guarantees for $p$-th order tensors are also
provided under rank condition $k=o \bigl( d^{p/2} \bigr)$. The guarantees also
include tight perturbation analysis given noisy tensor.
|
[
{
"created": "Fri, 21 Feb 2014 01:37:02 GMT",
"version": "v1"
},
{
"created": "Mon, 16 Jun 2014 16:29:13 GMT",
"version": "v2"
},
{
"created": "Sun, 3 Aug 2014 22:00:58 GMT",
"version": "v3"
},
{
"created": "Wed, 4 Mar 2015 20:40:42 GMT",
"version": "v4"
}
] |
2015-03-05
|
[
[
"Anandkumar",
"Animashree",
""
],
[
"Ge",
"Rong",
""
],
[
"Janzamin",
"Majid",
""
]
] |
[
-0.08478924632072449,
-0.06520530581474304,
0.050654925405979156,
0.02188323438167572,
0.07597379386425018,
0.005098521709442139,
-0.02471703290939331,
-0.06737831234931946,
-0.04725594073534012,
-0.02361399121582508,
0.008426847867667675,
0.07845266908407211,
-0.059415414929389954,
0.056846413761377335,
-0.061345867812633514,
-0.007634442765265703,
0.002575184451416135,
0.08965080976486206,
0.016721853986382484,
0.02456708624958992,
-0.0700153335928917,
0.06735970824956894,
-0.057593751698732376,
-0.006337171420454979,
0.10578902810811996,
-0.049781396985054016,
0.020505161955952644,
-0.04427680745720863,
0.02961430512368679,
-0.0009565849904902279,
0.02985183708369732,
-0.027399806305766106,
0.011456958018243313,
-0.041718967258930206,
-0.019639795646071434,
0.006945996079593897,
-0.006481386721134186,
-0.007068712264299393,
-0.011497696861624718,
0.07456724345684052,
0.03194691613316536,
0.10338224470615387,
-0.07114189863204956,
-0.006476548966020346,
0.027826689183712006,
-0.00020723535271827132,
0.027991918846964836,
-0.03373924642801285,
0.03303567320108414,
-0.00617982167750597,
0.004573414102196693,
0.022846773266792297,
-0.09171352535486221,
-0.005612177308648825,
-0.0510479137301445,
-0.121738001704216,
0.026347680017352104,
-0.03598133474588394,
-0.02834372967481613,
0.00111259869299829,
-0.013483506627380848,
-0.019451096653938293,
-0.001437891973182559,
-0.08607408404350281,
0.057225052267313004,
0.01959160901606083,
0.06468281894922256,
0.0006745545542798936,
-0.013082643039524555,
0.08286449313163757,
-0.09478605538606644,
-0.05320863053202629,
-0.049729228019714355,
0.05587863549590111,
-0.04552900418639183,
-0.022040963172912598,
-0.0005478471284732223,
-0.049907512962818146,
0.01438076701015234,
0.0263762678951025,
0.02795780822634697,
0.0026459945365786552,
0.0011018711375072598,
-0.11759530007839203,
0.024278730154037476,
-0.04930700734257698,
0.012999136000871658,
0.02369512990117073,
0.07367827743291855,
-0.04041296988725662,
0.04657002538442612,
0.013547992333769798,
-0.024932630360126495,
0.05215707793831825,
0.0712389275431633,
-0.027835486456751823,
0.06245707720518112,
0.030728645622730255,
0.06092962622642517,
0.06006084382534027,
0.007585936225950718,
-0.09590111672878265,
-0.02240416407585144,
-0.00010311874939361587,
0.0349259190261364,
0.044119130820035934,
-0.018493888899683952,
-0.030481090769171715,
0.015555805526673794,
-0.0401712991297245,
0.017518408596515656,
0.0319807231426239,
-0.021175477653741837,
0.02511792816221714,
0.028545957058668137,
-0.006559732835739851,
0.0049728406593203545,
-0.006100138183683157,
0.13063454627990723,
0.03269130364060402,
0.028362426906824112,
-0.033234428614377975,
0.09710553288459778,
0.0720016360282898,
0.001904491102322936,
0.10765114426612854,
-0.030124688521027565,
4.09528750375649e-33,
0.04608507454395294,
0.08482919633388519,
0.07852011173963547,
0.0029074272606521845,
-0.030407356098294258,
0.0704183354973793,
0.06458535045385361,
-0.03679989278316498,
-0.0025542268995195627,
0.053617924451828,
-0.02956918068230152,
0.0021260420326143503,
-0.01323759462684393,
0.024179209023714066,
-0.03744199126958847,
-0.07857827842235565,
0.07724709808826447,
0.028723247349262238,
-0.0326911062002182,
-0.045011576265096664,
0.11007506400346756,
0.05357563868165016,
0.01782691292464733,
-0.038070082664489746,
0.002219138201326132,
-0.03949820250272751,
-0.009496395476162434,
-0.015855595469474792,
-0.05462106689810753,
0.025278303772211075,
-0.10442616790533066,
-0.09012918174266815,
-0.05922103300690651,
0.03777342662215233,
-0.03928182274103165,
0.0003568203537724912,
0.05749791860580444,
-0.03695834428071976,
-0.07645070552825928,
-0.11247202008962631,
0.017160780727863312,
0.042074717581272125,
-0.05546912923455238,
-0.13821084797382355,
-0.13638152182102203,
0.004092884249985218,
0.027442531660199165,
0.035212840884923935,
0.01077425479888916,
-0.10081181675195694,
-0.04241102933883667,
-0.013099160976707935,
-0.05913702771067619,
-0.007930301129817963,
0.017265984788537025,
-0.04805159196257591,
0.018572581931948662,
-0.013171135447919369,
0.07929107546806335,
-0.04988660663366318,
-0.04925749450922012,
0.002945906249806285,
-0.0174845140427351,
0.01628398336470127,
-0.041667696088552475,
0.0023374087177217007,
0.030901126563549042,
-0.03480289876461029,
0.062417253851890564,
-0.032904572784900665,
-0.04536936432123184,
0.09023924916982651,
-0.06106742098927498,
-0.07675980776548386,
-0.05838543921709061,
0.009824483655393124,
0.08204998821020126,
-0.06775975972414017,
0.02969410829246044,
-0.03634233772754669,
-0.08077060431241989,
0.06610745191574097,
0.06647216528654099,
-0.09933090209960938,
-0.04811147227883339,
-0.049591392278671265,
0.012227818369865417,
-0.0020914783235639334,
-0.057929523289203644,
-0.11165697127580643,
-0.08560299873352051,
-0.009278953075408936,
0.08654768019914627,
0.00696075614541769,
-0.009501737542450428,
-4.309991914276165e-33,
0.016324542462825775,
-0.09769976139068604,
0.057902853935956955,
-0.006172527093440294,
-0.00961383432149887,
-0.07489871233701706,
-0.042755965143442154,
0.051349155604839325,
-0.034463390707969666,
-0.06775394827127457,
-0.07799206674098969,
-0.025974327698349953,
0.029775062575936317,
-0.004793067462742329,
0.1531171351671219,
0.02124672383069992,
-0.03758663311600685,
0.031978435814380646,
-0.021752795204520226,
-0.008739345706999302,
-0.0064558968879282475,
-0.008736046962440014,
0.055064279586076736,
0.09498412907123566,
-0.07265245169401169,
0.04131871461868286,
-0.003236425342038274,
0.04967372491955757,
0.031735610216856,
-0.044068969786167145,
0.002063428983092308,
-0.010111355222761631,
-0.009272947907447815,
0.12429067492485046,
-0.04915391653776169,
0.040116604417562485,
-0.04056278243660927,
0.012996159493923187,
-0.015876492485404015,
0.1064889207482338,
-0.005871910601854324,
0.0811477079987526,
-0.05395164713263512,
0.047768693417310715,
0.025323811918497086,
-0.07760974764823914,
-0.03552589192986488,
-0.007294338662177324,
-0.018309030681848526,
-0.04508516937494278,
0.016199443489313126,
-0.02888965792953968,
0.0368199497461319,
0.07204185426235199,
-0.07486382126808167,
0.05228465422987938,
-0.038177505135536194,
0.052975013852119446,
0.06772616505622864,
-0.012031570076942444,
0.035136617720127106,
-0.04557468369603157,
-0.027930136770009995,
0.027239378541707993,
0.019064247608184814,
0.019647330045700073,
-0.01338750310242176,
-0.02420896664261818,
0.007397858891636133,
0.0361800454556942,
-0.05085919797420502,
0.0054384502582252026,
-0.07508642226457596,
0.07452493160963058,
-0.031365834176540375,
-0.06334341317415237,
0.05424515902996063,
0.021005617454648018,
0.02611955814063549,
-0.029022594913840294,
0.03626450523734093,
-0.008335503749549389,
-0.04273951053619385,
0.032760653644800186,
0.022147372364997864,
0.0030969339422881603,
0.07747941464185715,
0.033634867519140244,
0.07372206449508667,
-0.06456120312213898,
-0.03339802101254463,
-0.03424106910824776,
0.033541496843099594,
0.0893527939915657,
0.05436088889837265,
-4.376540729822409e-8,
-0.06712651252746582,
-0.030655959621071815,
-0.008051038719713688,
0.02375427447259426,
0.010630108416080475,
-0.03402983024716377,
0.02358718030154705,
-0.01303789671510458,
0.0734456330537796,
-0.05921636521816254,
0.05059259757399559,
-0.08887343108654022,
0.005381558556109667,
-0.011407291516661644,
-0.04099814221262932,
0.0544724278151989,
-0.0752122700214386,
0.041567061096429825,
0.021033180877566338,
0.01583133451640606,
0.006509596947580576,
0.05236304551362991,
0.029606610536575317,
0.011308027431368828,
-0.033589281141757965,
-0.024151185527443886,
0.03223864734172821,
0.0807226374745369,
0.1004011332988739,
0.09556827694177628,
-0.08523882180452347,
-0.001607345649972558,
0.05690362676978111,
0.0033997807186096907,
-0.005841479636728764,
0.10314624011516571,
0.10848163813352585,
-0.06046842038631439,
-0.07050202786922455,
-0.008359036408364773,
-0.02817685902118683,
0.050665467977523804,
-0.008934826590120792,
-0.021871620789170265,
0.03692999109625816,
-0.02752852626144886,
-0.010511945933103561,
-0.039524342864751816,
0.07534246146678925,
0.011269661597907543,
0.02019062079489231,
0.03013169765472412,
-0.07558003067970276,
0.05525437369942665,
0.026030175387859344,
0.015432709828019142,
-0.07986371219158173,
0.0595196895301342,
0.013863441534340382,
-0.05147615075111389,
0.059339046478271484,
-0.027444908395409584,
-0.03238619491457939,
0.00967530906200409
] | null | null | null | null | null | null | null |
[
-0.08478924632072449,
-0.06520530581474304,
0.050654925405979156,
0.02188323438167572,
0.07597379386425018,
0.005098521709442139,
-0.02471703290939331,
-0.06737831234931946,
-0.04725594073534012,
-0.02361399121582508,
0.008426847867667675,
0.07845266908407211,
-0.059415414929389954,
0.056846413761377335,
-0.061345867812633514,
-0.007634442765265703,
0.002575184451416135,
0.08965080976486206,
0.016721853986382484,
0.02456708624958992,
-0.0700153335928917,
0.06735970824956894,
-0.057593751698732376,
-0.006337171420454979,
0.10578902810811996,
-0.049781396985054016,
0.020505161955952644,
-0.04427680745720863,
0.02961430512368679,
-0.0009565849904902279,
0.02985183708369732,
-0.027399806305766106,
0.011456958018243313,
-0.041718967258930206,
-0.019639795646071434,
0.006945996079593897,
-0.006481386721134186,
-0.007068712264299393,
-0.011497696861624718,
0.07456724345684052,
0.03194691613316536,
0.10338224470615387,
-0.07114189863204956,
-0.006476548966020346,
0.027826689183712006,
-0.00020723535271827132,
0.027991918846964836,
-0.03373924642801285,
0.03303567320108414,
-0.00617982167750597,
0.004573414102196693,
0.022846773266792297,
-0.09171352535486221,
-0.005612177308648825,
-0.0510479137301445,
-0.121738001704216,
0.026347680017352104,
-0.03598133474588394,
-0.02834372967481613,
0.00111259869299829,
-0.013483506627380848,
-0.019451096653938293,
-0.001437891973182559,
-0.08607408404350281,
0.057225052267313004,
0.01959160901606083,
0.06468281894922256,
0.0006745545542798936,
-0.013082643039524555,
0.08286449313163757,
-0.09478605538606644,
-0.05320863053202629,
-0.049729228019714355,
0.05587863549590111,
-0.04552900418639183,
-0.022040963172912598,
-0.0005478471284732223,
-0.049907512962818146,
0.01438076701015234,
0.0263762678951025,
0.02795780822634697,
0.0026459945365786552,
0.0011018711375072598,
-0.11759530007839203,
0.024278730154037476,
-0.04930700734257698,
0.012999136000871658,
0.02369512990117073,
0.07367827743291855,
-0.04041296988725662,
0.04657002538442612,
0.013547992333769798,
-0.024932630360126495,
0.05215707793831825,
0.0712389275431633,
-0.027835486456751823,
0.06245707720518112,
0.030728645622730255,
0.06092962622642517,
0.06006084382534027,
0.007585936225950718,
-0.09590111672878265,
-0.02240416407585144,
-0.00010311874939361587,
0.0349259190261364,
0.044119130820035934,
-0.018493888899683952,
-0.030481090769171715,
0.015555805526673794,
-0.0401712991297245,
0.017518408596515656,
0.0319807231426239,
-0.021175477653741837,
0.02511792816221714,
0.028545957058668137,
-0.006559732835739851,
0.0049728406593203545,
-0.006100138183683157,
0.13063454627990723,
0.03269130364060402,
0.028362426906824112,
-0.033234428614377975,
0.09710553288459778,
0.0720016360282898,
0.001904491102322936,
0.10765114426612854,
-0.030124688521027565,
4.09528750375649e-33,
0.04608507454395294,
0.08482919633388519,
0.07852011173963547,
0.0029074272606521845,
-0.030407356098294258,
0.0704183354973793,
0.06458535045385361,
-0.03679989278316498,
-0.0025542268995195627,
0.053617924451828,
-0.02956918068230152,
0.0021260420326143503,
-0.01323759462684393,
0.024179209023714066,
-0.03744199126958847,
-0.07857827842235565,
0.07724709808826447,
0.028723247349262238,
-0.0326911062002182,
-0.045011576265096664,
0.11007506400346756,
0.05357563868165016,
0.01782691292464733,
-0.038070082664489746,
0.002219138201326132,
-0.03949820250272751,
-0.009496395476162434,
-0.015855595469474792,
-0.05462106689810753,
0.025278303772211075,
-0.10442616790533066,
-0.09012918174266815,
-0.05922103300690651,
0.03777342662215233,
-0.03928182274103165,
0.0003568203537724912,
0.05749791860580444,
-0.03695834428071976,
-0.07645070552825928,
-0.11247202008962631,
0.017160780727863312,
0.042074717581272125,
-0.05546912923455238,
-0.13821084797382355,
-0.13638152182102203,
0.004092884249985218,
0.027442531660199165,
0.035212840884923935,
0.01077425479888916,
-0.10081181675195694,
-0.04241102933883667,
-0.013099160976707935,
-0.05913702771067619,
-0.007930301129817963,
0.017265984788537025,
-0.04805159196257591,
0.018572581931948662,
-0.013171135447919369,
0.07929107546806335,
-0.04988660663366318,
-0.04925749450922012,
0.002945906249806285,
-0.0174845140427351,
0.01628398336470127,
-0.041667696088552475,
0.0023374087177217007,
0.030901126563549042,
-0.03480289876461029,
0.062417253851890564,
-0.032904572784900665,
-0.04536936432123184,
0.09023924916982651,
-0.06106742098927498,
-0.07675980776548386,
-0.05838543921709061,
0.009824483655393124,
0.08204998821020126,
-0.06775975972414017,
0.02969410829246044,
-0.03634233772754669,
-0.08077060431241989,
0.06610745191574097,
0.06647216528654099,
-0.09933090209960938,
-0.04811147227883339,
-0.049591392278671265,
0.012227818369865417,
-0.0020914783235639334,
-0.057929523289203644,
-0.11165697127580643,
-0.08560299873352051,
-0.009278953075408936,
0.08654768019914627,
0.00696075614541769,
-0.009501737542450428,
-4.309991914276165e-33,
0.016324542462825775,
-0.09769976139068604,
0.057902853935956955,
-0.006172527093440294,
-0.00961383432149887,
-0.07489871233701706,
-0.042755965143442154,
0.051349155604839325,
-0.034463390707969666,
-0.06775394827127457,
-0.07799206674098969,
-0.025974327698349953,
0.029775062575936317,
-0.004793067462742329,
0.1531171351671219,
0.02124672383069992,
-0.03758663311600685,
0.031978435814380646,
-0.021752795204520226,
-0.008739345706999302,
-0.0064558968879282475,
-0.008736046962440014,
0.055064279586076736,
0.09498412907123566,
-0.07265245169401169,
0.04131871461868286,
-0.003236425342038274,
0.04967372491955757,
0.031735610216856,
-0.044068969786167145,
0.002063428983092308,
-0.010111355222761631,
-0.009272947907447815,
0.12429067492485046,
-0.04915391653776169,
0.040116604417562485,
-0.04056278243660927,
0.012996159493923187,
-0.015876492485404015,
0.1064889207482338,
-0.005871910601854324,
0.0811477079987526,
-0.05395164713263512,
0.047768693417310715,
0.025323811918497086,
-0.07760974764823914,
-0.03552589192986488,
-0.007294338662177324,
-0.018309030681848526,
-0.04508516937494278,
0.016199443489313126,
-0.02888965792953968,
0.0368199497461319,
0.07204185426235199,
-0.07486382126808167,
0.05228465422987938,
-0.038177505135536194,
0.052975013852119446,
0.06772616505622864,
-0.012031570076942444,
0.035136617720127106,
-0.04557468369603157,
-0.027930136770009995,
0.027239378541707993,
0.019064247608184814,
0.019647330045700073,
-0.01338750310242176,
-0.02420896664261818,
0.007397858891636133,
0.0361800454556942,
-0.05085919797420502,
0.0054384502582252026,
-0.07508642226457596,
0.07452493160963058,
-0.031365834176540375,
-0.06334341317415237,
0.05424515902996063,
0.021005617454648018,
0.02611955814063549,
-0.029022594913840294,
0.03626450523734093,
-0.008335503749549389,
-0.04273951053619385,
0.032760653644800186,
0.022147372364997864,
0.0030969339422881603,
0.07747941464185715,
0.033634867519140244,
0.07372206449508667,
-0.06456120312213898,
-0.03339802101254463,
-0.03424106910824776,
0.033541496843099594,
0.0893527939915657,
0.05436088889837265,
-4.376540729822409e-8,
-0.06712651252746582,
-0.030655959621071815,
-0.008051038719713688,
0.02375427447259426,
0.010630108416080475,
-0.03402983024716377,
0.02358718030154705,
-0.01303789671510458,
0.0734456330537796,
-0.05921636521816254,
0.05059259757399559,
-0.08887343108654022,
0.005381558556109667,
-0.011407291516661644,
-0.04099814221262932,
0.0544724278151989,
-0.0752122700214386,
0.041567061096429825,
0.021033180877566338,
0.01583133451640606,
0.006509596947580576,
0.05236304551362991,
0.029606610536575317,
0.011308027431368828,
-0.033589281141757965,
-0.024151185527443886,
0.03223864734172821,
0.0807226374745369,
0.1004011332988739,
0.09556827694177628,
-0.08523882180452347,
-0.001607345649972558,
0.05690362676978111,
0.0033997807186096907,
-0.005841479636728764,
0.10314624011516571,
0.10848163813352585,
-0.06046842038631439,
-0.07050202786922455,
-0.008359036408364773,
-0.02817685902118683,
0.050665467977523804,
-0.008934826590120792,
-0.021871620789170265,
0.03692999109625816,
-0.02752852626144886,
-0.010511945933103561,
-0.039524342864751816,
0.07534246146678925,
0.011269661597907543,
0.02019062079489231,
0.03013169765472412,
-0.07558003067970276,
0.05525437369942665,
0.026030175387859344,
0.015432709828019142,
-0.07986371219158173,
0.0595196895301342,
0.013863441534340382,
-0.05147615075111389,
0.059339046478271484,
-0.027444908395409584,
-0.03238619491457939,
0.00967530906200409
] |
1402.5183
|
Ping Lu
|
Ping Lu, Yonghua Yan, Chaoqun Liu
|
Numerical Study on Mechanism of Multiple Rings Formation
| null | null | null | null |
physics.flu-dyn
|
http://creativecommons.org/licenses/by/3.0/
|
In this paper, the flow around each ring-like vortex is investigated by high
order DNS including first sweep, first ejection, second sweep, second ejection,
positive spike, momentum deficit, vortex shape, vortex location, strength of
sweeps, etc. Meanwhile, the mechanism about formation of momentum deficit is
deeply studied. A new mechanism on how the multiple rings are formed one by one
found both by experiment and by DNS in late boundary layer transition is
presented. It also reveals that the relation between streamwise vortex and
spanvise vertex rings, and how the vorticity is transferred between them.
|
[
{
"created": "Fri, 21 Feb 2014 01:54:54 GMT",
"version": "v1"
}
] |
2014-02-24
|
[
[
"Lu",
"Ping",
""
],
[
"Yan",
"Yonghua",
""
],
[
"Liu",
"Chaoqun",
""
]
] |
[
-0.031824033707380295,
-0.01458995696157217,
0.010537690483033657,
-0.08140765875577927,
-0.07165572047233582,
-0.06560712307691574,
-0.04324161261320114,
-0.01332706306129694,
0.14412805438041687,
-0.08854864537715912,
-0.013791809789836407,
0.055750731378793716,
-0.03629649057984352,
-0.07890836894512177,
-0.0001555313792778179,
-0.004335407633334398,
-0.07718366384506226,
0.03135836869478226,
-0.018782034516334534,
-0.02770991064608097,
0.04836449399590492,
0.045859768986701965,
-0.05838681757450104,
0.01140694972127676,
0.009332437999546528,
0.09206791967153549,
-0.009711547754704952,
0.009839759208261967,
0.06504736095666885,
-0.08150746673345566,
0.04830737039446831,
0.015479061752557755,
-0.11261080950498581,
0.049682095646858215,
-0.05270734801888466,
-0.03506496921181679,
-0.0396624431014061,
0.09520010650157928,
-0.04790138080716133,
0.040407098829746246,
0.07025959342718124,
0.08273597061634064,
0.08336669951677322,
-0.03540996089577675,
0.02658616565167904,
0.09935984760522842,
-0.03284713998436928,
0.10947144031524658,
-0.018213003873825073,
0.00305816438049078,
0.029166948050260544,
-0.09295722097158432,
0.00996441300958395,
0.015568023547530174,
0.03102622926235199,
0.09674321860074997,
-0.021696479991078377,
-0.031176771968603134,
0.0060795750468969345,
-0.006649509072303772,
0.023010283708572388,
-0.03991574048995972,
-0.01164812408387661,
-0.0412650965154171,
-0.05378831550478935,
-0.03166435286402702,
-0.010683679021894932,
0.07185894250869751,
0.04701397940516472,
-0.007422782015055418,
0.060758378356695175,
0.06542468070983887,
-0.07510514557361603,
-0.0656120702624321,
0.04234953969717026,
0.026492659002542496,
-0.00541714346036315,
-0.014865905046463013,
-0.0407552644610405,
-0.01876712776720524,
0.0711139440536499,
0.001328902319073677,
-0.0019959041383117437,
-0.02665659785270691,
0.002976710442453623,
0.08672282844781876,
-0.05094727501273155,
-0.09338153153657913,
-0.054108187556266785,
-0.009699945338070393,
-0.04901878908276558,
-0.07016615569591522,
-0.025713365525007248,
-0.01870911568403244,
0.029356377199292183,
0.012842239812016487,
0.046138372272253036,
-0.019004521891474724,
-0.03237016871571541,
0.038140371441841125,
0.033167023211717606,
-0.11034701019525528,
0.06099632754921913,
0.03960311785340309,
0.02225731499493122,
0.07950633764266968,
0.09781712293624878,
0.03234124556183815,
0.006850139703601599,
0.002131143119186163,
-0.017383607104420662,
-0.010683641768991947,
0.05554115027189255,
-0.10108764469623566,
-0.06605684757232666,
-0.06696353852748871,
-0.07697290182113647,
0.054600588977336884,
-0.01066902931779623,
0.004139746073633432,
-0.043280452489852905,
0.061107292771339417,
-0.10567411780357361,
-0.06021319329738617,
0.013563860207796097,
-0.004230021964758635,
-0.06171998009085655,
2.579230031639923e-33,
0.05562800168991089,
-0.00973461102694273,
-0.026909997686743736,
0.04410664737224579,
-0.06530188769102097,
-0.017770783975720406,
0.054568447172641754,
-0.08358079195022583,
0.031445909291505814,
-0.014694374985992908,
-0.10934861749410629,
-0.005309887696057558,
0.020981762558221817,
-0.019176414236426353,
0.013775799423456192,
-0.0963703989982605,
0.0709044486284256,
-0.06733432412147522,
0.007662742864340544,
0.047998759895563126,
0.040108729153871536,
0.010331381112337112,
-0.05424344912171364,
-0.05177607014775276,
-0.05428494140505791,
-0.02292722649872303,
-0.00014414034376386553,
-0.012823558412492275,
-0.015057354234158993,
0.012858863919973373,
0.027887532487511635,
0.0035628085024654865,
-0.02189098298549652,
0.04919945076107979,
0.040430549532175064,
0.09854710847139359,
0.09555657207965851,
0.019489241763949394,
0.008049805648624897,
-0.037003688514232635,
0.018179411068558693,
-0.053997952491045,
-0.16920270025730133,
0.03881728649139404,
-0.04145839810371399,
-0.0351293571293354,
0.017562050372362137,
0.0344737246632576,
0.0481049083173275,
0.010129415430128574,
0.06843819469213486,
0.02895129844546318,
0.021207036450505257,
0.0356886200606823,
0.07925667613744736,
0.014559500850737095,
-0.01227894239127636,
-0.046667035669088364,
-0.04402419179677963,
0.008840236812829971,
-0.019071344286203384,
0.01692916266620159,
-0.09261614084243774,
-0.0016394787235185504,
0.014881419949233532,
0.013987108133733273,
-0.0038666746113449335,
-0.034980662167072296,
0.04759294539690018,
-0.07714629173278809,
-0.03659382835030556,
0.036746542900800705,
-0.07028759270906448,
0.03117377497255802,
0.0210870448499918,
0.0335165373980999,
-0.09352408349514008,
-0.02339535392820835,
0.0835275799036026,
0.08031757175922394,
-0.00041150275501422584,
0.0010947599075734615,
-0.015557377599179745,
0.018850335851311684,
-0.00044129136949777603,
0.0914568305015564,
0.06421138346195221,
-0.06610677391290665,
-0.008143210783600807,
0.025633469223976135,
0.00048361773951910436,
0.020860549062490463,
0.11296351253986359,
0.007420690264552832,
0.05750196427106857,
-4.0222136321215915e-33,
-0.0586516410112381,
0.004859693348407745,
-0.009677429683506489,
0.09076635539531708,
0.005984012503176928,
0.06521245837211609,
0.02185683324933052,
0.012316364794969559,
-0.09503531455993652,
-0.09297467768192291,
0.002380454447120428,
0.04343676194548607,
-0.0754106342792511,
-0.011363888159394264,
0.16210444271564484,
-0.047325171530246735,
-0.005597283132374287,
-0.055613283067941666,
0.045202549546957016,
-0.04265257343649864,
0.03503195196390152,
-0.015729201957583427,
-0.0848180428147316,
-0.05192676559090614,
-0.04456512629985809,
0.0016786918276920915,
-0.01896294765174389,
-0.026577819138765335,
0.0776965320110321,
0.056513041257858276,
0.0060129836201667786,
0.017429528757929802,
0.05334662273526192,
0.14465905725955963,
-0.015464621596038342,
0.057966236025094986,
0.011600600555539131,
-0.040787260979413986,
0.02680886536836624,
-0.09852737933397293,
-0.080708347260952,
-0.015161947347223759,
0.09661536663770676,
0.025816215202212334,
0.021268315613269806,
0.056654997169971466,
0.022821584716439247,
0.08026571571826935,
-0.06120654568076134,
-0.02929859794676304,
-0.044732268899679184,
0.007937484420835972,
-0.004768799524754286,
0.0029899324290454388,
0.05693138390779495,
-0.018429620191454887,
0.08746739476919174,
0.00008860602974891663,
0.06358251720666885,
-0.0634952113032341,
0.008948329836130142,
-0.025027642026543617,
-0.01179724931716919,
-0.02174275554716587,
0.07123538851737976,
-0.001992391189560294,
0.012421520426869392,
-0.036096587777137756,
-0.020739037543535233,
-0.024274630472064018,
-0.02236125059425831,
0.06647049635648727,
0.03803962841629982,
-0.02846772037446499,
0.06211740896105766,
-0.06093782186508179,
0.05308213084936142,
0.015942154452204704,
-0.013495730236172676,
0.04995691776275635,
-0.05573982372879982,
0.0816698893904686,
0.020024653524160385,
-0.04165191203355789,
0.029776567593216896,
-0.03349016234278679,
-0.0160598736256361,
-0.10908814519643784,
0.004342920146882534,
0.05995410308241844,
0.017971307039260864,
-0.00606788182631135,
0.03451310470700264,
-0.027370570227503777,
0.09026683866977692,
-4.840426726104852e-8,
0.008703185245394707,
-0.0380878821015358,
-0.017964376136660576,
-0.017235446721315384,
-0.0001975891354959458,
0.006592366844415665,
0.06822188943624496,
0.07994960993528366,
0.049791015684604645,
-0.04914282634854317,
0.04986349865794182,
0.001757192425429821,
-0.06405112892389297,
-0.08913573622703552,
0.02048526145517826,
-0.004509232938289642,
-0.0056391493417322636,
-0.03285131976008415,
0.0006845039897598326,
-0.06880038976669312,
0.0023786453530192375,
0.08047586679458618,
-0.0025200184900313616,
-0.05360076203942299,
-0.01546842698007822,
-0.03466756269335747,
-0.0016999291256070137,
-0.06939773261547089,
-0.024578414857387543,
-0.0013799723237752914,
0.009673360735177994,
-0.005923963151872158,
0.04139711335301399,
-0.01362719014286995,
-0.025761999189853668,
0.048127952963113785,
-0.022516706958413124,
0.05404965579509735,
0.003156038001179695,
-0.0382218062877655,
-0.024738768115639687,
0.054453786462545395,
0.0282861590385437,
-0.015930727124214172,
-0.0055362023413181305,
0.011757157742977142,
0.018282948061823845,
-0.024542186409235,
-0.03788374736905098,
-0.06771872192621231,
-0.09635982662439346,
0.07258294522762299,
0.07232524454593658,
0.06334670633077621,
-0.05401318147778511,
0.0487067811191082,
-0.042655039578676224,
-0.09991955012083054,
-0.02834426239132881,
-0.03091471642255783,
-0.06673695892095566,
0.03456435725092888,
-0.0562465600669384,
0.026940464973449707
] | null | null | null | null | null | null | null |
[
-0.031824033707380295,
-0.01458995696157217,
0.010537690483033657,
-0.08140765875577927,
-0.07165572047233582,
-0.06560712307691574,
-0.04324161261320114,
-0.01332706306129694,
0.14412805438041687,
-0.08854864537715912,
-0.013791809789836407,
0.055750731378793716,
-0.03629649057984352,
-0.07890836894512177,
-0.0001555313792778179,
-0.004335407633334398,
-0.07718366384506226,
0.03135836869478226,
-0.018782034516334534,
-0.02770991064608097,
0.04836449399590492,
0.045859768986701965,
-0.05838681757450104,
0.01140694972127676,
0.009332437999546528,
0.09206791967153549,
-0.009711547754704952,
0.009839759208261967,
0.06504736095666885,
-0.08150746673345566,
0.04830737039446831,
0.015479061752557755,
-0.11261080950498581,
0.049682095646858215,
-0.05270734801888466,
-0.03506496921181679,
-0.0396624431014061,
0.09520010650157928,
-0.04790138080716133,
0.040407098829746246,
0.07025959342718124,
0.08273597061634064,
0.08336669951677322,
-0.03540996089577675,
0.02658616565167904,
0.09935984760522842,
-0.03284713998436928,
0.10947144031524658,
-0.018213003873825073,
0.00305816438049078,
0.029166948050260544,
-0.09295722097158432,
0.00996441300958395,
0.015568023547530174,
0.03102622926235199,
0.09674321860074997,
-0.021696479991078377,
-0.031176771968603134,
0.0060795750468969345,
-0.006649509072303772,
0.023010283708572388,
-0.03991574048995972,
-0.01164812408387661,
-0.0412650965154171,
-0.05378831550478935,
-0.03166435286402702,
-0.010683679021894932,
0.07185894250869751,
0.04701397940516472,
-0.007422782015055418,
0.060758378356695175,
0.06542468070983887,
-0.07510514557361603,
-0.0656120702624321,
0.04234953969717026,
0.026492659002542496,
-0.00541714346036315,
-0.014865905046463013,
-0.0407552644610405,
-0.01876712776720524,
0.0711139440536499,
0.001328902319073677,
-0.0019959041383117437,
-0.02665659785270691,
0.002976710442453623,
0.08672282844781876,
-0.05094727501273155,
-0.09338153153657913,
-0.054108187556266785,
-0.009699945338070393,
-0.04901878908276558,
-0.07016615569591522,
-0.025713365525007248,
-0.01870911568403244,
0.029356377199292183,
0.012842239812016487,
0.046138372272253036,
-0.019004521891474724,
-0.03237016871571541,
0.038140371441841125,
0.033167023211717606,
-0.11034701019525528,
0.06099632754921913,
0.03960311785340309,
0.02225731499493122,
0.07950633764266968,
0.09781712293624878,
0.03234124556183815,
0.006850139703601599,
0.002131143119186163,
-0.017383607104420662,
-0.010683641768991947,
0.05554115027189255,
-0.10108764469623566,
-0.06605684757232666,
-0.06696353852748871,
-0.07697290182113647,
0.054600588977336884,
-0.01066902931779623,
0.004139746073633432,
-0.043280452489852905,
0.061107292771339417,
-0.10567411780357361,
-0.06021319329738617,
0.013563860207796097,
-0.004230021964758635,
-0.06171998009085655,
2.579230031639923e-33,
0.05562800168991089,
-0.00973461102694273,
-0.026909997686743736,
0.04410664737224579,
-0.06530188769102097,
-0.017770783975720406,
0.054568447172641754,
-0.08358079195022583,
0.031445909291505814,
-0.014694374985992908,
-0.10934861749410629,
-0.005309887696057558,
0.020981762558221817,
-0.019176414236426353,
0.013775799423456192,
-0.0963703989982605,
0.0709044486284256,
-0.06733432412147522,
0.007662742864340544,
0.047998759895563126,
0.040108729153871536,
0.010331381112337112,
-0.05424344912171364,
-0.05177607014775276,
-0.05428494140505791,
-0.02292722649872303,
-0.00014414034376386553,
-0.012823558412492275,
-0.015057354234158993,
0.012858863919973373,
0.027887532487511635,
0.0035628085024654865,
-0.02189098298549652,
0.04919945076107979,
0.040430549532175064,
0.09854710847139359,
0.09555657207965851,
0.019489241763949394,
0.008049805648624897,
-0.037003688514232635,
0.018179411068558693,
-0.053997952491045,
-0.16920270025730133,
0.03881728649139404,
-0.04145839810371399,
-0.0351293571293354,
0.017562050372362137,
0.0344737246632576,
0.0481049083173275,
0.010129415430128574,
0.06843819469213486,
0.02895129844546318,
0.021207036450505257,
0.0356886200606823,
0.07925667613744736,
0.014559500850737095,
-0.01227894239127636,
-0.046667035669088364,
-0.04402419179677963,
0.008840236812829971,
-0.019071344286203384,
0.01692916266620159,
-0.09261614084243774,
-0.0016394787235185504,
0.014881419949233532,
0.013987108133733273,
-0.0038666746113449335,
-0.034980662167072296,
0.04759294539690018,
-0.07714629173278809,
-0.03659382835030556,
0.036746542900800705,
-0.07028759270906448,
0.03117377497255802,
0.0210870448499918,
0.0335165373980999,
-0.09352408349514008,
-0.02339535392820835,
0.0835275799036026,
0.08031757175922394,
-0.00041150275501422584,
0.0010947599075734615,
-0.015557377599179745,
0.018850335851311684,
-0.00044129136949777603,
0.0914568305015564,
0.06421138346195221,
-0.06610677391290665,
-0.008143210783600807,
0.025633469223976135,
0.00048361773951910436,
0.020860549062490463,
0.11296351253986359,
0.007420690264552832,
0.05750196427106857,
-4.0222136321215915e-33,
-0.0586516410112381,
0.004859693348407745,
-0.009677429683506489,
0.09076635539531708,
0.005984012503176928,
0.06521245837211609,
0.02185683324933052,
0.012316364794969559,
-0.09503531455993652,
-0.09297467768192291,
0.002380454447120428,
0.04343676194548607,
-0.0754106342792511,
-0.011363888159394264,
0.16210444271564484,
-0.047325171530246735,
-0.005597283132374287,
-0.055613283067941666,
0.045202549546957016,
-0.04265257343649864,
0.03503195196390152,
-0.015729201957583427,
-0.0848180428147316,
-0.05192676559090614,
-0.04456512629985809,
0.0016786918276920915,
-0.01896294765174389,
-0.026577819138765335,
0.0776965320110321,
0.056513041257858276,
0.0060129836201667786,
0.017429528757929802,
0.05334662273526192,
0.14465905725955963,
-0.015464621596038342,
0.057966236025094986,
0.011600600555539131,
-0.040787260979413986,
0.02680886536836624,
-0.09852737933397293,
-0.080708347260952,
-0.015161947347223759,
0.09661536663770676,
0.025816215202212334,
0.021268315613269806,
0.056654997169971466,
0.022821584716439247,
0.08026571571826935,
-0.06120654568076134,
-0.02929859794676304,
-0.044732268899679184,
0.007937484420835972,
-0.004768799524754286,
0.0029899324290454388,
0.05693138390779495,
-0.018429620191454887,
0.08746739476919174,
0.00008860602974891663,
0.06358251720666885,
-0.0634952113032341,
0.008948329836130142,
-0.025027642026543617,
-0.01179724931716919,
-0.02174275554716587,
0.07123538851737976,
-0.001992391189560294,
0.012421520426869392,
-0.036096587777137756,
-0.020739037543535233,
-0.024274630472064018,
-0.02236125059425831,
0.06647049635648727,
0.03803962841629982,
-0.02846772037446499,
0.06211740896105766,
-0.06093782186508179,
0.05308213084936142,
0.015942154452204704,
-0.013495730236172676,
0.04995691776275635,
-0.05573982372879982,
0.0816698893904686,
0.020024653524160385,
-0.04165191203355789,
0.029776567593216896,
-0.03349016234278679,
-0.0160598736256361,
-0.10908814519643784,
0.004342920146882534,
0.05995410308241844,
0.017971307039260864,
-0.00606788182631135,
0.03451310470700264,
-0.027370570227503777,
0.09026683866977692,
-4.840426726104852e-8,
0.008703185245394707,
-0.0380878821015358,
-0.017964376136660576,
-0.017235446721315384,
-0.0001975891354959458,
0.006592366844415665,
0.06822188943624496,
0.07994960993528366,
0.049791015684604645,
-0.04914282634854317,
0.04986349865794182,
0.001757192425429821,
-0.06405112892389297,
-0.08913573622703552,
0.02048526145517826,
-0.004509232938289642,
-0.0056391493417322636,
-0.03285131976008415,
0.0006845039897598326,
-0.06880038976669312,
0.0023786453530192375,
0.08047586679458618,
-0.0025200184900313616,
-0.05360076203942299,
-0.01546842698007822,
-0.03466756269335747,
-0.0016999291256070137,
-0.06939773261547089,
-0.024578414857387543,
-0.0013799723237752914,
0.009673360735177994,
-0.005923963151872158,
0.04139711335301399,
-0.01362719014286995,
-0.025761999189853668,
0.048127952963113785,
-0.022516706958413124,
0.05404965579509735,
0.003156038001179695,
-0.0382218062877655,
-0.024738768115639687,
0.054453786462545395,
0.0282861590385437,
-0.015930727124214172,
-0.0055362023413181305,
0.011757157742977142,
0.018282948061823845,
-0.024542186409235,
-0.03788374736905098,
-0.06771872192621231,
-0.09635982662439346,
0.07258294522762299,
0.07232524454593658,
0.06334670633077621,
-0.05401318147778511,
0.0487067811191082,
-0.042655039578676224,
-0.09991955012083054,
-0.02834426239132881,
-0.03091471642255783,
-0.06673695892095566,
0.03456435725092888,
-0.0562465600669384,
0.026940464973449707
] |
1402.5187
|
Nordin Zakaria
|
Chan-Yet Lai, Nordin Zakaria
|
Towards an Intelligent Framework for Pressure-based 3D Curve Drawing
|
This paper was rejected from GI 2014. Comment from the chief
reviewer:All reviewers noted that the ideas behind this paper were promising,
but felt that research was not quite sufficiently developed...Although all
agreed that this idea is insightful and has the potential to lead to a
valuable contribution,... the idea is not yet sufficiently developed to
warrant publication
| null | null | null |
cs.HC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Pen pressure is an input channel typically available in tablet pen device. To
date, little attention has been paid to the use of pressure in the domain of
graphical interaction, its usage largely limited to drawing and painting
program, typically for varying brush characteristic such as stroke width,
opacity and color. In this paper, we explore the use of pressure in 3D curve
drawing. The act of controlling pressure using pen, pencil and brush in real
life appears effortless, but to mimic this natural ability to control pressure
using a pressure sensitive pen in the realm of electronic medium is difficult.
Previous pressure based interaction work have proposed various signal
processing techniques to improve the accuracy in pressure control, but a
one-for-all signal processing solution tend not to work for different curve
types. We propose instead a framework which applies signal processing
techniques tuned to individual curve type. A neural network classifier is used
as a curve classifier. Based on the classification, a custom combination of
signal processing techniques is then applied. Results obtained point to the
feasibility and advantage of the approach.
|
[
{
"created": "Fri, 21 Feb 2014 02:09:32 GMT",
"version": "v1"
}
] |
2014-02-24
|
[
[
"Lai",
"Chan-Yet",
""
],
[
"Zakaria",
"Nordin",
""
]
] |
[
-0.06929859519004822,
-0.07453631609678268,
-0.00412508100271225,
-0.06071345508098602,
-0.10064610838890076,
-0.0019814749248325825,
0.060160018503665924,
-0.002518627094104886,
-0.007115796208381653,
-0.007850125432014465,
-0.04969726875424385,
0.008138124831020832,
-0.02765314094722271,
0.06736970692873001,
-0.003743160981684923,
-0.04469748213887215,
-0.029400838539004326,
-0.005933080799877644,
0.0023844148963689804,
0.03450630605220795,
0.07216320931911469,
-0.0476045124232769,
0.02278880588710308,
-0.06590471416711807,
-0.0072573223151266575,
0.003629452083259821,
0.09079410880804062,
-0.025596220046281815,
0.039642877876758575,
-0.000012107074326195288,
-0.05741759017109871,
-0.05479840934276581,
-0.004054976627230644,
-0.016460442915558815,
-0.06057499721646309,
-0.06503748148679733,
-0.0014612002996727824,
0.044969867914915085,
-0.04907475784420967,
-0.02205139771103859,
-0.0633145272731781,
-0.040038689970970154,
0.027278536930680275,
0.022601062431931496,
0.12320149689912796,
0.02598639577627182,
0.018898626789450645,
-0.00883987545967102,
-0.03803938627243042,
0.06491096317768097,
0.021311752498149872,
-0.0743841603398323,
-0.036905813962221146,
-0.019651850685477257,
0.036223385483026505,
-0.02430913783609867,
0.006278239656239748,
-0.009377321228384972,
0.02024557814002037,
-0.029660489410161972,
-0.0014848167775198817,
0.029031910002231598,
0.03444179520010948,
0.05131944268941879,
-0.044766612350940704,
0.08653884381055832,
0.08519461750984192,
-0.018575159832835197,
0.042829498648643494,
-0.10302655398845673,
-0.06121212616562843,
0.03283557668328285,
-0.017372634261846542,
-0.024905987083911896,
0.039991606026887894,
-0.009831219911575317,
-0.05059134215116501,
0.05212315544486046,
-0.09510382264852524,
-0.020987099036574364,
-0.0007642864948138595,
-0.05425091087818146,
-0.07641088217496872,
0.06332740932703018,
-0.00964622013270855,
0.04993458464741707,
-0.04080847650766373,
0.01732645556330681,
-0.03839891403913498,
0.020750733092427254,
-0.0335022397339344,
0.08712844550609589,
-0.09922981262207031,
-0.04718450829386711,
-0.05836766958236694,
-0.07751142233610153,
0.011439705267548561,
0.0008888026932254434,
-0.08140861243009567,
0.060245078057050705,
0.027875201776623726,
-0.04169503226876259,
-0.008963150903582573,
0.011036212556064129,
0.09840812534093857,
-0.008808166719973087,
0.010462457314133644,
-0.0592670701444149,
0.009442174807190895,
0.0018285625847056508,
-0.01928180269896984,
-0.10676085948944092,
-0.05690455436706543,
-0.019582407549023628,
0.08640019595623016,
-0.04250077158212662,
-0.032569076865911484,
-0.009637225419282913,
0.01876557618379593,
0.07162771373987198,
-0.04554269462823868,
0.012365560978651047,
-0.15026167035102844,
-0.00036747357808053493,
0.014406343922019005,
-0.01675225980579853,
-0.036554474383592606,
1.4644821982967581e-33,
-0.0008904234855435789,
0.047707099467515945,
-0.018928369507193565,
-0.02113557793200016,
-0.05383141338825226,
0.04408726841211319,
0.0016329133650287986,
-0.011622931808233261,
0.059368159621953964,
-0.02313612401485443,
-0.031160322949290276,
-0.08032400161027908,
-0.042580582201480865,
0.0835217759013176,
0.05399203300476074,
0.01827080547809601,
0.06532859057188034,
0.015400048345327377,
0.013069039210677147,
-0.01488517690449953,
-0.013090759515762329,
-0.05285635218024254,
0.05422024428844452,
-0.009604159742593765,
-0.029054151847958565,
0.07039875537157059,
-0.02166798897087574,
0.03182540833950043,
0.021473374217748642,
-0.021113714203238487,
-0.005327778402715921,
-0.010118142701685429,
0.030943186953663826,
-0.11444602906703949,
-0.0680144801735878,
-0.03698664903640747,
0.04641269892454147,
-0.06356573849916458,
0.10306268185377121,
0.03135270997881889,
-0.028470119461417198,
0.03430229052901268,
0.0890074148774147,
0.01089195255190134,
-0.0281009953469038,
0.07835183292627335,
0.01370439026504755,
0.03583654761314392,
-0.02552473545074463,
-0.01699652150273323,
-0.056776560842990875,
-0.016115540638566017,
0.05031431466341019,
0.007548372261226177,
0.056241512298583984,
-0.06109596788883209,
-0.0064330752938985825,
0.025580700486898422,
-0.026214849203824997,
0.0431947186589241,
-0.04449659585952759,
0.1104508712887764,
-0.058647651225328445,
0.0070311203598976135,
-0.05577586591243744,
0.03653699532151222,
0.023086221888661385,
0.07455644756555557,
0.013419436290860176,
-0.055049046874046326,
-0.06034495681524277,
0.02718091942369938,
-0.05870459973812103,
-0.04568035900592804,
-0.05042549595236778,
-0.005325265694409609,
0.022829262539744377,
-0.03432076424360275,
0.00574058061465621,
-0.012255547568202019,
-0.08866610378026962,
-0.013929864391684532,
0.04964255541563034,
-0.08357320725917816,
-0.0267146285623312,
0.005780976265668869,
0.09075101464986801,
-0.057746339589357376,
-0.04013802856206894,
-0.055016759783029556,
-0.06243837624788284,
0.08330103009939194,
-0.03854557126760483,
-0.023437490686774254,
-0.008814687840640545,
-1.1357849577900606e-33,
-0.03377635031938553,
0.07745063304901123,
-0.08270908147096634,
0.07296905666589737,
0.04167374595999718,
0.047650136053562164,
-0.017395636066794395,
-0.07110356539487839,
0.04012642428278923,
0.03268403187394142,
0.02343267761170864,
0.0624803751707077,
0.07544566690921783,
-0.019698169082403183,
0.04271050915122032,
0.050761960446834564,
-0.14196206629276276,
-0.016246870160102844,
-0.0058900886215269566,
-0.039104148745536804,
-0.008303569629788399,
0.026506666094064713,
-0.011331183835864067,
0.006435565650463104,
-0.09243934601545334,
0.02658171020448208,
-0.06998519599437714,
0.0038817417807877064,
-0.021586187183856964,
0.053656671196222305,
-0.07057677209377289,
0.0012159779435023665,
0.04283628240227699,
0.016534505411982536,
-0.003966228570789099,
-0.019077809527516365,
0.08774184435606003,
-0.02913033403456211,
-0.023533394560217857,
0.008902261033654213,
0.054298900067806244,
0.04021761193871498,
0.022177845239639282,
-0.04461570084095001,
-0.1365993767976761,
0.09250952303409576,
-0.017352238297462463,
0.03680398315191269,
-0.0684727355837822,
0.07886302471160889,
0.0045412881299853325,
0.07122475653886795,
0.015897361561655998,
-0.02571823261678219,
0.002418164163827896,
0.011427410878241062,
-0.017426371574401855,
-0.02919408679008484,
0.051760077476501465,
-0.00277401483617723,
-0.016507340595126152,
0.01754632405936718,
0.020307529717683792,
-0.025243204087018967,
0.055767130106687546,
0.026208244264125824,
0.08679350465536118,
0.0022577433846890926,
0.077935591340065,
0.03424103558063507,
0.06804494559764862,
0.11201279610395432,
0.12535753846168518,
-0.0007917435141280293,
0.042456213384866714,
-0.007277185562998056,
0.0005453838384710252,
-0.03334628790616989,
-0.03545207902789116,
-0.023862898349761963,
0.0061950599774718285,
0.03050052747130394,
0.0671190619468689,
0.1302533596754074,
0.018825829029083252,
0.13773436844348907,
-0.017890818417072296,
0.0042902883142232895,
0.01935388706624508,
0.07146625965833664,
0.039701227098703384,
0.16583609580993652,
0.016483642160892487,
0.03549371659755707,
0.012951169162988663,
-3.954739824507669e-8,
-0.05998476222157478,
0.07423761487007141,
0.04608900845050812,
-0.022944577038288116,
0.004912857431918383,
-0.00265018199570477,
0.10309019684791565,
0.03271500766277313,
0.02998674102127552,
-0.03160835802555084,
0.07309669256210327,
-0.045939985662698746,
0.014973931014537811,
-0.014286236837506294,
0.03264231979846954,
0.021893266588449478,
0.0035525010898709297,
0.010706703178584576,
-0.015262135304510593,
-0.035175107419490814,
0.03907174617052078,
-0.0663415938615799,
-0.041646622121334076,
0.021288173273205757,
0.07516421377658844,
-0.07624297589063644,
-0.044443994760513306,
0.060012176632881165,
-0.002558007137849927,
0.0221810694783926,
-0.009242769330739975,
-0.04409565404057503,
0.04797852411866188,
0.009817328304052353,
0.038253866136074066,
-0.0009034608374349773,
0.003473493270576,
-0.00973488949239254,
-0.1080172061920166,
0.14461760222911835,
-0.03603573888540268,
0.022104576230049133,
-0.04845672473311424,
-0.01529167965054512,
-0.007969954051077366,
-0.044054970145225525,
0.1201288104057312,
-0.10799781233072281,
-0.04923168569803238,
0.015495258383452892,
-0.10276918858289719,
0.07245713472366333,
0.029334012418985367,
0.002675989642739296,
0.0332864373922348,
0.0005675705033354461,
-0.061936043202877045,
0.07588686048984528,
-0.027882499620318413,
0.06807833909988403,
-0.041908346116542816,
0.045080769807100296,
-0.031172942370176315,
0.019857855513691902
] | null | null | null | null | null | null | null |
[
-0.06929859519004822,
-0.07453631609678268,
-0.00412508100271225,
-0.06071345508098602,
-0.10064610838890076,
-0.0019814749248325825,
0.060160018503665924,
-0.002518627094104886,
-0.007115796208381653,
-0.007850125432014465,
-0.04969726875424385,
0.008138124831020832,
-0.02765314094722271,
0.06736970692873001,
-0.003743160981684923,
-0.04469748213887215,
-0.029400838539004326,
-0.005933080799877644,
0.0023844148963689804,
0.03450630605220795,
0.07216320931911469,
-0.0476045124232769,
0.02278880588710308,
-0.06590471416711807,
-0.0072573223151266575,
0.003629452083259821,
0.09079410880804062,
-0.025596220046281815,
0.039642877876758575,
-0.000012107074326195288,
-0.05741759017109871,
-0.05479840934276581,
-0.004054976627230644,
-0.016460442915558815,
-0.06057499721646309,
-0.06503748148679733,
-0.0014612002996727824,
0.044969867914915085,
-0.04907475784420967,
-0.02205139771103859,
-0.0633145272731781,
-0.040038689970970154,
0.027278536930680275,
0.022601062431931496,
0.12320149689912796,
0.02598639577627182,
0.018898626789450645,
-0.00883987545967102,
-0.03803938627243042,
0.06491096317768097,
0.021311752498149872,
-0.0743841603398323,
-0.036905813962221146,
-0.019651850685477257,
0.036223385483026505,
-0.02430913783609867,
0.006278239656239748,
-0.009377321228384972,
0.02024557814002037,
-0.029660489410161972,
-0.0014848167775198817,
0.029031910002231598,
0.03444179520010948,
0.05131944268941879,
-0.044766612350940704,
0.08653884381055832,
0.08519461750984192,
-0.018575159832835197,
0.042829498648643494,
-0.10302655398845673,
-0.06121212616562843,
0.03283557668328285,
-0.017372634261846542,
-0.024905987083911896,
0.039991606026887894,
-0.009831219911575317,
-0.05059134215116501,
0.05212315544486046,
-0.09510382264852524,
-0.020987099036574364,
-0.0007642864948138595,
-0.05425091087818146,
-0.07641088217496872,
0.06332740932703018,
-0.00964622013270855,
0.04993458464741707,
-0.04080847650766373,
0.01732645556330681,
-0.03839891403913498,
0.020750733092427254,
-0.0335022397339344,
0.08712844550609589,
-0.09922981262207031,
-0.04718450829386711,
-0.05836766958236694,
-0.07751142233610153,
0.011439705267548561,
0.0008888026932254434,
-0.08140861243009567,
0.060245078057050705,
0.027875201776623726,
-0.04169503226876259,
-0.008963150903582573,
0.011036212556064129,
0.09840812534093857,
-0.008808166719973087,
0.010462457314133644,
-0.0592670701444149,
0.009442174807190895,
0.0018285625847056508,
-0.01928180269896984,
-0.10676085948944092,
-0.05690455436706543,
-0.019582407549023628,
0.08640019595623016,
-0.04250077158212662,
-0.032569076865911484,
-0.009637225419282913,
0.01876557618379593,
0.07162771373987198,
-0.04554269462823868,
0.012365560978651047,
-0.15026167035102844,
-0.00036747357808053493,
0.014406343922019005,
-0.01675225980579853,
-0.036554474383592606,
1.4644821982967581e-33,
-0.0008904234855435789,
0.047707099467515945,
-0.018928369507193565,
-0.02113557793200016,
-0.05383141338825226,
0.04408726841211319,
0.0016329133650287986,
-0.011622931808233261,
0.059368159621953964,
-0.02313612401485443,
-0.031160322949290276,
-0.08032400161027908,
-0.042580582201480865,
0.0835217759013176,
0.05399203300476074,
0.01827080547809601,
0.06532859057188034,
0.015400048345327377,
0.013069039210677147,
-0.01488517690449953,
-0.013090759515762329,
-0.05285635218024254,
0.05422024428844452,
-0.009604159742593765,
-0.029054151847958565,
0.07039875537157059,
-0.02166798897087574,
0.03182540833950043,
0.021473374217748642,
-0.021113714203238487,
-0.005327778402715921,
-0.010118142701685429,
0.030943186953663826,
-0.11444602906703949,
-0.0680144801735878,
-0.03698664903640747,
0.04641269892454147,
-0.06356573849916458,
0.10306268185377121,
0.03135270997881889,
-0.028470119461417198,
0.03430229052901268,
0.0890074148774147,
0.01089195255190134,
-0.0281009953469038,
0.07835183292627335,
0.01370439026504755,
0.03583654761314392,
-0.02552473545074463,
-0.01699652150273323,
-0.056776560842990875,
-0.016115540638566017,
0.05031431466341019,
0.007548372261226177,
0.056241512298583984,
-0.06109596788883209,
-0.0064330752938985825,
0.025580700486898422,
-0.026214849203824997,
0.0431947186589241,
-0.04449659585952759,
0.1104508712887764,
-0.058647651225328445,
0.0070311203598976135,
-0.05577586591243744,
0.03653699532151222,
0.023086221888661385,
0.07455644756555557,
0.013419436290860176,
-0.055049046874046326,
-0.06034495681524277,
0.02718091942369938,
-0.05870459973812103,
-0.04568035900592804,
-0.05042549595236778,
-0.005325265694409609,
0.022829262539744377,
-0.03432076424360275,
0.00574058061465621,
-0.012255547568202019,
-0.08866610378026962,
-0.013929864391684532,
0.04964255541563034,
-0.08357320725917816,
-0.0267146285623312,
0.005780976265668869,
0.09075101464986801,
-0.057746339589357376,
-0.04013802856206894,
-0.055016759783029556,
-0.06243837624788284,
0.08330103009939194,
-0.03854557126760483,
-0.023437490686774254,
-0.008814687840640545,
-1.1357849577900606e-33,
-0.03377635031938553,
0.07745063304901123,
-0.08270908147096634,
0.07296905666589737,
0.04167374595999718,
0.047650136053562164,
-0.017395636066794395,
-0.07110356539487839,
0.04012642428278923,
0.03268403187394142,
0.02343267761170864,
0.0624803751707077,
0.07544566690921783,
-0.019698169082403183,
0.04271050915122032,
0.050761960446834564,
-0.14196206629276276,
-0.016246870160102844,
-0.0058900886215269566,
-0.039104148745536804,
-0.008303569629788399,
0.026506666094064713,
-0.011331183835864067,
0.006435565650463104,
-0.09243934601545334,
0.02658171020448208,
-0.06998519599437714,
0.0038817417807877064,
-0.021586187183856964,
0.053656671196222305,
-0.07057677209377289,
0.0012159779435023665,
0.04283628240227699,
0.016534505411982536,
-0.003966228570789099,
-0.019077809527516365,
0.08774184435606003,
-0.02913033403456211,
-0.023533394560217857,
0.008902261033654213,
0.054298900067806244,
0.04021761193871498,
0.022177845239639282,
-0.04461570084095001,
-0.1365993767976761,
0.09250952303409576,
-0.017352238297462463,
0.03680398315191269,
-0.0684727355837822,
0.07886302471160889,
0.0045412881299853325,
0.07122475653886795,
0.015897361561655998,
-0.02571823261678219,
0.002418164163827896,
0.011427410878241062,
-0.017426371574401855,
-0.02919408679008484,
0.051760077476501465,
-0.00277401483617723,
-0.016507340595126152,
0.01754632405936718,
0.020307529717683792,
-0.025243204087018967,
0.055767130106687546,
0.026208244264125824,
0.08679350465536118,
0.0022577433846890926,
0.077935591340065,
0.03424103558063507,
0.06804494559764862,
0.11201279610395432,
0.12535753846168518,
-0.0007917435141280293,
0.042456213384866714,
-0.007277185562998056,
0.0005453838384710252,
-0.03334628790616989,
-0.03545207902789116,
-0.023862898349761963,
0.0061950599774718285,
0.03050052747130394,
0.0671190619468689,
0.1302533596754074,
0.018825829029083252,
0.13773436844348907,
-0.017890818417072296,
0.0042902883142232895,
0.01935388706624508,
0.07146625965833664,
0.039701227098703384,
0.16583609580993652,
0.016483642160892487,
0.03549371659755707,
0.012951169162988663,
-3.954739824507669e-8,
-0.05998476222157478,
0.07423761487007141,
0.04608900845050812,
-0.022944577038288116,
0.004912857431918383,
-0.00265018199570477,
0.10309019684791565,
0.03271500766277313,
0.02998674102127552,
-0.03160835802555084,
0.07309669256210327,
-0.045939985662698746,
0.014973931014537811,
-0.014286236837506294,
0.03264231979846954,
0.021893266588449478,
0.0035525010898709297,
0.010706703178584576,
-0.015262135304510593,
-0.035175107419490814,
0.03907174617052078,
-0.0663415938615799,
-0.041646622121334076,
0.021288173273205757,
0.07516421377658844,
-0.07624297589063644,
-0.044443994760513306,
0.060012176632881165,
-0.002558007137849927,
0.0221810694783926,
-0.009242769330739975,
-0.04409565404057503,
0.04797852411866188,
0.009817328304052353,
0.038253866136074066,
-0.0009034608374349773,
0.003473493270576,
-0.00973488949239254,
-0.1080172061920166,
0.14461760222911835,
-0.03603573888540268,
0.022104576230049133,
-0.04845672473311424,
-0.01529167965054512,
-0.007969954051077366,
-0.044054970145225525,
0.1201288104057312,
-0.10799781233072281,
-0.04923168569803238,
0.015495258383452892,
-0.10276918858289719,
0.07245713472366333,
0.029334012418985367,
0.002675989642739296,
0.0332864373922348,
0.0005675705033354461,
-0.061936043202877045,
0.07588686048984528,
-0.027882499620318413,
0.06807833909988403,
-0.041908346116542816,
0.045080769807100296,
-0.031172942370176315,
0.019857855513691902
] |
1402.5188
|
Chao Wang
|
Chao Wang
|
Collision free autonomous navigation and formation building for
non-holonomic ground robots
| null | null | null | null |
cs.RO math.OC
|
http://creativecommons.org/licenses/by/3.0/
|
The primary objective of a safe navigation algorithm is to guide the object
from its current position to the target position while avoiding any collision
with the en-route obstacles, and the appropriate obstacle avoidance strategies
are the key factors to ensure safe navigation tasks in dynamic environments. In
this report, three different obstacle avoidance strategies for safe navigation
in dynamic environments have been presented. The biologically-inspired
navigation algorithm (BINA) is efficient in terms of avoidance time. The
equidistant based navigation algorithm (ENA) is able to achieve navigation task
with in uncertain dynamic environments. The navigation algorithm algorithm
based on an integrated environment representation (NAIER) allows the object to
seek a safe path through obstacles in unknown dynamic environment in a
human-like fashion. The performances and features of the proposed navigation
algorithms are confirmed by extensive simulation results and experiments with a
real non-holonomic mobile robot. The algorithms have been implemented on two
real control systems: intelligent wheelchair and robotic hospital bed. The
performance of the proposed algorithms with SAM and Flexbed demonstrate their
capabilities to achieve navigation tasks in complicated real time scenarios.
The proposed algorithms are easy to be implemented in real time and costly
efficient. An extra study on networked multi-robots formation building
algorithm is presented in this paper. A constructive and easy-to-implement
decentralised control is proposed for a formation building of a group of random
positioned objects. Furthermore, the problem of formation building with
anonymous objects is addressed. This randomised decentralised navigation
algorithm achieves the convergence to a desired configuration with probability
1.
|
[
{
"created": "Fri, 21 Feb 2014 02:22:57 GMT",
"version": "v1"
}
] |
2014-02-24
|
[
[
"Wang",
"Chao",
""
]
] |
[
0.052131738513708115,
-0.01561800017952919,
-0.06713274121284485,
-0.060022760182619095,
-0.015720102936029434,
-0.0873962864279747,
-0.03237152844667435,
0.012101948261260986,
0.00485898507758975,
0.05045707896351814,
0.008882706053555012,
-0.002118260832503438,
0.12014152109622955,
-0.014561821706593037,
-0.00498412037268281,
-0.008463641628623009,
-0.010289202444255352,
0.04749761149287224,
-0.034525588154792786,
0.0016831404063850641,
0.0348694883286953,
0.06656137853860855,
0.025171885266900063,
0.01874183677136898,
-0.11023581773042679,
0.026375362649559975,
0.030469216406345367,
-0.08422890305519104,
0.013005683198571205,
-0.03771568462252617,
0.005550787318497896,
-0.0845835879445076,
-0.0014917721273377538,
-0.02497749589383602,
-0.0864468365907669,
-0.03769678622484207,
-0.03264518082141876,
0.040609970688819885,
0.013671403750777245,
-0.01769390143454075,
-0.06712698936462402,
0.059647269546985626,
0.030924448743462563,
-0.06622238457202911,
0.04762401804327965,
0.08506453037261963,
-0.05126181244850159,
-0.06788996607065201,
0.1081203743815422,
-0.0058006420731544495,
-0.09358339756727219,
0.00002002268774958793,
0.0342845618724823,
-0.04341977834701538,
-0.015658829361200333,
0.0783114805817604,
-0.1019812598824501,
-0.0388350673019886,
0.02626563236117363,
-0.006685537751764059,
0.11181378364562988,
0.005540579091757536,
0.12057679891586304,
-0.06520042568445206,
-0.012732744216918945,
0.02292952872812748,
-0.0678912103176117,
-0.014371584169566631,
0.09708420187234879,
0.012135551311075687,
-0.0015246857656165957,
-0.025463184341788292,
0.04434706270694733,
0.0028291826602071524,
0.001956493826583028,
0.025592904537916183,
0.05453794449567795,
-0.002649433445185423,
0.032937657088041306,
0.08065667748451233,
0.021521160379052162,
0.012549658305943012,
0.022463113069534302,
0.03513097018003464,
0.019413521513342857,
0.05667077377438545,
-0.027850709855556488,
0.08585570752620697,
0.10889473557472229,
0.0016424698987975717,
0.010645045898854733,
-0.03150833398103714,
0.026356255635619164,
-0.03909124806523323,
0.03251885622739792,
-0.1148616150021553,
-0.05672411248087883,
0.012037156149744987,
0.02718167193233967,
-0.0334029346704483,
-0.02397244982421398,
0.012460554018616676,
0.017922187224030495,
0.05545932054519653,
0.06392960250377655,
-0.0251568965613842,
0.10851959884166718,
-0.04869939014315605,
0.0854690670967102,
0.0678248256444931,
-0.013108441606163979,
-0.10970202833414078,
0.020537428557872772,
0.01616164669394493,
-0.12288981676101685,
0.08174943923950195,
-0.046115729957818985,
-0.003397485474124551,
0.03212226182222366,
0.05502477288246155,
0.039541229605674744,
-0.011307182721793652,
0.0972033441066742,
-0.007424233481287956,
0.0798860639333725,
-0.10457572340965271,
0.02128705568611622,
-1.1417981624074935e-33,
-0.06003536656498909,
-0.058156516402959824,
0.03161220997571945,
-0.05140199884772301,
0.09622841328382492,
-0.030921028926968575,
-0.02749396674335003,
0.000017384503735229373,
0.044860005378723145,
0.0004765451594721526,
-0.08229273557662964,
0.0036560622975230217,
0.04005294665694237,
-0.015484447591006756,
0.04429622367024422,
-0.08313895016908646,
0.03368565812706947,
-0.02258380502462387,
-0.14770181477069855,
0.019829588010907173,
0.056913089007139206,
-0.02516823634505272,
0.015240154229104519,
-0.032618600875139236,
0.014791321009397507,
0.03407832607626915,
-0.009031599387526512,
0.009211130440235138,
0.06934118270874023,
0.01304189208894968,
-0.10910335183143616,
-0.03417804464697838,
-0.15952657163143158,
0.06497042626142502,
-0.02248970791697502,
0.037529006600379944,
-0.13449718058109283,
-0.03161568567156792,
0.012897486798465252,
0.026991980150341988,
-0.024534378200769424,
-0.020157787948846817,
0.03828643634915352,
-0.004673917777836323,
-0.027745474129915237,
0.0027273506857454777,
0.016811605542898178,
0.01909674145281315,
-0.07442502677440643,
-0.03739883378148079,
-0.05027179792523384,
0.06947436183691025,
-0.030533066019415855,
-0.03103823959827423,
-0.07070668786764145,
-0.06057482957839966,
-0.046549517661333084,
0.04880162328481674,
0.030950529500842094,
0.06738484650850296,
-0.05584241449832916,
-0.018138758838176727,
0.027124622836709023,
0.06212199106812477,
0.032690469175577164,
-0.07379629462957382,
-0.00884339027106762,
-0.011285454966127872,
0.08254523575305939,
-0.018634174019098282,
0.04411854222416878,
-0.02349867671728134,
0.042781438678503036,
0.017815260216593742,
-0.032887931913137436,
0.02251637727022171,
0.030377734452486038,
-0.03922927379608154,
0.0010932139120995998,
0.01276546809822321,
-0.052004098892211914,
0.07197922468185425,
-0.02782275155186653,
0.021340742707252502,
0.08962841331958771,
-0.04509957879781723,
-0.03997823968529701,
0.031580448150634766,
-0.06751491874456406,
-0.02194341830909252,
-0.08190544694662094,
-0.017769457772374153,
-0.02168477140367031,
0.02916743792593479,
0.008033733814954758,
-1.222768692850529e-33,
0.08018528670072556,
-0.021003935486078262,
0.09224839508533478,
-0.026034820824861526,
-0.011074373498558998,
-0.029759502038359642,
-0.0027244165539741516,
-0.06947130709886551,
0.02478061243891716,
0.012317652814090252,
-0.12087544798851013,
0.014669283293187618,
0.10605230182409286,
0.0343843474984169,
0.03774254769086838,
0.01832311600446701,
0.012317036278545856,
-0.030453355982899666,
-0.01938687078654766,
0.020804686471819878,
-0.03538450971245766,
0.07123908400535583,
-0.04620294272899628,
-0.06358641386032104,
0.020605115219950676,
0.00965819414705038,
0.011034705676138401,
0.010707654058933258,
0.010509190149605274,
0.03858250007033348,
-0.0529656708240509,
0.02525823563337326,
0.04414766654372215,
0.04331345483660698,
0.024770792573690414,
-0.025944240391254425,
-0.04758124426007271,
-0.05663471668958664,
0.0541011244058609,
-0.06027844548225403,
0.022085146978497505,
0.007464829832315445,
0.01573985256254673,
-0.06865458935499191,
0.07273409515619278,
0.0576615035533905,
-0.022419650107622147,
0.08488307148218155,
-0.016229107975959778,
0.016078487038612366,
0.04452145844697952,
0.029513830319046974,
-0.08859343081712723,
-0.0870731994509697,
0.06260521709918976,
0.05098776891827583,
-0.06083852797746658,
0.03350841999053955,
0.0070049758069217205,
-0.01086411252617836,
-0.014529597945511341,
-0.005489077419042587,
-0.004021565895527601,
0.09493428468704224,
-0.051127053797245026,
0.11873278766870499,
-0.026139182969927788,
0.07311559468507767,
0.0035349091049283743,
-0.05877996236085892,
0.00932230893522501,
0.015833254903554916,
0.10293903946876526,
0.05439581722021103,
-0.008273418992757797,
-0.028380747884511948,
0.01919364370405674,
-0.0010423973435536027,
0.07157427817583084,
-0.06302972882986069,
-0.04313289374113083,
-0.03552039712667465,
-0.01991511881351471,
0.11063464730978012,
-0.040727172046899796,
0.018687589094042778,
-0.016771705821156502,
-0.013698311522603035,
-0.007802938111126423,
0.045379772782325745,
0.043604958802461624,
-0.007033049128949642,
0.013692854903638363,
0.0980343371629715,
-0.056660693138837814,
-4.933472297352637e-8,
-0.01712947152554989,
-0.004249336197972298,
0.010584012605249882,
-0.05203089863061905,
-0.01690119132399559,
0.005786557216197252,
0.07700234651565552,
-0.06197487562894821,
-0.03246694430708885,
-0.014169199392199516,
0.022716941311955452,
-0.06706838309764862,
-0.07782719284296036,
0.07317456603050232,
-0.01033905427902937,
0.0383395291864872,
0.014002136886119843,
-0.01240815781056881,
-0.021292289718985558,
0.005782415624707937,
-0.003934258595108986,
-0.07501839846372604,
-0.02065875753760338,
0.08440878987312317,
-0.018821101635694504,
0.01328959595412016,
-0.12910762429237366,
-0.06684775650501251,
-0.01300036907196045,
-0.00974942184984684,
0.010639057494699955,
0.0033657716121524572,
-0.024645745754241943,
0.12206178158521652,
-0.02514459565281868,
-0.0029025382827967405,
0.052125100046396255,
-0.03018244355916977,
-0.03713180497288704,
0.0050511774607002735,
0.035683780908584595,
0.08012321591377258,
0.022428588941693306,
-0.011294574476778507,
-0.0005360172362998128,
-0.02979893982410431,
-0.009484419599175453,
-0.037225428968667984,
-0.02782362885773182,
-0.04073788970708847,
-0.04726056382060051,
0.015433510765433311,
0.012687279842793941,
0.02365037426352501,
0.029888536781072617,
0.05134155601263046,
0.012440569698810577,
-0.15143020451068878,
0.042295172810554504,
0.05593815818428993,
0.011950284242630005,
0.04767827317118645,
0.020850207656621933,
-0.025756312534213066
] | null | null | null | null | null | null | null |
[
0.052131738513708115,
-0.01561800017952919,
-0.06713274121284485,
-0.060022760182619095,
-0.015720102936029434,
-0.0873962864279747,
-0.03237152844667435,
0.012101948261260986,
0.00485898507758975,
0.05045707896351814,
0.008882706053555012,
-0.002118260832503438,
0.12014152109622955,
-0.014561821706593037,
-0.00498412037268281,
-0.008463641628623009,
-0.010289202444255352,
0.04749761149287224,
-0.034525588154792786,
0.0016831404063850641,
0.0348694883286953,
0.06656137853860855,
0.025171885266900063,
0.01874183677136898,
-0.11023581773042679,
0.026375362649559975,
0.030469216406345367,
-0.08422890305519104,
0.013005683198571205,
-0.03771568462252617,
0.005550787318497896,
-0.0845835879445076,
-0.0014917721273377538,
-0.02497749589383602,
-0.0864468365907669,
-0.03769678622484207,
-0.03264518082141876,
0.040609970688819885,
0.013671403750777245,
-0.01769390143454075,
-0.06712698936462402,
0.059647269546985626,
0.030924448743462563,
-0.06622238457202911,
0.04762401804327965,
0.08506453037261963,
-0.05126181244850159,
-0.06788996607065201,
0.1081203743815422,
-0.0058006420731544495,
-0.09358339756727219,
0.00002002268774958793,
0.0342845618724823,
-0.04341977834701538,
-0.015658829361200333,
0.0783114805817604,
-0.1019812598824501,
-0.0388350673019886,
0.02626563236117363,
-0.006685537751764059,
0.11181378364562988,
0.005540579091757536,
0.12057679891586304,
-0.06520042568445206,
-0.012732744216918945,
0.02292952872812748,
-0.0678912103176117,
-0.014371584169566631,
0.09708420187234879,
0.012135551311075687,
-0.0015246857656165957,
-0.025463184341788292,
0.04434706270694733,
0.0028291826602071524,
0.001956493826583028,
0.025592904537916183,
0.05453794449567795,
-0.002649433445185423,
0.032937657088041306,
0.08065667748451233,
0.021521160379052162,
0.012549658305943012,
0.022463113069534302,
0.03513097018003464,
0.019413521513342857,
0.05667077377438545,
-0.027850709855556488,
0.08585570752620697,
0.10889473557472229,
0.0016424698987975717,
0.010645045898854733,
-0.03150833398103714,
0.026356255635619164,
-0.03909124806523323,
0.03251885622739792,
-0.1148616150021553,
-0.05672411248087883,
0.012037156149744987,
0.02718167193233967,
-0.0334029346704483,
-0.02397244982421398,
0.012460554018616676,
0.017922187224030495,
0.05545932054519653,
0.06392960250377655,
-0.0251568965613842,
0.10851959884166718,
-0.04869939014315605,
0.0854690670967102,
0.0678248256444931,
-0.013108441606163979,
-0.10970202833414078,
0.020537428557872772,
0.01616164669394493,
-0.12288981676101685,
0.08174943923950195,
-0.046115729957818985,
-0.003397485474124551,
0.03212226182222366,
0.05502477288246155,
0.039541229605674744,
-0.011307182721793652,
0.0972033441066742,
-0.007424233481287956,
0.0798860639333725,
-0.10457572340965271,
0.02128705568611622,
-1.1417981624074935e-33,
-0.06003536656498909,
-0.058156516402959824,
0.03161220997571945,
-0.05140199884772301,
0.09622841328382492,
-0.030921028926968575,
-0.02749396674335003,
0.000017384503735229373,
0.044860005378723145,
0.0004765451594721526,
-0.08229273557662964,
0.0036560622975230217,
0.04005294665694237,
-0.015484447591006756,
0.04429622367024422,
-0.08313895016908646,
0.03368565812706947,
-0.02258380502462387,
-0.14770181477069855,
0.019829588010907173,
0.056913089007139206,
-0.02516823634505272,
0.015240154229104519,
-0.032618600875139236,
0.014791321009397507,
0.03407832607626915,
-0.009031599387526512,
0.009211130440235138,
0.06934118270874023,
0.01304189208894968,
-0.10910335183143616,
-0.03417804464697838,
-0.15952657163143158,
0.06497042626142502,
-0.02248970791697502,
0.037529006600379944,
-0.13449718058109283,
-0.03161568567156792,
0.012897486798465252,
0.026991980150341988,
-0.024534378200769424,
-0.020157787948846817,
0.03828643634915352,
-0.004673917777836323,
-0.027745474129915237,
0.0027273506857454777,
0.016811605542898178,
0.01909674145281315,
-0.07442502677440643,
-0.03739883378148079,
-0.05027179792523384,
0.06947436183691025,
-0.030533066019415855,
-0.03103823959827423,
-0.07070668786764145,
-0.06057482957839966,
-0.046549517661333084,
0.04880162328481674,
0.030950529500842094,
0.06738484650850296,
-0.05584241449832916,
-0.018138758838176727,
0.027124622836709023,
0.06212199106812477,
0.032690469175577164,
-0.07379629462957382,
-0.00884339027106762,
-0.011285454966127872,
0.08254523575305939,
-0.018634174019098282,
0.04411854222416878,
-0.02349867671728134,
0.042781438678503036,
0.017815260216593742,
-0.032887931913137436,
0.02251637727022171,
0.030377734452486038,
-0.03922927379608154,
0.0010932139120995998,
0.01276546809822321,
-0.052004098892211914,
0.07197922468185425,
-0.02782275155186653,
0.021340742707252502,
0.08962841331958771,
-0.04509957879781723,
-0.03997823968529701,
0.031580448150634766,
-0.06751491874456406,
-0.02194341830909252,
-0.08190544694662094,
-0.017769457772374153,
-0.02168477140367031,
0.02916743792593479,
0.008033733814954758,
-1.222768692850529e-33,
0.08018528670072556,
-0.021003935486078262,
0.09224839508533478,
-0.026034820824861526,
-0.011074373498558998,
-0.029759502038359642,
-0.0027244165539741516,
-0.06947130709886551,
0.02478061243891716,
0.012317652814090252,
-0.12087544798851013,
0.014669283293187618,
0.10605230182409286,
0.0343843474984169,
0.03774254769086838,
0.01832311600446701,
0.012317036278545856,
-0.030453355982899666,
-0.01938687078654766,
0.020804686471819878,
-0.03538450971245766,
0.07123908400535583,
-0.04620294272899628,
-0.06358641386032104,
0.020605115219950676,
0.00965819414705038,
0.011034705676138401,
0.010707654058933258,
0.010509190149605274,
0.03858250007033348,
-0.0529656708240509,
0.02525823563337326,
0.04414766654372215,
0.04331345483660698,
0.024770792573690414,
-0.025944240391254425,
-0.04758124426007271,
-0.05663471668958664,
0.0541011244058609,
-0.06027844548225403,
0.022085146978497505,
0.007464829832315445,
0.01573985256254673,
-0.06865458935499191,
0.07273409515619278,
0.0576615035533905,
-0.022419650107622147,
0.08488307148218155,
-0.016229107975959778,
0.016078487038612366,
0.04452145844697952,
0.029513830319046974,
-0.08859343081712723,
-0.0870731994509697,
0.06260521709918976,
0.05098776891827583,
-0.06083852797746658,
0.03350841999053955,
0.0070049758069217205,
-0.01086411252617836,
-0.014529597945511341,
-0.005489077419042587,
-0.004021565895527601,
0.09493428468704224,
-0.051127053797245026,
0.11873278766870499,
-0.026139182969927788,
0.07311559468507767,
0.0035349091049283743,
-0.05877996236085892,
0.00932230893522501,
0.015833254903554916,
0.10293903946876526,
0.05439581722021103,
-0.008273418992757797,
-0.028380747884511948,
0.01919364370405674,
-0.0010423973435536027,
0.07157427817583084,
-0.06302972882986069,
-0.04313289374113083,
-0.03552039712667465,
-0.01991511881351471,
0.11063464730978012,
-0.040727172046899796,
0.018687589094042778,
-0.016771705821156502,
-0.013698311522603035,
-0.007802938111126423,
0.045379772782325745,
0.043604958802461624,
-0.007033049128949642,
0.013692854903638363,
0.0980343371629715,
-0.056660693138837814,
-4.933472297352637e-8,
-0.01712947152554989,
-0.004249336197972298,
0.010584012605249882,
-0.05203089863061905,
-0.01690119132399559,
0.005786557216197252,
0.07700234651565552,
-0.06197487562894821,
-0.03246694430708885,
-0.014169199392199516,
0.022716941311955452,
-0.06706838309764862,
-0.07782719284296036,
0.07317456603050232,
-0.01033905427902937,
0.0383395291864872,
0.014002136886119843,
-0.01240815781056881,
-0.021292289718985558,
0.005782415624707937,
-0.003934258595108986,
-0.07501839846372604,
-0.02065875753760338,
0.08440878987312317,
-0.018821101635694504,
0.01328959595412016,
-0.12910762429237366,
-0.06684775650501251,
-0.01300036907196045,
-0.00974942184984684,
0.010639057494699955,
0.0033657716121524572,
-0.024645745754241943,
0.12206178158521652,
-0.02514459565281868,
-0.0029025382827967405,
0.052125100046396255,
-0.03018244355916977,
-0.03713180497288704,
0.0050511774607002735,
0.035683780908584595,
0.08012321591377258,
0.022428588941693306,
-0.011294574476778507,
-0.0005360172362998128,
-0.02979893982410431,
-0.009484419599175453,
-0.037225428968667984,
-0.02782362885773182,
-0.04073788970708847,
-0.04726056382060051,
0.015433510765433311,
0.012687279842793941,
0.02365037426352501,
0.029888536781072617,
0.05134155601263046,
0.012440569698810577,
-0.15143020451068878,
0.042295172810554504,
0.05593815818428993,
0.011950284242630005,
0.04767827317118645,
0.020850207656621933,
-0.025756312534213066
] |
1402.5192
|
Wiroonsak Santipach
|
Wiroonsak Santipach, Kritsada Mamat, Ake Tonsirisittikun, Kaemmatat
Jiravanstit
|
Power and Bit Allocation for Wireless OFDM Channels with Finite-Rate
Feedback and Subcarrier Clustering
| null |
Kasetsart Journal (Natural Science), vol. 47, no. 6, pp. 898-908,
Nov.-Dec. 2013
| null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The study investigated the allocation of transmission power and bits for a
point-to-point orthogonal frequency-division multiplexing channel assuming
perfect channel information at the receiver, but imperfect channel information
at the transmitter. Channel information was quantized at the receiver and was
sent back to the transmitter via a finite-rate feedback channel. Based on
limited feedback from the receiver, the corresponding transmitter adapted the
power level and/or modulation across subcarriers. To reduce the amount of
feedback, subcarriers were partitioned into different clusters and an on/off
threshold-based power allocation was applied to subcarrier clusters. In
addition, two options were proposed to interpolate a channel frequency response
from a set of quantized channel gains and apply the optimal water-filling
allocation or a greedy bit allocation based on channel interpolation. Proposed
schemes with finite feedback rates were shown to perform close to the optimal
allocation without a feedback-rate constraint. In the numerical example,
channel capacity decreased about 6% from the optimum when one bit of feedback
per subcarrier was used.
|
[
{
"created": "Fri, 21 Feb 2014 02:58:08 GMT",
"version": "v1"
}
] |
2015-10-16
|
[
[
"Santipach",
"Wiroonsak",
""
],
[
"Mamat",
"Kritsada",
""
],
[
"Tonsirisittikun",
"Ake",
""
],
[
"Jiravanstit",
"Kaemmatat",
""
]
] |
[
0.0467931292951107,
0.03091534785926342,
-0.030699217692017555,
0.029316363856196404,
-0.06863373517990112,
-0.00917205959558487,
0.03474308177828789,
0.013764842413365841,
0.007627416402101517,
-0.013475126586854458,
-0.0930849239230156,
0.06884972006082535,
0.054632123559713364,
0.008700727485120296,
0.003803563304245472,
0.048633135855197906,
0.07500806450843811,
0.08693031221628189,
-0.04958613961935043,
-0.06204937398433685,
0.1401495784521103,
-0.021329263225197792,
0.04807223379611969,
-0.06428521871566772,
0.00627443240955472,
-0.05148948356509209,
0.03242814540863037,
-0.0171191543340683,
0.04666990041732788,
0.01829582080245018,
-0.07711415737867355,
-0.0041739484295248985,
0.09057573974132538,
-0.07868379354476929,
-0.0243424903601408,
-0.031209895387291908,
-0.006311900448054075,
0.010374435223639011,
0.04118572920560837,
0.12510238587856293,
-0.059978190809488297,
0.008130366913974285,
-0.013799392618238926,
0.09678810834884644,
-0.07719065994024277,
-0.08551905304193497,
-0.013137472793459892,
0.10173065960407257,
-0.08344542235136032,
-0.05312540382146835,
0.12117742002010345,
0.009403198026120663,
-0.025736795738339424,
0.07802650332450867,
-0.0956265777349472,
-0.049400217831134796,
-0.035381022840738297,
0.07064512372016907,
0.004924767185002565,
0.04765576124191284,
-0.002717446070164442,
0.031032051891088486,
0.06110899895429611,
0.0020030455198138952,
-0.03383401781320572,
-0.009999418631196022,
0.04072502627968788,
0.07057681679725647,
-0.07106812298297882,
0.035603709518909454,
-0.0234982967376709,
-0.02289494127035141,
0.04642068222165108,
-0.017799468711018562,
0.03920786827802658,
0.014398213475942612,
-0.021994637325406075,
0.05301991105079651,
0.019244397059082985,
0.07094699889421463,
-0.021335124969482422,
-0.022964823991060257,
0.009330952540040016,
-0.06617015600204468,
0.0491938553750515,
-0.03127564117312431,
-0.01835063099861145,
0.019411137327551842,
0.023977724835276604,
-0.05256549268960953,
-0.13321389257907867,
0.07706215977668762,
-0.03301633521914482,
0.04463782161474228,
-0.007737329229712486,
0.002483031479641795,
-0.03260776773095131,
-0.08888362348079681,
0.002071481430903077,
0.0037200856022536755,
0.02052908018231392,
-0.014834826812148094,
0.03983244299888611,
-0.026505155488848686,
-0.021420374512672424,
-0.06839215010404587,
-0.025838244706392288,
0.09385737031698227,
0.05458623170852661,
0.038116808980703354,
-0.05539383739233017,
0.059466730803251266,
-0.08384265750646591,
-0.0019098564516752958,
-0.026098644360899925,
0.016388140618801117,
0.040553171187639236,
0.04130973666906357,
0.0031427713111042976,
-0.052541736513376236,
-0.03789566829800606,
-0.12358865141868591,
-0.0014304578071460128,
0.04787266626954079,
0.019000140950083733,
-0.01384210679680109,
-0.059000413864851,
3.2810302811235685e-33,
-0.08012572675943375,
-0.026011105626821518,
-0.06195768713951111,
0.0270891971886158,
-0.031054913997650146,
-0.0011392253218218684,
0.014461273327469826,
-0.021309740841388702,
0.00984275620430708,
0.02485743723809719,
-0.022011321038007736,
-0.025933651253581047,
-0.03469138965010643,
-0.0052418895065784454,
0.0926266461610794,
-0.0285385400056839,
-0.044444575905799866,
0.017631227150559425,
0.0077416193671524525,
-0.07654467970132828,
0.03863028436899185,
0.044194046407938004,
-0.05932586267590523,
-0.059157371520996094,
0.0013578224461525679,
-0.020223138853907585,
-0.014865890145301819,
-0.017270322889089584,
0.020260611549019814,
-0.004492549691349268,
-0.01604575850069523,
-0.031382571905851364,
0.08108583092689514,
-0.13112999498844147,
-0.02423960343003273,
0.0407106988132,
0.0887221246957779,
0.008051586337387562,
-0.01360134407877922,
0.0014710426330566406,
0.0389251708984375,
0.0035388628020882607,
0.09008973836898804,
-0.10604129731655121,
-0.010960818268358707,
-0.05073575675487518,
0.05511271208524704,
-0.01930730976164341,
-0.0913955420255661,
-0.013823331333696842,
-0.005622821860015392,
0.014778305776417255,
-0.04482252150774002,
0.07746630907058716,
0.1064697727560997,
-0.0644809901714325,
0.004111649468541145,
0.05409938097000122,
-0.02769741229712963,
0.07904160767793655,
-0.06806056946516037,
-0.08990997821092606,
0.0514407604932785,
-0.08269382268190384,
-0.034695062786340714,
-0.007718795444816351,
0.06919752061367035,
-0.051367610692977905,
-0.041118450462818146,
0.0118157509714365,
-0.047930166125297546,
0.044183399528265,
0.0017056996002793312,
-0.025982102379202843,
-0.02778790146112442,
-0.012365458533167839,
0.022838396951556206,
-0.022536786273121834,
-0.08076917380094528,
0.005490722134709358,
0.03353409096598625,
0.01900540105998516,
-0.0031825159676373005,
0.054981689900159836,
0.05272020772099495,
-0.022601034492254257,
0.03773963823914528,
0.0017700896132737398,
-0.03653891012072563,
0.0043679336085915565,
0.005610179156064987,
-0.0004901619395241141,
0.004331645090132952,
-0.05735236033797264,
0.027765680104494095,
-3.622674122536635e-33,
-0.005801986902952194,
0.011654005385935307,
-0.01561430748552084,
0.03087031841278076,
-0.0009344056597910821,
0.0029457053169608116,
0.03997476398944855,
-0.057040706276893616,
0.04010666534304619,
-0.053485170006752014,
-0.13318753242492676,
0.024220583960413933,
-0.008677461184561253,
0.06008842960000038,
-0.09530210494995117,
0.06111306697130203,
-0.035884421318769455,
-0.016078131273388863,
0.07518553733825684,
-0.019160058349370956,
-0.008707750588655472,
0.005998339504003525,
0.06389724463224411,
0.0458969883620739,
0.033294547349214554,
0.028805168345570564,
-0.019644979387521744,
0.0513145849108696,
-0.008015105500817299,
0.05563795194029808,
0.0033633243292570114,
-0.07481158524751663,
0.03556397184729576,
0.0014926985604688525,
0.0194043330848217,
0.03387739136815071,
0.03299630433320999,
0.10115310549736023,
-0.02698597125709057,
0.0961846336722374,
0.05788612365722656,
-0.10453609377145767,
0.03326346352696419,
0.013831481337547302,
0.03673867881298065,
0.00207939138635993,
0.062364451587200165,
-0.011619550175964832,
-0.04188617691397667,
0.011158849112689495,
0.015304669737815857,
-0.03234783187508583,
0.0035532305482774973,
0.06219250336289406,
-0.013829112984240055,
-0.001810224261134863,
-0.026556989178061485,
0.0718436986207962,
0.09791118651628494,
-0.016890153288841248,
0.04333384335041046,
-0.006345557980239391,
-0.05704497918486595,
-0.055272411555051804,
-0.043030258268117905,
0.0007497357437387109,
0.04198538139462471,
-0.022628923878073692,
0.0029458492062985897,
-0.018952948972582817,
-0.08323470503091812,
-0.038954030722379684,
0.08822089433670044,
0.044053398072719574,
0.05717715620994568,
0.045368313789367676,
-0.0004403004131745547,
-0.03856780380010605,
-0.08640064299106598,
0.08351515233516693,
-0.09170519560575485,
0.1332678496837616,
-0.08445266634225845,
0.01874271221458912,
0.010533628053963184,
0.037889882922172546,
0.04605119675397873,
0.030776146799325943,
0.024611113592982292,
-0.13866914808750153,
0.01733710989356041,
0.043979812413454056,
0.0007566611166112125,
0.035655427724123,
-0.024728843942284584,
-5.025524885127197e-8,
-0.019813494756817818,
-0.0395624041557312,
0.011897034011781216,
-0.03660384565591812,
0.012646322138607502,
-0.06732618808746338,
-0.003989001736044884,
0.044618379324674606,
0.0425516813993454,
-0.08947243541479111,
-0.014326676726341248,
0.07194569706916809,
-0.0411938913166523,
0.062033168971538544,
0.030148295685648918,
0.010335282422602177,
0.02602052129805088,
-0.06870459765195847,
0.025903142988681793,
-0.042182814329862595,
-0.06918530911207199,
0.01689501293003559,
0.00030645864899270236,
-0.005810489412397146,
0.018551824614405632,
-0.004908170085400343,
0.04157460480928421,
-0.01232963614165783,
0.05345271900296211,
-0.05620921030640602,
-0.011319082230329514,
0.045811448246240616,
0.008101504296064377,
0.07940041273832321,
-0.016611777245998383,
-0.00206195842474699,
-0.06460095942020416,
0.08379223942756653,
-0.03239752724766731,
0.02676422894001007,
0.10149975121021271,
-0.041669029742479324,
0.045351773500442505,
0.006381420884281397,
0.06495609134435654,
0.060315076261758804,
-0.05662288889288902,
0.0792095735669136,
0.04858049750328064,
-0.06359013170003891,
-0.022024665027856827,
0.0973314493894577,
-0.03244653344154358,
-0.007934416644275188,
-0.03907046839594841,
-0.07530755549669266,
-0.10266128927469254,
-0.036428336054086685,
0.04351165145635605,
-0.04638604819774628,
-0.1131109967827797,
0.06060367450118065,
-0.10725004225969315,
0.01371883787214756
] | null | null | null | null | null | null | null |
[
0.0467931292951107,
0.03091534785926342,
-0.030699217692017555,
0.029316363856196404,
-0.06863373517990112,
-0.00917205959558487,
0.03474308177828789,
0.013764842413365841,
0.007627416402101517,
-0.013475126586854458,
-0.0930849239230156,
0.06884972006082535,
0.054632123559713364,
0.008700727485120296,
0.003803563304245472,
0.048633135855197906,
0.07500806450843811,
0.08693031221628189,
-0.04958613961935043,
-0.06204937398433685,
0.1401495784521103,
-0.021329263225197792,
0.04807223379611969,
-0.06428521871566772,
0.00627443240955472,
-0.05148948356509209,
0.03242814540863037,
-0.0171191543340683,
0.04666990041732788,
0.01829582080245018,
-0.07711415737867355,
-0.0041739484295248985,
0.09057573974132538,
-0.07868379354476929,
-0.0243424903601408,
-0.031209895387291908,
-0.006311900448054075,
0.010374435223639011,
0.04118572920560837,
0.12510238587856293,
-0.059978190809488297,
0.008130366913974285,
-0.013799392618238926,
0.09678810834884644,
-0.07719065994024277,
-0.08551905304193497,
-0.013137472793459892,
0.10173065960407257,
-0.08344542235136032,
-0.05312540382146835,
0.12117742002010345,
0.009403198026120663,
-0.025736795738339424,
0.07802650332450867,
-0.0956265777349472,
-0.049400217831134796,
-0.035381022840738297,
0.07064512372016907,
0.004924767185002565,
0.04765576124191284,
-0.002717446070164442,
0.031032051891088486,
0.06110899895429611,
0.0020030455198138952,
-0.03383401781320572,
-0.009999418631196022,
0.04072502627968788,
0.07057681679725647,
-0.07106812298297882,
0.035603709518909454,
-0.0234982967376709,
-0.02289494127035141,
0.04642068222165108,
-0.017799468711018562,
0.03920786827802658,
0.014398213475942612,
-0.021994637325406075,
0.05301991105079651,
0.019244397059082985,
0.07094699889421463,
-0.021335124969482422,
-0.022964823991060257,
0.009330952540040016,
-0.06617015600204468,
0.0491938553750515,
-0.03127564117312431,
-0.01835063099861145,
0.019411137327551842,
0.023977724835276604,
-0.05256549268960953,
-0.13321389257907867,
0.07706215977668762,
-0.03301633521914482,
0.04463782161474228,
-0.007737329229712486,
0.002483031479641795,
-0.03260776773095131,
-0.08888362348079681,
0.002071481430903077,
0.0037200856022536755,
0.02052908018231392,
-0.014834826812148094,
0.03983244299888611,
-0.026505155488848686,
-0.021420374512672424,
-0.06839215010404587,
-0.025838244706392288,
0.09385737031698227,
0.05458623170852661,
0.038116808980703354,
-0.05539383739233017,
0.059466730803251266,
-0.08384265750646591,
-0.0019098564516752958,
-0.026098644360899925,
0.016388140618801117,
0.040553171187639236,
0.04130973666906357,
0.0031427713111042976,
-0.052541736513376236,
-0.03789566829800606,
-0.12358865141868591,
-0.0014304578071460128,
0.04787266626954079,
0.019000140950083733,
-0.01384210679680109,
-0.059000413864851,
3.2810302811235685e-33,
-0.08012572675943375,
-0.026011105626821518,
-0.06195768713951111,
0.0270891971886158,
-0.031054913997650146,
-0.0011392253218218684,
0.014461273327469826,
-0.021309740841388702,
0.00984275620430708,
0.02485743723809719,
-0.022011321038007736,
-0.025933651253581047,
-0.03469138965010643,
-0.0052418895065784454,
0.0926266461610794,
-0.0285385400056839,
-0.044444575905799866,
0.017631227150559425,
0.0077416193671524525,
-0.07654467970132828,
0.03863028436899185,
0.044194046407938004,
-0.05932586267590523,
-0.059157371520996094,
0.0013578224461525679,
-0.020223138853907585,
-0.014865890145301819,
-0.017270322889089584,
0.020260611549019814,
-0.004492549691349268,
-0.01604575850069523,
-0.031382571905851364,
0.08108583092689514,
-0.13112999498844147,
-0.02423960343003273,
0.0407106988132,
0.0887221246957779,
0.008051586337387562,
-0.01360134407877922,
0.0014710426330566406,
0.0389251708984375,
0.0035388628020882607,
0.09008973836898804,
-0.10604129731655121,
-0.010960818268358707,
-0.05073575675487518,
0.05511271208524704,
-0.01930730976164341,
-0.0913955420255661,
-0.013823331333696842,
-0.005622821860015392,
0.014778305776417255,
-0.04482252150774002,
0.07746630907058716,
0.1064697727560997,
-0.0644809901714325,
0.004111649468541145,
0.05409938097000122,
-0.02769741229712963,
0.07904160767793655,
-0.06806056946516037,
-0.08990997821092606,
0.0514407604932785,
-0.08269382268190384,
-0.034695062786340714,
-0.007718795444816351,
0.06919752061367035,
-0.051367610692977905,
-0.041118450462818146,
0.0118157509714365,
-0.047930166125297546,
0.044183399528265,
0.0017056996002793312,
-0.025982102379202843,
-0.02778790146112442,
-0.012365458533167839,
0.022838396951556206,
-0.022536786273121834,
-0.08076917380094528,
0.005490722134709358,
0.03353409096598625,
0.01900540105998516,
-0.0031825159676373005,
0.054981689900159836,
0.05272020772099495,
-0.022601034492254257,
0.03773963823914528,
0.0017700896132737398,
-0.03653891012072563,
0.0043679336085915565,
0.005610179156064987,
-0.0004901619395241141,
0.004331645090132952,
-0.05735236033797264,
0.027765680104494095,
-3.622674122536635e-33,
-0.005801986902952194,
0.011654005385935307,
-0.01561430748552084,
0.03087031841278076,
-0.0009344056597910821,
0.0029457053169608116,
0.03997476398944855,
-0.057040706276893616,
0.04010666534304619,
-0.053485170006752014,
-0.13318753242492676,
0.024220583960413933,
-0.008677461184561253,
0.06008842960000038,
-0.09530210494995117,
0.06111306697130203,
-0.035884421318769455,
-0.016078131273388863,
0.07518553733825684,
-0.019160058349370956,
-0.008707750588655472,
0.005998339504003525,
0.06389724463224411,
0.0458969883620739,
0.033294547349214554,
0.028805168345570564,
-0.019644979387521744,
0.0513145849108696,
-0.008015105500817299,
0.05563795194029808,
0.0033633243292570114,
-0.07481158524751663,
0.03556397184729576,
0.0014926985604688525,
0.0194043330848217,
0.03387739136815071,
0.03299630433320999,
0.10115310549736023,
-0.02698597125709057,
0.0961846336722374,
0.05788612365722656,
-0.10453609377145767,
0.03326346352696419,
0.013831481337547302,
0.03673867881298065,
0.00207939138635993,
0.062364451587200165,
-0.011619550175964832,
-0.04188617691397667,
0.011158849112689495,
0.015304669737815857,
-0.03234783187508583,
0.0035532305482774973,
0.06219250336289406,
-0.013829112984240055,
-0.001810224261134863,
-0.026556989178061485,
0.0718436986207962,
0.09791118651628494,
-0.016890153288841248,
0.04333384335041046,
-0.006345557980239391,
-0.05704497918486595,
-0.055272411555051804,
-0.043030258268117905,
0.0007497357437387109,
0.04198538139462471,
-0.022628923878073692,
0.0029458492062985897,
-0.018952948972582817,
-0.08323470503091812,
-0.038954030722379684,
0.08822089433670044,
0.044053398072719574,
0.05717715620994568,
0.045368313789367676,
-0.0004403004131745547,
-0.03856780380010605,
-0.08640064299106598,
0.08351515233516693,
-0.09170519560575485,
0.1332678496837616,
-0.08445266634225845,
0.01874271221458912,
0.010533628053963184,
0.037889882922172546,
0.04605119675397873,
0.030776146799325943,
0.024611113592982292,
-0.13866914808750153,
0.01733710989356041,
0.043979812413454056,
0.0007566611166112125,
0.035655427724123,
-0.024728843942284584,
-5.025524885127197e-8,
-0.019813494756817818,
-0.0395624041557312,
0.011897034011781216,
-0.03660384565591812,
0.012646322138607502,
-0.06732618808746338,
-0.003989001736044884,
0.044618379324674606,
0.0425516813993454,
-0.08947243541479111,
-0.014326676726341248,
0.07194569706916809,
-0.0411938913166523,
0.062033168971538544,
0.030148295685648918,
0.010335282422602177,
0.02602052129805088,
-0.06870459765195847,
0.025903142988681793,
-0.042182814329862595,
-0.06918530911207199,
0.01689501293003559,
0.00030645864899270236,
-0.005810489412397146,
0.018551824614405632,
-0.004908170085400343,
0.04157460480928421,
-0.01232963614165783,
0.05345271900296211,
-0.05620921030640602,
-0.011319082230329514,
0.045811448246240616,
0.008101504296064377,
0.07940041273832321,
-0.016611777245998383,
-0.00206195842474699,
-0.06460095942020416,
0.08379223942756653,
-0.03239752724766731,
0.02676422894001007,
0.10149975121021271,
-0.041669029742479324,
0.045351773500442505,
0.006381420884281397,
0.06495609134435654,
0.060315076261758804,
-0.05662288889288902,
0.0792095735669136,
0.04858049750328064,
-0.06359013170003891,
-0.022024665027856827,
0.0973314493894577,
-0.03244653344154358,
-0.007934416644275188,
-0.03907046839594841,
-0.07530755549669266,
-0.10266128927469254,
-0.036428336054086685,
0.04351165145635605,
-0.04638604819774628,
-0.1131109967827797,
0.06060367450118065,
-0.10725004225969315,
0.01371883787214756
] |
1402.5194
|
Rui Han
|
Rui Han, Xiaoyi Lu
|
On Big Data Benchmarking
|
7 pages, 4 figures, 2 tables, accepted in BPOE-04
(http://prof.ict.ac.cn/bpoe_4_asplos/)
| null | null | null |
cs.PF cs.DB
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Big data systems address the challenges of capturing, storing, managing,
analyzing, and visualizing big data. Within this context, developing benchmarks
to evaluate and compare big data systems has become an active topic for both
research and industry communities. To date, most of the state-of-the-art big
data benchmarks are designed for specific types of systems. Based on our
experience, however, we argue that considering the complexity, diversity, and
rapid evolution of big data systems, for the sake of fairness, big data
benchmarks must include diversity of data and workloads. Given this motivation,
in this paper, we first propose the key requirements and challenges in
developing big data benchmarks from the perspectives of generating data with 4V
properties (i.e. volume, velocity, variety and veracity) of big data, as well
as generating tests with comprehensive workloads for big data systems. We then
present the methodology on big data benchmarking designed to address these
challenges. Next, the state-of-the-art are summarized and compared, following
by our vision for future research directions.
|
[
{
"created": "Fri, 21 Feb 2014 03:03:16 GMT",
"version": "v1"
}
] |
2014-02-24
|
[
[
"Han",
"Rui",
""
],
[
"Lu",
"Xiaoyi",
""
]
] |
[
0.04475037381052971,
0.04655851051211357,
0.015745440497994423,
0.07407829910516739,
0.04337503761053085,
-0.03675427660346031,
-0.1505603939294815,
-0.04264496639370918,
-0.02310616336762905,
0.025104908272624016,
-0.10386545956134796,
-0.06685806810855865,
0.03366955369710922,
0.000556214596144855,
-0.059569310396909714,
0.03281472995877266,
0.0938519686460495,
-0.01491455640643835,
-0.08260171860456467,
-0.07220157980918884,
0.023470142856240273,
0.0032670744694769382,
-0.013452454470098019,
-0.016616245731711388,
0.06408315896987915,
0.006305169779807329,
-0.025937270373106003,
-0.01096390187740326,
0.024388452991843224,
-0.05961640551686287,
-0.0310423132032156,
-0.04462002217769623,
-0.023067375645041466,
0.023957515135407448,
0.0037325613666325808,
-0.025806058198213577,
0.009984640404582024,
0.015848273411393166,
0.04847055673599243,
0.030719531700015068,
0.03852643445134163,
-0.008034223690629005,
-0.007272656075656414,
0.02703247033059597,
-0.004088240675628185,
0.05786791816353798,
0.03380369395017624,
-0.04328690469264984,
0.012396622449159622,
-0.020432641729712486,
-0.10045108944177628,
-0.04470708221197128,
-0.019128039479255676,
0.10699303448200226,
-0.04754951223731041,
0.04293947294354439,
0.03976903110742569,
0.0029333680868148804,
-0.012230677530169487,
0.024958446621894836,
-0.028208287432789803,
-0.10104049742221832,
0.05369541794061661,
0.0213306974619627,
0.017631065100431442,
0.058053385466337204,
0.06108476594090462,
0.04235111176967621,
-0.0046179890632629395,
-0.08197882771492004,
0.018364684656262398,
0.0972609743475914,
-0.018887020647525787,
0.05392400175333023,
-0.0165928415954113,
0.02448113262653351,
0.0037395749241113663,
-0.03332982212305069,
0.02850344032049179,
-0.02466021105647087,
-0.016153205186128616,
-0.029286883771419525,
-0.08853906393051147,
0.02589881420135498,
0.025539880618453026,
0.005197769030928612,
0.015516896732151508,
0.016265392303466797,
-0.043823450803756714,
-0.015623009763658047,
-0.04776805639266968,
0.06755101680755615,
0.019211910665035248,
-0.0306036788970232,
0.010394911281764507,
0.013474994339048862,
0.0010257652029395103,
-0.07360909879207611,
0.07157806307077408,
0.032906435430049896,
0.023415084928274155,
0.014268029481172562,
0.07641542702913284,
0.024560347199440002,
0.054013460874557495,
-0.03805945813655853,
0.08672941476106644,
0.03153466060757637,
-0.04586049169301987,
-0.04184776172041893,
0.07631142437458038,
0.07795380055904388,
0.0017744177021086216,
0.010036791674792767,
0.022474125027656555,
-0.049409959465265274,
-0.0977737158536911,
-0.014549676328897476,
-0.05035626143217087,
0.048375289887189865,
0.039551809430122375,
0.007522684521973133,
0.036444440484046936,
-0.037242285907268524,
-0.027556519955396652,
0.0183620136231184,
0.016018206253647804,
1.8720436303066113e-33,
0.014259006828069687,
0.03851531073451042,
0.059414803981781006,
0.008028102107346058,
0.030135849490761757,
-0.028432924300432205,
0.011252965778112411,
0.024807270616292953,
-0.11710300296545029,
0.08128435164690018,
-0.05106170102953911,
0.0168916005641222,
0.018939971923828125,
0.05995327606797218,
0.11934585869312286,
-0.013234952464699745,
-0.0011465250281617045,
0.03627496212720871,
-0.016387198120355606,
-0.010088065639138222,
0.09447378665208817,
-0.027631687000393867,
-0.04367437958717346,
0.04141198843717575,
0.021005729213356972,
-0.017039339989423752,
0.10607164353132248,
0.01571081392467022,
0.03706468641757965,
0.006776317022740841,
-0.11030290275812149,
-0.00792566780000925,
0.024116525426506996,
0.051319267600774765,
0.03899790346622467,
-0.03520993888378143,
-0.06736644357442856,
-0.05264565348625183,
-0.004897464066743851,
0.012678781524300575,
-0.05806795507669449,
0.06324903666973114,
-0.12480507045984268,
-0.06656220555305481,
-0.03759221360087395,
-0.020902371034026146,
0.00980378407984972,
-0.01750422641634941,
-0.03485127538442612,
-0.04657402262091637,
0.07677694410085678,
-0.021194905042648315,
0.08627273142337799,
0.057403407990932465,
0.006638724822551012,
-0.007851137779653072,
0.0636870488524437,
-0.04739473760128021,
0.08712377399206161,
0.07915694266557693,
-0.07490332424640656,
-0.0029586227610707283,
-0.005910332780331373,
0.039093244820833206,
-0.034883636981248856,
0.025292033329606056,
0.0628398060798645,
0.045010436326265335,
-0.01170038990676403,
-0.02035602554678917,
0.08441592007875443,
0.008844568394124508,
-0.00259946146979928,
-0.1048819050192833,
0.049500472843647,
-0.024413244798779488,
-0.011048347689211369,
0.008003896102309227,
-0.021628115326166153,
-0.0310998372733593,
0.0017859023064374924,
-0.0005693118437193334,
0.06811048090457916,
-0.032238297164440155,
0.014850889332592487,
-0.09366176277399063,
-0.036015160381793976,
0.03916683420538902,
-0.05014315992593765,
0.015294637531042099,
-0.08142701536417007,
0.019323503598570824,
0.011187399737536907,
-0.06547586619853973,
-0.011304226703941822,
-8.388491154651005e-34,
-0.08815567195415497,
0.02334517613053322,
-0.039010483771562576,
0.14356166124343872,
0.07249582558870316,
-0.07378356903791428,
-0.031914036720991135,
0.00004256632018950768,
-0.008985755033791065,
0.021325714886188507,
-0.024984728544950485,
-0.05767156556248665,
0.07167181372642517,
-0.018974710255861282,
0.016978861764073372,
0.004198013339191675,
0.0027741026133298874,
-0.02022632397711277,
-0.07106684893369675,
-0.0309437345713377,
0.016835583373904228,
0.030768003314733505,
-0.01404349971562624,
0.0032286515925079584,
-0.005466857925057411,
0.00017677382857073098,
-0.045823272317647934,
-0.037683889269828796,
-0.029384750872850418,
-0.018167918547987938,
-0.002393995178863406,
-0.055763836950063705,
0.0020476749632507563,
-0.04854188114404678,
0.02293376997113228,
-0.04672897234559059,
0.11095882207155228,
-0.015176722779870033,
-0.05896863341331482,
0.07212328910827637,
-0.006511007901281118,
-0.02349369414150715,
-0.029938597232103348,
-0.0338580347597599,
-0.03244559094309807,
0.059383273124694824,
-0.06471551209688187,
0.04259808734059334,
0.09350373595952988,
-0.04129984974861145,
0.03536481037735939,
0.0530083067715168,
-0.038516055792570114,
0.047603897750377655,
0.08183302730321884,
-0.10309506207704544,
-0.04618893936276436,
0.04791451618075371,
-0.0129652488976717,
-0.01093220803886652,
-0.08790409564971924,
-0.09343355149030685,
-0.011387295089662075,
0.07919446378946304,
-0.009985099546611309,
-0.07149729877710342,
0.03401891514658928,
-0.06689782440662384,
-0.0842994973063469,
0.03988068923354149,
-0.007425324060022831,
-0.07487831264734268,
0.0100269615650177,
0.03722066804766655,
-0.04686668887734413,
0.02969510294497013,
0.04290718212723732,
-0.05597687140107155,
0.035436660051345825,
0.06269634515047073,
0.07378032803535461,
0.0372188463807106,
0.06106943264603615,
0.0030063274316489697,
0.04614753648638725,
0.04841037839651108,
-0.009111085906624794,
0.012280256487429142,
-0.026023156940937042,
0.05510290339589119,
-0.06450024992227554,
0.028978655114769936,
-0.08853383362293243,
0.02239583432674408,
-0.0012114120181649923,
-4.101487860452835e-8,
0.019108202308416367,
0.024333631619811058,
0.036446183919906616,
0.031792186200618744,
-0.07930022478103638,
-0.05221352353692055,
0.014285837300121784,
0.1622982770204544,
0.05508344620466232,
0.040506549179553986,
0.08876947313547134,
-0.08897516876459122,
-0.04760931804776192,
-0.05702904611825943,
0.09793175756931305,
0.0022884663194417953,
0.0030416371300816536,
-0.09688277542591095,
0.012573203071951866,
0.015487460419535637,
-0.0007528890273533762,
0.05743497610092163,
-0.004627025220543146,
-0.04326288029551506,
0.057672832161188126,
-0.08743342012166977,
0.0013191193575039506,
0.03933415561914444,
0.03258660435676575,
-0.10307949036359787,
0.031712304800748825,
0.022745030000805855,
-0.012883746065199375,
-0.07472843676805496,
-0.008173308335244656,
0.006732828915119171,
-0.030825339257717133,
0.13386864960193634,
0.08412613719701767,
0.027334202080965042,
0.012252495624125004,
0.0573524609208107,
-0.009558852761983871,
-0.00008160436118487269,
0.012731600552797318,
-0.03742652013897896,
-0.08485971391201019,
0.060508739203214645,
-0.006327830255031586,
0.017688782885670662,
-0.07861988246440887,
-0.11739480495452881,
0.01598178967833519,
0.08464906364679337,
0.08639878034591675,
-0.019156569615006447,
0.0023500036913901567,
-0.02907075174152851,
0.08459770679473877,
0.008286433294415474,
0.12281055748462677,
-0.05535678565502167,
-0.08896400779485703,
0.03447661176323891
] | null | null | null | null | null | null | null |
[
0.04475037381052971,
0.04655851051211357,
0.015745440497994423,
0.07407829910516739,
0.04337503761053085,
-0.03675427660346031,
-0.1505603939294815,
-0.04264496639370918,
-0.02310616336762905,
0.025104908272624016,
-0.10386545956134796,
-0.06685806810855865,
0.03366955369710922,
0.000556214596144855,
-0.059569310396909714,
0.03281472995877266,
0.0938519686460495,
-0.01491455640643835,
-0.08260171860456467,
-0.07220157980918884,
0.023470142856240273,
0.0032670744694769382,
-0.013452454470098019,
-0.016616245731711388,
0.06408315896987915,
0.006305169779807329,
-0.025937270373106003,
-0.01096390187740326,
0.024388452991843224,
-0.05961640551686287,
-0.0310423132032156,
-0.04462002217769623,
-0.023067375645041466,
0.023957515135407448,
0.0037325613666325808,
-0.025806058198213577,
0.009984640404582024,
0.015848273411393166,
0.04847055673599243,
0.030719531700015068,
0.03852643445134163,
-0.008034223690629005,
-0.007272656075656414,
0.02703247033059597,
-0.004088240675628185,
0.05786791816353798,
0.03380369395017624,
-0.04328690469264984,
0.012396622449159622,
-0.020432641729712486,
-0.10045108944177628,
-0.04470708221197128,
-0.019128039479255676,
0.10699303448200226,
-0.04754951223731041,
0.04293947294354439,
0.03976903110742569,
0.0029333680868148804,
-0.012230677530169487,
0.024958446621894836,
-0.028208287432789803,
-0.10104049742221832,
0.05369541794061661,
0.0213306974619627,
0.017631065100431442,
0.058053385466337204,
0.06108476594090462,
0.04235111176967621,
-0.0046179890632629395,
-0.08197882771492004,
0.018364684656262398,
0.0972609743475914,
-0.018887020647525787,
0.05392400175333023,
-0.0165928415954113,
0.02448113262653351,
0.0037395749241113663,
-0.03332982212305069,
0.02850344032049179,
-0.02466021105647087,
-0.016153205186128616,
-0.029286883771419525,
-0.08853906393051147,
0.02589881420135498,
0.025539880618453026,
0.005197769030928612,
0.015516896732151508,
0.016265392303466797,
-0.043823450803756714,
-0.015623009763658047,
-0.04776805639266968,
0.06755101680755615,
0.019211910665035248,
-0.0306036788970232,
0.010394911281764507,
0.013474994339048862,
0.0010257652029395103,
-0.07360909879207611,
0.07157806307077408,
0.032906435430049896,
0.023415084928274155,
0.014268029481172562,
0.07641542702913284,
0.024560347199440002,
0.054013460874557495,
-0.03805945813655853,
0.08672941476106644,
0.03153466060757637,
-0.04586049169301987,
-0.04184776172041893,
0.07631142437458038,
0.07795380055904388,
0.0017744177021086216,
0.010036791674792767,
0.022474125027656555,
-0.049409959465265274,
-0.0977737158536911,
-0.014549676328897476,
-0.05035626143217087,
0.048375289887189865,
0.039551809430122375,
0.007522684521973133,
0.036444440484046936,
-0.037242285907268524,
-0.027556519955396652,
0.0183620136231184,
0.016018206253647804,
1.8720436303066113e-33,
0.014259006828069687,
0.03851531073451042,
0.059414803981781006,
0.008028102107346058,
0.030135849490761757,
-0.028432924300432205,
0.011252965778112411,
0.024807270616292953,
-0.11710300296545029,
0.08128435164690018,
-0.05106170102953911,
0.0168916005641222,
0.018939971923828125,
0.05995327606797218,
0.11934585869312286,
-0.013234952464699745,
-0.0011465250281617045,
0.03627496212720871,
-0.016387198120355606,
-0.010088065639138222,
0.09447378665208817,
-0.027631687000393867,
-0.04367437958717346,
0.04141198843717575,
0.021005729213356972,
-0.017039339989423752,
0.10607164353132248,
0.01571081392467022,
0.03706468641757965,
0.006776317022740841,
-0.11030290275812149,
-0.00792566780000925,
0.024116525426506996,
0.051319267600774765,
0.03899790346622467,
-0.03520993888378143,
-0.06736644357442856,
-0.05264565348625183,
-0.004897464066743851,
0.012678781524300575,
-0.05806795507669449,
0.06324903666973114,
-0.12480507045984268,
-0.06656220555305481,
-0.03759221360087395,
-0.020902371034026146,
0.00980378407984972,
-0.01750422641634941,
-0.03485127538442612,
-0.04657402262091637,
0.07677694410085678,
-0.021194905042648315,
0.08627273142337799,
0.057403407990932465,
0.006638724822551012,
-0.007851137779653072,
0.0636870488524437,
-0.04739473760128021,
0.08712377399206161,
0.07915694266557693,
-0.07490332424640656,
-0.0029586227610707283,
-0.005910332780331373,
0.039093244820833206,
-0.034883636981248856,
0.025292033329606056,
0.0628398060798645,
0.045010436326265335,
-0.01170038990676403,
-0.02035602554678917,
0.08441592007875443,
0.008844568394124508,
-0.00259946146979928,
-0.1048819050192833,
0.049500472843647,
-0.024413244798779488,
-0.011048347689211369,
0.008003896102309227,
-0.021628115326166153,
-0.0310998372733593,
0.0017859023064374924,
-0.0005693118437193334,
0.06811048090457916,
-0.032238297164440155,
0.014850889332592487,
-0.09366176277399063,
-0.036015160381793976,
0.03916683420538902,
-0.05014315992593765,
0.015294637531042099,
-0.08142701536417007,
0.019323503598570824,
0.011187399737536907,
-0.06547586619853973,
-0.011304226703941822,
-8.388491154651005e-34,
-0.08815567195415497,
0.02334517613053322,
-0.039010483771562576,
0.14356166124343872,
0.07249582558870316,
-0.07378356903791428,
-0.031914036720991135,
0.00004256632018950768,
-0.008985755033791065,
0.021325714886188507,
-0.024984728544950485,
-0.05767156556248665,
0.07167181372642517,
-0.018974710255861282,
0.016978861764073372,
0.004198013339191675,
0.0027741026133298874,
-0.02022632397711277,
-0.07106684893369675,
-0.0309437345713377,
0.016835583373904228,
0.030768003314733505,
-0.01404349971562624,
0.0032286515925079584,
-0.005466857925057411,
0.00017677382857073098,
-0.045823272317647934,
-0.037683889269828796,
-0.029384750872850418,
-0.018167918547987938,
-0.002393995178863406,
-0.055763836950063705,
0.0020476749632507563,
-0.04854188114404678,
0.02293376997113228,
-0.04672897234559059,
0.11095882207155228,
-0.015176722779870033,
-0.05896863341331482,
0.07212328910827637,
-0.006511007901281118,
-0.02349369414150715,
-0.029938597232103348,
-0.0338580347597599,
-0.03244559094309807,
0.059383273124694824,
-0.06471551209688187,
0.04259808734059334,
0.09350373595952988,
-0.04129984974861145,
0.03536481037735939,
0.0530083067715168,
-0.038516055792570114,
0.047603897750377655,
0.08183302730321884,
-0.10309506207704544,
-0.04618893936276436,
0.04791451618075371,
-0.0129652488976717,
-0.01093220803886652,
-0.08790409564971924,
-0.09343355149030685,
-0.011387295089662075,
0.07919446378946304,
-0.009985099546611309,
-0.07149729877710342,
0.03401891514658928,
-0.06689782440662384,
-0.0842994973063469,
0.03988068923354149,
-0.007425324060022831,
-0.07487831264734268,
0.0100269615650177,
0.03722066804766655,
-0.04686668887734413,
0.02969510294497013,
0.04290718212723732,
-0.05597687140107155,
0.035436660051345825,
0.06269634515047073,
0.07378032803535461,
0.0372188463807106,
0.06106943264603615,
0.0030063274316489697,
0.04614753648638725,
0.04841037839651108,
-0.009111085906624794,
0.012280256487429142,
-0.026023156940937042,
0.05510290339589119,
-0.06450024992227554,
0.028978655114769936,
-0.08853383362293243,
0.02239583432674408,
-0.0012114120181649923,
-4.101487860452835e-8,
0.019108202308416367,
0.024333631619811058,
0.036446183919906616,
0.031792186200618744,
-0.07930022478103638,
-0.05221352353692055,
0.014285837300121784,
0.1622982770204544,
0.05508344620466232,
0.040506549179553986,
0.08876947313547134,
-0.08897516876459122,
-0.04760931804776192,
-0.05702904611825943,
0.09793175756931305,
0.0022884663194417953,
0.0030416371300816536,
-0.09688277542591095,
0.012573203071951866,
0.015487460419535637,
-0.0007528890273533762,
0.05743497610092163,
-0.004627025220543146,
-0.04326288029551506,
0.057672832161188126,
-0.08743342012166977,
0.0013191193575039506,
0.03933415561914444,
0.03258660435676575,
-0.10307949036359787,
0.031712304800748825,
0.022745030000805855,
-0.012883746065199375,
-0.07472843676805496,
-0.008173308335244656,
0.006732828915119171,
-0.030825339257717133,
0.13386864960193634,
0.08412613719701767,
0.027334202080965042,
0.012252495624125004,
0.0573524609208107,
-0.009558852761983871,
-0.00008160436118487269,
0.012731600552797318,
-0.03742652013897896,
-0.08485971391201019,
0.060508739203214645,
-0.006327830255031586,
0.017688782885670662,
-0.07861988246440887,
-0.11739480495452881,
0.01598178967833519,
0.08464906364679337,
0.08639878034591675,
-0.019156569615006447,
0.0023500036913901567,
-0.02907075174152851,
0.08459770679473877,
0.008286433294415474,
0.12281055748462677,
-0.05535678565502167,
-0.08896400779485703,
0.03447661176323891
] |
1402.5196
|
Kensuke Nakanishi
|
Kensuke Nakanishi, Shinsuke Hara, Takahiro Matsuda, Kenichi Takizawa,
Fumie Ono, and Ryu Miura
|
Synchronization-Free Delay Tomography Based on Compressed Sensing
| null | null | null | null |
cs.NI cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Delay tomography has so far burdened source and receiver measurement nodes in
a network with two requirements such as path establishment and clock
synchronization between them. In this letter, we focus on the clock
synchronization problem in delay tomography and propose a synchronization-free
delay tomography scheme. The proposed scheme selects a path between source and
receiver measurement nodes as a reference path, which results in a loss of
equation in a conventional delay tomography problem. However, by utilizing
compressed sensing, the proposed scheme becomes robust to the loss. Simulation
experiments confirm that the proposed scheme works comparable to a conventional
delay tomography scheme in networks with no clock synchronization between
source and receiver measurement nodes.
|
[
{
"created": "Fri, 21 Feb 2014 03:33:24 GMT",
"version": "v1"
}
] |
2014-02-24
|
[
[
"Nakanishi",
"Kensuke",
""
],
[
"Hara",
"Shinsuke",
""
],
[
"Matsuda",
"Takahiro",
""
],
[
"Takizawa",
"Kenichi",
""
],
[
"Ono",
"Fumie",
""
],
[
"Miura",
"Ryu",
""
]
] |
[
-0.05050201341509819,
0.052469540387392044,
0.004020089283585548,
-0.0046483250334858894,
0.033076848834753036,
-0.026022950187325478,
-0.013416527770459652,
-0.10323431342840195,
0.02529781684279442,
-0.016571085900068283,
0.01869455724954605,
0.07690152525901794,
0.028053509071469307,
-0.06921538710594177,
-0.04981052875518799,
-0.10687295347452164,
-0.009093871340155602,
0.1127466931939125,
0.07150780409574509,
-0.02970886416733265,
-0.04799231141805649,
0.004839660134166479,
-0.06429386883974075,
-0.015402340330183506,
0.037968095391988754,
-0.07665348798036575,
0.028131378814578056,
-0.10735637694597244,
-0.03906916081905365,
0.028668884187936783,
-0.04217170178890228,
-0.015112019143998623,
-0.02956557273864746,
-0.05476142838597298,
-0.040836866945028305,
0.08099635690450668,
0.09332451224327087,
-0.003321697935461998,
0.0385165810585022,
0.03520527482032776,
0.08446646481752396,
0.07245516031980515,
0.033741749823093414,
-0.004010534845292568,
-0.1031646877527237,
-0.029654430225491524,
0.033364057540893555,
-0.02832537703216076,
-0.0409126840531826,
-0.0504758358001709,
-0.027898430824279785,
-0.0017580450512468815,
-0.07533411681652069,
-0.009692694991827011,
0.05682669207453728,
0.030997013673186302,
-0.08835679292678833,
0.07321175187826157,
-0.09877436608076096,
0.1096402257680893,
0.0009069863590411842,
0.008250660263001919,
-0.03923821821808815,
-0.0006509590893983841,
0.08032121509313583,
0.07787874341011047,
0.05983539670705795,
0.09552579373121262,
-0.03205041587352753,
-0.028217047452926636,
-0.04515772685408592,
0.054573606699705124,
0.10908778011798859,
0.035885464400053024,
-0.040371183305978775,
0.00288721383549273,
0.03118039481341839,
0.034286655485630035,
0.03790946677327156,
0.013008657842874527,
-0.0028746870812028646,
-0.03298160061240196,
-0.0106250224635005,
-0.023442190140485764,
-0.028372347354888916,
0.011378875933587551,
-0.005270447116345167,
0.04086986929178238,
-0.031586356461048126,
-0.05962707847356796,
-0.0063850064761936665,
-0.07093270123004913,
-0.10509350150823593,
0.03342188149690628,
0.05357951670885086,
-0.02615290880203247,
0.036304011940956116,
0.08911476284265518,
-0.014389643445611,
0.0146171310916543,
0.010311844758689404,
0.02718519978225231,
0.024699123576283455,
0.02851097472012043,
-0.010563714429736137,
-0.011179420165717602,
-0.042536068707704544,
0.031489744782447815,
-0.0071250442415475845,
0.09508134424686432,
-0.0005398383364081383,
0.005998483393341303,
-0.029475152492523193,
0.024046270176768303,
-0.002758614020422101,
-0.002692108741030097,
-0.06538711488246918,
0.018805427476763725,
0.05805298313498497,
-0.06134483963251114,
-0.03275782987475395,
-0.033382151275873184,
-0.01759951189160347,
-0.08907550573348999,
0.07964687049388885,
0.006378152407705784,
0.023503204807639122,
1.6099229000816342e-33,
-0.04051508754491806,
0.07387242466211319,
-0.03844425454735756,
-0.04162871837615967,
0.044945456087589264,
0.02828601747751236,
-0.016931241378188133,
-0.044812995940446854,
-0.005845841020345688,
0.018731199204921722,
-0.027304979041218758,
-0.0834827870130539,
-0.05539844185113907,
-0.05490107089281082,
-0.02849624678492546,
0.0043454417027533054,
0.00037136682658456266,
0.0836905762553215,
-0.007326983381062746,
-0.011927565559744835,
0.042217910289764404,
-0.12527231872081757,
-0.06519220769405365,
0.021491894498467445,
0.0001825550280045718,
-0.11107894778251648,
-0.042891643941402435,
-0.0199359692633152,
-0.022492587566375732,
-0.01464469451457262,
-0.06611044704914093,
0.03348895534873009,
0.09170220792293549,
0.0011160901049152017,
0.009867734275758266,
-0.06017453595995903,
0.09562815725803375,
0.005506888031959534,
-0.028347525745630264,
0.031207161024212837,
0.07467905431985855,
-0.0015175448497757316,
0.01159303542226553,
-0.042685069143772125,
-0.01721024140715599,
-0.1274917870759964,
-0.07331085205078125,
0.05409921705722809,
0.015453698113560677,
0.06864049285650253,
0.019160699099302292,
-0.026211708784103394,
-0.0447256974875927,
-0.04015814885497093,
0.019039509817957878,
-0.0300738587975502,
0.05025932565331459,
-0.026572231203317642,
0.02249949239194393,
0.13007095456123352,
0.008656010963022709,
-0.03891085460782051,
0.047430068254470825,
-0.026014814153313637,
0.06933613121509552,
0.06993719935417175,
-0.08496683090925217,
-0.045107509940862656,
0.0005770044517703354,
0.017397981137037277,
0.025986982509493828,
-0.03692227602005005,
-0.029110277071595192,
0.02128961682319641,
0.045185353606939316,
0.05822685360908508,
-0.04648663103580475,
0.03784759342670441,
-0.0211651474237442,
-0.02293495088815689,
-0.04370127245783806,
-0.04854157939553261,
-0.04775288328528404,
0.042178113013505936,
0.03069865144789219,
0.09692040830850601,
0.008058525621891022,
0.02845863811671734,
-0.023755526170134544,
-0.06259450316429138,
-0.006399738602340221,
0.05703091621398926,
-0.037207476794719696,
-0.02883908338844776,
-0.02078046277165413,
-2.7698590321578118e-33,
0.006727980449795723,
0.02075069025158882,
0.06156187877058983,
0.012184196151793003,
0.07237745821475983,
0.007710859179496765,
-0.024490345269441605,
0.006361572537571192,
-0.007776238955557346,
0.07195627689361572,
-0.011835181154310703,
-0.07041572034358978,
-0.04408692196011543,
0.03288674354553223,
0.00023584230802953243,
0.0071045891381800175,
0.10844063013792038,
-0.15348917245864868,
-0.02622913010418415,
-0.003955647349357605,
0.09532634168863297,
0.024421636015176773,
-0.027809008955955505,
-0.04562246799468994,
0.0965176448225975,
-0.05681277811527252,
0.005249567795544863,
0.0885540246963501,
0.0116443932056427,
-0.01578253135085106,
-0.051663316786289215,
-0.02048688754439354,
0.016145771369338036,
-0.07801710814237595,
0.07934616506099701,
0.1193578764796257,
0.012225674465298653,
0.0507371723651886,
0.00045745563693344593,
-0.001450799871236086,
0.07301627844572067,
-0.02227436751127243,
-0.03874789923429489,
0.03404834866523743,
0.016551943495869637,
-0.009444870054721832,
0.04730149731040001,
0.0038203394506126642,
-0.01413795817643404,
0.06766052544116974,
0.03520656377077103,
-0.007741943001747131,
0.10279011726379395,
0.0029308609664440155,
0.021397709846496582,
0.0555853471159935,
-0.08184473216533661,
0.04839985445141792,
0.03248045966029167,
0.022459400817751884,
0.03790338337421417,
-0.10840693861246109,
-0.03821109980344772,
-0.037479959428310394,
0.005774461664259434,
0.030611256137490273,
0.09058121591806412,
0.013604424893856049,
-0.04271648824214935,
0.08734403550624847,
0.012318829074501991,
0.09408870339393616,
0.04030672088265419,
0.06354175508022308,
0.05465603992342949,
-0.013512692414224148,
-0.036455731838941574,
0.057407114654779434,
-0.03013836406171322,
0.02010176330804825,
-0.008166300132870674,
0.018835444003343582,
-0.05419768765568733,
-0.01216955203562975,
-0.001834798138588667,
0.04795677959918976,
0.0193086676299572,
-0.004263563081622124,
0.046114612370729446,
-0.047005098313093185,
-0.019160684198141098,
0.060863759368658066,
0.0006044248584657907,
-0.05512143671512604,
-0.051207154989242554,
-4.083672067167754e-8,
-0.10592053830623627,
0.017909787595272064,
-0.0454225167632103,
-0.023123035207390785,
-0.0032988835591822863,
-0.05387675389647484,
0.07221584022045135,
-0.04608901962637901,
0.058550793677568436,
-0.02314521186053753,
-0.00044101173989474773,
-0.0619506910443306,
-0.06290597468614578,
-0.03606288880109787,
-0.0013308266643434763,
-0.0448351688683033,
-0.05326308310031891,
-0.04795200005173683,
-0.02070843055844307,
-0.018688268959522247,
0.0064032841473817825,
0.00970236025750637,
0.04642720893025398,
-0.008195094764232635,
0.0955607146024704,
-0.007586936466395855,
0.04533751308917999,
-0.004085422959178686,
0.025323418900370598,
-0.0727008730173111,
-0.09469988942146301,
0.04979289695620537,
-0.03736443445086479,
0.0005458918167278171,
-0.07987213879823685,
-0.027865497395396233,
0.019362138584256172,
0.07301417738199234,
-0.007191344164311886,
0.02386034093797207,
-0.04712642356753349,
-0.09778611361980438,
-0.06889142841100693,
-0.002121809171512723,
-0.011321187019348145,
-0.029995489865541458,
0.08867233991622925,
-0.012759475037455559,
-0.037248946726322174,
-0.03888382762670517,
0.007385198026895523,
-0.0027638892643153667,
0.04452934488654137,
-0.1095878854393959,
0.011720274575054646,
0.009663490578532219,
0.08750797808170319,
-0.07197090238332748,
0.0687124952673912,
0.10622324794530869,
-0.12875208258628845,
0.08743816614151001,
-0.011428862810134888,
0.015610944479703903
] | null | null | null | null | null | null | null |
[
-0.05050201341509819,
0.052469540387392044,
0.004020089283585548,
-0.0046483250334858894,
0.033076848834753036,
-0.026022950187325478,
-0.013416527770459652,
-0.10323431342840195,
0.02529781684279442,
-0.016571085900068283,
0.01869455724954605,
0.07690152525901794,
0.028053509071469307,
-0.06921538710594177,
-0.04981052875518799,
-0.10687295347452164,
-0.009093871340155602,
0.1127466931939125,
0.07150780409574509,
-0.02970886416733265,
-0.04799231141805649,
0.004839660134166479,
-0.06429386883974075,
-0.015402340330183506,
0.037968095391988754,
-0.07665348798036575,
0.028131378814578056,
-0.10735637694597244,
-0.03906916081905365,
0.028668884187936783,
-0.04217170178890228,
-0.015112019143998623,
-0.02956557273864746,
-0.05476142838597298,
-0.040836866945028305,
0.08099635690450668,
0.09332451224327087,
-0.003321697935461998,
0.0385165810585022,
0.03520527482032776,
0.08446646481752396,
0.07245516031980515,
0.033741749823093414,
-0.004010534845292568,
-0.1031646877527237,
-0.029654430225491524,
0.033364057540893555,
-0.02832537703216076,
-0.0409126840531826,
-0.0504758358001709,
-0.027898430824279785,
-0.0017580450512468815,
-0.07533411681652069,
-0.009692694991827011,
0.05682669207453728,
0.030997013673186302,
-0.08835679292678833,
0.07321175187826157,
-0.09877436608076096,
0.1096402257680893,
0.0009069863590411842,
0.008250660263001919,
-0.03923821821808815,
-0.0006509590893983841,
0.08032121509313583,
0.07787874341011047,
0.05983539670705795,
0.09552579373121262,
-0.03205041587352753,
-0.028217047452926636,
-0.04515772685408592,
0.054573606699705124,
0.10908778011798859,
0.035885464400053024,
-0.040371183305978775,
0.00288721383549273,
0.03118039481341839,
0.034286655485630035,
0.03790946677327156,
0.013008657842874527,
-0.0028746870812028646,
-0.03298160061240196,
-0.0106250224635005,
-0.023442190140485764,
-0.028372347354888916,
0.011378875933587551,
-0.005270447116345167,
0.04086986929178238,
-0.031586356461048126,
-0.05962707847356796,
-0.0063850064761936665,
-0.07093270123004913,
-0.10509350150823593,
0.03342188149690628,
0.05357951670885086,
-0.02615290880203247,
0.036304011940956116,
0.08911476284265518,
-0.014389643445611,
0.0146171310916543,
0.010311844758689404,
0.02718519978225231,
0.024699123576283455,
0.02851097472012043,
-0.010563714429736137,
-0.011179420165717602,
-0.042536068707704544,
0.031489744782447815,
-0.0071250442415475845,
0.09508134424686432,
-0.0005398383364081383,
0.005998483393341303,
-0.029475152492523193,
0.024046270176768303,
-0.002758614020422101,
-0.002692108741030097,
-0.06538711488246918,
0.018805427476763725,
0.05805298313498497,
-0.06134483963251114,
-0.03275782987475395,
-0.033382151275873184,
-0.01759951189160347,
-0.08907550573348999,
0.07964687049388885,
0.006378152407705784,
0.023503204807639122,
1.6099229000816342e-33,
-0.04051508754491806,
0.07387242466211319,
-0.03844425454735756,
-0.04162871837615967,
0.044945456087589264,
0.02828601747751236,
-0.016931241378188133,
-0.044812995940446854,
-0.005845841020345688,
0.018731199204921722,
-0.027304979041218758,
-0.0834827870130539,
-0.05539844185113907,
-0.05490107089281082,
-0.02849624678492546,
0.0043454417027533054,
0.00037136682658456266,
0.0836905762553215,
-0.007326983381062746,
-0.011927565559744835,
0.042217910289764404,
-0.12527231872081757,
-0.06519220769405365,
0.021491894498467445,
0.0001825550280045718,
-0.11107894778251648,
-0.042891643941402435,
-0.0199359692633152,
-0.022492587566375732,
-0.01464469451457262,
-0.06611044704914093,
0.03348895534873009,
0.09170220792293549,
0.0011160901049152017,
0.009867734275758266,
-0.06017453595995903,
0.09562815725803375,
0.005506888031959534,
-0.028347525745630264,
0.031207161024212837,
0.07467905431985855,
-0.0015175448497757316,
0.01159303542226553,
-0.042685069143772125,
-0.01721024140715599,
-0.1274917870759964,
-0.07331085205078125,
0.05409921705722809,
0.015453698113560677,
0.06864049285650253,
0.019160699099302292,
-0.026211708784103394,
-0.0447256974875927,
-0.04015814885497093,
0.019039509817957878,
-0.0300738587975502,
0.05025932565331459,
-0.026572231203317642,
0.02249949239194393,
0.13007095456123352,
0.008656010963022709,
-0.03891085460782051,
0.047430068254470825,
-0.026014814153313637,
0.06933613121509552,
0.06993719935417175,
-0.08496683090925217,
-0.045107509940862656,
0.0005770044517703354,
0.017397981137037277,
0.025986982509493828,
-0.03692227602005005,
-0.029110277071595192,
0.02128961682319641,
0.045185353606939316,
0.05822685360908508,
-0.04648663103580475,
0.03784759342670441,
-0.0211651474237442,
-0.02293495088815689,
-0.04370127245783806,
-0.04854157939553261,
-0.04775288328528404,
0.042178113013505936,
0.03069865144789219,
0.09692040830850601,
0.008058525621891022,
0.02845863811671734,
-0.023755526170134544,
-0.06259450316429138,
-0.006399738602340221,
0.05703091621398926,
-0.037207476794719696,
-0.02883908338844776,
-0.02078046277165413,
-2.7698590321578118e-33,
0.006727980449795723,
0.02075069025158882,
0.06156187877058983,
0.012184196151793003,
0.07237745821475983,
0.007710859179496765,
-0.024490345269441605,
0.006361572537571192,
-0.007776238955557346,
0.07195627689361572,
-0.011835181154310703,
-0.07041572034358978,
-0.04408692196011543,
0.03288674354553223,
0.00023584230802953243,
0.0071045891381800175,
0.10844063013792038,
-0.15348917245864868,
-0.02622913010418415,
-0.003955647349357605,
0.09532634168863297,
0.024421636015176773,
-0.027809008955955505,
-0.04562246799468994,
0.0965176448225975,
-0.05681277811527252,
0.005249567795544863,
0.0885540246963501,
0.0116443932056427,
-0.01578253135085106,
-0.051663316786289215,
-0.02048688754439354,
0.016145771369338036,
-0.07801710814237595,
0.07934616506099701,
0.1193578764796257,
0.012225674465298653,
0.0507371723651886,
0.00045745563693344593,
-0.001450799871236086,
0.07301627844572067,
-0.02227436751127243,
-0.03874789923429489,
0.03404834866523743,
0.016551943495869637,
-0.009444870054721832,
0.04730149731040001,
0.0038203394506126642,
-0.01413795817643404,
0.06766052544116974,
0.03520656377077103,
-0.007741943001747131,
0.10279011726379395,
0.0029308609664440155,
0.021397709846496582,
0.0555853471159935,
-0.08184473216533661,
0.04839985445141792,
0.03248045966029167,
0.022459400817751884,
0.03790338337421417,
-0.10840693861246109,
-0.03821109980344772,
-0.037479959428310394,
0.005774461664259434,
0.030611256137490273,
0.09058121591806412,
0.013604424893856049,
-0.04271648824214935,
0.08734403550624847,
0.012318829074501991,
0.09408870339393616,
0.04030672088265419,
0.06354175508022308,
0.05465603992342949,
-0.013512692414224148,
-0.036455731838941574,
0.057407114654779434,
-0.03013836406171322,
0.02010176330804825,
-0.008166300132870674,
0.018835444003343582,
-0.05419768765568733,
-0.01216955203562975,
-0.001834798138588667,
0.04795677959918976,
0.0193086676299572,
-0.004263563081622124,
0.046114612370729446,
-0.047005098313093185,
-0.019160684198141098,
0.060863759368658066,
0.0006044248584657907,
-0.05512143671512604,
-0.051207154989242554,
-4.083672067167754e-8,
-0.10592053830623627,
0.017909787595272064,
-0.0454225167632103,
-0.023123035207390785,
-0.0032988835591822863,
-0.05387675389647484,
0.07221584022045135,
-0.04608901962637901,
0.058550793677568436,
-0.02314521186053753,
-0.00044101173989474773,
-0.0619506910443306,
-0.06290597468614578,
-0.03606288880109787,
-0.0013308266643434763,
-0.0448351688683033,
-0.05326308310031891,
-0.04795200005173683,
-0.02070843055844307,
-0.018688268959522247,
0.0064032841473817825,
0.00970236025750637,
0.04642720893025398,
-0.008195094764232635,
0.0955607146024704,
-0.007586936466395855,
0.04533751308917999,
-0.004085422959178686,
0.025323418900370598,
-0.0727008730173111,
-0.09469988942146301,
0.04979289695620537,
-0.03736443445086479,
0.0005458918167278171,
-0.07987213879823685,
-0.027865497395396233,
0.019362138584256172,
0.07301417738199234,
-0.007191344164311886,
0.02386034093797207,
-0.04712642356753349,
-0.09778611361980438,
-0.06889142841100693,
-0.002121809171512723,
-0.011321187019348145,
-0.029995489865541458,
0.08867233991622925,
-0.012759475037455559,
-0.037248946726322174,
-0.03888382762670517,
0.007385198026895523,
-0.0027638892643153667,
0.04452934488654137,
-0.1095878854393959,
0.011720274575054646,
0.009663490578532219,
0.08750797808170319,
-0.07197090238332748,
0.0687124952673912,
0.10622324794530869,
-0.12875208258628845,
0.08743816614151001,
-0.011428862810134888,
0.015610944479703903
] |
1402.5205
|
Thilagavathi Jayamurugan
|
D. Thilagavathi, Antony Selvadoss Thanamani
|
A Survey on Dynamic Job Scheduling in Grid Environment Based on
Heuristic Algorithms
|
6 Pages, 1 FiguerE, "Published with International Journal of Computer
Trends and Technology (IJCTT)". arXiv admin note: contains excessive text
overlap with other internet sources
| null | null | null |
cs.DC cs.AI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Computational Grids are a new trend in distributed computing systems. They
allow the sharing of geographically distributed resources in an efficient way,
extending the boundaries of what we perceive as distributed computing. Various
sciences can benefit from the use of grids to solve CPU-intensive problems,
creating potential benefits to the entire society. Job scheduling is an
integrated part of parallel and distributed computing. It allows selecting
correct match of resource for a particular job and thus increases the job
throughput and utilization of resources. Job should be scheduled in an
automatic way to make the system more reliable, accessible and less sensitive
to subsystem failures. This paper provides a survey on various heuristic
algorithms, used for scheduling in grid.
|
[
{
"created": "Fri, 21 Feb 2014 05:01:24 GMT",
"version": "v1"
}
] |
2014-08-24
|
[
[
"Thilagavathi",
"D.",
""
],
[
"Thanamani",
"Antony Selvadoss",
""
]
] |
[
-0.04242117330431938,
0.07403291761875153,
-0.0553857684135437,
0.06433044373989105,
0.0032301945611834526,
-0.07021109759807587,
-0.02695273980498314,
-0.012495751492679119,
-0.028416747227311134,
0.04524441063404083,
-0.12698078155517578,
-0.03291771933436394,
0.01092247013002634,
0.05050738528370857,
-0.018097301945090294,
-0.0772724524140358,
0.05033024400472641,
-0.050095200538635254,
-0.015294217504560947,
-0.08451790362596512,
-0.029591316357254982,
-0.04739544913172722,
-0.03903130814433098,
-0.0681050568819046,
0.01612996682524681,
0.014521348290145397,
-0.03915892913937569,
-0.029890479519963264,
0.005875415168702602,
0.023576287552714348,
-0.024292059242725372,
-0.03331368789076805,
-0.010417506098747253,
0.06557637453079224,
0.05255846306681633,
0.0606536939740181,
-0.051706865429878235,
-0.03441247344017029,
0.011222816072404385,
0.01953541859984398,
0.03888273984193802,
-0.011212145909667015,
-0.06589479744434357,
0.001885553472675383,
-0.09136231243610382,
0.016843518242239952,
-0.028658252209424973,
0.029781855642795563,
-0.00446586636826396,
0.027470583096146584,
-0.08415823429822922,
-0.14926166832447052,
0.09355588257312775,
0.03724323958158493,
-0.015656853094697,
0.04389570653438568,
0.07590872049331665,
-0.07530046254396439,
0.049070630222558975,
-0.03206327185034752,
0.03641267120838165,
-0.1289357841014862,
-0.05985401198267937,
0.05103340744972229,
0.008551831357181072,
0.01792704127728939,
0.020052863284945488,
0.0015715863555669785,
-0.017980821430683136,
-0.0680493488907814,
-0.003966995514929295,
0.019342703744769096,
-0.034059785306453705,
0.10431438684463501,
-0.033418476581573486,
0.037121325731277466,
0.030621370300650597,
-0.045769885182380676,
0.011308818124234676,
-0.05134828761219978,
-0.03130565956234932,
0.06451649963855743,
-0.08599081635475159,
0.05155838653445244,
0.03584399074316025,
-0.020548947155475616,
-0.039708517491817474,
0.06647935509681702,
0.052104201167821884,
-0.04075385630130768,
0.07187523692846298,
0.03277818486094475,
0.03194024786353111,
0.018481198698282242,
-0.060465257614851,
-0.004659058526158333,
0.08629827946424484,
0.06495485454797745,
0.005492779426276684,
-0.014571595937013626,
0.022392647340893745,
-0.02207556739449501,
0.09896540641784668,
0.013812731951475143,
0.05441273748874664,
0.04351673647761345,
-0.04056331515312195,
0.03195623308420181,
-0.05311809107661247,
-0.035667140036821365,
-0.04656790941953659,
0.03599637746810913,
0.005186527036130428,
-0.005464069079607725,
0.020170418545603752,
0.048375144600868225,
0.002394768176600337,
0.011777344159781933,
-0.059899549931287766,
0.00689351512119174,
-0.005371944513171911,
-0.044630639255046844,
0.02202773652970791,
-0.052446506917476654,
0.05231212079524994,
-0.0059244148433208466,
-0.0204213485121727,
-6.323658644792365e-34,
-0.036440517753362656,
0.015137523412704468,
-0.019574856385588646,
-0.05932420864701271,
0.13267768919467926,
-0.08070935308933258,
0.03439028561115265,
0.03474091365933418,
0.0002536700339987874,
-0.040003903210163116,
-0.05464879795908928,
0.022129129618406296,
-0.007080351933836937,
0.009523279033601284,
0.0035147140733897686,
-0.044627126306295395,
0.1400197148323059,
0.06307654082775116,
-0.027556974440813065,
-0.024646980687975883,
0.04290057718753815,
-0.08600833266973495,
0.0007104883552528918,
-0.006586030591279268,
0.05414380505681038,
-0.038865577429533005,
0.050365421921014786,
-0.10228002816438675,
0.11056657135486603,
0.015874849632382393,
0.028955155983567238,
0.05383533239364624,
0.021115310490131378,
0.0837697759270668,
0.005072230473160744,
-0.02201440930366516,
-0.03996867313981056,
0.0011214092373847961,
0.037246573716402054,
0.05833084136247635,
-0.02831295132637024,
0.0011631428496912122,
0.03479662537574768,
-0.07030514627695084,
0.01730979233980179,
0.002211127895861864,
0.032671891152858734,
-0.016506021842360497,
0.04444780945777893,
0.0024385317228734493,
0.12317080795764923,
0.05671757832169533,
0.08616001904010773,
0.034696172922849655,
0.030472811311483383,
0.06542259454727173,
0.01255333423614502,
-0.01546902023255825,
0.07765234261751175,
0.12207233160734177,
-0.015497859567403793,
-0.05009898915886879,
-0.030245833098888397,
0.042803727090358734,
0.042862165719270706,
-0.10442858189344406,
0.05495481193065643,
-0.012327995151281357,
-0.02695128507912159,
0.037691812962293625,
-0.001981225097551942,
-0.0795046016573906,
-0.001985786948353052,
0.09099996089935303,
-0.010697204619646072,
0.02704579569399357,
0.04662112519145012,
0.019562559202313423,
-0.05655112862586975,
-0.034453898668289185,
-0.03658473491668701,
0.025739913806319237,
-0.07609420269727707,
-0.043779321014881134,
0.026838434860110283,
-0.04305779188871384,
-0.019185058772563934,
0.02025456912815571,
-0.06466581672430038,
-0.0383140929043293,
-0.0670517235994339,
-0.06655481457710266,
0.057977013289928436,
-0.009597750380635262,
-0.0029120384715497494,
-1.7748625735882558e-33,
-0.06703615188598633,
-0.028343643993139267,
-0.06340059638023376,
0.10394114255905151,
0.04769991710782051,
0.009793570265173912,
-0.004220397677272558,
-0.08623430877923965,
0.004465051461011171,
0.075139619410038,
-0.06619193404912949,
0.01807887852191925,
0.039648015052080154,
0.05483577027916908,
-0.06415873020887375,
-0.02397572249174118,
-0.022174306213855743,
-0.003907388541847467,
-0.08364174515008926,
0.06173057481646538,
-0.004085041116923094,
0.07046530395746231,
-0.0533021055161953,
-0.03268645703792572,
0.061823394149541855,
0.04029836133122444,
0.0012386251473799348,
-0.047549303621053696,
0.00253625912591815,
0.06139012798666954,
-0.04252152517437935,
0.007933779619634151,
-0.04334608465433121,
-0.008261649869382381,
0.13700497150421143,
-0.0006665533292107284,
-0.08300226181745529,
0.09302718937397003,
-0.023030124604701996,
0.1217552199959755,
0.07278435677289963,
-0.03447003290057182,
-0.03928616642951965,
-0.08053765445947647,
-0.04043876379728317,
0.02220636047422886,
-0.06939162313938141,
0.05614042282104492,
-0.05090421438217163,
-0.02427433803677559,
-0.09098316729068756,
0.003550090827047825,
0.005434019491076469,
0.08768223971128464,
0.09423636645078659,
-0.046766020357608795,
-0.050777338445186615,
0.0515621155500412,
-0.06853967905044556,
-0.023310448974370956,
-0.0523168109357357,
-0.07509036362171173,
0.08294464647769928,
0.09804382920265198,
0.012689927592873573,
-0.009553625248372555,
-0.0016116242622956634,
-0.04381116107106209,
-0.05746516212821007,
0.004868577234447002,
0.03801817446947098,
0.11166457086801529,
0.018361233174800873,
-0.00751069188117981,
-0.03238315507769585,
0.023201681673526764,
0.0053746942430734634,
0.014951898716390133,
0.03228077292442322,
0.040392473340034485,
-0.016102652996778488,
0.05088973790407181,
-0.03593489155173302,
-0.01951621286571026,
-0.06373301148414612,
-0.012203626334667206,
0.07560145109891891,
-0.033299289643764496,
-0.03177667781710625,
-0.06383764743804932,
0.00036308413837105036,
-0.021582376211881638,
-0.014272123575210571,
0.04573671147227287,
-0.017101652920246124,
-3.987267049865295e-8,
0.006627117283642292,
0.06285356730222702,
0.04788404703140259,
-0.05571094527840614,
0.0734950453042984,
-0.10036341100931168,
-0.016199495643377304,
-0.07873094081878662,
0.017455168068408966,
0.09737612307071686,
0.044627539813518524,
-0.12753140926361084,
0.11150641739368439,
-0.024132568389177322,
-0.013811644166707993,
0.011379171162843704,
0.0022988112177699804,
-0.025019891560077667,
-0.03476937860250473,
-0.016149166971445084,
0.02980181574821472,
0.0058972192928195,
0.04616984352469444,
0.0922241285443306,
0.05489981919527054,
-0.021731063723564148,
0.06583850830793381,
-0.042810436338186264,
0.04447964206337929,
0.004193880595266819,
-0.0389631949365139,
-0.02272547222673893,
0.017128296196460724,
-0.006426443345844746,
0.03613978996872902,
0.03216738626360893,
-0.007993878796696663,
-0.04870688542723656,
0.012014217674732208,
-0.046826448291540146,
0.05217859894037247,
-0.06469644606113434,
0.053119271993637085,
0.004414486698806286,
-0.002986844861879945,
-0.015014809556305408,
-0.025121381506323814,
0.06125153228640556,
-0.07412666082382202,
-0.0379038043320179,
-0.07522886991500854,
-0.0025044423528015614,
0.006797309033572674,
0.032603669911623,
-0.000009589793990016915,
-0.018026497215032578,
-0.035182010382413864,
-0.03961949422955513,
0.11303338408470154,
0.013661225326359272,
-0.0044738841243088245,
-0.020934466272592545,
-0.06408853828907013,
-0.030024632811546326
] | null | null | null | null | null | null | null |
[
-0.04242117330431938,
0.07403291761875153,
-0.0553857684135437,
0.06433044373989105,
0.0032301945611834526,
-0.07021109759807587,
-0.02695273980498314,
-0.012495751492679119,
-0.028416747227311134,
0.04524441063404083,
-0.12698078155517578,
-0.03291771933436394,
0.01092247013002634,
0.05050738528370857,
-0.018097301945090294,
-0.0772724524140358,
0.05033024400472641,
-0.050095200538635254,
-0.015294217504560947,
-0.08451790362596512,
-0.029591316357254982,
-0.04739544913172722,
-0.03903130814433098,
-0.0681050568819046,
0.01612996682524681,
0.014521348290145397,
-0.03915892913937569,
-0.029890479519963264,
0.005875415168702602,
0.023576287552714348,
-0.024292059242725372,
-0.03331368789076805,
-0.010417506098747253,
0.06557637453079224,
0.05255846306681633,
0.0606536939740181,
-0.051706865429878235,
-0.03441247344017029,
0.011222816072404385,
0.01953541859984398,
0.03888273984193802,
-0.011212145909667015,
-0.06589479744434357,
0.001885553472675383,
-0.09136231243610382,
0.016843518242239952,
-0.028658252209424973,
0.029781855642795563,
-0.00446586636826396,
0.027470583096146584,
-0.08415823429822922,
-0.14926166832447052,
0.09355588257312775,
0.03724323958158493,
-0.015656853094697,
0.04389570653438568,
0.07590872049331665,
-0.07530046254396439,
0.049070630222558975,
-0.03206327185034752,
0.03641267120838165,
-0.1289357841014862,
-0.05985401198267937,
0.05103340744972229,
0.008551831357181072,
0.01792704127728939,
0.020052863284945488,
0.0015715863555669785,
-0.017980821430683136,
-0.0680493488907814,
-0.003966995514929295,
0.019342703744769096,
-0.034059785306453705,
0.10431438684463501,
-0.033418476581573486,
0.037121325731277466,
0.030621370300650597,
-0.045769885182380676,
0.011308818124234676,
-0.05134828761219978,
-0.03130565956234932,
0.06451649963855743,
-0.08599081635475159,
0.05155838653445244,
0.03584399074316025,
-0.020548947155475616,
-0.039708517491817474,
0.06647935509681702,
0.052104201167821884,
-0.04075385630130768,
0.07187523692846298,
0.03277818486094475,
0.03194024786353111,
0.018481198698282242,
-0.060465257614851,
-0.004659058526158333,
0.08629827946424484,
0.06495485454797745,
0.005492779426276684,
-0.014571595937013626,
0.022392647340893745,
-0.02207556739449501,
0.09896540641784668,
0.013812731951475143,
0.05441273748874664,
0.04351673647761345,
-0.04056331515312195,
0.03195623308420181,
-0.05311809107661247,
-0.035667140036821365,
-0.04656790941953659,
0.03599637746810913,
0.005186527036130428,
-0.005464069079607725,
0.020170418545603752,
0.048375144600868225,
0.002394768176600337,
0.011777344159781933,
-0.059899549931287766,
0.00689351512119174,
-0.005371944513171911,
-0.044630639255046844,
0.02202773652970791,
-0.052446506917476654,
0.05231212079524994,
-0.0059244148433208466,
-0.0204213485121727,
-6.323658644792365e-34,
-0.036440517753362656,
0.015137523412704468,
-0.019574856385588646,
-0.05932420864701271,
0.13267768919467926,
-0.08070935308933258,
0.03439028561115265,
0.03474091365933418,
0.0002536700339987874,
-0.040003903210163116,
-0.05464879795908928,
0.022129129618406296,
-0.007080351933836937,
0.009523279033601284,
0.0035147140733897686,
-0.044627126306295395,
0.1400197148323059,
0.06307654082775116,
-0.027556974440813065,
-0.024646980687975883,
0.04290057718753815,
-0.08600833266973495,
0.0007104883552528918,
-0.006586030591279268,
0.05414380505681038,
-0.038865577429533005,
0.050365421921014786,
-0.10228002816438675,
0.11056657135486603,
0.015874849632382393,
0.028955155983567238,
0.05383533239364624,
0.021115310490131378,
0.0837697759270668,
0.005072230473160744,
-0.02201440930366516,
-0.03996867313981056,
0.0011214092373847961,
0.037246573716402054,
0.05833084136247635,
-0.02831295132637024,
0.0011631428496912122,
0.03479662537574768,
-0.07030514627695084,
0.01730979233980179,
0.002211127895861864,
0.032671891152858734,
-0.016506021842360497,
0.04444780945777893,
0.0024385317228734493,
0.12317080795764923,
0.05671757832169533,
0.08616001904010773,
0.034696172922849655,
0.030472811311483383,
0.06542259454727173,
0.01255333423614502,
-0.01546902023255825,
0.07765234261751175,
0.12207233160734177,
-0.015497859567403793,
-0.05009898915886879,
-0.030245833098888397,
0.042803727090358734,
0.042862165719270706,
-0.10442858189344406,
0.05495481193065643,
-0.012327995151281357,
-0.02695128507912159,
0.037691812962293625,
-0.001981225097551942,
-0.0795046016573906,
-0.001985786948353052,
0.09099996089935303,
-0.010697204619646072,
0.02704579569399357,
0.04662112519145012,
0.019562559202313423,
-0.05655112862586975,
-0.034453898668289185,
-0.03658473491668701,
0.025739913806319237,
-0.07609420269727707,
-0.043779321014881134,
0.026838434860110283,
-0.04305779188871384,
-0.019185058772563934,
0.02025456912815571,
-0.06466581672430038,
-0.0383140929043293,
-0.0670517235994339,
-0.06655481457710266,
0.057977013289928436,
-0.009597750380635262,
-0.0029120384715497494,
-1.7748625735882558e-33,
-0.06703615188598633,
-0.028343643993139267,
-0.06340059638023376,
0.10394114255905151,
0.04769991710782051,
0.009793570265173912,
-0.004220397677272558,
-0.08623430877923965,
0.004465051461011171,
0.075139619410038,
-0.06619193404912949,
0.01807887852191925,
0.039648015052080154,
0.05483577027916908,
-0.06415873020887375,
-0.02397572249174118,
-0.022174306213855743,
-0.003907388541847467,
-0.08364174515008926,
0.06173057481646538,
-0.004085041116923094,
0.07046530395746231,
-0.0533021055161953,
-0.03268645703792572,
0.061823394149541855,
0.04029836133122444,
0.0012386251473799348,
-0.047549303621053696,
0.00253625912591815,
0.06139012798666954,
-0.04252152517437935,
0.007933779619634151,
-0.04334608465433121,
-0.008261649869382381,
0.13700497150421143,
-0.0006665533292107284,
-0.08300226181745529,
0.09302718937397003,
-0.023030124604701996,
0.1217552199959755,
0.07278435677289963,
-0.03447003290057182,
-0.03928616642951965,
-0.08053765445947647,
-0.04043876379728317,
0.02220636047422886,
-0.06939162313938141,
0.05614042282104492,
-0.05090421438217163,
-0.02427433803677559,
-0.09098316729068756,
0.003550090827047825,
0.005434019491076469,
0.08768223971128464,
0.09423636645078659,
-0.046766020357608795,
-0.050777338445186615,
0.0515621155500412,
-0.06853967905044556,
-0.023310448974370956,
-0.0523168109357357,
-0.07509036362171173,
0.08294464647769928,
0.09804382920265198,
0.012689927592873573,
-0.009553625248372555,
-0.0016116242622956634,
-0.04381116107106209,
-0.05746516212821007,
0.004868577234447002,
0.03801817446947098,
0.11166457086801529,
0.018361233174800873,
-0.00751069188117981,
-0.03238315507769585,
0.023201681673526764,
0.0053746942430734634,
0.014951898716390133,
0.03228077292442322,
0.040392473340034485,
-0.016102652996778488,
0.05088973790407181,
-0.03593489155173302,
-0.01951621286571026,
-0.06373301148414612,
-0.012203626334667206,
0.07560145109891891,
-0.033299289643764496,
-0.03177667781710625,
-0.06383764743804932,
0.00036308413837105036,
-0.021582376211881638,
-0.014272123575210571,
0.04573671147227287,
-0.017101652920246124,
-3.987267049865295e-8,
0.006627117283642292,
0.06285356730222702,
0.04788404703140259,
-0.05571094527840614,
0.0734950453042984,
-0.10036341100931168,
-0.016199495643377304,
-0.07873094081878662,
0.017455168068408966,
0.09737612307071686,
0.044627539813518524,
-0.12753140926361084,
0.11150641739368439,
-0.024132568389177322,
-0.013811644166707993,
0.011379171162843704,
0.0022988112177699804,
-0.025019891560077667,
-0.03476937860250473,
-0.016149166971445084,
0.02980181574821472,
0.0058972192928195,
0.04616984352469444,
0.0922241285443306,
0.05489981919527054,
-0.021731063723564148,
0.06583850830793381,
-0.042810436338186264,
0.04447964206337929,
0.004193880595266819,
-0.0389631949365139,
-0.02272547222673893,
0.017128296196460724,
-0.006426443345844746,
0.03613978996872902,
0.03216738626360893,
-0.007993878796696663,
-0.04870688542723656,
0.012014217674732208,
-0.046826448291540146,
0.05217859894037247,
-0.06469644606113434,
0.053119271993637085,
0.004414486698806286,
-0.002986844861879945,
-0.015014809556305408,
-0.025121381506323814,
0.06125153228640556,
-0.07412666082382202,
-0.0379038043320179,
-0.07522886991500854,
-0.0025044423528015614,
0.006797309033572674,
0.032603669911623,
-0.000009589793990016915,
-0.018026497215032578,
-0.035182010382413864,
-0.03961949422955513,
0.11303338408470154,
0.013661225326359272,
-0.0044738841243088245,
-0.020934466272592545,
-0.06408853828907013,
-0.030024632811546326
] |
1402.5207
|
Maxwell Young
|
Michael A. Bender and Jeremy T. Fineman and Seth Gilbert and Maxwell
Young
|
How to Scale Exponential Backoff
| null | null | null | null |
cs.DC cs.NI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Randomized exponential backoff is a widely deployed technique for
coordinating access to a shared resource. A good backoff protocol should,
arguably, satisfy three natural properties: (i) it should provide constant
throughput, wasting as little time as possible; (ii) it should require few
failed access attempts, minimizing the amount of wasted effort; and (iii) it
should be robust, continuing to work efficiently even if some of the access
attempts fail for spurious reasons. Unfortunately, exponential backoff has some
well-known limitations in two of these areas: it provides poor (sub-constant)
throughput (in the worst case), and is not robust (to resource acquisition
failures).
The goal of this paper is to "fix" exponential backoff by making it scalable,
particularly focusing on the case where processes arrive in an on-line,
worst-case fashion. We present a relatively simple backoff
protocol~Re-Backoff~that has, at its heart, a version of exponential backoff.
It guarantees expected constant throughput with dynamic process arrivals and
requires only an expected polylogarithmic number of access attempts per
process.
Re-Backoff is also robust to periods where the shared resource is unavailable
for a period of time. If it is unavailable for $D$ time slots, Re-Backoff
provides the following guarantees. When the number of packets is a finite $n$,
the average expected number of access attempts for successfully sending a
packet is $O(\log^2( n + D))$. In the infinite case, the average expected
number of access attempts for successfully sending a packet is $O( \log^2(\eta)
+ \log^2(D) )$ where $\eta$ is the maximum number of processes that are ever in
the system concurrently.
|
[
{
"created": "Fri, 21 Feb 2014 05:47:48 GMT",
"version": "v1"
},
{
"created": "Wed, 16 Jul 2014 14:51:16 GMT",
"version": "v2"
},
{
"created": "Fri, 14 Nov 2014 06:09:09 GMT",
"version": "v3"
},
{
"created": "Sun, 12 Jul 2015 06:09:28 GMT",
"version": "v4"
}
] |
2015-07-14
|
[
[
"Bender",
"Michael A.",
""
],
[
"Fineman",
"Jeremy T.",
""
],
[
"Gilbert",
"Seth",
""
],
[
"Young",
"Maxwell",
""
]
] |
[
-0.09397359192371368,
0.024482976645231247,
-0.0360894501209259,
0.021674569696187973,
-0.056970492005348206,
-0.04595484584569931,
0.04109882935881615,
-0.06631326675415039,
-0.0046086437068879604,
0.02641860395669937,
-0.08101368695497513,
0.0592217743396759,
0.05075138062238693,
-0.06470302492380142,
-0.01199962105602026,
-0.03720571845769882,
0.12422236800193787,
-0.01031462848186493,
-0.031926218420267105,
0.030344832688570023,
-0.062316592782735825,
0.01724229007959366,
0.009570552967488766,
0.013678952120244503,
-0.032806187868118286,
-0.027622267603874207,
-0.019566833972930908,
-0.09832756966352463,
-0.02410418726503849,
-0.038826242089271545,
-0.016162829473614693,
-0.06866887956857681,
-0.07329680025577545,
-0.06133866310119629,
-0.026647940278053284,
0.060447223484516144,
-0.027282465249300003,
-0.047639135271310806,
-0.042416926473379135,
0.008099563419818878,
0.002464825054630637,
-0.012665565125644207,
-0.1274520456790924,
0.06888313591480255,
-0.09115957468748093,
-0.02967727929353714,
0.07976862788200378,
0.024568308144807816,
-0.01154997292906046,
-0.0027167105581611395,
0.06565733999013901,
0.015108729712665081,
-0.02702164463698864,
0.04151718690991402,
0.02411528304219246,
0.04219198226928711,
0.034500692039728165,
-0.012547948397696018,
-0.07719125598669052,
0.08835072070360184,
0.020090948790311813,
-0.048142801970243454,
-0.008169691078364849,
-0.03957938030362129,
-0.010639003477990627,
0.018163146451115608,
0.0845186710357666,
0.03933020681142807,
0.025646710768342018,
0.042989663779735565,
-0.006266716867685318,
0.005020384211093187,
-0.050706543028354645,
0.04589750990271568,
-0.06199559196829796,
0.04347394406795502,
-0.06388377398252487,
-0.0416988730430603,
-0.04777021333575249,
-0.041914358735084534,
0.0672818198800087,
0.015058735385537148,
-0.01877097226679325,
-0.020563462749123573,
0.03679664805531502,
-0.03727378696203232,
0.021992186084389687,
0.030634278431534767,
0.12677045166492462,
-0.027100298553705215,
-0.027677735313773155,
0.0851387232542038,
0.03918531909584999,
0.06281031668186188,
0.07706853002309799,
0.012831446714699268,
0.037107739597558975,
-0.03719097003340721,
0.02066211588680744,
0.039861004799604416,
0.01333452109247446,
0.0710974633693695,
0.09471377730369568,
-0.045856501907110214,
0.04247896373271942,
-0.029333798214793205,
-0.014148486778140068,
0.01799662597477436,
0.04069221019744873,
-0.04346629977226257,
-0.03399154916405678,
-0.014387599192559719,
0.002310151932761073,
0.04061882570385933,
-0.002457275055348873,
0.09788571298122406,
-0.009527282789349556,
-0.04880991205573082,
-0.06269394606351852,
0.036568544805049896,
0.01374154631048441,
0.060958120971918106,
0.06553717702627182,
-0.017855720594525337,
0.06193937361240387,
-0.026993611827492714,
0.046056851744651794,
2.230444327361642e-33,
-0.02352900803089142,
0.01622999645769596,
-0.055992621928453445,
-0.06259815394878387,
0.09051360934972763,
-0.04310322180390358,
0.05360456183552742,
-0.033036813139915466,
-0.048387084156274796,
-0.05590848624706268,
-0.019764063879847527,
0.02346092090010643,
0.03924316167831421,
-0.07265687733888626,
0.06401245296001434,
-0.028013121336698532,
0.07079639285802841,
0.0828833281993866,
0.10150065273046494,
-0.03626038879156113,
0.08340931683778763,
-0.028201360255479813,
-0.03881924971938133,
-0.0483391210436821,
0.01549406535923481,
-0.03399108722805977,
-0.008491910062730312,
-0.03526538237929344,
0.10506866872310638,
0.022463340312242508,
0.08216812461614609,
-0.008891201578080654,
-0.009674952365458012,
0.006187953986227512,
-0.02001311630010605,
-0.03978431969881058,
-0.08901527523994446,
-0.016009191051125526,
0.017183588817715645,
-0.028524000197649002,
-0.03738038241863251,
0.04205332323908806,
-0.10016275942325592,
-0.02619854174554348,
-0.061680953949689865,
-0.1321011483669281,
0.00024047498300205916,
-0.001867976738139987,
-0.11256682872772217,
-0.015166920609772205,
0.07046268880367279,
0.014179916121065617,
0.008423550054430962,
-0.0282575860619545,
-0.09795781970024109,
-0.030988013371825218,
-0.006988794542849064,
0.07190616428852081,
0.010738732293248177,
0.14284847676753998,
0.004638100974261761,
-0.01527512725442648,
-0.03907860070466995,
0.04360739514231682,
-0.02075491100549698,
-0.02214055322110653,
0.005985273513942957,
-0.025067035108804703,
0.006719836965203285,
0.028667578473687172,
0.023975063115358353,
-0.048958323895931244,
0.012951635755598545,
-0.06762184947729111,
-0.015053801238536835,
0.06508326530456543,
0.062077105045318604,
-0.005044865887612104,
-0.024256013333797455,
-0.03364017978310585,
-0.06591422855854034,
-0.017586562782526016,
0.017319662496447563,
0.0028904431965202093,
-0.020690716803073883,
-0.020386962220072746,
-0.0732308179140091,
-0.023715171962976456,
-0.07743292301893234,
0.029837166890501976,
-0.06166525557637215,
-0.02438129484653473,
0.08195559680461884,
-0.03034522570669651,
-0.017369113862514496,
-3.0409880898719186e-33,
-0.023266667500138283,
-0.04093557596206665,
0.034305427223443985,
0.07094669342041016,
0.05144929140806198,
0.003202489810064435,
-0.05488812178373337,
-0.03714754432439804,
-0.04603875055909157,
0.0175373163074255,
-0.10675449669361115,
-0.009300014935433865,
0.08941355347633362,
-0.00025744223967194557,
0.043813593685626984,
-0.07067440450191498,
0.05361848324537277,
-0.003227159846574068,
-0.0404563806951046,
0.04267898201942444,
0.01285203080624342,
0.00795814674347639,
-0.003292245790362358,
-0.046248700469732285,
0.062152199447155,
0.08975467830896378,
-0.07571181654930115,
0.003723007859662175,
-0.004569729324430227,
-0.0727335661649704,
-0.10177530348300934,
-0.10706138610839844,
0.047818031162023544,
-0.010033498518168926,
0.009618363343179226,
0.014365499839186668,
0.0010601670946925879,
0.1616715043783188,
-0.018607959151268005,
0.04930543154478073,
0.1380620002746582,
-0.014798159711062908,
0.0013432652922347188,
-0.0020598021801561117,
0.05306459218263626,
0.03201374411582947,
-0.1265515238046646,
0.004764039535075426,
-0.05796299874782562,
0.01934056729078293,
0.05041833966970444,
-0.003833166556432843,
0.04757547378540039,
0.016407093033194542,
0.002958897966891527,
0.021041609346866608,
0.05750906839966774,
0.03728557005524635,
-0.04511886462569237,
0.08598645031452179,
0.07629994302988052,
-0.07280728220939636,
-0.007475527934730053,
0.08894021064043045,
0.042525775730609894,
-0.03220713138580322,
0.015459132380783558,
-0.07114528119564056,
0.015199349261820316,
-0.0073725562542676926,
0.045393411070108414,
0.07301712781190872,
-0.03793679177761078,
0.04900224134325981,
0.03027675673365593,
0.04855700209736824,
-0.019343657419085503,
-0.14577361941337585,
-0.021059995517134666,
0.04303925484418869,
-0.0873555988073349,
0.10252119600772858,
-0.02041238360106945,
-0.02289796620607376,
0.04282816872000694,
-0.010941671207547188,
0.04209466278553009,
-0.015221639536321163,
0.05955756828188896,
-0.036833278834819794,
-0.06019361689686775,
0.021270403638482094,
-0.041491780430078506,
0.05323094129562378,
0.01014210470020771,
-4.765230343650728e-8,
0.05673019215464592,
0.05444616451859474,
0.051281701773405075,
0.051598917692899704,
0.09976672381162643,
-0.012511060573160648,
-0.025647198781371117,
0.0028634010814130306,
0.04172339290380478,
-0.01828484795987606,
0.028220681473612785,
-0.10230877250432968,
0.022907670587301254,
-0.004587248433381319,
-0.031876999884843826,
0.024772465229034424,
-0.01550324447453022,
-0.12074090540409088,
-0.060714125633239746,
-0.04583505168557167,
-0.04753853380680084,
0.01722300611436367,
0.02297661267220974,
0.06417441368103027,
-0.006043441127985716,
0.014345823787152767,
0.10119795799255371,
0.021866565570235252,
0.0068840403109788895,
-0.03425528109073639,
-0.025231696665287018,
-0.032652825117111206,
0.04341902956366539,
0.06599900126457214,
-0.06916675716638565,
-0.008252277038991451,
-0.050679221749305725,
-0.002742416225373745,
-0.038894202560186386,
0.015371167100965977,
0.0363176092505455,
-0.036742862313985825,
0.02498377300798893,
0.03258842974901199,
0.050778329372406006,
-0.02221275307238102,
-0.0781266987323761,
0.015073857270181179,
-0.01194580178707838,
-0.020817101001739502,
0.012111782096326351,
-0.07683537900447845,
0.02653929404914379,
0.02379821054637432,
0.0725138857960701,
0.04251757264137268,
-0.023831741884350777,
-0.07196953892707825,
0.03952623903751373,
0.06322184205055237,
0.012051074765622616,
0.01748485304415226,
-0.0920063853263855,
-0.006128288339823484
] | null | null | null | null | null | null | null |
[
-0.09397359192371368,
0.024482976645231247,
-0.0360894501209259,
0.021674569696187973,
-0.056970492005348206,
-0.04595484584569931,
0.04109882935881615,
-0.06631326675415039,
-0.0046086437068879604,
0.02641860395669937,
-0.08101368695497513,
0.0592217743396759,
0.05075138062238693,
-0.06470302492380142,
-0.01199962105602026,
-0.03720571845769882,
0.12422236800193787,
-0.01031462848186493,
-0.031926218420267105,
0.030344832688570023,
-0.062316592782735825,
0.01724229007959366,
0.009570552967488766,
0.013678952120244503,
-0.032806187868118286,
-0.027622267603874207,
-0.019566833972930908,
-0.09832756966352463,
-0.02410418726503849,
-0.038826242089271545,
-0.016162829473614693,
-0.06866887956857681,
-0.07329680025577545,
-0.06133866310119629,
-0.026647940278053284,
0.060447223484516144,
-0.027282465249300003,
-0.047639135271310806,
-0.042416926473379135,
0.008099563419818878,
0.002464825054630637,
-0.012665565125644207,
-0.1274520456790924,
0.06888313591480255,
-0.09115957468748093,
-0.02967727929353714,
0.07976862788200378,
0.024568308144807816,
-0.01154997292906046,
-0.0027167105581611395,
0.06565733999013901,
0.015108729712665081,
-0.02702164463698864,
0.04151718690991402,
0.02411528304219246,
0.04219198226928711,
0.034500692039728165,
-0.012547948397696018,
-0.07719125598669052,
0.08835072070360184,
0.020090948790311813,
-0.048142801970243454,
-0.008169691078364849,
-0.03957938030362129,
-0.010639003477990627,
0.018163146451115608,
0.0845186710357666,
0.03933020681142807,
0.025646710768342018,
0.042989663779735565,
-0.006266716867685318,
0.005020384211093187,
-0.050706543028354645,
0.04589750990271568,
-0.06199559196829796,
0.04347394406795502,
-0.06388377398252487,
-0.0416988730430603,
-0.04777021333575249,
-0.041914358735084534,
0.0672818198800087,
0.015058735385537148,
-0.01877097226679325,
-0.020563462749123573,
0.03679664805531502,
-0.03727378696203232,
0.021992186084389687,
0.030634278431534767,
0.12677045166492462,
-0.027100298553705215,
-0.027677735313773155,
0.0851387232542038,
0.03918531909584999,
0.06281031668186188,
0.07706853002309799,
0.012831446714699268,
0.037107739597558975,
-0.03719097003340721,
0.02066211588680744,
0.039861004799604416,
0.01333452109247446,
0.0710974633693695,
0.09471377730369568,
-0.045856501907110214,
0.04247896373271942,
-0.029333798214793205,
-0.014148486778140068,
0.01799662597477436,
0.04069221019744873,
-0.04346629977226257,
-0.03399154916405678,
-0.014387599192559719,
0.002310151932761073,
0.04061882570385933,
-0.002457275055348873,
0.09788571298122406,
-0.009527282789349556,
-0.04880991205573082,
-0.06269394606351852,
0.036568544805049896,
0.01374154631048441,
0.060958120971918106,
0.06553717702627182,
-0.017855720594525337,
0.06193937361240387,
-0.026993611827492714,
0.046056851744651794,
2.230444327361642e-33,
-0.02352900803089142,
0.01622999645769596,
-0.055992621928453445,
-0.06259815394878387,
0.09051360934972763,
-0.04310322180390358,
0.05360456183552742,
-0.033036813139915466,
-0.048387084156274796,
-0.05590848624706268,
-0.019764063879847527,
0.02346092090010643,
0.03924316167831421,
-0.07265687733888626,
0.06401245296001434,
-0.028013121336698532,
0.07079639285802841,
0.0828833281993866,
0.10150065273046494,
-0.03626038879156113,
0.08340931683778763,
-0.028201360255479813,
-0.03881924971938133,
-0.0483391210436821,
0.01549406535923481,
-0.03399108722805977,
-0.008491910062730312,
-0.03526538237929344,
0.10506866872310638,
0.022463340312242508,
0.08216812461614609,
-0.008891201578080654,
-0.009674952365458012,
0.006187953986227512,
-0.02001311630010605,
-0.03978431969881058,
-0.08901527523994446,
-0.016009191051125526,
0.017183588817715645,
-0.028524000197649002,
-0.03738038241863251,
0.04205332323908806,
-0.10016275942325592,
-0.02619854174554348,
-0.061680953949689865,
-0.1321011483669281,
0.00024047498300205916,
-0.001867976738139987,
-0.11256682872772217,
-0.015166920609772205,
0.07046268880367279,
0.014179916121065617,
0.008423550054430962,
-0.0282575860619545,
-0.09795781970024109,
-0.030988013371825218,
-0.006988794542849064,
0.07190616428852081,
0.010738732293248177,
0.14284847676753998,
0.004638100974261761,
-0.01527512725442648,
-0.03907860070466995,
0.04360739514231682,
-0.02075491100549698,
-0.02214055322110653,
0.005985273513942957,
-0.025067035108804703,
0.006719836965203285,
0.028667578473687172,
0.023975063115358353,
-0.048958323895931244,
0.012951635755598545,
-0.06762184947729111,
-0.015053801238536835,
0.06508326530456543,
0.062077105045318604,
-0.005044865887612104,
-0.024256013333797455,
-0.03364017978310585,
-0.06591422855854034,
-0.017586562782526016,
0.017319662496447563,
0.0028904431965202093,
-0.020690716803073883,
-0.020386962220072746,
-0.0732308179140091,
-0.023715171962976456,
-0.07743292301893234,
0.029837166890501976,
-0.06166525557637215,
-0.02438129484653473,
0.08195559680461884,
-0.03034522570669651,
-0.017369113862514496,
-3.0409880898719186e-33,
-0.023266667500138283,
-0.04093557596206665,
0.034305427223443985,
0.07094669342041016,
0.05144929140806198,
0.003202489810064435,
-0.05488812178373337,
-0.03714754432439804,
-0.04603875055909157,
0.0175373163074255,
-0.10675449669361115,
-0.009300014935433865,
0.08941355347633362,
-0.00025744223967194557,
0.043813593685626984,
-0.07067440450191498,
0.05361848324537277,
-0.003227159846574068,
-0.0404563806951046,
0.04267898201942444,
0.01285203080624342,
0.00795814674347639,
-0.003292245790362358,
-0.046248700469732285,
0.062152199447155,
0.08975467830896378,
-0.07571181654930115,
0.003723007859662175,
-0.004569729324430227,
-0.0727335661649704,
-0.10177530348300934,
-0.10706138610839844,
0.047818031162023544,
-0.010033498518168926,
0.009618363343179226,
0.014365499839186668,
0.0010601670946925879,
0.1616715043783188,
-0.018607959151268005,
0.04930543154478073,
0.1380620002746582,
-0.014798159711062908,
0.0013432652922347188,
-0.0020598021801561117,
0.05306459218263626,
0.03201374411582947,
-0.1265515238046646,
0.004764039535075426,
-0.05796299874782562,
0.01934056729078293,
0.05041833966970444,
-0.003833166556432843,
0.04757547378540039,
0.016407093033194542,
0.002958897966891527,
0.021041609346866608,
0.05750906839966774,
0.03728557005524635,
-0.04511886462569237,
0.08598645031452179,
0.07629994302988052,
-0.07280728220939636,
-0.007475527934730053,
0.08894021064043045,
0.042525775730609894,
-0.03220713138580322,
0.015459132380783558,
-0.07114528119564056,
0.015199349261820316,
-0.0073725562542676926,
0.045393411070108414,
0.07301712781190872,
-0.03793679177761078,
0.04900224134325981,
0.03027675673365593,
0.04855700209736824,
-0.019343657419085503,
-0.14577361941337585,
-0.021059995517134666,
0.04303925484418869,
-0.0873555988073349,
0.10252119600772858,
-0.02041238360106945,
-0.02289796620607376,
0.04282816872000694,
-0.010941671207547188,
0.04209466278553009,
-0.015221639536321163,
0.05955756828188896,
-0.036833278834819794,
-0.06019361689686775,
0.021270403638482094,
-0.041491780430078506,
0.05323094129562378,
0.01014210470020771,
-4.765230343650728e-8,
0.05673019215464592,
0.05444616451859474,
0.051281701773405075,
0.051598917692899704,
0.09976672381162643,
-0.012511060573160648,
-0.025647198781371117,
0.0028634010814130306,
0.04172339290380478,
-0.01828484795987606,
0.028220681473612785,
-0.10230877250432968,
0.022907670587301254,
-0.004587248433381319,
-0.031876999884843826,
0.024772465229034424,
-0.01550324447453022,
-0.12074090540409088,
-0.060714125633239746,
-0.04583505168557167,
-0.04753853380680084,
0.01722300611436367,
0.02297661267220974,
0.06417441368103027,
-0.006043441127985716,
0.014345823787152767,
0.10119795799255371,
0.021866565570235252,
0.0068840403109788895,
-0.03425528109073639,
-0.025231696665287018,
-0.032652825117111206,
0.04341902956366539,
0.06599900126457214,
-0.06916675716638565,
-0.008252277038991451,
-0.050679221749305725,
-0.002742416225373745,
-0.038894202560186386,
0.015371167100965977,
0.0363176092505455,
-0.036742862313985825,
0.02498377300798893,
0.03258842974901199,
0.050778329372406006,
-0.02221275307238102,
-0.0781266987323761,
0.015073857270181179,
-0.01194580178707838,
-0.020817101001739502,
0.012111782096326351,
-0.07683537900447845,
0.02653929404914379,
0.02379821054637432,
0.0725138857960701,
0.04251757264137268,
-0.023831741884350777,
-0.07196953892707825,
0.03952623903751373,
0.06322184205055237,
0.012051074765622616,
0.01748485304415226,
-0.0920063853263855,
-0.006128288339823484
] |
1402.5208
|
Bhaskar DasGupta
|
Bhaskar DasGupta and Lakshmi Kaligounder
|
Densely Entangled Financial Systems
|
to appear in Network Models in Economics and Finance, V. Kalyagin, P.
M. Pardalos and T. M. Rassias (editors), Springer Optimization and Its
Applications series, Springer, 2014
|
in Network Models in Economics and Finance, V. Kalyagin, P. M.
Pardalos and Th. M. Rassias (eds.), Springer Optimization and Its
Applications series, 100, 85-105, Springer, 2014
|
10.1007/978-3-319-09683-4__5
| null |
q-fin.RM cs.CE
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In [1] Zawadoski introduces a banking network model in which the asset and
counter-party risks are treated separately and the banks hedge their assets
risks by appropriate OTC contracts. In his model, each bank has only two
counter-party neighbors, a bank fails due to the counter-party risk only if at
least one of its two neighbors default, and such a counter-party risk is a low
probability event. Informally, the author shows that the banks will hedge their
asset risks by appropriate OTC contracts, and, though it may be socially
optimal to insure against counter-party risk, in equilibrium banks will {\em
not} choose to insure this low probability event.
In this paper, we consider the above model for more general network
topologies, namely when each node has exactly 2r counter-party neighbors for
some integer r>0. We extend the analysis of [1] to show that as the number of
counter-party neighbors increase the probability of counter-party risk also
increases, and in particular the socially optimal solution becomes privately
sustainable when each bank hedges its risk to at least n/2 banks, where n is
the number of banks in the network, i.e., when 2r is at least n/2, banks not
only hedge their asset risk but also hedge its counter-party risk.
|
[
{
"created": "Fri, 21 Feb 2014 05:54:10 GMT",
"version": "v1"
}
] |
2018-08-20
|
[
[
"DasGupta",
"Bhaskar",
""
],
[
"Kaligounder",
"Lakshmi",
""
]
] |
[
0.013597019016742706,
-0.05777166038751602,
-0.06869141012430191,
-0.05634661391377449,
0.005849444307386875,
0.01021085400134325,
0.06900794804096222,
0.07331360131502151,
0.10025345534086227,
0.022050458937883377,
-0.02465910091996193,
0.045524705201387405,
0.11269411444664001,
0.01791086606681347,
0.006461748853325844,
-0.013980330899357796,
0.013387384824454784,
-0.04380170628428459,
0.007532841991633177,
0.04805230721831322,
-0.03849797695875168,
-0.04906461760401726,
-0.002171681961044669,
-0.05084961652755737,
-0.0316355936229229,
-0.10756887495517731,
0.016248947009444237,
0.03546077758073807,
-0.027600983157753944,
-0.07130055874586105,
0.04365573078393936,
0.020819516852498055,
-0.03261837363243103,
-0.06308495253324509,
0.044775135815143585,
-0.03300791233778,
-0.054405245929956436,
0.01001546997576952,
0.032975826412439346,
0.04760655760765076,
0.07215097546577454,
0.020182393491268158,
-0.022728823125362396,
-0.048944585025310516,
0.02347542531788349,
-0.02279084548354149,
-0.003815982025116682,
0.01668093167245388,
-0.04517875239253044,
-0.025745365768671036,
0.06105594336986542,
-0.03724193572998047,
-0.019305597990751266,
0.00575212063267827,
0.10619174689054489,
0.006262816023081541,
-0.05624212697148323,
-0.07193487882614136,
-0.02515813708305359,
0.01782796159386635,
0.12398822605609894,
0.0049743857234716415,
-0.04067009687423706,
0.02891744114458561,
0.08605404943227768,
0.007718103472143412,
0.015175222419202328,
0.18589471280574799,
-0.08325037360191345,
0.05266260355710983,
0.043739303946495056,
-0.09617068618535995,
-0.10183550417423248,
-0.051943473517894745,
0.02823982574045658,
0.0002121167053701356,
0.03450769558548927,
0.029112374410033226,
-0.020494384691119194,
-0.058050449937582016,
-0.02442687191069126,
-0.05372053012251854,
0.05797496810555458,
-0.057026222348213196,
-0.0572306253015995,
-0.036232102662324905,
-0.0199161097407341,
-0.033522430807352066,
0.10570531338453293,
-0.015247965231537819,
-0.051864247769117355,
0.06986813247203827,
0.07961942255496979,
-0.002838177839294076,
0.07025931030511856,
0.012932301498949528,
-0.04689767584204674,
-0.024454854428768158,
-0.012583451345562935,
0.09060168266296387,
0.01565452106297016,
-0.07038003206253052,
0.06709886342287064,
-0.022857923060655594,
0.04440194368362427,
-0.01073094829916954,
-0.0012254194589331746,
-0.013240387663245201,
0.05024613440036774,
0.03043956309556961,
0.01329575665295124,
0.06140595301985741,
0.021293306723237038,
-0.02798677608370781,
-0.06985217332839966,
-0.009261096827685833,
0.004154743626713753,
-0.01785709522664547,
0.008741027675569057,
0.001503877923823893,
0.02206874080002308,
0.07630089670419693,
-0.0015220511704683304,
-0.06797399371862411,
-0.04540085792541504,
0.10441146045923233,
0.02458829991519451,
3.489486571826639e-33,
0.03678957000374794,
-0.05517319589853287,
-0.05196896940469742,
-0.11787919700145721,
0.08938466757535934,
0.00857038889080286,
-0.008702144026756287,
-0.03408161923289299,
-0.0526459701359272,
0.010863498784601688,
-0.026121120899915695,
-0.0480240173637867,
0.035471025854349136,
-0.04252997413277626,
0.003427322721108794,
-0.0279855877161026,
0.003660553367808461,
-0.017071900889277458,
0.0658051148056984,
-0.031409043818712234,
0.03265378996729851,
0.020907070487737656,
0.006590716540813446,
0.02958262711763382,
0.017270905897021294,
-0.0608329176902771,
-0.007749661803245544,
-0.09080953896045685,
0.05542999505996704,
0.016563866287469864,
-0.0009451149962842464,
0.03581187129020691,
0.0428040511906147,
0.03917676582932472,
-0.0007713123341090977,
0.08540404587984085,
-0.08758597075939178,
0.012684972956776619,
0.000200967988348566,
-0.06117452308535576,
-0.07726582884788513,
0.005277001298964024,
0.04088941216468811,
0.0649317055940628,
0.012613531202077866,
0.005364962387830019,
0.038692861795425415,
0.04158550873398781,
-0.13580700755119324,
-0.08873840421438217,
0.015432105399668217,
-0.027149833738803864,
-0.06690724194049835,
0.028646394610404968,
-0.06009751930832863,
-0.003804093925282359,
-0.02443709224462509,
0.039950739592313766,
-0.02157946117222309,
0.10030534118413925,
0.02795182354748249,
-0.06310957670211792,
-0.046276241540908813,
0.01000757422298193,
0.03282918781042099,
0.051674164831638336,
-0.040351781994104385,
-0.02844131924211979,
0.05191562697291374,
-0.0930388867855072,
0.01719227246940136,
0.03929830342531204,
0.0023235399276018143,
-0.01984155736863613,
-0.047099027782678604,
0.03269781172275543,
-0.010348374955356121,
-0.042002320289611816,
0.0002591937081888318,
0.03577990457415581,
-0.07275361567735672,
0.0007617142982780933,
0.004228899255394936,
0.04564530774950981,
-0.05474149063229561,
0.02008935809135437,
0.051287177950143814,
-0.005374147556722164,
-0.013638444244861603,
0.05526365339756012,
-0.01768404245376587,
0.0027444304432719946,
0.08348623663187027,
0.01783408783376217,
0.08653034269809723,
-3.827235118834668e-33,
-0.03770837560296059,
0.02502385713160038,
-0.005045056808739901,
0.02782651223242283,
0.004209650680422783,
-0.012914007529616356,
0.05256551504135132,
-0.08306272327899933,
-0.0358782522380352,
0.004267787095159292,
-0.03353113681077957,
0.08438784629106522,
0.10947463661432266,
-0.04313264414668083,
0.044174276292324066,
-0.12536823749542236,
0.03253050893545151,
0.043874338269233704,
-0.022108983248472214,
-0.08624786138534546,
0.05707905441522598,
0.01919054426252842,
-0.07148664444684982,
0.06650110334157944,
0.04746443033218384,
0.03777453675866127,
-0.09460067749023438,
-0.026329346001148224,
0.0061589134857058525,
0.0528867244720459,
-0.0954907238483429,
-0.05641176551580429,
-0.012066385708749294,
0.061325304210186005,
0.04524748772382736,
0.04369799420237541,
-0.0006777141243219376,
-0.012035784311592579,
-0.043601144105196,
0.014148293063044548,
0.05654231086373329,
-0.044094886630773544,
-0.11201784014701843,
0.0009671955485828221,
0.03156419098377228,
0.006031413096934557,
-0.03509264439344406,
0.016967199742794037,
0.018448932096362114,
-0.08368483185768127,
-0.0211977269500494,
0.05145587772130966,
0.016965612769126892,
0.07970631867647171,
-0.03458733484148979,
0.02165250852704048,
0.01893560029566288,
0.018602591007947922,
0.07386083155870438,
0.09186418354511261,
0.030788250267505646,
-0.0052077206782996655,
-0.015539426356554031,
0.09374697506427765,
-0.037759751081466675,
-0.04801582545042038,
-0.0731818675994873,
-0.0015298690414056182,
0.0032814894802868366,
-0.027193443849682808,
-0.03308507055044174,
0.08632178604602814,
-0.06732741743326187,
-0.029385803267359734,
-0.025568300858139992,
0.02942921221256256,
-0.028879832476377487,
-0.0038165212608873844,
0.01811811700463295,
-0.04182193800806999,
-0.07721108943223953,
0.07762138545513153,
0.019740818068385124,
-0.007145548705011606,
0.082838274538517,
-0.08543284982442856,
0.12575429677963257,
-0.043983738869428635,
0.04313138127326965,
-0.026174573227763176,
-0.060320865362882614,
-0.05555373430252075,
0.0455489344894886,
0.008683026768267155,
-0.14041809737682343,
-4.921187013451345e-8,
-0.005709605757147074,
-0.04471112787723541,
0.05724363401532173,
-0.011838189326226711,
0.02699684351682663,
0.0034741959534585476,
0.07186222076416016,
-0.005727963987737894,
-0.03545286878943443,
0.09900501370429993,
0.03298996388912201,
0.09751518815755844,
-0.044700946658849716,
0.0007666244637221098,
-0.09372005611658096,
0.10267610102891922,
0.0266567375510931,
0.022511977702379227,
-0.02598276361823082,
-0.0508609376847744,
0.02603675052523613,
-0.039942532777786255,
-0.06626120209693909,
-0.037669118493795395,
-0.008802119642496109,
-0.05382230877876282,
0.010736525058746338,
0.044154368340969086,
0.11243917793035507,
0.01924021542072296,
-0.07722900062799454,
-0.04236581549048424,
0.003420585999265313,
-0.01977834478020668,
-0.037785522639751434,
0.08543378859758377,
-0.0012746809516102076,
0.03180765360593796,
0.04249078407883644,
0.05134854465723038,
0.01997443474829197,
-0.06510069966316223,
0.039762720465660095,
-0.01583465188741684,
0.01739225536584854,
-0.09607342630624771,
-0.025633499026298523,
-0.0001702565496088937,
0.09062539041042328,
-0.0410032793879509,
-0.04121503233909607,
-0.02072116918861866,
0.059261471033096313,
0.05010482668876648,
0.03424317389726639,
-0.08586639165878296,
-0.028554823249578476,
0.003345053642988205,
0.030022019520401955,
0.005653972737491131,
-0.009160920046269894,
-0.017610711976885796,
-0.03391734138131142,
-0.042116861790418625
] | null | null | null | null | null | null | null |
[
0.013597019016742706,
-0.05777166038751602,
-0.06869141012430191,
-0.05634661391377449,
0.005849444307386875,
0.01021085400134325,
0.06900794804096222,
0.07331360131502151,
0.10025345534086227,
0.022050458937883377,
-0.02465910091996193,
0.045524705201387405,
0.11269411444664001,
0.01791086606681347,
0.006461748853325844,
-0.013980330899357796,
0.013387384824454784,
-0.04380170628428459,
0.007532841991633177,
0.04805230721831322,
-0.03849797695875168,
-0.04906461760401726,
-0.002171681961044669,
-0.05084961652755737,
-0.0316355936229229,
-0.10756887495517731,
0.016248947009444237,
0.03546077758073807,
-0.027600983157753944,
-0.07130055874586105,
0.04365573078393936,
0.020819516852498055,
-0.03261837363243103,
-0.06308495253324509,
0.044775135815143585,
-0.03300791233778,
-0.054405245929956436,
0.01001546997576952,
0.032975826412439346,
0.04760655760765076,
0.07215097546577454,
0.020182393491268158,
-0.022728823125362396,
-0.048944585025310516,
0.02347542531788349,
-0.02279084548354149,
-0.003815982025116682,
0.01668093167245388,
-0.04517875239253044,
-0.025745365768671036,
0.06105594336986542,
-0.03724193572998047,
-0.019305597990751266,
0.00575212063267827,
0.10619174689054489,
0.006262816023081541,
-0.05624212697148323,
-0.07193487882614136,
-0.02515813708305359,
0.01782796159386635,
0.12398822605609894,
0.0049743857234716415,
-0.04067009687423706,
0.02891744114458561,
0.08605404943227768,
0.007718103472143412,
0.015175222419202328,
0.18589471280574799,
-0.08325037360191345,
0.05266260355710983,
0.043739303946495056,
-0.09617068618535995,
-0.10183550417423248,
-0.051943473517894745,
0.02823982574045658,
0.0002121167053701356,
0.03450769558548927,
0.029112374410033226,
-0.020494384691119194,
-0.058050449937582016,
-0.02442687191069126,
-0.05372053012251854,
0.05797496810555458,
-0.057026222348213196,
-0.0572306253015995,
-0.036232102662324905,
-0.0199161097407341,
-0.033522430807352066,
0.10570531338453293,
-0.015247965231537819,
-0.051864247769117355,
0.06986813247203827,
0.07961942255496979,
-0.002838177839294076,
0.07025931030511856,
0.012932301498949528,
-0.04689767584204674,
-0.024454854428768158,
-0.012583451345562935,
0.09060168266296387,
0.01565452106297016,
-0.07038003206253052,
0.06709886342287064,
-0.022857923060655594,
0.04440194368362427,
-0.01073094829916954,
-0.0012254194589331746,
-0.013240387663245201,
0.05024613440036774,
0.03043956309556961,
0.01329575665295124,
0.06140595301985741,
0.021293306723237038,
-0.02798677608370781,
-0.06985217332839966,
-0.009261096827685833,
0.004154743626713753,
-0.01785709522664547,
0.008741027675569057,
0.001503877923823893,
0.02206874080002308,
0.07630089670419693,
-0.0015220511704683304,
-0.06797399371862411,
-0.04540085792541504,
0.10441146045923233,
0.02458829991519451,
3.489486571826639e-33,
0.03678957000374794,
-0.05517319589853287,
-0.05196896940469742,
-0.11787919700145721,
0.08938466757535934,
0.00857038889080286,
-0.008702144026756287,
-0.03408161923289299,
-0.0526459701359272,
0.010863498784601688,
-0.026121120899915695,
-0.0480240173637867,
0.035471025854349136,
-0.04252997413277626,
0.003427322721108794,
-0.0279855877161026,
0.003660553367808461,
-0.017071900889277458,
0.0658051148056984,
-0.031409043818712234,
0.03265378996729851,
0.020907070487737656,
0.006590716540813446,
0.02958262711763382,
0.017270905897021294,
-0.0608329176902771,
-0.007749661803245544,
-0.09080953896045685,
0.05542999505996704,
0.016563866287469864,
-0.0009451149962842464,
0.03581187129020691,
0.0428040511906147,
0.03917676582932472,
-0.0007713123341090977,
0.08540404587984085,
-0.08758597075939178,
0.012684972956776619,
0.000200967988348566,
-0.06117452308535576,
-0.07726582884788513,
0.005277001298964024,
0.04088941216468811,
0.0649317055940628,
0.012613531202077866,
0.005364962387830019,
0.038692861795425415,
0.04158550873398781,
-0.13580700755119324,
-0.08873840421438217,
0.015432105399668217,
-0.027149833738803864,
-0.06690724194049835,
0.028646394610404968,
-0.06009751930832863,
-0.003804093925282359,
-0.02443709224462509,
0.039950739592313766,
-0.02157946117222309,
0.10030534118413925,
0.02795182354748249,
-0.06310957670211792,
-0.046276241540908813,
0.01000757422298193,
0.03282918781042099,
0.051674164831638336,
-0.040351781994104385,
-0.02844131924211979,
0.05191562697291374,
-0.0930388867855072,
0.01719227246940136,
0.03929830342531204,
0.0023235399276018143,
-0.01984155736863613,
-0.047099027782678604,
0.03269781172275543,
-0.010348374955356121,
-0.042002320289611816,
0.0002591937081888318,
0.03577990457415581,
-0.07275361567735672,
0.0007617142982780933,
0.004228899255394936,
0.04564530774950981,
-0.05474149063229561,
0.02008935809135437,
0.051287177950143814,
-0.005374147556722164,
-0.013638444244861603,
0.05526365339756012,
-0.01768404245376587,
0.0027444304432719946,
0.08348623663187027,
0.01783408783376217,
0.08653034269809723,
-3.827235118834668e-33,
-0.03770837560296059,
0.02502385713160038,
-0.005045056808739901,
0.02782651223242283,
0.004209650680422783,
-0.012914007529616356,
0.05256551504135132,
-0.08306272327899933,
-0.0358782522380352,
0.004267787095159292,
-0.03353113681077957,
0.08438784629106522,
0.10947463661432266,
-0.04313264414668083,
0.044174276292324066,
-0.12536823749542236,
0.03253050893545151,
0.043874338269233704,
-0.022108983248472214,
-0.08624786138534546,
0.05707905441522598,
0.01919054426252842,
-0.07148664444684982,
0.06650110334157944,
0.04746443033218384,
0.03777453675866127,
-0.09460067749023438,
-0.026329346001148224,
0.0061589134857058525,
0.0528867244720459,
-0.0954907238483429,
-0.05641176551580429,
-0.012066385708749294,
0.061325304210186005,
0.04524748772382736,
0.04369799420237541,
-0.0006777141243219376,
-0.012035784311592579,
-0.043601144105196,
0.014148293063044548,
0.05654231086373329,
-0.044094886630773544,
-0.11201784014701843,
0.0009671955485828221,
0.03156419098377228,
0.006031413096934557,
-0.03509264439344406,
0.016967199742794037,
0.018448932096362114,
-0.08368483185768127,
-0.0211977269500494,
0.05145587772130966,
0.016965612769126892,
0.07970631867647171,
-0.03458733484148979,
0.02165250852704048,
0.01893560029566288,
0.018602591007947922,
0.07386083155870438,
0.09186418354511261,
0.030788250267505646,
-0.0052077206782996655,
-0.015539426356554031,
0.09374697506427765,
-0.037759751081466675,
-0.04801582545042038,
-0.0731818675994873,
-0.0015298690414056182,
0.0032814894802868366,
-0.027193443849682808,
-0.03308507055044174,
0.08632178604602814,
-0.06732741743326187,
-0.029385803267359734,
-0.025568300858139992,
0.02942921221256256,
-0.028879832476377487,
-0.0038165212608873844,
0.01811811700463295,
-0.04182193800806999,
-0.07721108943223953,
0.07762138545513153,
0.019740818068385124,
-0.007145548705011606,
0.082838274538517,
-0.08543284982442856,
0.12575429677963257,
-0.043983738869428635,
0.04313138127326965,
-0.026174573227763176,
-0.060320865362882614,
-0.05555373430252075,
0.0455489344894886,
0.008683026768267155,
-0.14041809737682343,
-4.921187013451345e-8,
-0.005709605757147074,
-0.04471112787723541,
0.05724363401532173,
-0.011838189326226711,
0.02699684351682663,
0.0034741959534585476,
0.07186222076416016,
-0.005727963987737894,
-0.03545286878943443,
0.09900501370429993,
0.03298996388912201,
0.09751518815755844,
-0.044700946658849716,
0.0007666244637221098,
-0.09372005611658096,
0.10267610102891922,
0.0266567375510931,
0.022511977702379227,
-0.02598276361823082,
-0.0508609376847744,
0.02603675052523613,
-0.039942532777786255,
-0.06626120209693909,
-0.037669118493795395,
-0.008802119642496109,
-0.05382230877876282,
0.010736525058746338,
0.044154368340969086,
0.11243917793035507,
0.01924021542072296,
-0.07722900062799454,
-0.04236581549048424,
0.003420585999265313,
-0.01977834478020668,
-0.037785522639751434,
0.08543378859758377,
-0.0012746809516102076,
0.03180765360593796,
0.04249078407883644,
0.05134854465723038,
0.01997443474829197,
-0.06510069966316223,
0.039762720465660095,
-0.01583465188741684,
0.01739225536584854,
-0.09607342630624771,
-0.025633499026298523,
-0.0001702565496088937,
0.09062539041042328,
-0.0410032793879509,
-0.04121503233909607,
-0.02072116918861866,
0.059261471033096313,
0.05010482668876648,
0.03424317389726639,
-0.08586639165878296,
-0.028554823249578476,
0.003345053642988205,
0.030022019520401955,
0.005653972737491131,
-0.009160920046269894,
-0.017610711976885796,
-0.03391734138131142,
-0.042116861790418625
] |
1402.5214
|
Takahiro Kohsokabe
|
Takahiro Kohsokabe and Kunihiko Kaneko
|
Evolution-Development Congruence in Pattern Formation Dynamics:
Bifurcations in Gene Expressions and Regulation of Networks Structures
| null | null | null | null |
q-bio.PE physics.bio-ph q-bio.MN
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Search for possible relationships between phylogeny and ontogeny is one of
the most important issues in the field of evolutionary developmental biology.
By representing developmental dynamics of spatially located cells with gene
expression dynamics with cell-to-cell interaction under external morphogen
gradient, evolved are gene regulation networks under mutation and selection
with the fitness to approach a prescribed spatial pattern of expressed genes.
For most of thousands of numerical evolution experiments, evolution of pattern
over generations and development of pattern by an evolved network exhibit
remarkable congruence. Here, both the pattern dynamics consist of several
epochs to form successive stripe formations between quasi-stationary regimes.
In evolution, the regimes are generations needed to hit relevant mutations,
while in development, they are due to the emergence of slowly varying
expression that controls the pattern change. Successive pattern changes are
thus generated, which are regulated by successive combinations of feedback or
feedforward regulations under the upstream feedforward network that reads the
morphogen gradient. By using a pattern generated by the upstream feedforward
network as a boundary condition, downstream networks form later stripe
patterns. These epochal changes in development and evolution are represented as
same bifurcations in dynamical-systems theory, and this agreement of
bifurcations lead to the evolution-development congruences. Violation of the
evolution-development congruence, observed exceptionally, is shown to be
originated in alteration of the boundary due to mutation at the upstream
feedforward network. Our results provide a new look on developmental stages,
punctuated equilibrium, developmental bottlenecks, and evolutionary acquisition
of novelty in morphogenesis.
|
[
{
"created": "Fri, 21 Feb 2014 06:35:54 GMT",
"version": "v1"
},
{
"created": "Tue, 31 Mar 2015 00:59:06 GMT",
"version": "v2"
}
] |
2015-04-01
|
[
[
"Kohsokabe",
"Takahiro",
""
],
[
"Kaneko",
"Kunihiko",
""
]
] |
[
-0.0841967761516571,
-0.06991986185312271,
0.029231922701001167,
-0.04898850992321968,
-0.04897308722138405,
0.003521372564136982,
-0.06725824624300003,
-0.04178434610366821,
0.10220271348953247,
-0.060186177492141724,
0.04315553233027458,
-0.007924916222691536,
-0.011668377555906773,
0.012759968638420105,
-0.034877706319093704,
0.01668613590300083,
-0.15395881235599518,
-0.0065244524739682674,
-0.035484157502651215,
-0.018282640725374222,
0.11488468945026398,
0.009729844518005848,
-0.06453821808099747,
0.005355801433324814,
-0.030637111514806747,
-0.012815374881029129,
0.01639561541378498,
0.06673506647348404,
0.10469041019678116,
-0.056793052703142166,
0.05428977310657501,
0.03279291093349457,
-0.029704377055168152,
-0.00814677495509386,
-0.07196381688117981,
-0.04554073140025139,
0.0033233650028705597,
0.00609686691313982,
0.05535246431827545,
0.03455278277397156,
0.08857034146785736,
0.03142518550157547,
0.004761603195220232,
-0.02332036755979061,
0.009218379855155945,
-0.01276658196002245,
0.007727896329015493,
0.011391764506697655,
-0.08112476766109467,
-0.02974359318614006,
-0.06425613909959793,
-0.04972609877586365,
-0.013388716615736485,
-0.001970127457752824,
0.08383578807115555,
0.045275911688804626,
0.04977456480264664,
0.04427449032664299,
0.07285279780626297,
-0.11247147619724274,
0.030356962233781815,
-0.03262189030647278,
-0.003984550479799509,
-0.035480864346027374,
-0.014578867703676224,
0.011492827907204628,
-0.011772509664297104,
0.04253561422228813,
0.07246893644332886,
0.007575462572276592,
-0.015162541531026363,
0.04254657030105591,
-0.032882288098335266,
-0.017396723851561546,
0.06625788658857346,
0.10019922256469727,
-0.0055605629459023476,
0.09129927307367325,
-0.009497717954218388,
-0.07308340072631836,
0.007385494653135538,
0.026932168751955032,
0.03471636772155762,
-0.06352346390485764,
-0.06008582562208176,
-0.07728715240955353,
-0.037363067269325256,
-0.030279001221060753,
0.06188955530524254,
-0.0009627038380131125,
0.00689637241885066,
0.06377659738063812,
0.013039530254900455,
-0.06801573187112808,
0.042626045644283295,
0.09950882196426392,
0.08358202129602432,
-0.04555631801486015,
0.06517118960618973,
-0.003334453096613288,
-0.005846408661454916,
-0.07191875576972961,
-0.014615936204791069,
0.11159264296293259,
0.11299796402454376,
-0.03868703171610832,
0.025783466175198555,
0.0032979000825434923,
-0.01907224766910076,
-0.008198987692594528,
0.0031191203743219376,
-0.007738946471363306,
0.08341936767101288,
0.07163529098033905,
-0.017351070418953896,
-0.05273010954260826,
-0.046959973871707916,
-0.036681316792964935,
0.04312445968389511,
0.0836312472820282,
0.03970744460821152,
-0.02021169476211071,
-0.12876568734645844,
0.036235202103853226,
-0.0370820090174675,
0.07700812816619873,
-0.13007259368896484,
4.503484896577237e-33,
0.04349101707339287,
-0.0020599334966391325,
-0.013428022153675556,
0.011367414146661758,
-0.0004906206740997732,
-0.11786897480487823,
-0.007414135616272688,
-0.027061985805630684,
-0.0758233293890953,
-0.004484903998672962,
-0.10569726675748825,
0.026692092418670654,
0.004048987291753292,
0.056675076484680176,
0.003965343814343214,
-0.06168195605278015,
-0.0038510465528815985,
-0.023402946069836617,
-0.00927130039781332,
0.0030069041531533003,
-0.04782024398446083,
-0.06459169834852219,
-0.012303887866437435,
-0.10323555767536163,
-0.0028709243051707745,
0.011287763714790344,
-0.030675388872623444,
-0.03522137179970741,
-0.03925934433937073,
0.006187136285007,
0.03396208584308624,
0.00888135563582182,
-0.018200714141130447,
0.029381223022937775,
0.056852057576179504,
-0.0261920765042305,
0.09506154805421829,
-0.05191018804907799,
0.0018277220660820603,
0.007549370173364878,
0.04508897289633751,
-0.007609779480844736,
-0.06095937639474869,
-0.00007091747102094814,
0.09032994508743286,
0.004695963580161333,
0.052271462976932526,
0.010543988086283207,
0.013425761833786964,
0.007548280525952578,
-0.0865861102938652,
0.02701714262366295,
0.08018241077661514,
-0.018475553020834923,
-0.04214926064014435,
0.014051469974219799,
-0.05000346526503563,
-0.02826080098748207,
-0.02766239643096924,
0.04955584555864334,
0.0275875274091959,
0.0006996851298026741,
0.03777142986655235,
0.026389755308628082,
0.07923336327075958,
0.0035453091841191053,
-0.03746766597032547,
-0.04000833258032799,
0.062083713710308075,
0.02354966662824154,
0.06983650475740433,
0.037995461374521255,
-0.03665019944310188,
-0.08428651094436646,
0.05879301577806473,
-0.025689007714390755,
-0.06696372479200363,
0.04994791001081467,
-0.10753541439771652,
0.008521636947989464,
-0.06377656757831573,
0.053352031856775284,
-0.07421553879976273,
0.014548568986356258,
-0.028014319017529488,
-0.043680571019649506,
0.10266412049531937,
0.019289622083306313,
-0.041737135499715805,
-0.03773241490125656,
0.008726181462407112,
-0.052494924515485764,
0.049758221954107285,
0.013120071031153202,
0.06973816454410553,
-6.273375312732507e-33,
0.03849399834871292,
-0.021536625921726227,
-0.033710770308971405,
-0.09102658927440643,
0.0042145042680203915,
0.050231434404850006,
-0.035077713429927826,
0.031003033742308617,
-0.057452257722616196,
-0.05186180770397186,
0.019262654706835747,
0.07069279253482819,
0.0008537573739886284,
0.003250547219067812,
0.02412422001361847,
-0.05905270576477051,
0.038085367530584335,
0.043440405279397964,
0.09508350491523743,
-0.06684723496437073,
-0.0028292995411902666,
-0.0012685363180935383,
-0.11525510996580124,
-0.007707960903644562,
0.005152865778654814,
0.011671953834593296,
-0.037812598049640656,
0.10631778836250305,
-0.04162369295954704,
0.08676697313785553,
-0.1214863732457161,
0.05900416895747185,
-0.003066364908590913,
0.028304142877459526,
-0.017356468364596367,
0.11440061777830124,
-0.06640107184648514,
-0.022054940462112427,
0.06302779912948608,
-0.020750921219587326,
-0.03723268583416939,
-0.02075050212442875,
0.014569533988833427,
0.015291542746126652,
0.09972294420003891,
-0.05363664776086807,
0.029810385778546333,
0.10723254084587097,
-0.00964746531099081,
0.04182608053088188,
0.03327152878046036,
0.06329906731843948,
-0.0037439055740833282,
-0.026906806975603104,
-0.07092320919036865,
0.0788017138838768,
0.06477195024490356,
0.06057627871632576,
-0.00010940658103208989,
0.01499828789383173,
-0.058480799198150635,
-0.038554709404706955,
0.026315324008464813,
-0.023486053571105003,
-0.019225291907787323,
0.030111299827694893,
-0.0008475497015751898,
-0.0790921002626419,
0.11654328554868698,
-0.010530853644013405,
-0.024060800671577454,
0.048544276505708694,
0.02776082046329975,
-0.002620433457195759,
0.039423976093530655,
-0.04315168038010597,
-0.06946590542793274,
-0.02163790538907051,
-0.015388444997370243,
-0.010825779289007187,
-0.09057633578777313,
0.025756534188985825,
0.009223579429090023,
0.0027713458985090256,
-0.025217043235898018,
-0.06307975202798843,
-0.04610969498753548,
0.052536189556121826,
0.018320254981517792,
-0.01285379659384489,
0.03602195903658867,
-0.10493165254592896,
-0.08495192974805832,
-0.03247635066509247,
0.014432249590754509,
-5.2243454007339096e-8,
-0.02298394776880741,
0.03210747614502907,
0.04272730275988579,
0.062270697206258774,
0.02097977139055729,
0.049276258796453476,
0.06698988378047943,
-0.045750442892313004,
0.02372513711452484,
-0.04832163453102112,
0.03914670646190643,
-0.013563319109380245,
0.029027055948972702,
-0.03895656764507294,
0.06300168484449387,
0.049636099487543106,
-0.001908642239868641,
-0.012104149907827377,
-0.05384986102581024,
-0.01749255135655403,
-0.07218991965055466,
-0.024728672578930855,
-0.041283346712589264,
0.08620541542768478,
0.0097065269947052,
-0.09604102373123169,
-0.057212430983781815,
0.005430335644632578,
0.04353640228509903,
-0.014377700164914131,
0.0677403137087822,
-0.006848047953099012,
0.021744901314377785,
0.03406520560383797,
-0.026243289932608604,
0.0391496978700161,
-0.07327008992433548,
-0.026376646012067795,
0.03155328333377838,
0.0004207653983030468,
0.033908285200595856,
-0.02559887245297432,
0.005814255680888891,
-0.06900839507579803,
0.043725572526454926,
0.02606365457177162,
0.02873704396188259,
-0.017058564350008965,
0.040136054158210754,
-0.04095781221985817,
-0.038569409400224686,
0.008853711187839508,
-0.054793715476989746,
-0.03831157833337784,
-0.011123530566692352,
-0.07171326130628586,
0.013350265100598335,
-0.04577790945768356,
0.052039992064237595,
0.10540825128555298,
0.006382296327501535,
0.11285974830389023,
0.03451872989535332,
-0.10256017744541168
] | null | null | null | null | null | null | null |
[
-0.0841967761516571,
-0.06991986185312271,
0.029231922701001167,
-0.04898850992321968,
-0.04897308722138405,
0.003521372564136982,
-0.06725824624300003,
-0.04178434610366821,
0.10220271348953247,
-0.060186177492141724,
0.04315553233027458,
-0.007924916222691536,
-0.011668377555906773,
0.012759968638420105,
-0.034877706319093704,
0.01668613590300083,
-0.15395881235599518,
-0.0065244524739682674,
-0.035484157502651215,
-0.018282640725374222,
0.11488468945026398,
0.009729844518005848,
-0.06453821808099747,
0.005355801433324814,
-0.030637111514806747,
-0.012815374881029129,
0.01639561541378498,
0.06673506647348404,
0.10469041019678116,
-0.056793052703142166,
0.05428977310657501,
0.03279291093349457,
-0.029704377055168152,
-0.00814677495509386,
-0.07196381688117981,
-0.04554073140025139,
0.0033233650028705597,
0.00609686691313982,
0.05535246431827545,
0.03455278277397156,
0.08857034146785736,
0.03142518550157547,
0.004761603195220232,
-0.02332036755979061,
0.009218379855155945,
-0.01276658196002245,
0.007727896329015493,
0.011391764506697655,
-0.08112476766109467,
-0.02974359318614006,
-0.06425613909959793,
-0.04972609877586365,
-0.013388716615736485,
-0.001970127457752824,
0.08383578807115555,
0.045275911688804626,
0.04977456480264664,
0.04427449032664299,
0.07285279780626297,
-0.11247147619724274,
0.030356962233781815,
-0.03262189030647278,
-0.003984550479799509,
-0.035480864346027374,
-0.014578867703676224,
0.011492827907204628,
-0.011772509664297104,
0.04253561422228813,
0.07246893644332886,
0.007575462572276592,
-0.015162541531026363,
0.04254657030105591,
-0.032882288098335266,
-0.017396723851561546,
0.06625788658857346,
0.10019922256469727,
-0.0055605629459023476,
0.09129927307367325,
-0.009497717954218388,
-0.07308340072631836,
0.007385494653135538,
0.026932168751955032,
0.03471636772155762,
-0.06352346390485764,
-0.06008582562208176,
-0.07728715240955353,
-0.037363067269325256,
-0.030279001221060753,
0.06188955530524254,
-0.0009627038380131125,
0.00689637241885066,
0.06377659738063812,
0.013039530254900455,
-0.06801573187112808,
0.042626045644283295,
0.09950882196426392,
0.08358202129602432,
-0.04555631801486015,
0.06517118960618973,
-0.003334453096613288,
-0.005846408661454916,
-0.07191875576972961,
-0.014615936204791069,
0.11159264296293259,
0.11299796402454376,
-0.03868703171610832,
0.025783466175198555,
0.0032979000825434923,
-0.01907224766910076,
-0.008198987692594528,
0.0031191203743219376,
-0.007738946471363306,
0.08341936767101288,
0.07163529098033905,
-0.017351070418953896,
-0.05273010954260826,
-0.046959973871707916,
-0.036681316792964935,
0.04312445968389511,
0.0836312472820282,
0.03970744460821152,
-0.02021169476211071,
-0.12876568734645844,
0.036235202103853226,
-0.0370820090174675,
0.07700812816619873,
-0.13007259368896484,
4.503484896577237e-33,
0.04349101707339287,
-0.0020599334966391325,
-0.013428022153675556,
0.011367414146661758,
-0.0004906206740997732,
-0.11786897480487823,
-0.007414135616272688,
-0.027061985805630684,
-0.0758233293890953,
-0.004484903998672962,
-0.10569726675748825,
0.026692092418670654,
0.004048987291753292,
0.056675076484680176,
0.003965343814343214,
-0.06168195605278015,
-0.0038510465528815985,
-0.023402946069836617,
-0.00927130039781332,
0.0030069041531533003,
-0.04782024398446083,
-0.06459169834852219,
-0.012303887866437435,
-0.10323555767536163,
-0.0028709243051707745,
0.011287763714790344,
-0.030675388872623444,
-0.03522137179970741,
-0.03925934433937073,
0.006187136285007,
0.03396208584308624,
0.00888135563582182,
-0.018200714141130447,
0.029381223022937775,
0.056852057576179504,
-0.0261920765042305,
0.09506154805421829,
-0.05191018804907799,
0.0018277220660820603,
0.007549370173364878,
0.04508897289633751,
-0.007609779480844736,
-0.06095937639474869,
-0.00007091747102094814,
0.09032994508743286,
0.004695963580161333,
0.052271462976932526,
0.010543988086283207,
0.013425761833786964,
0.007548280525952578,
-0.0865861102938652,
0.02701714262366295,
0.08018241077661514,
-0.018475553020834923,
-0.04214926064014435,
0.014051469974219799,
-0.05000346526503563,
-0.02826080098748207,
-0.02766239643096924,
0.04955584555864334,
0.0275875274091959,
0.0006996851298026741,
0.03777142986655235,
0.026389755308628082,
0.07923336327075958,
0.0035453091841191053,
-0.03746766597032547,
-0.04000833258032799,
0.062083713710308075,
0.02354966662824154,
0.06983650475740433,
0.037995461374521255,
-0.03665019944310188,
-0.08428651094436646,
0.05879301577806473,
-0.025689007714390755,
-0.06696372479200363,
0.04994791001081467,
-0.10753541439771652,
0.008521636947989464,
-0.06377656757831573,
0.053352031856775284,
-0.07421553879976273,
0.014548568986356258,
-0.028014319017529488,
-0.043680571019649506,
0.10266412049531937,
0.019289622083306313,
-0.041737135499715805,
-0.03773241490125656,
0.008726181462407112,
-0.052494924515485764,
0.049758221954107285,
0.013120071031153202,
0.06973816454410553,
-6.273375312732507e-33,
0.03849399834871292,
-0.021536625921726227,
-0.033710770308971405,
-0.09102658927440643,
0.0042145042680203915,
0.050231434404850006,
-0.035077713429927826,
0.031003033742308617,
-0.057452257722616196,
-0.05186180770397186,
0.019262654706835747,
0.07069279253482819,
0.0008537573739886284,
0.003250547219067812,
0.02412422001361847,
-0.05905270576477051,
0.038085367530584335,
0.043440405279397964,
0.09508350491523743,
-0.06684723496437073,
-0.0028292995411902666,
-0.0012685363180935383,
-0.11525510996580124,
-0.007707960903644562,
0.005152865778654814,
0.011671953834593296,
-0.037812598049640656,
0.10631778836250305,
-0.04162369295954704,
0.08676697313785553,
-0.1214863732457161,
0.05900416895747185,
-0.003066364908590913,
0.028304142877459526,
-0.017356468364596367,
0.11440061777830124,
-0.06640107184648514,
-0.022054940462112427,
0.06302779912948608,
-0.020750921219587326,
-0.03723268583416939,
-0.02075050212442875,
0.014569533988833427,
0.015291542746126652,
0.09972294420003891,
-0.05363664776086807,
0.029810385778546333,
0.10723254084587097,
-0.00964746531099081,
0.04182608053088188,
0.03327152878046036,
0.06329906731843948,
-0.0037439055740833282,
-0.026906806975603104,
-0.07092320919036865,
0.0788017138838768,
0.06477195024490356,
0.06057627871632576,
-0.00010940658103208989,
0.01499828789383173,
-0.058480799198150635,
-0.038554709404706955,
0.026315324008464813,
-0.023486053571105003,
-0.019225291907787323,
0.030111299827694893,
-0.0008475497015751898,
-0.0790921002626419,
0.11654328554868698,
-0.010530853644013405,
-0.024060800671577454,
0.048544276505708694,
0.02776082046329975,
-0.002620433457195759,
0.039423976093530655,
-0.04315168038010597,
-0.06946590542793274,
-0.02163790538907051,
-0.015388444997370243,
-0.010825779289007187,
-0.09057633578777313,
0.025756534188985825,
0.009223579429090023,
0.0027713458985090256,
-0.025217043235898018,
-0.06307975202798843,
-0.04610969498753548,
0.052536189556121826,
0.018320254981517792,
-0.01285379659384489,
0.03602195903658867,
-0.10493165254592896,
-0.08495192974805832,
-0.03247635066509247,
0.014432249590754509,
-5.2243454007339096e-8,
-0.02298394776880741,
0.03210747614502907,
0.04272730275988579,
0.062270697206258774,
0.02097977139055729,
0.049276258796453476,
0.06698988378047943,
-0.045750442892313004,
0.02372513711452484,
-0.04832163453102112,
0.03914670646190643,
-0.013563319109380245,
0.029027055948972702,
-0.03895656764507294,
0.06300168484449387,
0.049636099487543106,
-0.001908642239868641,
-0.012104149907827377,
-0.05384986102581024,
-0.01749255135655403,
-0.07218991965055466,
-0.024728672578930855,
-0.041283346712589264,
0.08620541542768478,
0.0097065269947052,
-0.09604102373123169,
-0.057212430983781815,
0.005430335644632578,
0.04353640228509903,
-0.014377700164914131,
0.0677403137087822,
-0.006848047953099012,
0.021744901314377785,
0.03406520560383797,
-0.026243289932608604,
0.0391496978700161,
-0.07327008992433548,
-0.026376646012067795,
0.03155328333377838,
0.0004207653983030468,
0.033908285200595856,
-0.02559887245297432,
0.005814255680888891,
-0.06900839507579803,
0.043725572526454926,
0.02606365457177162,
0.02873704396188259,
-0.017058564350008965,
0.040136054158210754,
-0.04095781221985817,
-0.038569409400224686,
0.008853711187839508,
-0.054793715476989746,
-0.03831157833337784,
-0.011123530566692352,
-0.07171326130628586,
0.013350265100598335,
-0.04577790945768356,
0.052039992064237595,
0.10540825128555298,
0.006382296327501535,
0.11285974830389023,
0.03451872989535332,
-0.10256017744541168
] |
1402.5223
|
Yoichi Tanabe
|
Yoichi Tanabe, Khuong Kim Huynh, Ryo Nouchi, Satoshi Heguri, Gang Mu,
Jingtao Xu, Hidekazu Shimotani, Katsumi Tanigaki
|
Electron and Hole Injection via Charge Transfer at the
Topological-Insulator $Bi_{2-x}Sb_xTe_{3-y}Se_y$/Organic-Molecule Interface
|
22 page, 3 figure
|
J. Phys. Chem. C 2014, 118, 3533-3538
|
10.1021/jp409715s
| null |
cond-mat.mtrl-sci cond-mat.mes-hall physics.chem-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
As a methodology for controlling the carrier transport of topological
insulators (TI's), a flexible tuning in carrier number on the surface states
(SS's) of three dimensional TI's by surface modifications using organic
molecules is described. The principle of the carrier tuning and its type
conversion of TI's presented in this research are based on the charge transfer
of holes or electrons at the TI/organic molecule interface. By employing
2,3,5,6-tetrafluoro-7,7,8,8-tetracyanoquinodimethane (F4-TCNQ) as an electron
acceptor or tetracyanoquinodimethane (TCNQ) as a donor for n- and p-
Bi2-xSbxTe3-ySey (BSTS) single crystals, successful carrier conversion from n
to p and its reverse mode is demonstrated depending on the electron affinities
of the molecules. The present method provides a nondestructive and efficient
method for local tuning in carrier density of TI's, and is useful for future
applications.
|
[
{
"created": "Fri, 21 Feb 2014 08:06:40 GMT",
"version": "v1"
}
] |
2014-02-24
|
[
[
"Tanabe",
"Yoichi",
""
],
[
"Huynh",
"Khuong Kim",
""
],
[
"Nouchi",
"Ryo",
""
],
[
"Heguri",
"Satoshi",
""
],
[
"Mu",
"Gang",
""
],
[
"Xu",
"Jingtao",
""
],
[
"Shimotani",
"Hidekazu",
""
],
[
"Tanigaki",
"Katsumi",
""
]
] |
[
0.010411315597593784,
-0.004367413464933634,
-0.06312983483076096,
-0.01922554336488247,
0.011606268584728241,
-0.01752355508506298,
0.14143945276737213,
0.04710085690021515,
-0.061499860137701035,
-0.00421498017385602,
0.01053213607519865,
-0.04825206100940704,
0.04034282639622688,
0.03643004223704338,
0.07801827788352966,
0.014926738105714321,
-0.04309014230966568,
-0.02709178812801838,
0.08301646262407303,
0.07633432745933533,
-0.032220013439655304,
-0.08829255402088165,
0.06425709277391434,
-0.07515303790569305,
-0.032259657979011536,
0.030784064903855324,
0.0023094976786524057,
-0.023373043164610863,
0.024142831563949585,
-0.07290434837341309,
-0.025278929620981216,
0.04424121975898743,
-0.09553476423025131,
-0.015764746814966202,
-0.02856397069990635,
0.0021585936192423105,
-0.06717797368764877,
0.035627637058496475,
-0.024409065023064613,
0.0064783659763634205,
0.007861874997615814,
-0.023022033274173737,
0.010892103426158428,
-0.005058425012975931,
-0.024827107787132263,
-0.021294202655553818,
0.007905988954007626,
0.022056493908166885,
0.03981161117553711,
-0.10437248647212982,
0.1115410104393959,
0.07027836889028549,
-0.0117771215736866,
0.09318811446428299,
-0.03542149066925049,
0.07527541369199753,
-0.016148120164871216,
0.09185123443603516,
-0.0327773280441761,
0.013093472458422184,
0.08186041563749313,
0.06734222918748856,
0.051334869116544724,
-0.01687292382121086,
0.01053397636860609,
-0.022730814293026924,
-0.062278345227241516,
0.029181335121393204,
0.010970299132168293,
0.0074211652390658855,
-0.015126307494938374,
0.02241797000169754,
-0.042766448110342026,
-0.06770075112581253,
0.07932594418525696,
0.06444689631462097,
-0.003886628430336714,
0.040876150131225586,
-0.027752703055739403,
-0.010759232565760612,
-0.03966625779867172,
-0.07556074112653732,
0.02801612950861454,
0.07124673575162888,
0.04424136132001877,
0.019341833889484406,
-0.10595028847455978,
-0.0024388160090893507,
-0.09254637360572815,
0.01086660847067833,
0.024927308782935143,
0.07091163843870163,
-0.011010964401066303,
-0.026374051347374916,
-0.07880774885416031,
0.01727677322924137,
0.011467419564723969,
0.050423718988895416,
0.022336537018418312,
0.0441523939371109,
0.03350844979286194,
0.06898443400859833,
-0.03558698296546936,
-0.01841816119849682,
-0.09500528872013092,
-0.005806211847811937,
0.03643360361456871,
-0.024346034973859787,
-0.06601683795452118,
-0.05843214690685272,
-0.048426128923892975,
0.046940382570028305,
0.07926728576421738,
-0.017277203500270844,
-0.15569382905960083,
0.11926379799842834,
-0.1637386977672577,
0.01722038723528385,
0.09171824902296066,
-0.0012313739862293005,
-0.07353054732084274,
0.05970444530248642,
-0.029492538422346115,
0.07660897076129913,
-0.006180853117257357,
0.03621229529380798,
0.00038526233402080834,
1.750132009156878e-33,
0.019044823944568634,
0.09392119944095612,
-0.003970603458583355,
-0.034005988389253616,
-0.04245258867740631,
0.019287997856736183,
-0.006567426957190037,
-0.02938292734324932,
-0.012602769769728184,
0.02411659061908722,
-0.07954872399568558,
-0.03410564363002777,
0.05336650833487511,
-0.036111220717430115,
0.029633546248078346,
-0.03847892954945564,
-0.05117638409137726,
-0.0028079496696591377,
0.03434945270419121,
0.030850227922201157,
0.04487840086221695,
0.0243526641279459,
-0.09146715700626373,
0.01592278853058815,
-0.02890775538980961,
0.003056219080463052,
-0.06611344963312149,
0.04206559434533119,
0.03335176035761833,
-0.010422755032777786,
0.014605634845793247,
0.07395917177200317,
-0.02861175127327442,
-0.02652982994914055,
0.07379613816738129,
-0.06013894081115723,
0.016916781663894653,
0.005506522487848997,
0.028874000534415245,
-0.04021356999874115,
-0.009447627700865269,
-0.014290750958025455,
0.020850248634815216,
0.09319625794887543,
-0.031815215945243835,
0.03248457610607147,
0.06842847913503647,
-0.06360386312007904,
0.009815606288611889,
-0.05015585571527481,
-0.010434822179377079,
-0.05491400510072708,
-0.013856617733836174,
0.010091589763760567,
0.0461227186024189,
-0.10129941254854202,
0.054468732327222824,
0.006562073715031147,
0.0103500010445714,
0.045020729303359985,
0.03978776931762695,
-0.006857183296233416,
-0.029163269326090813,
-0.07397966086864471,
-0.022033918648958206,
0.0016990317963063717,
0.047546181827783585,
-0.03931323066353798,
-0.059628989547491074,
-0.03329069912433624,
-0.024556174874305725,
0.08335951715707779,
0.04828416928648949,
-0.05843636393547058,
0.0786060094833374,
0.007596976589411497,
-0.022496335208415985,
-0.10996941477060318,
0.08566256612539291,
-0.07001568377017975,
-0.03083006665110588,
-0.02286078780889511,
0.03380148857831955,
-0.0737854465842247,
-0.04819146543741226,
-0.10103267431259155,
-0.0025827179197221994,
-0.03516188636422157,
0.004714894108474255,
-0.02449750155210495,
0.06258781999349594,
-0.11505746841430664,
0.012177414260804653,
-0.026138819754123688,
-0.057905685156583786,
-2.262975215165687e-33,
0.01021633017808199,
-0.012092739343643188,
0.00815923698246479,
-0.06237243488430977,
-0.020219629630446434,
-0.014032521285116673,
0.03461746126413345,
-0.016068635508418083,
0.08376937359571457,
-0.00018843426369130611,
0.035774532705545425,
0.017893945798277855,
0.07122450321912766,
-0.039410460740327835,
-0.032558318227529526,
-0.05894593521952629,
-0.06903094053268433,
-0.029097963124513626,
0.04806293547153473,
-0.015359063632786274,
-0.013282162137329578,
0.0015099855372682214,
-0.01557186059653759,
0.056922268122434616,
-0.07936037331819534,
0.05393872410058975,
0.037196990102529526,
-0.020184259861707687,
0.10356111824512482,
0.11148063093423843,
-0.006356240250170231,
-0.022012678906321526,
0.016055531799793243,
0.09167682379484177,
0.0044215223751962185,
0.03061492368578911,
0.031050164252519608,
0.02252190187573433,
-0.008065177127718925,
0.0030116115231066942,
-0.01577281765639782,
-0.0331854484975338,
-0.06070233881473541,
-0.02366543933749199,
0.034189797937870026,
0.12115881592035294,
-0.08255761116743088,
-0.021689359098672867,
0.0010966539848595858,
0.02549007162451744,
-0.026315191760659218,
0.0068388269282877445,
-0.030343767255544662,
-0.07158952951431274,
0.018312739208340645,
0.042831987142562866,
-0.017719846218824387,
-0.018881063908338547,
0.0072886766865849495,
-0.021044038236141205,
0.04155569151043892,
-0.0901431292295456,
0.1314748078584671,
-0.057248201221227646,
-0.13061749935150146,
0.0324721485376358,
-0.01385064609348774,
0.07476383447647095,
0.05109168216586113,
0.0078241266310215,
-0.09796658158302307,
-0.008897384628653526,
0.005777144338935614,
-0.02405730076134205,
-0.014918571338057518,
-0.09359119087457657,
0.07375949621200562,
0.019507568329572678,
0.05329184979200363,
-0.03321969509124756,
0.006772839464247227,
0.061602793633937836,
-0.021081048995256424,
-0.06962766498327255,
0.05441120266914368,
0.014949359931051731,
0.04014138504862785,
0.09729096293449402,
0.005528490990400314,
-0.02589639090001583,
0.05227582901716232,
-0.008337900042533875,
0.07806700468063354,
0.06384610384702682,
0.05863799527287483,
-5.007473191653844e-8,
-0.01254667341709137,
-0.0413256511092186,
-0.0000032140567327587632,
-0.00041358411544933915,
-0.06719616055488586,
0.01955682411789894,
0.025749584659934044,
-0.041984643787145615,
0.020921461284160614,
-0.06533301621675491,
-0.0538952499628067,
0.046650808304548264,
-0.0405043289065361,
-0.03145939111709595,
0.1040809378027916,
0.044660650193691254,
-0.0340937077999115,
-0.019278010353446007,
-0.020957697182893753,
0.00731594068929553,
-0.020410973578691483,
0.012086335569620132,
-0.03349944204092026,
-0.07282943278551102,
0.02954152412712574,
-0.0033363124821335077,
-0.03797600790858269,
-0.020626632496714592,
0.047369495034217834,
-0.0585736408829689,
-0.01731085404753685,
-0.008563891053199768,
0.019573189318180084,
0.07784826308488846,
0.04009021446108818,
0.00842222012579441,
-0.041510339826345444,
0.00908273458480835,
0.01313298661261797,
0.03936263173818588,
0.04885983094573021,
0.0007937042973935604,
-0.015718940645456314,
0.02169123850762844,
0.013471349142491817,
0.00023058585065882653,
0.11043201386928558,
0.12073024362325668,
-0.006296483799815178,
0.04383578151464462,
0.019167805090546608,
-0.04389491304755211,
-0.004110986366868019,
-0.06687016040086746,
-0.03074568137526512,
0.02187819965183735,
-0.15704277157783508,
0.053009506314992905,
-0.01107211597263813,
-0.030266815796494484,
-0.10727105289697647,
-0.030160190537571907,
0.028799206018447876,
-0.01568964123725891
] | null | null | null | null | null | null | null |
[
0.010411315597593784,
-0.004367413464933634,
-0.06312983483076096,
-0.01922554336488247,
0.011606268584728241,
-0.01752355508506298,
0.14143945276737213,
0.04710085690021515,
-0.061499860137701035,
-0.00421498017385602,
0.01053213607519865,
-0.04825206100940704,
0.04034282639622688,
0.03643004223704338,
0.07801827788352966,
0.014926738105714321,
-0.04309014230966568,
-0.02709178812801838,
0.08301646262407303,
0.07633432745933533,
-0.032220013439655304,
-0.08829255402088165,
0.06425709277391434,
-0.07515303790569305,
-0.032259657979011536,
0.030784064903855324,
0.0023094976786524057,
-0.023373043164610863,
0.024142831563949585,
-0.07290434837341309,
-0.025278929620981216,
0.04424121975898743,
-0.09553476423025131,
-0.015764746814966202,
-0.02856397069990635,
0.0021585936192423105,
-0.06717797368764877,
0.035627637058496475,
-0.024409065023064613,
0.0064783659763634205,
0.007861874997615814,
-0.023022033274173737,
0.010892103426158428,
-0.005058425012975931,
-0.024827107787132263,
-0.021294202655553818,
0.007905988954007626,
0.022056493908166885,
0.03981161117553711,
-0.10437248647212982,
0.1115410104393959,
0.07027836889028549,
-0.0117771215736866,
0.09318811446428299,
-0.03542149066925049,
0.07527541369199753,
-0.016148120164871216,
0.09185123443603516,
-0.0327773280441761,
0.013093472458422184,
0.08186041563749313,
0.06734222918748856,
0.051334869116544724,
-0.01687292382121086,
0.01053397636860609,
-0.022730814293026924,
-0.062278345227241516,
0.029181335121393204,
0.010970299132168293,
0.0074211652390658855,
-0.015126307494938374,
0.02241797000169754,
-0.042766448110342026,
-0.06770075112581253,
0.07932594418525696,
0.06444689631462097,
-0.003886628430336714,
0.040876150131225586,
-0.027752703055739403,
-0.010759232565760612,
-0.03966625779867172,
-0.07556074112653732,
0.02801612950861454,
0.07124673575162888,
0.04424136132001877,
0.019341833889484406,
-0.10595028847455978,
-0.0024388160090893507,
-0.09254637360572815,
0.01086660847067833,
0.024927308782935143,
0.07091163843870163,
-0.011010964401066303,
-0.026374051347374916,
-0.07880774885416031,
0.01727677322924137,
0.011467419564723969,
0.050423718988895416,
0.022336537018418312,
0.0441523939371109,
0.03350844979286194,
0.06898443400859833,
-0.03558698296546936,
-0.01841816119849682,
-0.09500528872013092,
-0.005806211847811937,
0.03643360361456871,
-0.024346034973859787,
-0.06601683795452118,
-0.05843214690685272,
-0.048426128923892975,
0.046940382570028305,
0.07926728576421738,
-0.017277203500270844,
-0.15569382905960083,
0.11926379799842834,
-0.1637386977672577,
0.01722038723528385,
0.09171824902296066,
-0.0012313739862293005,
-0.07353054732084274,
0.05970444530248642,
-0.029492538422346115,
0.07660897076129913,
-0.006180853117257357,
0.03621229529380798,
0.00038526233402080834,
1.750132009156878e-33,
0.019044823944568634,
0.09392119944095612,
-0.003970603458583355,
-0.034005988389253616,
-0.04245258867740631,
0.019287997856736183,
-0.006567426957190037,
-0.02938292734324932,
-0.012602769769728184,
0.02411659061908722,
-0.07954872399568558,
-0.03410564363002777,
0.05336650833487511,
-0.036111220717430115,
0.029633546248078346,
-0.03847892954945564,
-0.05117638409137726,
-0.0028079496696591377,
0.03434945270419121,
0.030850227922201157,
0.04487840086221695,
0.0243526641279459,
-0.09146715700626373,
0.01592278853058815,
-0.02890775538980961,
0.003056219080463052,
-0.06611344963312149,
0.04206559434533119,
0.03335176035761833,
-0.010422755032777786,
0.014605634845793247,
0.07395917177200317,
-0.02861175127327442,
-0.02652982994914055,
0.07379613816738129,
-0.06013894081115723,
0.016916781663894653,
0.005506522487848997,
0.028874000534415245,
-0.04021356999874115,
-0.009447627700865269,
-0.014290750958025455,
0.020850248634815216,
0.09319625794887543,
-0.031815215945243835,
0.03248457610607147,
0.06842847913503647,
-0.06360386312007904,
0.009815606288611889,
-0.05015585571527481,
-0.010434822179377079,
-0.05491400510072708,
-0.013856617733836174,
0.010091589763760567,
0.0461227186024189,
-0.10129941254854202,
0.054468732327222824,
0.006562073715031147,
0.0103500010445714,
0.045020729303359985,
0.03978776931762695,
-0.006857183296233416,
-0.029163269326090813,
-0.07397966086864471,
-0.022033918648958206,
0.0016990317963063717,
0.047546181827783585,
-0.03931323066353798,
-0.059628989547491074,
-0.03329069912433624,
-0.024556174874305725,
0.08335951715707779,
0.04828416928648949,
-0.05843636393547058,
0.0786060094833374,
0.007596976589411497,
-0.022496335208415985,
-0.10996941477060318,
0.08566256612539291,
-0.07001568377017975,
-0.03083006665110588,
-0.02286078780889511,
0.03380148857831955,
-0.0737854465842247,
-0.04819146543741226,
-0.10103267431259155,
-0.0025827179197221994,
-0.03516188636422157,
0.004714894108474255,
-0.02449750155210495,
0.06258781999349594,
-0.11505746841430664,
0.012177414260804653,
-0.026138819754123688,
-0.057905685156583786,
-2.262975215165687e-33,
0.01021633017808199,
-0.012092739343643188,
0.00815923698246479,
-0.06237243488430977,
-0.020219629630446434,
-0.014032521285116673,
0.03461746126413345,
-0.016068635508418083,
0.08376937359571457,
-0.00018843426369130611,
0.035774532705545425,
0.017893945798277855,
0.07122450321912766,
-0.039410460740327835,
-0.032558318227529526,
-0.05894593521952629,
-0.06903094053268433,
-0.029097963124513626,
0.04806293547153473,
-0.015359063632786274,
-0.013282162137329578,
0.0015099855372682214,
-0.01557186059653759,
0.056922268122434616,
-0.07936037331819534,
0.05393872410058975,
0.037196990102529526,
-0.020184259861707687,
0.10356111824512482,
0.11148063093423843,
-0.006356240250170231,
-0.022012678906321526,
0.016055531799793243,
0.09167682379484177,
0.0044215223751962185,
0.03061492368578911,
0.031050164252519608,
0.02252190187573433,
-0.008065177127718925,
0.0030116115231066942,
-0.01577281765639782,
-0.0331854484975338,
-0.06070233881473541,
-0.02366543933749199,
0.034189797937870026,
0.12115881592035294,
-0.08255761116743088,
-0.021689359098672867,
0.0010966539848595858,
0.02549007162451744,
-0.026315191760659218,
0.0068388269282877445,
-0.030343767255544662,
-0.07158952951431274,
0.018312739208340645,
0.042831987142562866,
-0.017719846218824387,
-0.018881063908338547,
0.0072886766865849495,
-0.021044038236141205,
0.04155569151043892,
-0.0901431292295456,
0.1314748078584671,
-0.057248201221227646,
-0.13061749935150146,
0.0324721485376358,
-0.01385064609348774,
0.07476383447647095,
0.05109168216586113,
0.0078241266310215,
-0.09796658158302307,
-0.008897384628653526,
0.005777144338935614,
-0.02405730076134205,
-0.014918571338057518,
-0.09359119087457657,
0.07375949621200562,
0.019507568329572678,
0.05329184979200363,
-0.03321969509124756,
0.006772839464247227,
0.061602793633937836,
-0.021081048995256424,
-0.06962766498327255,
0.05441120266914368,
0.014949359931051731,
0.04014138504862785,
0.09729096293449402,
0.005528490990400314,
-0.02589639090001583,
0.05227582901716232,
-0.008337900042533875,
0.07806700468063354,
0.06384610384702682,
0.05863799527287483,
-5.007473191653844e-8,
-0.01254667341709137,
-0.0413256511092186,
-0.0000032140567327587632,
-0.00041358411544933915,
-0.06719616055488586,
0.01955682411789894,
0.025749584659934044,
-0.041984643787145615,
0.020921461284160614,
-0.06533301621675491,
-0.0538952499628067,
0.046650808304548264,
-0.0405043289065361,
-0.03145939111709595,
0.1040809378027916,
0.044660650193691254,
-0.0340937077999115,
-0.019278010353446007,
-0.020957697182893753,
0.00731594068929553,
-0.020410973578691483,
0.012086335569620132,
-0.03349944204092026,
-0.07282943278551102,
0.02954152412712574,
-0.0033363124821335077,
-0.03797600790858269,
-0.020626632496714592,
0.047369495034217834,
-0.0585736408829689,
-0.01731085404753685,
-0.008563891053199768,
0.019573189318180084,
0.07784826308488846,
0.04009021446108818,
0.00842222012579441,
-0.041510339826345444,
0.00908273458480835,
0.01313298661261797,
0.03936263173818588,
0.04885983094573021,
0.0007937042973935604,
-0.015718940645456314,
0.02169123850762844,
0.013471349142491817,
0.00023058585065882653,
0.11043201386928558,
0.12073024362325668,
-0.006296483799815178,
0.04383578151464462,
0.019167805090546608,
-0.04389491304755211,
-0.004110986366868019,
-0.06687016040086746,
-0.03074568137526512,
0.02187819965183735,
-0.15704277157783508,
0.053009506314992905,
-0.01107211597263813,
-0.030266815796494484,
-0.10727105289697647,
-0.030160190537571907,
0.028799206018447876,
-0.01568964123725891
] |
1402.5224
|
Yaroslav Kartashov
|
Yaroslav V. Kartashov, Victor A. Vysloukh
|
Mode conversion in nonlinear waveguides stimulated by the longitudinal
bi-harmonic refractive index modulation
|
15 pages, 6 figures, to appear in Europhysics Letters
| null |
10.1209/0295-5075/105/54001
| null |
physics.optics nlin.PS
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We study specific features of resonant mode conversion in nonlinear
waveguides stimulated by the bi-harmonic longitudinal modulation of its
parameters, which includes changes of the waveguide depth as well as its
bending (in the one-dimensional case) or spiraling (in the two-dimensional
case). We demonstrate the possibility of simultaneous excitation of
higher-order modes of different parities and topologies with controllable
energy weights. The output mode composition is highly sensitive to the
variation in the input power and detuning from the resonant modulation
frequency.
|
[
{
"created": "Fri, 21 Feb 2014 08:12:10 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Kartashov",
"Yaroslav V.",
""
],
[
"Vysloukh",
"Victor A.",
""
]
] |
[
0.022101808339357376,
-0.003961789887398481,
0.01807544380426407,
0.006722938735038042,
-0.0992378294467926,
-0.042025450617074966,
-0.0652385726571083,
-0.05249936506152153,
-0.03517588600516319,
-0.04010843485593796,
0.04792880639433861,
0.04401249438524246,
0.013663017190992832,
-0.06491120159626007,
0.10397672653198242,
0.07827748358249664,
-0.0007594312774017453,
0.054017242044210434,
-0.023231428116559982,
0.01845356449484825,
0.11123364418745041,
-0.07668352872133255,
-0.020574968308210373,
-0.04746001213788986,
0.06477630883455276,
-0.023437850177288055,
0.05528171733021736,
-0.012643063440918922,
-0.011445042677223682,
-0.07243708521127701,
-0.014590151607990265,
0.0151528837159276,
-0.10517476499080658,
0.0057031335309147835,
-0.07720264792442322,
-0.08131976425647736,
0.04437702149152756,
-0.022550538182258606,
-0.014178039506077766,
-0.05044066160917282,
0.056528955698013306,
0.043129950761795044,
0.0037197843194007874,
0.06714966148138046,
-0.08606977015733719,
-0.01616257056593895,
-0.030482284724712372,
-0.027967028319835663,
-0.10319983959197998,
-0.0014502961421385407,
0.0025289796758443117,
0.020180419087409973,
-0.05927406996488571,
0.04590563476085663,
0.03239139914512634,
0.09674403816461563,
0.058528538793325424,
0.0786011666059494,
0.009701947681605816,
-0.08827822655439377,
-0.00735652819275856,
-0.033705927431583405,
-0.039057906717061996,
-0.09237159788608551,
-0.018724307417869568,
-0.05276835337281227,
0.020754121243953705,
0.0451577827334404,
-0.028375284746289253,
-0.016288507729768753,
0.0689791813492775,
-0.06463764607906342,
0.008482491597533226,
-0.05259304493665695,
0.10244186967611313,
-0.03273880481719971,
-0.13352571427822113,
0.07950923591852188,
-0.05979343503713608,
0.0912528708577156,
0.0330733098089695,
0.006829306483268738,
-0.06880668550729752,
0.06048345938324928,
0.06297999620437622,
-0.06087085232138634,
-0.008347910828888416,
-0.02641221508383751,
-0.03737913817167282,
0.05859927088022232,
-0.024608951061964035,
-0.021154463291168213,
0.033813878893852234,
-0.04000793769955635,
-0.03613840788602829,
-0.022815320640802383,
-0.031560268253088,
-0.065198615193367,
0.03236796706914902,
-0.008808473125100136,
-0.036592550575733185,
-0.08329761028289795,
-0.02796686440706253,
0.024306342005729675,
0.015693236142396927,
0.024329058825969696,
-0.01810106448829174,
0.12051291018724442,
-0.05906711518764496,
-0.01286398433148861,
0.03309690207242966,
0.0657176598906517,
0.044404491782188416,
-0.004719133023172617,
0.07249623537063599,
0.03230661153793335,
0.015237148851156235,
0.048645876348018646,
0.028688926249742508,
0.07719104737043381,
-0.037777435034513474,
0.046542469412088394,
-0.04272900149226189,
0.017500383779406548,
0.012457333505153656,
0.08259556442499161,
-0.06494758278131485,
7.374979925372029e-34,
-0.024127406999468803,
0.06353482604026794,
0.05389312654733658,
-0.06043500080704689,
0.011031757108867168,
-0.007246877066791058,
0.060711607336997986,
-0.010952578857541084,
0.01974930800497532,
-0.06575018912553787,
-0.03335200995206833,
0.003324661171063781,
-0.06481101363897324,
0.0842326283454895,
-0.008512496016919613,
-0.026890823617577553,
0.08286228030920029,
0.07139758765697479,
-0.028813499957323074,
0.018287723883986473,
-0.015786923468112946,
0.046092793345451355,
-0.033385541290044785,
-0.04434371739625931,
0.024691009894013405,
-0.07000444084405899,
-0.018348589539527893,
0.0816776379942894,
-0.07299555093050003,
-0.001719609135761857,
0.046907179057598114,
0.04808986186981201,
-0.07043185085058212,
0.006028377916663885,
0.01841086894273758,
0.03310250863432884,
0.017953043803572655,
0.07845067977905273,
-0.012511652894318104,
0.07155920565128326,
-0.027395008131861687,
-0.0477505587041378,
-0.05139082670211792,
0.16331149637699127,
-0.04767809063196182,
-0.05109790712594986,
0.010928254574537277,
0.028809357434511185,
-0.03175687789916992,
-0.04783697426319122,
-0.04647211357951164,
-0.07476042956113815,
0.06050163134932518,
0.046159662306308746,
0.09599533677101135,
-0.0860232338309288,
0.009904944337904453,
0.002949150511994958,
-0.028892960399389267,
-0.020710643380880356,
0.06715347617864609,
-0.029664749279618263,
0.07498075813055038,
0.00496277492493391,
0.010838078334927559,
-0.07084349542856216,
0.05183462053537369,
-0.08962779492139816,
-0.007966789416968822,
-0.0674252137541771,
0.0029474692419171333,
0.07266970723867416,
-0.10520065575838089,
-0.029886800795793533,
0.04155551269650459,
-0.04087051376700401,
-0.010970845818519592,
-0.041820816695690155,
0.06799780577421188,
0.038544680923223495,
0.04283493757247925,
0.033779364079236984,
0.049401458352804184,
0.054400697350502014,
-0.00897731352597475,
0.028363343328237534,
-0.027690395712852478,
-0.08101137727499008,
-0.013168981298804283,
0.022970404475927353,
-0.041953861713409424,
-0.014596346765756607,
0.02238476276397705,
-0.0035418944898992777,
-0.0036077043041586876,
-9.201637535122399e-34,
-0.0042549665085971355,
0.02129324898123741,
0.03096655197441578,
-0.006659067235887051,
0.06409318000078201,
0.10887593775987625,
-0.028511984273791313,
0.037233222275972366,
-0.020663762465119362,
-0.021268343552947044,
0.13482320308685303,
-0.05465634912252426,
-0.025352759286761284,
0.014867840334773064,
0.00300604454241693,
-0.018997913226485252,
0.02504381723701954,
-0.03940952196717262,
0.04801353067159653,
-0.007466438226401806,
0.060835789889097214,
-0.05283501744270325,
0.03747530281543732,
0.01235660444945097,
0.01686270907521248,
-0.03335035592317581,
-0.02408291958272457,
0.062177252024412155,
0.06217263266444206,
-0.00042564503382891417,
0.006868534255772829,
0.12273205071687698,
0.044187504798173904,
-0.005981666501611471,
-0.04243234917521477,
0.07324499636888504,
0.026110023260116577,
0.026932671666145325,
0.005402256269007921,
-0.006318302825093269,
-0.010563751682639122,
0.05536644160747528,
0.12753228843212128,
0.06548383086919785,
-0.06316062808036804,
-0.10346927493810654,
0.062344517558813095,
-0.03758980706334114,
-0.02432069182395935,
0.038823436945676804,
0.014415235258638859,
-0.023462804034352303,
0.00825860071927309,
0.0038675598334521055,
-0.08474820107221603,
-0.05612291023135185,
-0.06296584755182266,
0.0037145516835153103,
-0.0047498601488769054,
0.03534521162509918,
-0.042467664927244186,
0.008596035651862621,
0.04494344815611839,
-0.08146893978118896,
0.016665615141391754,
-0.01622447744011879,
0.016137657687067986,
-0.04410615563392639,
-0.02384883724153042,
-0.030484197661280632,
0.01219856645911932,
-0.0017616496188566089,
0.05215632542967796,
0.038796667009592056,
0.03258860111236572,
-0.08843173831701279,
0.014601761475205421,
-0.0517091378569603,
-0.06513448804616928,
0.00755016366019845,
0.09645655751228333,
0.01835152693092823,
-0.04503265395760536,
-0.07576147466897964,
-0.049322616308927536,
-0.01335146650671959,
0.0236846674233675,
0.00966110173612833,
0.00948056485503912,
0.061191387474536896,
0.07568174600601196,
-0.02922269143164158,
-0.08876101672649384,
0.0497329905629158,
0.08384498953819275,
-4.617713145194102e-8,
0.026538053527474403,
-0.0324239581823349,
-0.13792262971401215,
0.03416762501001358,
0.023656072095036507,
0.005116927437484264,
0.004301323089748621,
-0.01398195419460535,
0.036175649613142014,
-0.017578650265932083,
0.0031895169522613287,
-0.019443674013018608,
0.04171130806207657,
-0.0070626698434352875,
0.027665497735142708,
0.014496192336082458,
0.030421828851103783,
-0.02053924836218357,
0.01837172545492649,
-0.026353929191827774,
0.004107014276087284,
0.01082486193627119,
-0.02689998783171177,
-0.043035510927438736,
0.07053710520267487,
0.0034285399597138166,
-0.1169191524386406,
-0.019574720412492752,
0.03530839458107948,
0.037258658558130264,
-0.00987652875483036,
0.010494080372154713,
-0.05601203814148903,
0.05502331629395485,
-0.1433172971010208,
-0.0009612328140065074,
-0.06740932166576385,
-0.027960123494267464,
-0.04578757286071777,
-0.07059744000434875,
0.07368899881839752,
0.028002168983221054,
-0.024894103407859802,
0.0029715485870838165,
-0.009812993928790092,
0.022378845140337944,
0.08899874985218048,
0.09122434258460999,
0.0019184264820069075,
0.0711834654211998,
0.0101735545322299,
0.0023881043307483196,
0.06761240214109421,
-0.1410960704088211,
-0.008310495875775814,
0.05118345841765404,
0.029634637758135796,
0.01329316571354866,
-0.0025808445643633604,
-0.03314255177974701,
0.06618296355009079,
-0.035589199513196945,
-0.005736649036407471,
-0.02265067957341671
] | null | null | null | null | null | null | null |
[
0.022101808339357376,
-0.003961789887398481,
0.01807544380426407,
0.006722938735038042,
-0.0992378294467926,
-0.042025450617074966,
-0.0652385726571083,
-0.05249936506152153,
-0.03517588600516319,
-0.04010843485593796,
0.04792880639433861,
0.04401249438524246,
0.013663017190992832,
-0.06491120159626007,
0.10397672653198242,
0.07827748358249664,
-0.0007594312774017453,
0.054017242044210434,
-0.023231428116559982,
0.01845356449484825,
0.11123364418745041,
-0.07668352872133255,
-0.020574968308210373,
-0.04746001213788986,
0.06477630883455276,
-0.023437850177288055,
0.05528171733021736,
-0.012643063440918922,
-0.011445042677223682,
-0.07243708521127701,
-0.014590151607990265,
0.0151528837159276,
-0.10517476499080658,
0.0057031335309147835,
-0.07720264792442322,
-0.08131976425647736,
0.04437702149152756,
-0.022550538182258606,
-0.014178039506077766,
-0.05044066160917282,
0.056528955698013306,
0.043129950761795044,
0.0037197843194007874,
0.06714966148138046,
-0.08606977015733719,
-0.01616257056593895,
-0.030482284724712372,
-0.027967028319835663,
-0.10319983959197998,
-0.0014502961421385407,
0.0025289796758443117,
0.020180419087409973,
-0.05927406996488571,
0.04590563476085663,
0.03239139914512634,
0.09674403816461563,
0.058528538793325424,
0.0786011666059494,
0.009701947681605816,
-0.08827822655439377,
-0.00735652819275856,
-0.033705927431583405,
-0.039057906717061996,
-0.09237159788608551,
-0.018724307417869568,
-0.05276835337281227,
0.020754121243953705,
0.0451577827334404,
-0.028375284746289253,
-0.016288507729768753,
0.0689791813492775,
-0.06463764607906342,
0.008482491597533226,
-0.05259304493665695,
0.10244186967611313,
-0.03273880481719971,
-0.13352571427822113,
0.07950923591852188,
-0.05979343503713608,
0.0912528708577156,
0.0330733098089695,
0.006829306483268738,
-0.06880668550729752,
0.06048345938324928,
0.06297999620437622,
-0.06087085232138634,
-0.008347910828888416,
-0.02641221508383751,
-0.03737913817167282,
0.05859927088022232,
-0.024608951061964035,
-0.021154463291168213,
0.033813878893852234,
-0.04000793769955635,
-0.03613840788602829,
-0.022815320640802383,
-0.031560268253088,
-0.065198615193367,
0.03236796706914902,
-0.008808473125100136,
-0.036592550575733185,
-0.08329761028289795,
-0.02796686440706253,
0.024306342005729675,
0.015693236142396927,
0.024329058825969696,
-0.01810106448829174,
0.12051291018724442,
-0.05906711518764496,
-0.01286398433148861,
0.03309690207242966,
0.0657176598906517,
0.044404491782188416,
-0.004719133023172617,
0.07249623537063599,
0.03230661153793335,
0.015237148851156235,
0.048645876348018646,
0.028688926249742508,
0.07719104737043381,
-0.037777435034513474,
0.046542469412088394,
-0.04272900149226189,
0.017500383779406548,
0.012457333505153656,
0.08259556442499161,
-0.06494758278131485,
7.374979925372029e-34,
-0.024127406999468803,
0.06353482604026794,
0.05389312654733658,
-0.06043500080704689,
0.011031757108867168,
-0.007246877066791058,
0.060711607336997986,
-0.010952578857541084,
0.01974930800497532,
-0.06575018912553787,
-0.03335200995206833,
0.003324661171063781,
-0.06481101363897324,
0.0842326283454895,
-0.008512496016919613,
-0.026890823617577553,
0.08286228030920029,
0.07139758765697479,
-0.028813499957323074,
0.018287723883986473,
-0.015786923468112946,
0.046092793345451355,
-0.033385541290044785,
-0.04434371739625931,
0.024691009894013405,
-0.07000444084405899,
-0.018348589539527893,
0.0816776379942894,
-0.07299555093050003,
-0.001719609135761857,
0.046907179057598114,
0.04808986186981201,
-0.07043185085058212,
0.006028377916663885,
0.01841086894273758,
0.03310250863432884,
0.017953043803572655,
0.07845067977905273,
-0.012511652894318104,
0.07155920565128326,
-0.027395008131861687,
-0.0477505587041378,
-0.05139082670211792,
0.16331149637699127,
-0.04767809063196182,
-0.05109790712594986,
0.010928254574537277,
0.028809357434511185,
-0.03175687789916992,
-0.04783697426319122,
-0.04647211357951164,
-0.07476042956113815,
0.06050163134932518,
0.046159662306308746,
0.09599533677101135,
-0.0860232338309288,
0.009904944337904453,
0.002949150511994958,
-0.028892960399389267,
-0.020710643380880356,
0.06715347617864609,
-0.029664749279618263,
0.07498075813055038,
0.00496277492493391,
0.010838078334927559,
-0.07084349542856216,
0.05183462053537369,
-0.08962779492139816,
-0.007966789416968822,
-0.0674252137541771,
0.0029474692419171333,
0.07266970723867416,
-0.10520065575838089,
-0.029886800795793533,
0.04155551269650459,
-0.04087051376700401,
-0.010970845818519592,
-0.041820816695690155,
0.06799780577421188,
0.038544680923223495,
0.04283493757247925,
0.033779364079236984,
0.049401458352804184,
0.054400697350502014,
-0.00897731352597475,
0.028363343328237534,
-0.027690395712852478,
-0.08101137727499008,
-0.013168981298804283,
0.022970404475927353,
-0.041953861713409424,
-0.014596346765756607,
0.02238476276397705,
-0.0035418944898992777,
-0.0036077043041586876,
-9.201637535122399e-34,
-0.0042549665085971355,
0.02129324898123741,
0.03096655197441578,
-0.006659067235887051,
0.06409318000078201,
0.10887593775987625,
-0.028511984273791313,
0.037233222275972366,
-0.020663762465119362,
-0.021268343552947044,
0.13482320308685303,
-0.05465634912252426,
-0.025352759286761284,
0.014867840334773064,
0.00300604454241693,
-0.018997913226485252,
0.02504381723701954,
-0.03940952196717262,
0.04801353067159653,
-0.007466438226401806,
0.060835789889097214,
-0.05283501744270325,
0.03747530281543732,
0.01235660444945097,
0.01686270907521248,
-0.03335035592317581,
-0.02408291958272457,
0.062177252024412155,
0.06217263266444206,
-0.00042564503382891417,
0.006868534255772829,
0.12273205071687698,
0.044187504798173904,
-0.005981666501611471,
-0.04243234917521477,
0.07324499636888504,
0.026110023260116577,
0.026932671666145325,
0.005402256269007921,
-0.006318302825093269,
-0.010563751682639122,
0.05536644160747528,
0.12753228843212128,
0.06548383086919785,
-0.06316062808036804,
-0.10346927493810654,
0.062344517558813095,
-0.03758980706334114,
-0.02432069182395935,
0.038823436945676804,
0.014415235258638859,
-0.023462804034352303,
0.00825860071927309,
0.0038675598334521055,
-0.08474820107221603,
-0.05612291023135185,
-0.06296584755182266,
0.0037145516835153103,
-0.0047498601488769054,
0.03534521162509918,
-0.042467664927244186,
0.008596035651862621,
0.04494344815611839,
-0.08146893978118896,
0.016665615141391754,
-0.01622447744011879,
0.016137657687067986,
-0.04410615563392639,
-0.02384883724153042,
-0.030484197661280632,
0.01219856645911932,
-0.0017616496188566089,
0.05215632542967796,
0.038796667009592056,
0.03258860111236572,
-0.08843173831701279,
0.014601761475205421,
-0.0517091378569603,
-0.06513448804616928,
0.00755016366019845,
0.09645655751228333,
0.01835152693092823,
-0.04503265395760536,
-0.07576147466897964,
-0.049322616308927536,
-0.01335146650671959,
0.0236846674233675,
0.00966110173612833,
0.00948056485503912,
0.061191387474536896,
0.07568174600601196,
-0.02922269143164158,
-0.08876101672649384,
0.0497329905629158,
0.08384498953819275,
-4.617713145194102e-8,
0.026538053527474403,
-0.0324239581823349,
-0.13792262971401215,
0.03416762501001358,
0.023656072095036507,
0.005116927437484264,
0.004301323089748621,
-0.01398195419460535,
0.036175649613142014,
-0.017578650265932083,
0.0031895169522613287,
-0.019443674013018608,
0.04171130806207657,
-0.0070626698434352875,
0.027665497735142708,
0.014496192336082458,
0.030421828851103783,
-0.02053924836218357,
0.01837172545492649,
-0.026353929191827774,
0.004107014276087284,
0.01082486193627119,
-0.02689998783171177,
-0.043035510927438736,
0.07053710520267487,
0.0034285399597138166,
-0.1169191524386406,
-0.019574720412492752,
0.03530839458107948,
0.037258658558130264,
-0.00987652875483036,
0.010494080372154713,
-0.05601203814148903,
0.05502331629395485,
-0.1433172971010208,
-0.0009612328140065074,
-0.06740932166576385,
-0.027960123494267464,
-0.04578757286071777,
-0.07059744000434875,
0.07368899881839752,
0.028002168983221054,
-0.024894103407859802,
0.0029715485870838165,
-0.009812993928790092,
0.022378845140337944,
0.08899874985218048,
0.09122434258460999,
0.0019184264820069075,
0.0711834654211998,
0.0101735545322299,
0.0023881043307483196,
0.06761240214109421,
-0.1410960704088211,
-0.008310495875775814,
0.05118345841765404,
0.029634637758135796,
0.01329316571354866,
-0.0025808445643633604,
-0.03314255177974701,
0.06618296355009079,
-0.035589199513196945,
-0.005736649036407471,
-0.02265067957341671
] |
1402.5226
|
Toshimasa Morita
|
Toshimasa Morita
|
Approach towards quasi-monoenergetic laser ion acceleration with doped
target
| null | null |
10.1063/1.4876759
| null |
physics.plasm-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Ion acceleration by using a laser pulse irradiating a disk target which
includes hydrogen and carbon is examined using three-dimensional
particle-in-cell simulations. It is shown that over $200$ MeV protons can be
generated by using a $620$TW, $5\times10^{21}$ W/cm$^2$ laser pulse. In a
polyethylene (CH$_2$) target, protons and carbon ions separate and form two
layers by radiation pressure acceleration. A strong Coulomb explosion in this
situation and Coulomb repulsion between each layer generates high energy
protons. A doped target, low density hydrogen within a carbon disk, becomes a
double layer target which is comprised of a thin and low density hydrogen disk
on the surface of a high-$Z$ atom layer. This then generates a
quasi-monoenergetic proton beam.
|
[
{
"created": "Fri, 21 Feb 2014 08:14:40 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Morita",
"Toshimasa",
""
]
] |
[
-0.0001872419670689851,
-0.006651109550148249,
-0.011060048826038837,
0.021394025534391403,
-0.05498956888914108,
-0.07773065567016602,
0.040678758174180984,
0.04153349623084068,
0.00899242702871561,
-0.0016095590544864535,
0.03708205372095108,
-0.06150181218981743,
0.050528042018413544,
-0.03905037045478821,
0.06720076501369476,
-0.04567775875329971,
0.013649297878146172,
0.04522532597184181,
-0.005683207418769598,
0.007256693672388792,
0.02668786235153675,
-0.0458468496799469,
0.060859743505716324,
0.005499348044395447,
-0.015337509103119373,
-0.02396879903972149,
-0.010397891514003277,
0.0658440887928009,
-0.010036471299827099,
0.007629454135894775,
0.10528635233640671,
-0.08085142076015472,
-0.07401809841394424,
0.07981318235397339,
0.056883689016103745,
-0.006193000823259354,
-0.06102665886282921,
0.01900494657456875,
0.005485245026648045,
0.04880479723215103,
-0.009975867345929146,
-0.010021494701504707,
0.009044353850185871,
0.07342328131198883,
0.0672549158334732,
-0.006491783075034618,
0.01657574251294136,
-0.10124066472053528,
-0.01837630569934845,
-0.07098995894193649,
-0.022040368989109993,
-0.010730750858783722,
0.0039451587945222855,
-0.054964471608400345,
-0.047291386872529984,
0.05418149754405022,
-0.03490327671170235,
0.0639147087931633,
0.07452177256345749,
-0.07738050818443298,
-0.05266287922859192,
-0.034661032259464264,
0.04365026205778122,
-0.020104411989450455,
0.023866867646574974,
-0.06817947328090668,
-0.0014836420305073261,
0.018703175708651543,
0.0358755998313427,
0.040084317326545715,
-0.002781696617603302,
0.05337229371070862,
-0.02616763673722744,
-0.08301675319671631,
-0.06158988177776337,
-0.07614895701408386,
-0.011735848151147366,
0.01596829481422901,
-0.009130572900176048,
0.035801537334918976,
0.010858037509024143,
-0.02630881406366825,
-0.06013456732034683,
-0.06649091839790344,
-0.14945587515830994,
0.07929739356040955,
0.01715134270489216,
0.013184611685574055,
-0.03155209496617317,
0.034844961017370224,
-0.01178805623203516,
0.02654983289539814,
0.045648958534002304,
-0.0024282976519316435,
-0.041951388120651245,
-0.00621795142069459,
0.13191844522953033,
-0.08979059010744095,
0.02719295769929886,
0.009906567633152008,
0.085093654692173,
0.014395742677152157,
-0.027738451957702637,
0.022368304431438446,
-0.05517544224858284,
-0.03337704762816429,
-0.023219626396894455,
0.13037320971488953,
-0.052243899554014206,
0.10085301846265793,
0.053923338651657104,
-0.050851140171289444,
-0.02676393650472164,
-0.06686314195394516,
0.07531862705945969,
0.08570872247219086,
0.04098837077617645,
0.014938936568796635,
0.024792993441224098,
-0.05713295936584473,
-0.02860793098807335,
-0.04829588904976845,
-0.026597557589411736,
-0.030306322500109673,
0.006709042005240917,
-0.020757431164383888,
-0.007943029515445232,
1.8998826426119448e-33,
0.05215548723936081,
0.09857667982578278,
-0.041104283183813095,
-0.009020731784403324,
-0.07187129557132721,
-0.04125496745109558,
0.04205509275197983,
0.018413938581943512,
-0.07610731571912766,
-0.00003180650310241617,
-0.05925982818007469,
-0.056349366903305054,
0.03223014250397682,
0.06582749634981155,
-0.017135677859187126,
-0.0284366887062788,
-0.053262148052453995,
0.10578799247741699,
-0.07521935552358627,
0.1024034395813942,
-0.03449743986129761,
-0.01829647272825241,
0.02041737176477909,
0.039396338164806366,
0.02389625459909439,
0.056206632405519485,
-0.032138124108314514,
-0.0862443819642067,
0.025784583762288094,
-0.010926611721515656,
0.0101755540817976,
0.040871359407901764,
0.009304779581725597,
0.0006136984447948635,
-0.011228375136852264,
0.03947470709681511,
-0.12961265444755554,
0.022989986464381218,
0.05659296736121178,
-0.075270876288414,
0.012132045812904835,
-0.011470295488834381,
0.06686825305223465,
-0.08724653720855713,
0.03131384402513504,
0.001155138947069645,
-0.03122919425368309,
-0.06016714125871658,
-0.05578582361340523,
-0.026193909347057343,
0.021008463576436043,
0.045483894646167755,
0.020785709843039513,
0.012717299163341522,
0.06281287223100662,
0.019537851214408875,
0.06865513324737549,
0.05669016018509865,
0.04113039746880531,
0.07277077436447144,
0.04677852243185043,
0.001710103708319366,
-0.004432543180882931,
0.05767155438661575,
-0.045858703553676605,
0.08389133960008621,
-0.1181831955909729,
0.033533766865730286,
0.10515984892845154,
0.0737733393907547,
0.01599876768887043,
0.009061865508556366,
0.05871899053454399,
-0.06505641341209412,
0.0625576451420784,
0.07566682994365692,
-0.07373873144388199,
0.002659963211044669,
0.0050843884237110615,
0.04158686846494675,
-0.054978255182504654,
-0.028290793299674988,
0.012917371466755867,
-0.07754377275705338,
0.02655920945107937,
-0.009130776859819889,
-0.062063634395599365,
0.007723020855337381,
-0.050793182104825974,
0.010768680833280087,
0.028510015457868576,
-0.06111898273229599,
0.050088927149772644,
-0.07595968246459961,
-0.05057523772120476,
-3.5538683974211755e-33,
0.06585164368152618,
0.07960847020149231,
-0.01175016164779663,
-0.0046471357345581055,
0.03193510323762894,
0.04908331483602524,
-0.01579456962645054,
-0.040266141295433044,
-0.1103534922003746,
-0.043696723878383636,
-0.0075537776574492455,
0.001994356280192733,
-0.023852553218603134,
-0.0034271215554326773,
0.012489206157624722,
-0.04786628857254982,
-0.0056722695007920265,
0.022686930373311043,
0.05516686663031578,
0.008656860329210758,
0.03816884011030197,
-0.0029697734862565994,
0.026680663228034973,
0.05498982220888138,
0.09494071453809738,
-0.035812683403491974,
0.034099455922842026,
-0.1165541484951973,
0.0945533886551857,
-0.014167827554047108,
-0.03313872590661049,
-0.02215241827070713,
-0.021516161039471626,
0.023796657100319862,
-0.007355500012636185,
-0.013102580793201923,
-0.022486578673124313,
0.0071202232502400875,
0.037890709936618805,
-0.09501054137945175,
-0.012318100780248642,
-0.012790368869900703,
0.011663474142551422,
0.02488931268453598,
-0.06419749557971954,
0.053934112191200256,
-0.020114194601774216,
0.03359844908118248,
0.059070486575365067,
0.0050453864969313145,
-0.1073499396443367,
-0.07890164852142334,
0.015352874994277954,
0.031617555767297745,
0.02715154178440571,
0.021504629403352737,
0.026318805292248726,
0.01588929072022438,
0.05179653316736221,
-0.06145225465297699,
-0.12001026421785355,
-0.04602329060435295,
0.09654509276151657,
-0.045641493052244186,
-0.07607214152812958,
-0.02553907223045826,
-0.016737833619117737,
0.018292123451828957,
-0.05294322967529297,
-0.09627316147089005,
0.04117794707417488,
0.04010332003235817,
0.09684151411056519,
-0.02938244491815567,
-0.08780211210250854,
-0.06029742211103439,
0.056956641376018524,
-0.009493808262050152,
-0.003390953876078129,
-0.007829584181308746,
-0.025368433445692062,
0.08095743507146835,
-0.04607098549604416,
-0.017786921933293343,
0.09048067778348923,
-0.03825454041361809,
-0.05645659193396568,
0.009506809525191784,
-0.10417377203702927,
-0.039950139820575714,
0.0556575208902359,
-0.013971351087093353,
0.09387122839689255,
-0.01884990744292736,
0.048923347145318985,
-4.7271345948729504e-8,
0.024866359308362007,
-0.017063044011592865,
0.01968790404498577,
-0.04374201223254204,
0.008619480766355991,
0.0874321460723877,
-0.008089923299849033,
0.06204792857170105,
0.03006695955991745,
-0.09045742452144623,
0.032412681728601456,
-0.016405533999204636,
0.09517761319875717,
0.08210022002458572,
-0.015141413547098637,
0.05590084567666054,
-0.034150380641222,
-0.028216416016221046,
-0.007363791111856699,
-0.04677800089120865,
-0.03923676908016205,
-0.05968570336699486,
-0.040515024214982986,
0.052488625049591064,
-0.031013119965791702,
0.0722353532910347,
-0.040761373937129974,
0.012770473957061768,
0.008078229613602161,
-0.05104454606771469,
-0.022420484572649002,
-0.014898879453539848,
0.027126388624310493,
0.03894690424203873,
0.021418306976556778,
-0.03173639625310898,
-0.021336378529667854,
0.016784342005848885,
-0.01938340999186039,
-0.002552709076553583,
-0.0040330421179533005,
-0.0060624023899436,
-0.0007218911778181791,
0.004585322458297014,
-0.03006676770746708,
0.04301697760820389,
-0.1300794780254364,
-0.024195963516831398,
-0.09018240123987198,
0.0636313185095787,
0.00841468758881092,
0.04720335081219673,
-0.013574798591434956,
-0.04247380420565605,
0.04548187926411629,
0.06368957459926605,
-0.06760765612125397,
-0.08251409977674484,
0.03703320026397705,
0.045276615768671036,
0.1512022614479065,
-0.021937919780611992,
0.03600388020277023,
0.021265994757413864
] | null | null | null | null | null | null | null |
[
-0.0001872419670689851,
-0.006651109550148249,
-0.011060048826038837,
0.021394025534391403,
-0.05498956888914108,
-0.07773065567016602,
0.040678758174180984,
0.04153349623084068,
0.00899242702871561,
-0.0016095590544864535,
0.03708205372095108,
-0.06150181218981743,
0.050528042018413544,
-0.03905037045478821,
0.06720076501369476,
-0.04567775875329971,
0.013649297878146172,
0.04522532597184181,
-0.005683207418769598,
0.007256693672388792,
0.02668786235153675,
-0.0458468496799469,
0.060859743505716324,
0.005499348044395447,
-0.015337509103119373,
-0.02396879903972149,
-0.010397891514003277,
0.0658440887928009,
-0.010036471299827099,
0.007629454135894775,
0.10528635233640671,
-0.08085142076015472,
-0.07401809841394424,
0.07981318235397339,
0.056883689016103745,
-0.006193000823259354,
-0.06102665886282921,
0.01900494657456875,
0.005485245026648045,
0.04880479723215103,
-0.009975867345929146,
-0.010021494701504707,
0.009044353850185871,
0.07342328131198883,
0.0672549158334732,
-0.006491783075034618,
0.01657574251294136,
-0.10124066472053528,
-0.01837630569934845,
-0.07098995894193649,
-0.022040368989109993,
-0.010730750858783722,
0.0039451587945222855,
-0.054964471608400345,
-0.047291386872529984,
0.05418149754405022,
-0.03490327671170235,
0.0639147087931633,
0.07452177256345749,
-0.07738050818443298,
-0.05266287922859192,
-0.034661032259464264,
0.04365026205778122,
-0.020104411989450455,
0.023866867646574974,
-0.06817947328090668,
-0.0014836420305073261,
0.018703175708651543,
0.0358755998313427,
0.040084317326545715,
-0.002781696617603302,
0.05337229371070862,
-0.02616763673722744,
-0.08301675319671631,
-0.06158988177776337,
-0.07614895701408386,
-0.011735848151147366,
0.01596829481422901,
-0.009130572900176048,
0.035801537334918976,
0.010858037509024143,
-0.02630881406366825,
-0.06013456732034683,
-0.06649091839790344,
-0.14945587515830994,
0.07929739356040955,
0.01715134270489216,
0.013184611685574055,
-0.03155209496617317,
0.034844961017370224,
-0.01178805623203516,
0.02654983289539814,
0.045648958534002304,
-0.0024282976519316435,
-0.041951388120651245,
-0.00621795142069459,
0.13191844522953033,
-0.08979059010744095,
0.02719295769929886,
0.009906567633152008,
0.085093654692173,
0.014395742677152157,
-0.027738451957702637,
0.022368304431438446,
-0.05517544224858284,
-0.03337704762816429,
-0.023219626396894455,
0.13037320971488953,
-0.052243899554014206,
0.10085301846265793,
0.053923338651657104,
-0.050851140171289444,
-0.02676393650472164,
-0.06686314195394516,
0.07531862705945969,
0.08570872247219086,
0.04098837077617645,
0.014938936568796635,
0.024792993441224098,
-0.05713295936584473,
-0.02860793098807335,
-0.04829588904976845,
-0.026597557589411736,
-0.030306322500109673,
0.006709042005240917,
-0.020757431164383888,
-0.007943029515445232,
1.8998826426119448e-33,
0.05215548723936081,
0.09857667982578278,
-0.041104283183813095,
-0.009020731784403324,
-0.07187129557132721,
-0.04125496745109558,
0.04205509275197983,
0.018413938581943512,
-0.07610731571912766,
-0.00003180650310241617,
-0.05925982818007469,
-0.056349366903305054,
0.03223014250397682,
0.06582749634981155,
-0.017135677859187126,
-0.0284366887062788,
-0.053262148052453995,
0.10578799247741699,
-0.07521935552358627,
0.1024034395813942,
-0.03449743986129761,
-0.01829647272825241,
0.02041737176477909,
0.039396338164806366,
0.02389625459909439,
0.056206632405519485,
-0.032138124108314514,
-0.0862443819642067,
0.025784583762288094,
-0.010926611721515656,
0.0101755540817976,
0.040871359407901764,
0.009304779581725597,
0.0006136984447948635,
-0.011228375136852264,
0.03947470709681511,
-0.12961265444755554,
0.022989986464381218,
0.05659296736121178,
-0.075270876288414,
0.012132045812904835,
-0.011470295488834381,
0.06686825305223465,
-0.08724653720855713,
0.03131384402513504,
0.001155138947069645,
-0.03122919425368309,
-0.06016714125871658,
-0.05578582361340523,
-0.026193909347057343,
0.021008463576436043,
0.045483894646167755,
0.020785709843039513,
0.012717299163341522,
0.06281287223100662,
0.019537851214408875,
0.06865513324737549,
0.05669016018509865,
0.04113039746880531,
0.07277077436447144,
0.04677852243185043,
0.001710103708319366,
-0.004432543180882931,
0.05767155438661575,
-0.045858703553676605,
0.08389133960008621,
-0.1181831955909729,
0.033533766865730286,
0.10515984892845154,
0.0737733393907547,
0.01599876768887043,
0.009061865508556366,
0.05871899053454399,
-0.06505641341209412,
0.0625576451420784,
0.07566682994365692,
-0.07373873144388199,
0.002659963211044669,
0.0050843884237110615,
0.04158686846494675,
-0.054978255182504654,
-0.028290793299674988,
0.012917371466755867,
-0.07754377275705338,
0.02655920945107937,
-0.009130776859819889,
-0.062063634395599365,
0.007723020855337381,
-0.050793182104825974,
0.010768680833280087,
0.028510015457868576,
-0.06111898273229599,
0.050088927149772644,
-0.07595968246459961,
-0.05057523772120476,
-3.5538683974211755e-33,
0.06585164368152618,
0.07960847020149231,
-0.01175016164779663,
-0.0046471357345581055,
0.03193510323762894,
0.04908331483602524,
-0.01579456962645054,
-0.040266141295433044,
-0.1103534922003746,
-0.043696723878383636,
-0.0075537776574492455,
0.001994356280192733,
-0.023852553218603134,
-0.0034271215554326773,
0.012489206157624722,
-0.04786628857254982,
-0.0056722695007920265,
0.022686930373311043,
0.05516686663031578,
0.008656860329210758,
0.03816884011030197,
-0.0029697734862565994,
0.026680663228034973,
0.05498982220888138,
0.09494071453809738,
-0.035812683403491974,
0.034099455922842026,
-0.1165541484951973,
0.0945533886551857,
-0.014167827554047108,
-0.03313872590661049,
-0.02215241827070713,
-0.021516161039471626,
0.023796657100319862,
-0.007355500012636185,
-0.013102580793201923,
-0.022486578673124313,
0.0071202232502400875,
0.037890709936618805,
-0.09501054137945175,
-0.012318100780248642,
-0.012790368869900703,
0.011663474142551422,
0.02488931268453598,
-0.06419749557971954,
0.053934112191200256,
-0.020114194601774216,
0.03359844908118248,
0.059070486575365067,
0.0050453864969313145,
-0.1073499396443367,
-0.07890164852142334,
0.015352874994277954,
0.031617555767297745,
0.02715154178440571,
0.021504629403352737,
0.026318805292248726,
0.01588929072022438,
0.05179653316736221,
-0.06145225465297699,
-0.12001026421785355,
-0.04602329060435295,
0.09654509276151657,
-0.045641493052244186,
-0.07607214152812958,
-0.02553907223045826,
-0.016737833619117737,
0.018292123451828957,
-0.05294322967529297,
-0.09627316147089005,
0.04117794707417488,
0.04010332003235817,
0.09684151411056519,
-0.02938244491815567,
-0.08780211210250854,
-0.06029742211103439,
0.056956641376018524,
-0.009493808262050152,
-0.003390953876078129,
-0.007829584181308746,
-0.025368433445692062,
0.08095743507146835,
-0.04607098549604416,
-0.017786921933293343,
0.09048067778348923,
-0.03825454041361809,
-0.05645659193396568,
0.009506809525191784,
-0.10417377203702927,
-0.039950139820575714,
0.0556575208902359,
-0.013971351087093353,
0.09387122839689255,
-0.01884990744292736,
0.048923347145318985,
-4.7271345948729504e-8,
0.024866359308362007,
-0.017063044011592865,
0.01968790404498577,
-0.04374201223254204,
0.008619480766355991,
0.0874321460723877,
-0.008089923299849033,
0.06204792857170105,
0.03006695955991745,
-0.09045742452144623,
0.032412681728601456,
-0.016405533999204636,
0.09517761319875717,
0.08210022002458572,
-0.015141413547098637,
0.05590084567666054,
-0.034150380641222,
-0.028216416016221046,
-0.007363791111856699,
-0.04677800089120865,
-0.03923676908016205,
-0.05968570336699486,
-0.040515024214982986,
0.052488625049591064,
-0.031013119965791702,
0.0722353532910347,
-0.040761373937129974,
0.012770473957061768,
0.008078229613602161,
-0.05104454606771469,
-0.022420484572649002,
-0.014898879453539848,
0.027126388624310493,
0.03894690424203873,
0.021418306976556778,
-0.03173639625310898,
-0.021336378529667854,
0.016784342005848885,
-0.01938340999186039,
-0.002552709076553583,
-0.0040330421179533005,
-0.0060624023899436,
-0.0007218911778181791,
0.004585322458297014,
-0.03006676770746708,
0.04301697760820389,
-0.1300794780254364,
-0.024195963516831398,
-0.09018240123987198,
0.0636313185095787,
0.00841468758881092,
0.04720335081219673,
-0.013574798591434956,
-0.04247380420565605,
0.04548187926411629,
0.06368957459926605,
-0.06760765612125397,
-0.08251409977674484,
0.03703320026397705,
0.045276615768671036,
0.1512022614479065,
-0.021937919780611992,
0.03600388020277023,
0.021265994757413864
] |
1402.5233
|
Dinesh Rabindran
|
Dinesh Rabindran and Delbert Tesar
|
Study of the Dynamic Coupling Term (\mu) in Parallel Force/Velocity
Actuated Systems
|
Proc. IEEE International Conference on Automation Science and
Engineering, Sept. 2007, Scottsdale, Arizona, pp. 418-423
| null | null | null |
cs.RO
|
http://creativecommons.org/licenses/by-nc-sa/3.0/
|
Presented in this paper is an actuator concept, called a Parallel
Force/Velocity Actuator (PFVA), that combines two fundamentally distinct
actuators (one using low gear reduction or even direct drive, which we will
call a Force Actuator (FA) and the other with a high reduction gear train that
we will refer to as a Velocity Actuator (VA)). The objective of this work is to
evaluate the effect of the relative scale factor, RSF, (ratio of gear
reductions) between these inputs on their dynamic coupling. We conceptually
describe a Parallel Force/Velocity Actuator (PFVA) based on a
Dual-Input-Single- Output (DISO) epicyclic gear train. We then present an
analytical formulation for the variation of the dynamic coupling term w.r.t.
RSF. Conclusions from this formulation are illustrated through a numerical
example involving a 1-DOF four-bar linkage. It is shown, both analytically and
numerically, that as we increase the RSF, the two inputs to the PFVA are
decoupled w.r.t. the inertia torques. This understanding can serve as an
important design guideline for PFVAs. The paper also presents two limitations
of this study and suggests future work based on these caveats.
|
[
{
"created": "Fri, 21 Feb 2014 09:13:05 GMT",
"version": "v1"
}
] |
2014-02-24
|
[
[
"Rabindran",
"Dinesh",
""
],
[
"Tesar",
"Delbert",
""
]
] |
[
-0.03747103363275528,
0.012181983329355717,
-0.048294272273778915,
-0.01458448264747858,
-0.13298842310905457,
0.07997782528400421,
-0.03667526692152023,
0.09790831059217453,
0.03309808671474457,
-0.00008403383253607899,
0.055328257381916046,
0.022222258150577545,
0.09747714549303055,
0.017023207619786263,
-0.029246024787425995,
0.03970462456345558,
-0.0005787197733297944,
0.12819011509418488,
-0.02786124125123024,
0.017303219065070152,
0.11240234971046448,
0.04578755423426628,
0.0040033855475485325,
0.025574248284101486,
-0.05043026804924011,
-0.03361973166465759,
-0.12597452104091644,
0.03815557435154915,
-0.06815138459205627,
-0.04778304696083069,
-0.02205326408147812,
-0.009853840805590153,
-0.04702223092317581,
-0.05974346771836281,
-0.09232807159423828,
0.00015480624279007316,
0.025847719982266426,
0.010113555938005447,
-0.027389392256736755,
0.02432168275117874,
0.008721323683857918,
0.009204639121890068,
0.06413401663303375,
-0.0035164537839591503,
-0.003966058138757944,
0.07563237100839615,
-0.04387970268726349,
0.021226827055215836,
0.03660837933421135,
-0.0816127359867096,
-0.0722491592168808,
0.00787337590008974,
0.024627819657325745,
0.00806282926350832,
0.035054370760917664,
-0.03261256963014603,
0.004614534787833691,
0.04786796122789383,
-0.0068079205229878426,
-0.022297870367765427,
0.02810288406908512,
0.05836367607116699,
-0.046220384538173676,
-0.021984640508890152,
-0.05748783051967621,
-0.0010473718866705894,
0.05534840375185013,
-0.04626269266009331,
-0.02573048695921898,
-0.005735468119382858,
-0.01654834859073162,
-0.04375271499156952,
-0.019954774528741837,
-0.03610556945204735,
0.05030408874154091,
-0.03802160546183586,
0.002195546869188547,
0.07971067726612091,
-0.04532420635223389,
-0.019965162500739098,
-0.0023194861132651567,
0.024020157754421234,
0.010431097820401192,
-0.031018374487757683,
0.0007396233850158751,
-0.0008532609790563583,
0.0005730728153139353,
-0.055425066500902176,
0.06407627463340759,
0.019912371411919594,
0.017810409888625145,
-0.01006445661187172,
0.0031724385917186737,
-0.004035921301692724,
0.11121896654367447,
0.027676643803715706,
-0.03949729725718498,
0.004959586542099714,
0.035342294722795486,
0.0067077395506203175,
0.006536802276968956,
-0.029032230377197266,
0.04339587315917015,
-0.022840730845928192,
0.002711661858484149,
0.08559432625770569,
0.006553475745022297,
-0.045960791409015656,
-0.026535658165812492,
0.001455879770219326,
0.05708571895956993,
-0.018850458785891533,
-0.007624991703778505,
0.016622504219412804,
0.0017789412522688508,
-0.020107867196202278,
-0.017584551125764847,
0.011445637792348862,
-0.001203603227622807,
-0.011753932572901249,
-0.0012422181898728013,
-0.05967451259493828,
0.08713070303201675,
0.08987372368574142,
0.0819389671087265,
-0.05243168771266937,
0.0022925063967704773,
1.6722367739736852e-33,
-0.047775015234947205,
0.05881084129214287,
0.07681098580360413,
-0.022496195510029793,
-0.0048438990488648415,
-0.08196491003036499,
-0.06001356244087219,
0.009470324032008648,
0.004633442033082247,
-0.0007888486725278199,
-0.025838380679488182,
0.07419059425592422,
-0.0453014150261879,
0.11697268486022949,
-0.017442895099520683,
-0.10118292272090912,
0.040646009147167206,
-0.014738013036549091,
0.03411158174276352,
0.004572060890495777,
0.02380215749144554,
0.02874743938446045,
-0.03274304047226906,
0.01067055482417345,
-0.03189334273338318,
-0.014925786294043064,
0.040670983493328094,
0.026532702147960663,
-0.07875936478376389,
-0.002790557686239481,
-0.08651953190565109,
-0.03277545049786568,
-0.07008636742830276,
0.004049165174365044,
-0.04847361147403717,
-0.0665966272354126,
-0.10263313353061676,
-0.0155219417065382,
-0.1210477203130722,
0.013038930483162403,
-0.05518552288413048,
-0.024259230121970177,
-0.13159319758415222,
-0.02400100976228714,
-0.06499242782592773,
-0.014683130197227001,
0.12617744505405426,
0.07472000271081924,
0.02195723168551922,
-0.02109275572001934,
-0.026583360508084297,
0.002585816662758589,
0.05405519902706146,
-0.033862024545669556,
-0.03763192147016525,
-0.0041173710487782955,
0.023942893370985985,
0.021982470527291298,
-0.02751382812857628,
0.12568490207195282,
-0.09745156764984131,
0.02497488260269165,
0.09814704954624176,
0.011617986485362053,
-0.01933346502482891,
-0.017240649089217186,
0.01904210075736046,
-0.008778314106166363,
0.04389418661594391,
-0.03804731369018555,
0.005982500966638327,
-0.0650494247674942,
0.0016654111677780747,
-0.057457637041807175,
0.12335041910409927,
0.004537827800959349,
-0.01973883993923664,
-0.05654342100024223,
-0.028939194977283478,
-0.03144216537475586,
-0.0952751412987709,
0.10250291973352432,
-0.020630057901144028,
0.030534731224179268,
0.022007307037711143,
0.05814134702086449,
0.03494059666991234,
0.02808181755244732,
-0.0007164833368733525,
-0.06131013482809067,
-0.0008989617344923317,
-0.06351680308580399,
-0.01039541233330965,
-0.01808786578476429,
0.09226027131080627,
-1.7785429729322834e-33,
0.07803758978843689,
0.03934430330991745,
0.04989271238446236,
0.06279665231704712,
0.0499858520925045,
0.02746974118053913,
0.07800177484750748,
-0.012956925667822361,
0.0005944794393144548,
0.05171341449022293,
0.08435762673616409,
-0.08089029788970947,
-0.018568679690361023,
0.044758256524801254,
0.07614701986312866,
0.049541182816028595,
-0.017846401780843735,
0.04085811600089073,
-0.018031558021903038,
-0.010055704042315483,
0.12548783421516418,
-0.0010328313801437616,
0.010059837251901627,
-0.02953988127410412,
0.0011350404238328338,
-0.04642139747738838,
-0.02901371195912361,
0.02415374666452408,
-0.027074845507740974,
-0.017816348001360893,
-0.047497812658548355,
0.029112469404935837,
0.01957753486931324,
0.035046204924583435,
-0.047893255949020386,
0.0037090631667524576,
-0.05416782200336456,
0.06449097394943237,
0.020250752568244934,
0.0025343764573335648,
0.0003498634905554354,
-0.02285943552851677,
0.008854754269123077,
0.04661067575216293,
0.04819602146744728,
-0.024501776322722435,
-0.003764818422496319,
-0.017680440098047256,
0.04593067988753319,
0.06661403924226761,
0.014398918487131596,
0.03208143264055252,
-0.00496189808472991,
-0.06785936653614044,
0.01953837461769581,
-0.056235991418361664,
0.04477265849709511,
0.022572506219148636,
-0.035031069070100784,
0.012394201941788197,
0.03887335583567619,
-0.05426935479044914,
0.005178379826247692,
0.04663677513599396,
0.030957423150539398,
-0.05098656937479973,
0.021987564861774445,
-0.05516820773482323,
-0.044689908623695374,
0.032097168266773224,
0.037228506058454514,
0.05024674907326698,
0.1297338902950287,
-0.015460720285773277,
0.02600771375000477,
-0.06849051266908646,
0.04801429435610771,
-0.07850172370672226,
0.024186836555600166,
0.05714224651455879,
0.03582223132252693,
-0.014209923334419727,
0.04287288337945938,
0.01088657509535551,
-0.2035587579011917,
0.03136951103806496,
-0.05067984387278557,
0.05194469168782234,
0.06776032596826553,
0.0664568543434143,
0.08336863666772842,
0.07513672858476639,
0.06864124536514282,
0.05318009853363037,
-0.0006810328341089189,
-5.385274803870743e-8,
0.05988012254238129,
0.016518712043762207,
-0.04229355603456497,
0.005846206098794937,
-0.056459326297044754,
-0.002095657167956233,
-0.03275088965892792,
-0.010841145180165768,
-0.0444171279668808,
0.030879296362400055,
0.09555590897798538,
-0.07884085923433304,
0.05567528307437897,
-0.002042485401034355,
-0.012297010980546474,
-0.024684356525540352,
-0.004460079129785299,
-0.028889168053865433,
-0.019281793385744095,
-0.022714681923389435,
0.11650774627923965,
-0.0003830677887890488,
-0.01816527172923088,
0.028405454009771347,
0.0782727599143982,
-0.11201013624668121,
-0.10205460339784622,
0.051251672208309174,
-0.005595305468887091,
-0.04159892722964287,
0.03129013255238533,
-0.024495040997862816,
-0.07386890798807144,
0.0029370575211942196,
-0.0739176794886589,
-0.02530653215944767,
-0.05575061962008476,
0.10714270919561386,
0.0390763096511364,
0.11933282017707825,
0.004860985092818737,
-0.024451009929180145,
0.013893702998757362,
0.016554879024624825,
0.021887164562940598,
0.08685335516929626,
-0.1648653745651245,
-0.05757598206400871,
-0.009407348930835724,
0.01561297569423914,
-0.05730162188410759,
0.06311406940221786,
0.05081002786755562,
0.0498444139957428,
-0.035973116755485535,
0.03591679781675339,
-0.014944827184081078,
-0.003765638917684555,
-0.0652461126446724,
-0.04185190796852112,
-0.0622045136988163,
-0.05813794583082199,
-0.006768691819161177,
-0.0018664640374481678
] | null | null | null | null | null | null | null |
[
-0.03747103363275528,
0.012181983329355717,
-0.048294272273778915,
-0.01458448264747858,
-0.13298842310905457,
0.07997782528400421,
-0.03667526692152023,
0.09790831059217453,
0.03309808671474457,
-0.00008403383253607899,
0.055328257381916046,
0.022222258150577545,
0.09747714549303055,
0.017023207619786263,
-0.029246024787425995,
0.03970462456345558,
-0.0005787197733297944,
0.12819011509418488,
-0.02786124125123024,
0.017303219065070152,
0.11240234971046448,
0.04578755423426628,
0.0040033855475485325,
0.025574248284101486,
-0.05043026804924011,
-0.03361973166465759,
-0.12597452104091644,
0.03815557435154915,
-0.06815138459205627,
-0.04778304696083069,
-0.02205326408147812,
-0.009853840805590153,
-0.04702223092317581,
-0.05974346771836281,
-0.09232807159423828,
0.00015480624279007316,
0.025847719982266426,
0.010113555938005447,
-0.027389392256736755,
0.02432168275117874,
0.008721323683857918,
0.009204639121890068,
0.06413401663303375,
-0.0035164537839591503,
-0.003966058138757944,
0.07563237100839615,
-0.04387970268726349,
0.021226827055215836,
0.03660837933421135,
-0.0816127359867096,
-0.0722491592168808,
0.00787337590008974,
0.024627819657325745,
0.00806282926350832,
0.035054370760917664,
-0.03261256963014603,
0.004614534787833691,
0.04786796122789383,
-0.0068079205229878426,
-0.022297870367765427,
0.02810288406908512,
0.05836367607116699,
-0.046220384538173676,
-0.021984640508890152,
-0.05748783051967621,
-0.0010473718866705894,
0.05534840375185013,
-0.04626269266009331,
-0.02573048695921898,
-0.005735468119382858,
-0.01654834859073162,
-0.04375271499156952,
-0.019954774528741837,
-0.03610556945204735,
0.05030408874154091,
-0.03802160546183586,
0.002195546869188547,
0.07971067726612091,
-0.04532420635223389,
-0.019965162500739098,
-0.0023194861132651567,
0.024020157754421234,
0.010431097820401192,
-0.031018374487757683,
0.0007396233850158751,
-0.0008532609790563583,
0.0005730728153139353,
-0.055425066500902176,
0.06407627463340759,
0.019912371411919594,
0.017810409888625145,
-0.01006445661187172,
0.0031724385917186737,
-0.004035921301692724,
0.11121896654367447,
0.027676643803715706,
-0.03949729725718498,
0.004959586542099714,
0.035342294722795486,
0.0067077395506203175,
0.006536802276968956,
-0.029032230377197266,
0.04339587315917015,
-0.022840730845928192,
0.002711661858484149,
0.08559432625770569,
0.006553475745022297,
-0.045960791409015656,
-0.026535658165812492,
0.001455879770219326,
0.05708571895956993,
-0.018850458785891533,
-0.007624991703778505,
0.016622504219412804,
0.0017789412522688508,
-0.020107867196202278,
-0.017584551125764847,
0.011445637792348862,
-0.001203603227622807,
-0.011753932572901249,
-0.0012422181898728013,
-0.05967451259493828,
0.08713070303201675,
0.08987372368574142,
0.0819389671087265,
-0.05243168771266937,
0.0022925063967704773,
1.6722367739736852e-33,
-0.047775015234947205,
0.05881084129214287,
0.07681098580360413,
-0.022496195510029793,
-0.0048438990488648415,
-0.08196491003036499,
-0.06001356244087219,
0.009470324032008648,
0.004633442033082247,
-0.0007888486725278199,
-0.025838380679488182,
0.07419059425592422,
-0.0453014150261879,
0.11697268486022949,
-0.017442895099520683,
-0.10118292272090912,
0.040646009147167206,
-0.014738013036549091,
0.03411158174276352,
0.004572060890495777,
0.02380215749144554,
0.02874743938446045,
-0.03274304047226906,
0.01067055482417345,
-0.03189334273338318,
-0.014925786294043064,
0.040670983493328094,
0.026532702147960663,
-0.07875936478376389,
-0.002790557686239481,
-0.08651953190565109,
-0.03277545049786568,
-0.07008636742830276,
0.004049165174365044,
-0.04847361147403717,
-0.0665966272354126,
-0.10263313353061676,
-0.0155219417065382,
-0.1210477203130722,
0.013038930483162403,
-0.05518552288413048,
-0.024259230121970177,
-0.13159319758415222,
-0.02400100976228714,
-0.06499242782592773,
-0.014683130197227001,
0.12617744505405426,
0.07472000271081924,
0.02195723168551922,
-0.02109275572001934,
-0.026583360508084297,
0.002585816662758589,
0.05405519902706146,
-0.033862024545669556,
-0.03763192147016525,
-0.0041173710487782955,
0.023942893370985985,
0.021982470527291298,
-0.02751382812857628,
0.12568490207195282,
-0.09745156764984131,
0.02497488260269165,
0.09814704954624176,
0.011617986485362053,
-0.01933346502482891,
-0.017240649089217186,
0.01904210075736046,
-0.008778314106166363,
0.04389418661594391,
-0.03804731369018555,
0.005982500966638327,
-0.0650494247674942,
0.0016654111677780747,
-0.057457637041807175,
0.12335041910409927,
0.004537827800959349,
-0.01973883993923664,
-0.05654342100024223,
-0.028939194977283478,
-0.03144216537475586,
-0.0952751412987709,
0.10250291973352432,
-0.020630057901144028,
0.030534731224179268,
0.022007307037711143,
0.05814134702086449,
0.03494059666991234,
0.02808181755244732,
-0.0007164833368733525,
-0.06131013482809067,
-0.0008989617344923317,
-0.06351680308580399,
-0.01039541233330965,
-0.01808786578476429,
0.09226027131080627,
-1.7785429729322834e-33,
0.07803758978843689,
0.03934430330991745,
0.04989271238446236,
0.06279665231704712,
0.0499858520925045,
0.02746974118053913,
0.07800177484750748,
-0.012956925667822361,
0.0005944794393144548,
0.05171341449022293,
0.08435762673616409,
-0.08089029788970947,
-0.018568679690361023,
0.044758256524801254,
0.07614701986312866,
0.049541182816028595,
-0.017846401780843735,
0.04085811600089073,
-0.018031558021903038,
-0.010055704042315483,
0.12548783421516418,
-0.0010328313801437616,
0.010059837251901627,
-0.02953988127410412,
0.0011350404238328338,
-0.04642139747738838,
-0.02901371195912361,
0.02415374666452408,
-0.027074845507740974,
-0.017816348001360893,
-0.047497812658548355,
0.029112469404935837,
0.01957753486931324,
0.035046204924583435,
-0.047893255949020386,
0.0037090631667524576,
-0.05416782200336456,
0.06449097394943237,
0.020250752568244934,
0.0025343764573335648,
0.0003498634905554354,
-0.02285943552851677,
0.008854754269123077,
0.04661067575216293,
0.04819602146744728,
-0.024501776322722435,
-0.003764818422496319,
-0.017680440098047256,
0.04593067988753319,
0.06661403924226761,
0.014398918487131596,
0.03208143264055252,
-0.00496189808472991,
-0.06785936653614044,
0.01953837461769581,
-0.056235991418361664,
0.04477265849709511,
0.022572506219148636,
-0.035031069070100784,
0.012394201941788197,
0.03887335583567619,
-0.05426935479044914,
0.005178379826247692,
0.04663677513599396,
0.030957423150539398,
-0.05098656937479973,
0.021987564861774445,
-0.05516820773482323,
-0.044689908623695374,
0.032097168266773224,
0.037228506058454514,
0.05024674907326698,
0.1297338902950287,
-0.015460720285773277,
0.02600771375000477,
-0.06849051266908646,
0.04801429435610771,
-0.07850172370672226,
0.024186836555600166,
0.05714224651455879,
0.03582223132252693,
-0.014209923334419727,
0.04287288337945938,
0.01088657509535551,
-0.2035587579011917,
0.03136951103806496,
-0.05067984387278557,
0.05194469168782234,
0.06776032596826553,
0.0664568543434143,
0.08336863666772842,
0.07513672858476639,
0.06864124536514282,
0.05318009853363037,
-0.0006810328341089189,
-5.385274803870743e-8,
0.05988012254238129,
0.016518712043762207,
-0.04229355603456497,
0.005846206098794937,
-0.056459326297044754,
-0.002095657167956233,
-0.03275088965892792,
-0.010841145180165768,
-0.0444171279668808,
0.030879296362400055,
0.09555590897798538,
-0.07884085923433304,
0.05567528307437897,
-0.002042485401034355,
-0.012297010980546474,
-0.024684356525540352,
-0.004460079129785299,
-0.028889168053865433,
-0.019281793385744095,
-0.022714681923389435,
0.11650774627923965,
-0.0003830677887890488,
-0.01816527172923088,
0.028405454009771347,
0.0782727599143982,
-0.11201013624668121,
-0.10205460339784622,
0.051251672208309174,
-0.005595305468887091,
-0.04159892722964287,
0.03129013255238533,
-0.024495040997862816,
-0.07386890798807144,
0.0029370575211942196,
-0.0739176794886589,
-0.02530653215944767,
-0.05575061962008476,
0.10714270919561386,
0.0390763096511364,
0.11933282017707825,
0.004860985092818737,
-0.024451009929180145,
0.013893702998757362,
0.016554879024624825,
0.021887164562940598,
0.08685335516929626,
-0.1648653745651245,
-0.05757598206400871,
-0.009407348930835724,
0.01561297569423914,
-0.05730162188410759,
0.06311406940221786,
0.05081002786755562,
0.0498444139957428,
-0.035973116755485535,
0.03591679781675339,
-0.014944827184081078,
-0.003765638917684555,
-0.0652461126446724,
-0.04185190796852112,
-0.0622045136988163,
-0.05813794583082199,
-0.006768691819161177,
-0.0018664640374481678
] |
1402.5234
|
Yi Liu Dr
|
Sergey Mitryukovskiy, Yi Liu, Pengji Ding, Aur\'elien Houard, and
Andr\'e Mysyrowicz
|
Backward stimulated radiation from filaments in Nitrogen gas and air
pumped by circularly polarized 800 nm femtosecond laser pulses
| null | null |
10.1364/OE.22.012750
| null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We report on strong backward stimulated emission at 337 nm in Nitrogen gas
pumped by circularly polarized femtosecond laser pulses at 800 nm. A distinct
dependence of the backward UV spectrum on pump laser polarization and intensity
is observed, pointing to the occurrence of backward amplified spontaneous
emission inside filaments. We attribute the population inversion to inelastic
collision between the free electrons produced by the pump laser and neutral N2
molecules. The addition of Oxygen molecules is detrimental for the gain,
reducing it to near threshold at atmospheric concentration.
|
[
{
"created": "Fri, 21 Feb 2014 09:14:56 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Mitryukovskiy",
"Sergey",
""
],
[
"Liu",
"Yi",
""
],
[
"Ding",
"Pengji",
""
],
[
"Houard",
"Aurélien",
""
],
[
"Mysyrowicz",
"André",
""
]
] |
[
0.0008754681330174208,
-0.02761233225464821,
-0.03820198401808739,
0.036423929035663605,
-0.028683889657258987,
-0.056828487664461136,
0.0814657062292099,
-0.05818624049425125,
-0.03291299566626549,
-0.015324300155043602,
0.007592180278152227,
0.04949649050831795,
-0.03737993910908699,
-0.026500053703784943,
0.02854705974459648,
0.06173303723335266,
0.00872361846268177,
-0.049324050545692444,
0.03941158205270767,
0.012362905777990818,
0.0011449041776359081,
-0.00512852193787694,
0.016973985359072685,
-0.00751547422260046,
-0.04061198979616165,
-0.008303726091980934,
-0.0592387430369854,
-0.027233190834522247,
0.017444249242544174,
0.03082764707505703,
0.03698407858610153,
-0.05318968743085861,
-0.09717728197574615,
0.07043642550706863,
0.07361577451229095,
-0.03386949002742767,
0.02356579899787903,
0.0074048652313649654,
0.005143763497471809,
0.03565266728401184,
0.001358203124254942,
-0.06126827746629715,
0.003337900387123227,
-0.003897864604368806,
-0.049268487840890884,
-0.03560218587517738,
0.0358959399163723,
-0.04496077075600624,
-0.03807025030255318,
0.02305029332637787,
-0.014877064153552055,
0.04936851188540459,
-0.004567764233797789,
-0.000051526989409467205,
0.01932472735643387,
0.0697837546467781,
-0.08445603400468826,
-0.03231494873762131,
-0.032047055661678314,
-0.02618010714650154,
-0.004530665464699268,
0.0009498524595983326,
-0.057054296135902405,
-0.013860460370779037,
0.06439585983753204,
-0.03671346232295036,
0.055027805268764496,
-0.032282181084156036,
0.0369122140109539,
0.016913926228880882,
0.0030690038111060858,
0.034331876784563065,
-0.00158514769282192,
-0.036753203719854355,
-0.007361622992902994,
-0.002125448314473033,
-0.019621502608060837,
0.07891397923231125,
-0.01366860419511795,
-0.016515038907527924,
0.1128099262714386,
-0.021669168025255203,
-0.010197280906140804,
0.059307925403118134,
-0.05010215938091278,
0.03843417391180992,
0.01023422833532095,
0.04710039496421814,
-0.0124601349234581,
0.01279512606561184,
-0.10967197269201279,
-0.015728754922747612,
0.06209087744355202,
0.05758018046617508,
-0.0000979179676505737,
-0.0480688139796257,
0.10761044919490814,
-0.010812351480126381,
0.0004899678169749677,
-0.0025433972477912903,
0.08099239319562912,
-0.006107455585151911,
-0.027414141222834587,
0.032283246517181396,
-0.11681932210922241,
-0.002315347082912922,
0.0780254602432251,
0.09918689727783203,
-0.06475109606981277,
0.04576808586716652,
0.04182431846857071,
-0.0371301993727684,
0.027879683300852776,
-0.05399010702967644,
-0.025672487914562225,
0.03102203644812107,
-0.034687455743551254,
-0.00787475798279047,
-0.0634693130850792,
0.007270845118910074,
-0.12184858322143555,
0.08373592048883438,
-0.0443752147257328,
0.019699890166521072,
-0.02764476090669632,
0.009480386041104794,
-0.04566899314522743,
2.2918280913486048e-33,
0.060529906302690506,
0.0018467948539182544,
0.03345108777284622,
-0.06491431593894958,
-0.06554532051086426,
0.040054310113191605,
0.03542928025126457,
-0.09244614839553833,
-0.07570747286081314,
0.04380108416080475,
0.011276977136731148,
-0.001308028819039464,
0.026178931817412376,
-0.01780141144990921,
-0.09335942566394806,
-0.04218267276883125,
0.0377202145755291,
0.08988338708877563,
-0.054556023329496384,
0.04296503961086273,
0.0074666403234004974,
0.06412654370069504,
-0.036084309220314026,
0.0014246937353163958,
-0.07461091876029968,
0.05161333456635475,
-0.07356417179107666,
-0.005351122468709946,
0.029348624870181084,
0.018688751384615898,
0.08448512107133865,
0.04643062502145767,
0.001618574489839375,
-0.05912863835692406,
0.07607967406511307,
-0.036313772201538086,
-0.0225453432649374,
0.05040770024061203,
0.014884871430695057,
0.05530669912695885,
-0.06869984418153763,
0.05850013718008995,
-0.025092363357543945,
-0.04705781117081642,
-0.031108004972338676,
0.01602317951619625,
-0.06448157876729965,
-0.00397567730396986,
0.02316514402627945,
-0.042835384607315063,
-0.020194746553897858,
-0.006988870911300182,
-0.04991105943918228,
-0.011349913664162159,
0.08111146092414856,
0.03296003118157387,
0.0884614884853363,
0.07211074233055115,
0.012694206088781357,
-0.04874759912490845,
-0.015390245243906975,
-0.03229595348238945,
0.030300244688987732,
-0.060886647552251816,
-0.0927664265036583,
0.026715463027358055,
0.0294787660241127,
0.005950244143605232,
0.03218809887766838,
0.030563322827219963,
-0.02086133137345314,
0.030405821278691292,
0.057424452155828476,
-0.0660385861992836,
0.11259359866380692,
0.001761818421073258,
0.03658951073884964,
0.03669344261288643,
0.06055498123168945,
0.05631120875477791,
0.05728760361671448,
-0.11620281636714935,
0.024897083640098572,
-0.12953564524650574,
-0.041625820100307465,
-0.029883457347750664,
-0.0629376545548439,
-0.005722013767808676,
-0.06386244297027588,
0.07752872258424759,
0.05956540256738663,
-0.03948264941573143,
-0.028922634199261665,
-0.07245570421218872,
-0.041700202971696854,
-2.815930512857376e-33,
0.07302650064229965,
0.035490572452545166,
-0.05777966231107712,
0.0037690419703722,
0.026796938851475716,
0.04525801166892052,
-0.013878574594855309,
0.011409816332161427,
-0.09132913500070572,
0.03483832627534866,
0.031386326998472214,
0.05500590056180954,
0.028467971831560135,
0.06472695618867874,
-0.022026654332876205,
-0.006465128622949123,
-0.010278710164129734,
0.05810435861349106,
0.14151081442832947,
-0.0004798028967343271,
-0.026078974828124046,
0.016929397359490395,
0.02911224588751793,
0.05621182546019554,
0.03675318509340286,
0.03263780474662781,
-0.02713857777416706,
0.007831353694200516,
0.04966336488723755,
-0.08686254918575287,
0.00015142274787649512,
0.017090892419219017,
-0.0034780562855303288,
0.008421157486736774,
-0.0761122778058052,
0.01850026100873947,
-0.004441644065082073,
0.046413324773311615,
-0.027717173099517822,
-0.08011467009782791,
-0.011849671602249146,
-0.009054412133991718,
0.07179364562034607,
0.058474160730838776,
-0.05311642214655876,
-0.016367172822356224,
-0.058113422244787216,
-0.11344554275274277,
0.047708384692668915,
0.00004661183993448503,
-0.11183194816112518,
0.03511722385883331,
-0.002176396083086729,
0.0440484844148159,
0.034348443150520325,
0.011237123981118202,
0.08538749068975449,
0.1224738135933876,
0.05258379131555557,
0.06885651499032974,
-0.02187250927090645,
-0.06086773797869682,
0.07343534380197525,
-0.04203757643699646,
-0.017983682453632355,
-0.030164452269673347,
-0.031542953103780746,
0.012881727889180183,
0.08379620313644409,
-0.036799754947423935,
-0.0403120182454586,
0.07837924361228943,
0.00967385433614254,
0.03288363665342331,
-0.04341941326856613,
0.03808026760816574,
0.03107907995581627,
-0.05669863149523735,
-0.038516782224178314,
0.019196314737200737,
-0.01450792234390974,
0.05393187701702118,
-0.07476156204938889,
0.0032359547913074493,
0.0571005716919899,
-0.012264445424079895,
0.07095599174499512,
-0.031143657863140106,
-0.08788541704416275,
-0.054694682359695435,
0.030242329463362694,
-0.021046927198767662,
-0.021336352452635765,
-0.12089230120182037,
0.11734899133443832,
-4.017028487623975e-8,
-0.04914981871843338,
-0.026049911975860596,
0.015187613666057587,
0.11374330520629883,
0.0481211394071579,
0.04188462346792221,
0.010968598537147045,
0.08958248794078827,
-0.009866648353636265,
-0.10686235874891281,
0.012471764348447323,
0.001281792065128684,
0.10601886361837387,
0.048413150012493134,
0.09741182625293732,
-0.05557851120829582,
-0.015299425460398197,
-0.10125219076871872,
-0.02112746611237526,
0.0867329090833664,
-0.024289151653647423,
-0.028034914284944534,
-0.0004474704619497061,
0.011838845908641815,
-0.056473053991794586,
-0.003961798269301653,
0.04034750163555145,
-0.017679233103990555,
-0.005702790338546038,
-0.07928283512592316,
-0.034186288714408875,
-0.05770501121878624,
-0.022511793300509453,
-0.03521920368075371,
-0.11639892309904099,
-0.0237650815397501,
-0.06605533510446548,
0.015521321445703506,
-0.07650188356637955,
-0.04732325300574303,
-0.006826196331530809,
0.013284973800182343,
0.0038464160170406103,
0.035856109112501144,
-0.056754615157842636,
0.0968208834528923,
-0.019202876836061478,
-0.03720395639538765,
-0.0812581405043602,
0.01559568289667368,
-0.017817804589867592,
-0.0886862650513649,
0.05335773527622223,
-0.07616744190454483,
-0.007658451795578003,
0.05287057161331177,
-0.0458141453564167,
0.13871337473392487,
0.02570563741028309,
0.06576187908649445,
0.07467067986726761,
-0.025390904396772385,
-0.008842818439006805,
-0.024480940774083138
] | null | null | null | null | null | null | null |
[
0.0008754681330174208,
-0.02761233225464821,
-0.03820198401808739,
0.036423929035663605,
-0.028683889657258987,
-0.056828487664461136,
0.0814657062292099,
-0.05818624049425125,
-0.03291299566626549,
-0.015324300155043602,
0.007592180278152227,
0.04949649050831795,
-0.03737993910908699,
-0.026500053703784943,
0.02854705974459648,
0.06173303723335266,
0.00872361846268177,
-0.049324050545692444,
0.03941158205270767,
0.012362905777990818,
0.0011449041776359081,
-0.00512852193787694,
0.016973985359072685,
-0.00751547422260046,
-0.04061198979616165,
-0.008303726091980934,
-0.0592387430369854,
-0.027233190834522247,
0.017444249242544174,
0.03082764707505703,
0.03698407858610153,
-0.05318968743085861,
-0.09717728197574615,
0.07043642550706863,
0.07361577451229095,
-0.03386949002742767,
0.02356579899787903,
0.0074048652313649654,
0.005143763497471809,
0.03565266728401184,
0.001358203124254942,
-0.06126827746629715,
0.003337900387123227,
-0.003897864604368806,
-0.049268487840890884,
-0.03560218587517738,
0.0358959399163723,
-0.04496077075600624,
-0.03807025030255318,
0.02305029332637787,
-0.014877064153552055,
0.04936851188540459,
-0.004567764233797789,
-0.000051526989409467205,
0.01932472735643387,
0.0697837546467781,
-0.08445603400468826,
-0.03231494873762131,
-0.032047055661678314,
-0.02618010714650154,
-0.004530665464699268,
0.0009498524595983326,
-0.057054296135902405,
-0.013860460370779037,
0.06439585983753204,
-0.03671346232295036,
0.055027805268764496,
-0.032282181084156036,
0.0369122140109539,
0.016913926228880882,
0.0030690038111060858,
0.034331876784563065,
-0.00158514769282192,
-0.036753203719854355,
-0.007361622992902994,
-0.002125448314473033,
-0.019621502608060837,
0.07891397923231125,
-0.01366860419511795,
-0.016515038907527924,
0.1128099262714386,
-0.021669168025255203,
-0.010197280906140804,
0.059307925403118134,
-0.05010215938091278,
0.03843417391180992,
0.01023422833532095,
0.04710039496421814,
-0.0124601349234581,
0.01279512606561184,
-0.10967197269201279,
-0.015728754922747612,
0.06209087744355202,
0.05758018046617508,
-0.0000979179676505737,
-0.0480688139796257,
0.10761044919490814,
-0.010812351480126381,
0.0004899678169749677,
-0.0025433972477912903,
0.08099239319562912,
-0.006107455585151911,
-0.027414141222834587,
0.032283246517181396,
-0.11681932210922241,
-0.002315347082912922,
0.0780254602432251,
0.09918689727783203,
-0.06475109606981277,
0.04576808586716652,
0.04182431846857071,
-0.0371301993727684,
0.027879683300852776,
-0.05399010702967644,
-0.025672487914562225,
0.03102203644812107,
-0.034687455743551254,
-0.00787475798279047,
-0.0634693130850792,
0.007270845118910074,
-0.12184858322143555,
0.08373592048883438,
-0.0443752147257328,
0.019699890166521072,
-0.02764476090669632,
0.009480386041104794,
-0.04566899314522743,
2.2918280913486048e-33,
0.060529906302690506,
0.0018467948539182544,
0.03345108777284622,
-0.06491431593894958,
-0.06554532051086426,
0.040054310113191605,
0.03542928025126457,
-0.09244614839553833,
-0.07570747286081314,
0.04380108416080475,
0.011276977136731148,
-0.001308028819039464,
0.026178931817412376,
-0.01780141144990921,
-0.09335942566394806,
-0.04218267276883125,
0.0377202145755291,
0.08988338708877563,
-0.054556023329496384,
0.04296503961086273,
0.0074666403234004974,
0.06412654370069504,
-0.036084309220314026,
0.0014246937353163958,
-0.07461091876029968,
0.05161333456635475,
-0.07356417179107666,
-0.005351122468709946,
0.029348624870181084,
0.018688751384615898,
0.08448512107133865,
0.04643062502145767,
0.001618574489839375,
-0.05912863835692406,
0.07607967406511307,
-0.036313772201538086,
-0.0225453432649374,
0.05040770024061203,
0.014884871430695057,
0.05530669912695885,
-0.06869984418153763,
0.05850013718008995,
-0.025092363357543945,
-0.04705781117081642,
-0.031108004972338676,
0.01602317951619625,
-0.06448157876729965,
-0.00397567730396986,
0.02316514402627945,
-0.042835384607315063,
-0.020194746553897858,
-0.006988870911300182,
-0.04991105943918228,
-0.011349913664162159,
0.08111146092414856,
0.03296003118157387,
0.0884614884853363,
0.07211074233055115,
0.012694206088781357,
-0.04874759912490845,
-0.015390245243906975,
-0.03229595348238945,
0.030300244688987732,
-0.060886647552251816,
-0.0927664265036583,
0.026715463027358055,
0.0294787660241127,
0.005950244143605232,
0.03218809887766838,
0.030563322827219963,
-0.02086133137345314,
0.030405821278691292,
0.057424452155828476,
-0.0660385861992836,
0.11259359866380692,
0.001761818421073258,
0.03658951073884964,
0.03669344261288643,
0.06055498123168945,
0.05631120875477791,
0.05728760361671448,
-0.11620281636714935,
0.024897083640098572,
-0.12953564524650574,
-0.041625820100307465,
-0.029883457347750664,
-0.0629376545548439,
-0.005722013767808676,
-0.06386244297027588,
0.07752872258424759,
0.05956540256738663,
-0.03948264941573143,
-0.028922634199261665,
-0.07245570421218872,
-0.041700202971696854,
-2.815930512857376e-33,
0.07302650064229965,
0.035490572452545166,
-0.05777966231107712,
0.0037690419703722,
0.026796938851475716,
0.04525801166892052,
-0.013878574594855309,
0.011409816332161427,
-0.09132913500070572,
0.03483832627534866,
0.031386326998472214,
0.05500590056180954,
0.028467971831560135,
0.06472695618867874,
-0.022026654332876205,
-0.006465128622949123,
-0.010278710164129734,
0.05810435861349106,
0.14151081442832947,
-0.0004798028967343271,
-0.026078974828124046,
0.016929397359490395,
0.02911224588751793,
0.05621182546019554,
0.03675318509340286,
0.03263780474662781,
-0.02713857777416706,
0.007831353694200516,
0.04966336488723755,
-0.08686254918575287,
0.00015142274787649512,
0.017090892419219017,
-0.0034780562855303288,
0.008421157486736774,
-0.0761122778058052,
0.01850026100873947,
-0.004441644065082073,
0.046413324773311615,
-0.027717173099517822,
-0.08011467009782791,
-0.011849671602249146,
-0.009054412133991718,
0.07179364562034607,
0.058474160730838776,
-0.05311642214655876,
-0.016367172822356224,
-0.058113422244787216,
-0.11344554275274277,
0.047708384692668915,
0.00004661183993448503,
-0.11183194816112518,
0.03511722385883331,
-0.002176396083086729,
0.0440484844148159,
0.034348443150520325,
0.011237123981118202,
0.08538749068975449,
0.1224738135933876,
0.05258379131555557,
0.06885651499032974,
-0.02187250927090645,
-0.06086773797869682,
0.07343534380197525,
-0.04203757643699646,
-0.017983682453632355,
-0.030164452269673347,
-0.031542953103780746,
0.012881727889180183,
0.08379620313644409,
-0.036799754947423935,
-0.0403120182454586,
0.07837924361228943,
0.00967385433614254,
0.03288363665342331,
-0.04341941326856613,
0.03808026760816574,
0.03107907995581627,
-0.05669863149523735,
-0.038516782224178314,
0.019196314737200737,
-0.01450792234390974,
0.05393187701702118,
-0.07476156204938889,
0.0032359547913074493,
0.0571005716919899,
-0.012264445424079895,
0.07095599174499512,
-0.031143657863140106,
-0.08788541704416275,
-0.054694682359695435,
0.030242329463362694,
-0.021046927198767662,
-0.021336352452635765,
-0.12089230120182037,
0.11734899133443832,
-4.017028487623975e-8,
-0.04914981871843338,
-0.026049911975860596,
0.015187613666057587,
0.11374330520629883,
0.0481211394071579,
0.04188462346792221,
0.010968598537147045,
0.08958248794078827,
-0.009866648353636265,
-0.10686235874891281,
0.012471764348447323,
0.001281792065128684,
0.10601886361837387,
0.048413150012493134,
0.09741182625293732,
-0.05557851120829582,
-0.015299425460398197,
-0.10125219076871872,
-0.02112746611237526,
0.0867329090833664,
-0.024289151653647423,
-0.028034914284944534,
-0.0004474704619497061,
0.011838845908641815,
-0.056473053991794586,
-0.003961798269301653,
0.04034750163555145,
-0.017679233103990555,
-0.005702790338546038,
-0.07928283512592316,
-0.034186288714408875,
-0.05770501121878624,
-0.022511793300509453,
-0.03521920368075371,
-0.11639892309904099,
-0.0237650815397501,
-0.06605533510446548,
0.015521321445703506,
-0.07650188356637955,
-0.04732325300574303,
-0.006826196331530809,
0.013284973800182343,
0.0038464160170406103,
0.035856109112501144,
-0.056754615157842636,
0.0968208834528923,
-0.019202876836061478,
-0.03720395639538765,
-0.0812581405043602,
0.01559568289667368,
-0.017817804589867592,
-0.0886862650513649,
0.05335773527622223,
-0.07616744190454483,
-0.007658451795578003,
0.05287057161331177,
-0.0458141453564167,
0.13871337473392487,
0.02570563741028309,
0.06576187908649445,
0.07467067986726761,
-0.025390904396772385,
-0.008842818439006805,
-0.024480940774083138
] |
1402.5244
|
Mehmet Emre Tasgin
|
Mehmet Emre Tasgin, Ildar Salakhutdinov, Dania Kendziora, Musa
Kurtulus Abak, Deniz Turkpence, Luca Piantanida, Ljiljana Fruk, Marco
Lazzarino, and Alpan Bek
|
Fluorescence Excitation by Enhanced Plasmon Upconversion under
Continuous Wave Illumination
|
11 pages, 8 figures
| null | null | null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We demonstrate effective background-free continuous wave nonlinear optical
excitation of molecules that are sandwiched between asymmetrically constructed
plasmonic gold nanoparticle clusters. We observe that near infrared photons are
converted to visible photons through efficient plasmonic second harmonic
generation. Our theoretical model and simulations demonstrate that Fano
resonances may be responsible for being able to observe nonlinear conversion
using a continuous wave light source. We show that nonlinearity enhancement of
plasmonic nanostructures via coupled quantum mechanical oscillators such as
molecules can be several orders larger as compared to their classical
counterparts.
|
[
{
"created": "Fri, 21 Feb 2014 10:36:29 GMT",
"version": "v1"
},
{
"created": "Thu, 15 May 2014 11:47:58 GMT",
"version": "v2"
},
{
"created": "Mon, 3 Aug 2015 17:35:14 GMT",
"version": "v3"
},
{
"created": "Sun, 12 Jun 2016 12:31:39 GMT",
"version": "v4"
}
] |
2016-06-14
|
[
[
"Tasgin",
"Mehmet Emre",
""
],
[
"Salakhutdinov",
"Ildar",
""
],
[
"Kendziora",
"Dania",
""
],
[
"Abak",
"Musa Kurtulus",
""
],
[
"Turkpence",
"Deniz",
""
],
[
"Piantanida",
"Luca",
""
],
[
"Fruk",
"Ljiljana",
""
],
[
"Lazzarino",
"Marco",
""
],
[
"Bek",
"Alpan",
""
]
] |
[
0.010148010216653347,
-0.08096452057361603,
-0.06588603556156158,
0.04641953483223915,
-0.002842159243300557,
-0.04604976996779442,
-0.024536166340112686,
-0.0167075265198946,
0.022929387167096138,
0.06209522858262062,
0.06651214510202408,
-0.008216815069317818,
-0.03050871379673481,
-0.07446391135454178,
0.14589600265026093,
0.1328451931476593,
0.03595320135354996,
0.036032918840646744,
-0.014726794324815273,
0.02888970822095871,
0.033453892916440964,
-0.09562059491872787,
0.021675290539860725,
-0.0009765888098627329,
-0.04353789985179901,
0.06386134028434753,
0.011338841170072556,
0.025950072333216667,
-0.030898330733180046,
0.016223102807998657,
0.04840725287795067,
-0.056248150765895844,
-0.04492071643471718,
0.0354064404964447,
-0.024044256657361984,
-0.010020586661994457,
0.06532043218612671,
0.04314088821411133,
-0.046577006578445435,
-0.07095097750425339,
-0.014281049370765686,
0.06688467413187027,
-0.038796376436948776,
-0.013816705904901028,
-0.07316278666257858,
-0.0369073823094368,
-0.009896280243992805,
0.021013321354985237,
-0.04382405802607536,
-0.04480217397212982,
-0.012761624529957771,
-0.024385355412960052,
-0.03596469759941101,
0.02928820811212063,
0.04082806408405304,
0.1479061394929886,
-0.007027887273579836,
-0.08011353015899658,
0.036864135414361954,
-0.07010231167078018,
0.009896019473671913,
0.006082615349441767,
-0.0013294747332111,
-0.01978238672018051,
0.025684043765068054,
0.02000102400779724,
0.03579525277018547,
0.009660709649324417,
-0.008257927373051643,
0.03361804038286209,
0.014759617857635021,
0.0014369183918461204,
0.028448868542909622,
0.043787647038698196,
0.03503337875008583,
0.009781419299542904,
-0.008116423152387142,
0.10001679509878159,
0.0729190856218338,
0.021220171824097633,
0.016550272703170776,
-0.05719219893217087,
-0.0013805092312395573,
0.12817084789276123,
0.03291085734963417,
0.014146077446639538,
0.046018246561288834,
-0.03946486860513687,
-0.05720212683081627,
-0.08080001175403595,
-0.0733463391661644,
-0.026919469237327576,
-0.037417441606521606,
-0.09374929219484329,
-0.022423380985856056,
-0.0800444483757019,
0.017080429941415787,
-0.04088466241955757,
0.0743207335472107,
0.006083376239985228,
0.06787501275539398,
-0.04043373465538025,
0.02141556143760681,
0.010206056758761406,
-0.058983996510505676,
0.01577417179942131,
0.009927877224981785,
0.11309750378131866,
-0.003922247793525457,
0.03196962922811508,
0.001205255975946784,
0.051702406257390976,
-0.009745115414261818,
-0.006274089682847261,
-0.07860061526298523,
0.04399595409631729,
0.018659528344869614,
0.01720115914940834,
-0.04137082025408745,
0.04480363428592682,
-0.0016833724221214652,
0.07787763327360153,
-0.040519386529922485,
0.04503782093524933,
0.009600427001714706,
-0.06935504078865051,
-0.050976336002349854,
-1.561760531764419e-34,
0.00231771357357502,
0.011305442079901695,
0.08687414973974228,
-0.05740339308977127,
0.07616385817527771,
-0.05150812491774559,
0.06273522973060608,
-0.012615787796676159,
-0.06646798551082611,
-0.031033173203468323,
0.02893156372010708,
0.025096258148550987,
0.04813764989376068,
0.05532405525445938,
0.09542791545391083,
-0.07634156942367554,
0.07251808792352676,
-0.007012187968939543,
0.00028216169448569417,
0.039623845368623734,
-0.02681839093565941,
0.052331242710351944,
0.029226260259747505,
0.005050876643508673,
-0.11204962432384491,
0.010504176840186119,
-0.018745675683021545,
0.02775481343269348,
0.05437112972140312,
-0.006564456503838301,
0.00017058415687642992,
0.12667833268642426,
-0.038319703191518784,
-0.041475340723991394,
0.08258175104856491,
-0.006673065014183521,
-0.022829266265034676,
-0.02257254719734192,
0.0364798866212368,
-0.0008489236352033913,
-0.026627425104379654,
0.0013271509669721127,
-0.008774375542998314,
0.0743933916091919,
-0.012873444706201553,
-0.01927151530981064,
-0.04461246356368065,
-0.036754317581653595,
-0.04314202815294266,
0.009072664193809032,
-0.06914927810430527,
-0.07385379821062088,
-0.008918258361518383,
0.07687382400035858,
-0.009126515127718449,
-0.06730008870363235,
0.04068680852651596,
-0.08499409258365631,
-0.0009434924577362835,
-0.07996951043605804,
0.03485499322414398,
-0.07128071039915085,
0.07139412313699722,
-0.024423077702522278,
-0.06301555782556534,
0.0023397663608193398,
0.004125676583498716,
0.04985921457409859,
-0.00914409477263689,
0.024791155010461807,
0.04485458508133888,
0.12398193776607513,
-0.06236531585454941,
-0.05883009359240532,
0.04190968722105026,
0.031276676803827286,
0.06952328979969025,
-0.04416905343532562,
0.020824801176786423,
0.02168959379196167,
0.01372248400002718,
-0.01802745833992958,
-0.034790512174367905,
0.012294362299144268,
-0.04312773048877716,
-0.029603414237499237,
-0.09539187699556351,
-0.05656592175364494,
-0.11450007557868958,
0.04502395913004875,
-0.02165408991277218,
-0.10691824555397034,
0.042620737105607986,
-0.03518342226743698,
-0.09884849190711975,
-2.969688112680808e-33,
0.04204006865620613,
0.06524712592363358,
0.00492203189060092,
0.021311664953827858,
0.1115846335887909,
0.07968752086162567,
-0.03441045433282852,
0.08530298620462418,
-0.033804751932621,
0.021592305973172188,
0.03601040691137314,
-0.02356816828250885,
-0.010195660404860973,
0.05747731402516365,
-0.08717215061187744,
-0.006121686194092035,
0.0642591118812561,
-0.009342988952994347,
0.1189371645450592,
-0.028475496917963028,
-0.014709719456732273,
-0.01980581134557724,
0.12994475662708282,
0.039073340594768524,
0.061891257762908936,
-0.007020044140517712,
-0.008423752151429653,
0.005339561961591244,
-0.06401501595973969,
-0.024151699617505074,
0.03766823932528496,
0.027990655973553658,
-0.020527513697743416,
-0.0339478924870491,
-0.0416548065841198,
0.03794371709227562,
0.05721212923526764,
-0.009723413735628128,
-0.02756946161389351,
0.011888604611158371,
0.020634198561310768,
-0.025122052058577538,
0.03691902011632919,
0.10306072235107422,
0.0020897535141557455,
0.020162442699074745,
-0.039991628378629684,
-0.017055591568350792,
-0.08759712427854538,
-0.024150719866156578,
-0.0040360428392887115,
0.01093294657766819,
-0.04725601151585579,
-0.0019894528668373823,
-0.0702616348862648,
-0.005591706372797489,
-0.020439548417925835,
-0.008027194067835808,
0.026670023798942566,
0.05918889492750168,
-0.04392655938863754,
-0.00016026922094170004,
-0.02901744470000267,
-0.015003521926701069,
-0.014320384711027145,
-0.051421307027339935,
0.01799801178276539,
0.07334204763174057,
0.004026196431368589,
0.0027106455527246,
-0.05645768716931343,
0.018777409568428993,
-0.006553870625793934,
0.1339583545923233,
0.10130658000707626,
0.003308230545371771,
0.059996385127305984,
-0.0965101420879364,
0.024999285116791725,
-0.016792433336377144,
0.03418967127799988,
0.03430551663041115,
0.01827039197087288,
-0.06978333741426468,
0.016083071008324623,
-0.0472305491566658,
0.06388109922409058,
-0.022801857441663742,
-0.07812615483999252,
0.008850201033055782,
0.029159925878047943,
-0.022545184940099716,
0.05734239146113396,
-0.05736107751727104,
0.06068631261587143,
-3.396882419792746e-8,
0.0720774456858635,
-0.04190753400325775,
-0.054462652653455734,
-0.01683923788368702,
-0.026467373594641685,
0.010517098009586334,
-0.04130830243229866,
-0.026451794430613518,
-0.03890293091535568,
-0.09903248399496078,
0.00032582058338448405,
-0.012015512213110924,
-0.04106013849377632,
-0.023126918822526932,
-0.024862729012966156,
0.0700000673532486,
0.011869085021317005,
-0.0642683357000351,
0.0024585940409451723,
-0.05847470834851265,
-0.09980098903179169,
0.031866222620010376,
0.011449080891907215,
0.04791140556335449,
0.05265957862138748,
-0.023282645270228386,
-0.02552313543856144,
-0.048668522387742996,
-0.10084513574838638,
-0.04960605129599571,
0.009236365556716919,
0.014743128791451454,
-0.028218049556016922,
0.05975869297981262,
-0.06439122557640076,
-0.04942074790596962,
-0.12020844221115112,
0.022139891982078552,
-0.07314576953649521,
-0.13369427621364594,
-0.0164744034409523,
0.10725562274456024,
-0.09671467542648315,
0.028978345915675163,
0.002316734753549099,
0.010496051982045174,
-0.014881458133459091,
0.05240784212946892,
0.008749779313802719,
0.046320535242557526,
-0.019060825929045677,
-0.0035665554460138083,
0.027223065495491028,
-0.08215124905109406,
-0.07670163363218307,
-0.07161108404397964,
-0.04846499115228653,
-0.04306846112012863,
-0.04244439676403999,
-0.010209633968770504,
0.025665804743766785,
-0.06890936195850372,
0.013073118403553963,
0.05350653827190399
] | null | null | null | null | null | null | null |
[
0.010148010216653347,
-0.08096452057361603,
-0.06588603556156158,
0.04641953483223915,
-0.002842159243300557,
-0.04604976996779442,
-0.024536166340112686,
-0.0167075265198946,
0.022929387167096138,
0.06209522858262062,
0.06651214510202408,
-0.008216815069317818,
-0.03050871379673481,
-0.07446391135454178,
0.14589600265026093,
0.1328451931476593,
0.03595320135354996,
0.036032918840646744,
-0.014726794324815273,
0.02888970822095871,
0.033453892916440964,
-0.09562059491872787,
0.021675290539860725,
-0.0009765888098627329,
-0.04353789985179901,
0.06386134028434753,
0.011338841170072556,
0.025950072333216667,
-0.030898330733180046,
0.016223102807998657,
0.04840725287795067,
-0.056248150765895844,
-0.04492071643471718,
0.0354064404964447,
-0.024044256657361984,
-0.010020586661994457,
0.06532043218612671,
0.04314088821411133,
-0.046577006578445435,
-0.07095097750425339,
-0.014281049370765686,
0.06688467413187027,
-0.038796376436948776,
-0.013816705904901028,
-0.07316278666257858,
-0.0369073823094368,
-0.009896280243992805,
0.021013321354985237,
-0.04382405802607536,
-0.04480217397212982,
-0.012761624529957771,
-0.024385355412960052,
-0.03596469759941101,
0.02928820811212063,
0.04082806408405304,
0.1479061394929886,
-0.007027887273579836,
-0.08011353015899658,
0.036864135414361954,
-0.07010231167078018,
0.009896019473671913,
0.006082615349441767,
-0.0013294747332111,
-0.01978238672018051,
0.025684043765068054,
0.02000102400779724,
0.03579525277018547,
0.009660709649324417,
-0.008257927373051643,
0.03361804038286209,
0.014759617857635021,
0.0014369183918461204,
0.028448868542909622,
0.043787647038698196,
0.03503337875008583,
0.009781419299542904,
-0.008116423152387142,
0.10001679509878159,
0.0729190856218338,
0.021220171824097633,
0.016550272703170776,
-0.05719219893217087,
-0.0013805092312395573,
0.12817084789276123,
0.03291085734963417,
0.014146077446639538,
0.046018246561288834,
-0.03946486860513687,
-0.05720212683081627,
-0.08080001175403595,
-0.0733463391661644,
-0.026919469237327576,
-0.037417441606521606,
-0.09374929219484329,
-0.022423380985856056,
-0.0800444483757019,
0.017080429941415787,
-0.04088466241955757,
0.0743207335472107,
0.006083376239985228,
0.06787501275539398,
-0.04043373465538025,
0.02141556143760681,
0.010206056758761406,
-0.058983996510505676,
0.01577417179942131,
0.009927877224981785,
0.11309750378131866,
-0.003922247793525457,
0.03196962922811508,
0.001205255975946784,
0.051702406257390976,
-0.009745115414261818,
-0.006274089682847261,
-0.07860061526298523,
0.04399595409631729,
0.018659528344869614,
0.01720115914940834,
-0.04137082025408745,
0.04480363428592682,
-0.0016833724221214652,
0.07787763327360153,
-0.040519386529922485,
0.04503782093524933,
0.009600427001714706,
-0.06935504078865051,
-0.050976336002349854,
-1.561760531764419e-34,
0.00231771357357502,
0.011305442079901695,
0.08687414973974228,
-0.05740339308977127,
0.07616385817527771,
-0.05150812491774559,
0.06273522973060608,
-0.012615787796676159,
-0.06646798551082611,
-0.031033173203468323,
0.02893156372010708,
0.025096258148550987,
0.04813764989376068,
0.05532405525445938,
0.09542791545391083,
-0.07634156942367554,
0.07251808792352676,
-0.007012187968939543,
0.00028216169448569417,
0.039623845368623734,
-0.02681839093565941,
0.052331242710351944,
0.029226260259747505,
0.005050876643508673,
-0.11204962432384491,
0.010504176840186119,
-0.018745675683021545,
0.02775481343269348,
0.05437112972140312,
-0.006564456503838301,
0.00017058415687642992,
0.12667833268642426,
-0.038319703191518784,
-0.041475340723991394,
0.08258175104856491,
-0.006673065014183521,
-0.022829266265034676,
-0.02257254719734192,
0.0364798866212368,
-0.0008489236352033913,
-0.026627425104379654,
0.0013271509669721127,
-0.008774375542998314,
0.0743933916091919,
-0.012873444706201553,
-0.01927151530981064,
-0.04461246356368065,
-0.036754317581653595,
-0.04314202815294266,
0.009072664193809032,
-0.06914927810430527,
-0.07385379821062088,
-0.008918258361518383,
0.07687382400035858,
-0.009126515127718449,
-0.06730008870363235,
0.04068680852651596,
-0.08499409258365631,
-0.0009434924577362835,
-0.07996951043605804,
0.03485499322414398,
-0.07128071039915085,
0.07139412313699722,
-0.024423077702522278,
-0.06301555782556534,
0.0023397663608193398,
0.004125676583498716,
0.04985921457409859,
-0.00914409477263689,
0.024791155010461807,
0.04485458508133888,
0.12398193776607513,
-0.06236531585454941,
-0.05883009359240532,
0.04190968722105026,
0.031276676803827286,
0.06952328979969025,
-0.04416905343532562,
0.020824801176786423,
0.02168959379196167,
0.01372248400002718,
-0.01802745833992958,
-0.034790512174367905,
0.012294362299144268,
-0.04312773048877716,
-0.029603414237499237,
-0.09539187699556351,
-0.05656592175364494,
-0.11450007557868958,
0.04502395913004875,
-0.02165408991277218,
-0.10691824555397034,
0.042620737105607986,
-0.03518342226743698,
-0.09884849190711975,
-2.969688112680808e-33,
0.04204006865620613,
0.06524712592363358,
0.00492203189060092,
0.021311664953827858,
0.1115846335887909,
0.07968752086162567,
-0.03441045433282852,
0.08530298620462418,
-0.033804751932621,
0.021592305973172188,
0.03601040691137314,
-0.02356816828250885,
-0.010195660404860973,
0.05747731402516365,
-0.08717215061187744,
-0.006121686194092035,
0.0642591118812561,
-0.009342988952994347,
0.1189371645450592,
-0.028475496917963028,
-0.014709719456732273,
-0.01980581134557724,
0.12994475662708282,
0.039073340594768524,
0.061891257762908936,
-0.007020044140517712,
-0.008423752151429653,
0.005339561961591244,
-0.06401501595973969,
-0.024151699617505074,
0.03766823932528496,
0.027990655973553658,
-0.020527513697743416,
-0.0339478924870491,
-0.0416548065841198,
0.03794371709227562,
0.05721212923526764,
-0.009723413735628128,
-0.02756946161389351,
0.011888604611158371,
0.020634198561310768,
-0.025122052058577538,
0.03691902011632919,
0.10306072235107422,
0.0020897535141557455,
0.020162442699074745,
-0.039991628378629684,
-0.017055591568350792,
-0.08759712427854538,
-0.024150719866156578,
-0.0040360428392887115,
0.01093294657766819,
-0.04725601151585579,
-0.0019894528668373823,
-0.0702616348862648,
-0.005591706372797489,
-0.020439548417925835,
-0.008027194067835808,
0.026670023798942566,
0.05918889492750168,
-0.04392655938863754,
-0.00016026922094170004,
-0.02901744470000267,
-0.015003521926701069,
-0.014320384711027145,
-0.051421307027339935,
0.01799801178276539,
0.07334204763174057,
0.004026196431368589,
0.0027106455527246,
-0.05645768716931343,
0.018777409568428993,
-0.006553870625793934,
0.1339583545923233,
0.10130658000707626,
0.003308230545371771,
0.059996385127305984,
-0.0965101420879364,
0.024999285116791725,
-0.016792433336377144,
0.03418967127799988,
0.03430551663041115,
0.01827039197087288,
-0.06978333741426468,
0.016083071008324623,
-0.0472305491566658,
0.06388109922409058,
-0.022801857441663742,
-0.07812615483999252,
0.008850201033055782,
0.029159925878047943,
-0.022545184940099716,
0.05734239146113396,
-0.05736107751727104,
0.06068631261587143,
-3.396882419792746e-8,
0.0720774456858635,
-0.04190753400325775,
-0.054462652653455734,
-0.01683923788368702,
-0.026467373594641685,
0.010517098009586334,
-0.04130830243229866,
-0.026451794430613518,
-0.03890293091535568,
-0.09903248399496078,
0.00032582058338448405,
-0.012015512213110924,
-0.04106013849377632,
-0.023126918822526932,
-0.024862729012966156,
0.0700000673532486,
0.011869085021317005,
-0.0642683357000351,
0.0024585940409451723,
-0.05847470834851265,
-0.09980098903179169,
0.031866222620010376,
0.011449080891907215,
0.04791140556335449,
0.05265957862138748,
-0.023282645270228386,
-0.02552313543856144,
-0.048668522387742996,
-0.10084513574838638,
-0.04960605129599571,
0.009236365556716919,
0.014743128791451454,
-0.028218049556016922,
0.05975869297981262,
-0.06439122557640076,
-0.04942074790596962,
-0.12020844221115112,
0.022139891982078552,
-0.07314576953649521,
-0.13369427621364594,
-0.0164744034409523,
0.10725562274456024,
-0.09671467542648315,
0.028978345915675163,
0.002316734753549099,
0.010496051982045174,
-0.014881458133459091,
0.05240784212946892,
0.008749779313802719,
0.046320535242557526,
-0.019060825929045677,
-0.0035665554460138083,
0.027223065495491028,
-0.08215124905109406,
-0.07670163363218307,
-0.07161108404397964,
-0.04846499115228653,
-0.04306846112012863,
-0.04244439676403999,
-0.010209633968770504,
0.025665804743766785,
-0.06890936195850372,
0.013073118403553963,
0.05350653827190399
] |
1402.5245
|
Yann Busnel
|
Emmanuelle Anceaume (IRISA, INRIA - SUPELEC), Yann Busnel (LINA),
Bruno Sericola (INRIA - IRISA)
|
New results on a generalized coupon collector problem using Markov
chains
|
14 pages
| null | null | null |
math.PR cs.DM
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We study in this paper a generalized coupon collector problem, which consists
in determining the distribution and the moments of the time needed to collect a
given number of distinct coupons that are drawn from a set of coupons with an
arbitrary probability distribution. We suppose that a special coupon called the
null coupon can be drawn but never belongs to any collection. In this context,
we obtain expressions of the distribution and the moments of this time. We also
prove that the almost-uniform distribution, for which all the non-null coupons
have the same drawing probability, is the distribution which minimizes the
expected time to get a fixed subset of distinct coupons. This optimization
result is extended to the complementary distribution of that time when the full
collection is considered, proving by the way this well-known conjecture.
Finally, we propose a new conjecture which expresses the fact that the
almost-uniform distribution should minimize the complementary distribution of
the time needed to get any fixed number of distinct coupons.
|
[
{
"created": "Fri, 21 Feb 2014 10:37:27 GMT",
"version": "v1"
}
] |
2014-02-24
|
[
[
"Anceaume",
"Emmanuelle",
"",
"IRISA, INRIA - SUPELEC"
],
[
"Busnel",
"Yann",
"",
"LINA"
],
[
"Sericola",
"Bruno",
"",
"INRIA - IRISA"
]
] |
[
-0.12747521698474884,
0.04394178092479706,
-0.05584787204861641,
-0.07438594102859497,
-0.010473251342773438,
-0.0032327151857316494,
0.08710949122905731,
0.04091157764196396,
0.10230272263288498,
0.036602456122636795,
0.04442651942372322,
-0.008544450625777245,
0.06382502615451813,
-0.00765583012253046,
0.03768947347998619,
-0.01773226261138916,
-0.009724545292556286,
-0.003620242467150092,
0.013681127689778805,
0.05775905027985573,
-0.060234036296606064,
-0.08086463063955307,
0.021671393886208534,
-0.01917336694896221,
0.028741691261529922,
-0.0366346649825573,
0.0557156465947628,
-0.03090800531208515,
0.021994052454829216,
0.014342554844915867,
0.031244568526744843,
-0.011619297787547112,
0.03887355327606201,
-0.06402945518493652,
0.07151550054550171,
-0.022440142929553986,
-0.06145607307553291,
-0.006263756193220615,
0.07554816454648972,
0.02303987555205822,
0.006791445426642895,
0.03261345252394676,
-0.01709289848804474,
-0.000321284489473328,
-0.01627381145954132,
0.008086820133030415,
-0.013939511962234974,
0.032391928136348724,
-0.04883797466754913,
0.015011687763035297,
0.058815523982048035,
0.04812493547797203,
-0.10666722804307938,
0.014635652303695679,
0.0595557875931263,
-0.05293142795562744,
-0.06561029702425003,
-0.08300143480300903,
-0.021918607875704765,
0.040260665118694305,
0.034017547965049744,
-0.06857309490442276,
-0.024921389296650887,
0.02697867341339588,
-0.045763470232486725,
0.010194269008934498,
0.08382849395275116,
0.056427277624607086,
0.044636864215135574,
0.036875974386930466,
0.01732402853667736,
0.046650972217321396,
-0.09315613657236099,
0.07179731875658035,
0.06462325900793076,
-0.006539556663483381,
0.01761016994714737,
-0.06607191264629364,
-0.09008846431970596,
-0.007268886547535658,
-0.05551447346806526,
0.00025793773238547146,
0.017922785133123398,
-0.051911041140556335,
0.037381790578365326,
-0.04290281981229782,
0.008504615165293217,
0.07773555815219879,
0.09955880790948868,
0.015637312084436417,
-0.12923435866832733,
0.015728766098618507,
-0.0007083074888214469,
-0.014737118035554886,
-0.09811386466026306,
-0.013630712404847145,
0.0942935198545456,
0.0338500551879406,
0.03440336138010025,
0.06505048274993896,
0.030610470101237297,
0.013021091930568218,
0.044164784252643585,
-0.0408039353787899,
0.06254220753908157,
-0.04046578332781792,
-0.056069109588861465,
-0.009060029871761799,
-0.053155675530433655,
-0.09380288422107697,
-0.013492316007614136,
-0.004753055516630411,
0.031245578080415726,
0.04136640205979347,
-0.05476892739534378,
-0.02806319110095501,
-0.04106105864048004,
0.10579495131969452,
-0.028882183134555817,
0.0347641222178936,
0.05353411287069321,
0.0336228646337986,
0.03852653130888939,
-0.006309040356427431,
-0.03217805176973343,
0.024804089218378067,
0.06446195393800735,
4.994958809149547e-34,
0.02828373573720455,
-0.06281309574842453,
0.03365891054272652,
-0.08352001756429672,
0.05888894945383072,
0.05177900195121765,
0.027932392433285713,
0.030062716454267502,
0.10028191655874252,
0.0033975793048739433,
0.011252348311245441,
-0.05801866203546524,
0.019478151574730873,
0.05570172518491745,
-0.05371373891830444,
-0.007338641211390495,
0.012314633466303349,
-0.0182390995323658,
0.09771218150854111,
-0.09492306411266327,
-0.03349953144788742,
-0.032858435064554214,
0.054733116179704666,
-0.03441601246595383,
-0.02502569928765297,
-0.013437500223517418,
-0.03971508517861366,
-0.018665505573153496,
-0.009949716739356518,
0.003212992800399661,
-0.021189574152231216,
0.07764983177185059,
0.0602131150662899,
0.04247785359621048,
0.026409022510051727,
0.011393077671527863,
0.03838631138205528,
-0.06790558993816376,
-0.0010360457235947251,
-0.013434071093797684,
-0.0665503665804863,
0.05404079705476761,
-0.008508631028234959,
-0.031943533569574356,
-0.03896450623869896,
-0.02518097311258316,
0.06590207666158676,
-0.018222765997052193,
-0.02393125183880329,
0.013529312796890736,
-0.02144855074584484,
-0.05126577615737915,
0.0012735306518152356,
0.010344411246478558,
-0.009432274848222733,
-0.006955827586352825,
-0.020249778404831886,
0.01506534218788147,
0.019340593367815018,
0.09967996180057526,
-0.0032256583217531443,
0.01679287664592266,
-0.014239427633583546,
0.004199134185910225,
-0.008548066951334476,
0.04054558649659157,
-0.0029318903107196093,
-0.030973242595791817,
0.03085697814822197,
-0.002842591144144535,
0.0752793550491333,
0.009683297947049141,
-0.06761482357978821,
-0.11639109998941422,
0.02262212708592415,
0.015614590607583523,
0.14670643210411072,
0.08797616511583328,
-0.06236746162176132,
-0.011916127987205982,
-0.028287822380661964,
-0.055829260498285294,
0.035426411777734756,
-0.06002202257514,
-0.037515826523303986,
0.10766557604074478,
0.03659623861312866,
-0.0340426042675972,
-0.0005516763194464147,
0.021028127521276474,
-0.07779598981142044,
-0.01114556286484003,
-0.03272061049938202,
0.010392867028713226,
0.07378283143043518,
-1.686287604885858e-33,
0.004759443923830986,
-0.023012839257717133,
0.04108573868870735,
0.03561844676733017,
0.05045504495501518,
-0.0003987575473729521,
-0.00911608524620533,
-0.03173280879855156,
-0.04978623241186142,
-0.006612846627831459,
-0.07681983709335327,
0.04715532809495926,
0.01041304413229227,
-0.044702719897031784,
0.004203840158879757,
0.011150346137583256,
0.1055619865655899,
0.02324679307639599,
0.009906800463795662,
-0.0020498333033174276,
0.03320806846022606,
0.05885295197367668,
-0.0645684003829956,
-0.018994566053152084,
0.014551295898854733,
0.01756683737039566,
-0.10339131951332092,
-0.001067472854629159,
-0.050989262759685516,
0.011424407362937927,
-0.03482121601700783,
-0.09588342159986496,
-0.047824688255786896,
-0.039201125502586365,
0.0024484449531883,
-0.054562028497457504,
0.050781626254320145,
0.08356187492609024,
-0.034931983798742294,
0.0942397490143776,
-0.01370803639292717,
-0.025367727503180504,
0.02781589701771736,
0.03628659248352051,
0.030866310000419617,
-0.025291694328188896,
-0.012107311747968197,
-0.02456744946539402,
0.028132181614637375,
0.02921140007674694,
-0.06551354378461838,
0.008039873093366623,
-0.04973733425140381,
0.09186313301324844,
0.01469931285828352,
-0.020039035007357597,
-0.02720830962061882,
-0.03578462079167366,
0.12876132130622864,
-0.02196526527404785,
-0.023062264546751976,
-0.0386810228228569,
-0.07186925411224365,
0.04095878079533577,
0.042993612587451935,
-0.018134543672204018,
0.029888685792684555,
-0.049827367067337036,
0.0005474911886267364,
-0.007746807765215635,
0.08698771893978119,
0.01646558754146099,
-0.03044447861611843,
-0.08030340820550919,
-0.08197421580553055,
0.06679317355155945,
0.045034658163785934,
-0.0016348602948710322,
-0.009379067458212376,
-0.02609802410006523,
-0.07331239432096481,
0.04997003823518753,
-0.03645443916320801,
-0.03893059119582176,
-0.028627518564462662,
0.04873776063323021,
0.12302640080451965,
-0.11493029445409775,
0.00168025481980294,
-0.05954531207680702,
0.020915117114782333,
0.08352664858102798,
0.11302255839109421,
0.051619384437799454,
-0.009931584820151329,
-3.975241469333923e-8,
-0.010169644840061665,
-0.05343841388821602,
-0.07499869912862778,
-0.020205140113830566,
0.18438439071178436,
-0.0013184339040890336,
-0.010840930975973606,
-0.005781864747405052,
-0.07117486745119095,
-0.08365821093320847,
0.1479477435350418,
-0.02591179683804512,
0.013608083128929138,
0.0011363010853528976,
-0.06064489856362343,
-0.07047858089208603,
-0.10677237808704376,
0.0198738481849432,
-0.0206731129437685,
-0.022884007543325424,
-0.02839815430343151,
0.02417583391070366,
0.04545034468173981,
-0.07527890801429749,
-0.0405915267765522,
0.05216602608561516,
0.10471887141466141,
-0.06685800850391388,
0.054693229496479034,
0.005010726395994425,
-0.12212274968624115,
-0.03473687544465065,
0.05034922808408737,
-0.04128016531467438,
0.040882863104343414,
0.0155074093490839,
-0.05009205639362335,
-0.03821141645312309,
-0.03573312610387802,
-0.05947480350732803,
0.02838662825524807,
-0.05561976134777069,
-0.003960456699132919,
0.030369505286216736,
0.017206400632858276,
-0.04910549521446228,
0.013581023551523685,
0.00856840331107378,
-0.009497061371803284,
0.023196296766400337,
-0.026562049984931946,
-0.09628758579492569,
0.07584810256958008,
-0.0484638549387455,
0.07411704957485199,
0.034439899027347565,
0.023159746080636978,
-0.06574399769306183,
0.054143182933330536,
0.003102813847362995,
0.012451231479644775,
-0.028446538373827934,
-0.07620413601398468,
0.03296700865030289
] | null | null | null | null | null | null | null |
[
-0.12747521698474884,
0.04394178092479706,
-0.05584787204861641,
-0.07438594102859497,
-0.010473251342773438,
-0.0032327151857316494,
0.08710949122905731,
0.04091157764196396,
0.10230272263288498,
0.036602456122636795,
0.04442651942372322,
-0.008544450625777245,
0.06382502615451813,
-0.00765583012253046,
0.03768947347998619,
-0.01773226261138916,
-0.009724545292556286,
-0.003620242467150092,
0.013681127689778805,
0.05775905027985573,
-0.060234036296606064,
-0.08086463063955307,
0.021671393886208534,
-0.01917336694896221,
0.028741691261529922,
-0.0366346649825573,
0.0557156465947628,
-0.03090800531208515,
0.021994052454829216,
0.014342554844915867,
0.031244568526744843,
-0.011619297787547112,
0.03887355327606201,
-0.06402945518493652,
0.07151550054550171,
-0.022440142929553986,
-0.06145607307553291,
-0.006263756193220615,
0.07554816454648972,
0.02303987555205822,
0.006791445426642895,
0.03261345252394676,
-0.01709289848804474,
-0.000321284489473328,
-0.01627381145954132,
0.008086820133030415,
-0.013939511962234974,
0.032391928136348724,
-0.04883797466754913,
0.015011687763035297,
0.058815523982048035,
0.04812493547797203,
-0.10666722804307938,
0.014635652303695679,
0.0595557875931263,
-0.05293142795562744,
-0.06561029702425003,
-0.08300143480300903,
-0.021918607875704765,
0.040260665118694305,
0.034017547965049744,
-0.06857309490442276,
-0.024921389296650887,
0.02697867341339588,
-0.045763470232486725,
0.010194269008934498,
0.08382849395275116,
0.056427277624607086,
0.044636864215135574,
0.036875974386930466,
0.01732402853667736,
0.046650972217321396,
-0.09315613657236099,
0.07179731875658035,
0.06462325900793076,
-0.006539556663483381,
0.01761016994714737,
-0.06607191264629364,
-0.09008846431970596,
-0.007268886547535658,
-0.05551447346806526,
0.00025793773238547146,
0.017922785133123398,
-0.051911041140556335,
0.037381790578365326,
-0.04290281981229782,
0.008504615165293217,
0.07773555815219879,
0.09955880790948868,
0.015637312084436417,
-0.12923435866832733,
0.015728766098618507,
-0.0007083074888214469,
-0.014737118035554886,
-0.09811386466026306,
-0.013630712404847145,
0.0942935198545456,
0.0338500551879406,
0.03440336138010025,
0.06505048274993896,
0.030610470101237297,
0.013021091930568218,
0.044164784252643585,
-0.0408039353787899,
0.06254220753908157,
-0.04046578332781792,
-0.056069109588861465,
-0.009060029871761799,
-0.053155675530433655,
-0.09380288422107697,
-0.013492316007614136,
-0.004753055516630411,
0.031245578080415726,
0.04136640205979347,
-0.05476892739534378,
-0.02806319110095501,
-0.04106105864048004,
0.10579495131969452,
-0.028882183134555817,
0.0347641222178936,
0.05353411287069321,
0.0336228646337986,
0.03852653130888939,
-0.006309040356427431,
-0.03217805176973343,
0.024804089218378067,
0.06446195393800735,
4.994958809149547e-34,
0.02828373573720455,
-0.06281309574842453,
0.03365891054272652,
-0.08352001756429672,
0.05888894945383072,
0.05177900195121765,
0.027932392433285713,
0.030062716454267502,
0.10028191655874252,
0.0033975793048739433,
0.011252348311245441,
-0.05801866203546524,
0.019478151574730873,
0.05570172518491745,
-0.05371373891830444,
-0.007338641211390495,
0.012314633466303349,
-0.0182390995323658,
0.09771218150854111,
-0.09492306411266327,
-0.03349953144788742,
-0.032858435064554214,
0.054733116179704666,
-0.03441601246595383,
-0.02502569928765297,
-0.013437500223517418,
-0.03971508517861366,
-0.018665505573153496,
-0.009949716739356518,
0.003212992800399661,
-0.021189574152231216,
0.07764983177185059,
0.0602131150662899,
0.04247785359621048,
0.026409022510051727,
0.011393077671527863,
0.03838631138205528,
-0.06790558993816376,
-0.0010360457235947251,
-0.013434071093797684,
-0.0665503665804863,
0.05404079705476761,
-0.008508631028234959,
-0.031943533569574356,
-0.03896450623869896,
-0.02518097311258316,
0.06590207666158676,
-0.018222765997052193,
-0.02393125183880329,
0.013529312796890736,
-0.02144855074584484,
-0.05126577615737915,
0.0012735306518152356,
0.010344411246478558,
-0.009432274848222733,
-0.006955827586352825,
-0.020249778404831886,
0.01506534218788147,
0.019340593367815018,
0.09967996180057526,
-0.0032256583217531443,
0.01679287664592266,
-0.014239427633583546,
0.004199134185910225,
-0.008548066951334476,
0.04054558649659157,
-0.0029318903107196093,
-0.030973242595791817,
0.03085697814822197,
-0.002842591144144535,
0.0752793550491333,
0.009683297947049141,
-0.06761482357978821,
-0.11639109998941422,
0.02262212708592415,
0.015614590607583523,
0.14670643210411072,
0.08797616511583328,
-0.06236746162176132,
-0.011916127987205982,
-0.028287822380661964,
-0.055829260498285294,
0.035426411777734756,
-0.06002202257514,
-0.037515826523303986,
0.10766557604074478,
0.03659623861312866,
-0.0340426042675972,
-0.0005516763194464147,
0.021028127521276474,
-0.07779598981142044,
-0.01114556286484003,
-0.03272061049938202,
0.010392867028713226,
0.07378283143043518,
-1.686287604885858e-33,
0.004759443923830986,
-0.023012839257717133,
0.04108573868870735,
0.03561844676733017,
0.05045504495501518,
-0.0003987575473729521,
-0.00911608524620533,
-0.03173280879855156,
-0.04978623241186142,
-0.006612846627831459,
-0.07681983709335327,
0.04715532809495926,
0.01041304413229227,
-0.044702719897031784,
0.004203840158879757,
0.011150346137583256,
0.1055619865655899,
0.02324679307639599,
0.009906800463795662,
-0.0020498333033174276,
0.03320806846022606,
0.05885295197367668,
-0.0645684003829956,
-0.018994566053152084,
0.014551295898854733,
0.01756683737039566,
-0.10339131951332092,
-0.001067472854629159,
-0.050989262759685516,
0.011424407362937927,
-0.03482121601700783,
-0.09588342159986496,
-0.047824688255786896,
-0.039201125502586365,
0.0024484449531883,
-0.054562028497457504,
0.050781626254320145,
0.08356187492609024,
-0.034931983798742294,
0.0942397490143776,
-0.01370803639292717,
-0.025367727503180504,
0.02781589701771736,
0.03628659248352051,
0.030866310000419617,
-0.025291694328188896,
-0.012107311747968197,
-0.02456744946539402,
0.028132181614637375,
0.02921140007674694,
-0.06551354378461838,
0.008039873093366623,
-0.04973733425140381,
0.09186313301324844,
0.01469931285828352,
-0.020039035007357597,
-0.02720830962061882,
-0.03578462079167366,
0.12876132130622864,
-0.02196526527404785,
-0.023062264546751976,
-0.0386810228228569,
-0.07186925411224365,
0.04095878079533577,
0.042993612587451935,
-0.018134543672204018,
0.029888685792684555,
-0.049827367067337036,
0.0005474911886267364,
-0.007746807765215635,
0.08698771893978119,
0.01646558754146099,
-0.03044447861611843,
-0.08030340820550919,
-0.08197421580553055,
0.06679317355155945,
0.045034658163785934,
-0.0016348602948710322,
-0.009379067458212376,
-0.02609802410006523,
-0.07331239432096481,
0.04997003823518753,
-0.03645443916320801,
-0.03893059119582176,
-0.028627518564462662,
0.04873776063323021,
0.12302640080451965,
-0.11493029445409775,
0.00168025481980294,
-0.05954531207680702,
0.020915117114782333,
0.08352664858102798,
0.11302255839109421,
0.051619384437799454,
-0.009931584820151329,
-3.975241469333923e-8,
-0.010169644840061665,
-0.05343841388821602,
-0.07499869912862778,
-0.020205140113830566,
0.18438439071178436,
-0.0013184339040890336,
-0.010840930975973606,
-0.005781864747405052,
-0.07117486745119095,
-0.08365821093320847,
0.1479477435350418,
-0.02591179683804512,
0.013608083128929138,
0.0011363010853528976,
-0.06064489856362343,
-0.07047858089208603,
-0.10677237808704376,
0.0198738481849432,
-0.0206731129437685,
-0.022884007543325424,
-0.02839815430343151,
0.02417583391070366,
0.04545034468173981,
-0.07527890801429749,
-0.0405915267765522,
0.05216602608561516,
0.10471887141466141,
-0.06685800850391388,
0.054693229496479034,
0.005010726395994425,
-0.12212274968624115,
-0.03473687544465065,
0.05034922808408737,
-0.04128016531467438,
0.040882863104343414,
0.0155074093490839,
-0.05009205639362335,
-0.03821141645312309,
-0.03573312610387802,
-0.05947480350732803,
0.02838662825524807,
-0.05561976134777069,
-0.003960456699132919,
0.030369505286216736,
0.017206400632858276,
-0.04910549521446228,
0.013581023551523685,
0.00856840331107378,
-0.009497061371803284,
0.023196296766400337,
-0.026562049984931946,
-0.09628758579492569,
0.07584810256958008,
-0.0484638549387455,
0.07411704957485199,
0.034439899027347565,
0.023159746080636978,
-0.06574399769306183,
0.054143182933330536,
0.003102813847362995,
0.012451231479644775,
-0.028446538373827934,
-0.07620413601398468,
0.03296700865030289
] |
1402.5252
|
Oliver Brandt
|
Oliver Brandt, Sergio Fern\'andez-Garrido, Johannes K. Zettler,
Esperanza Luna, Uwe Jahn, Caroline Ch\`eze, and Vladimir M. Kaganer
|
Statistical analysis of the shape of one-dimensional nanostructures:
determining the coalescence degree of spontaneously formed GaN nanowires
| null |
Cryst. Growth Des. 14, 2246 (2014)
|
10.1021/cg401838q
| null |
cond-mat.mes-hall cond-mat.mtrl-sci physics.data-an
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Single GaN nanowires formed spontaneously on a given substrate represent
nanoscopic single crystals free of any extended defects. However, due to the
high area density of thus formed GaN nanowire ensembles, individual nanowires
coalesce with others in their immediate vicinity. This coalescence process may
introduce strain and structural defects, foiling the idea of defect-free
material due to the nanowire geometry. To investigate the consequences of this
process, a quantitative measure of the coalescence of nanowire ensembles is
required. We derive objective criteria to determine the coalescence degree of
GaN nanowire ensembles. These criteria are based on the area-perimeter
relationship of the cross-sectional shapes observed, and in particular on their
circularity. Employing these criteria, we distinguish single nanowires from
coalesced aggregates in an ensemble, determine the diameter distribution of
both, and finally analyze the coalescence degree of nanowire ensembles with
increasing fill factor.
|
[
{
"created": "Fri, 21 Feb 2014 11:10:51 GMT",
"version": "v1"
},
{
"created": "Tue, 15 Apr 2014 08:01:08 GMT",
"version": "v2"
}
] |
2015-03-27
|
[
[
"Brandt",
"Oliver",
""
],
[
"Fernández-Garrido",
"Sergio",
""
],
[
"Zettler",
"Johannes K.",
""
],
[
"Luna",
"Esperanza",
""
],
[
"Jahn",
"Uwe",
""
],
[
"Chèze",
"Caroline",
""
],
[
"Kaganer",
"Vladimir M.",
""
]
] |
[
-0.029012618586421013,
-0.04335778206586838,
0.053931910544633865,
0.04399506747722626,
0.0776640996336937,
-0.0594208650290966,
-0.06823054701089859,
0.022630061954259872,
0.001885531353764236,
-0.016459966078400612,
-0.043095964938402176,
-0.036320142447948456,
-0.02496269717812538,
-0.022691816091537476,
-0.0323328971862793,
0.0009505331399850547,
-0.08078458160161972,
-0.013341536745429039,
0.020773999392986298,
0.017994198948144913,
0.019552083685994148,
-0.06702632457017899,
0.02622181922197342,
0.05175698548555374,
0.03946162015199661,
0.051252689212560654,
0.04660338535904884,
-0.050221532583236694,
0.0023885052651166916,
-0.051035232841968536,
-0.025589289143681526,
0.08658917993307114,
-0.1538536697626114,
0.042483244091272354,
-0.012521314434707165,
-0.0006905750487931073,
-0.029872925952076912,
0.06355047971010208,
0.03209187462925911,
-0.11319223046302795,
0.0025520219933241606,
0.05667906627058983,
0.05578605458140373,
-0.028412431478500366,
-0.02050784043967724,
-0.038309499621391296,
-0.0009601031197234988,
-0.008808058686554432,
-0.03708834573626518,
-0.05095555633306503,
0.12997129559516907,
0.016818193718791008,
-0.017205970361828804,
0.10683456808328629,
0.08696138858795166,
0.00501303281635046,
0.0025417774450033903,
-0.04775780811905861,
0.005281223449856043,
0.08591503649950027,
0.00892220064997673,
-0.03340579569339752,
-0.01853763312101364,
-0.07337791472673416,
0.11911527067422867,
0.019782759249210358,
0.05847741290926933,
0.03754540905356407,
-0.032557614147663116,
0.01104098092764616,
0.051143959164619446,
0.07659602165222168,
-0.03984479978680611,
0.047121450304985046,
0.09875142574310303,
0.07728779315948486,
0.0006589337135665119,
0.10840535163879395,
-0.017932618036866188,
0.05006228759884834,
-0.13954024016857147,
0.11857131123542786,
0.1365402191877365,
-0.011819092556834221,
-0.0014076962834224105,
0.05742054805159569,
-0.01114218682050705,
0.031034085899591446,
-0.01709616556763649,
-0.012480933219194412,
-0.07811496406793594,
0.13292330503463745,
-0.12198329716920853,
0.003300590207800269,
-0.006140105426311493,
-0.010339698754251003,
-0.03616362437605858,
-0.018804514780640602,
0.04097769036889076,
-0.0669376403093338,
0.06272681057453156,
-0.04320545494556427,
0.032844483852386475,
-0.00982766691595316,
0.041668497025966644,
-0.007062366232275963,
0.027023019269108772,
0.032548099756240845,
0.05625465139746666,
0.05246583744883537,
0.11151432991027832,
-0.038468487560749054,
0.042252350598573685,
-0.0036316707264631987,
-0.025118568912148476,
-0.018751012161374092,
-0.12416955828666687,
0.13894906640052795,
-0.04779772087931633,
0.10509940981864929,
-0.08011800050735474,
0.14330993592739105,
-0.06678526848554611,
-0.025432083755731583,
-0.04677579924464226,
-0.06051626801490784,
-0.05442003533244133,
-7.628964765321377e-34,
0.0217430479824543,
0.01064263004809618,
-0.05063323304057121,
0.08179981261491776,
-0.00048522246652282774,
-0.07133141905069351,
-0.011055247858166695,
0.06194661557674408,
0.03419366851449013,
0.029342662543058395,
-0.05434006080031395,
0.05145420506596565,
-0.055896878242492676,
-0.021993838250637054,
0.05258246138691902,
0.06325021386146545,
0.019351858645677567,
-0.04182342812418938,
-0.05498441308736801,
-0.007549946196377277,
-0.062247101217508316,
-0.04660317674279213,
0.03971574082970619,
0.06718858331441879,
-0.013026593253016472,
-0.09450747072696686,
-0.05325399339199066,
-0.010167655535042286,
-0.1053253561258316,
0.006618733983486891,
0.005565176717936993,
0.058924559503793716,
0.022182002663612366,
-0.043311748653650284,
0.030143363401293755,
-0.025499872863292694,
-0.008149723522365093,
0.08253010362386703,
-0.07325846701860428,
0.02100781351327896,
-0.005695058032870293,
0.00006033068711985834,
0.012279672548174858,
-0.021007437258958817,
-0.0225890651345253,
-0.054747916758060455,
0.0553283654153347,
-0.04633631184697151,
-0.05079216882586479,
0.051426962018013,
-0.08318111300468445,
-0.01907227374613285,
0.07867027819156647,
-0.023096617311239243,
0.04349582642316818,
0.010060888715088367,
0.019441958516836166,
-0.074005626142025,
0.06676684319972992,
-0.018624356016516685,
0.02510141022503376,
0.05678383260965347,
-0.08446447551250458,
0.04092317819595337,
-0.05909387022256851,
0.05071472376585007,
0.004644178785383701,
0.0326901450753212,
-0.03652648627758026,
-0.04222630709409714,
0.0010349407093599439,
-0.012809825129806995,
-0.025424771010875702,
0.00950708519667387,
-0.018084924668073654,
-0.08435291051864624,
0.02789272740483284,
-0.06317615509033203,
0.09751778841018677,
0.041529152542352676,
-0.07758529484272003,
-0.038257747888565063,
0.0028932124841958284,
-0.13967180252075195,
-0.09906981140375137,
0.03836122527718544,
0.06336010247468948,
-0.020729051902890205,
-0.02973596379160881,
-0.003866594284772873,
-0.010915064252912998,
-0.07396579533815384,
0.08873095363378525,
-0.046969689428806305,
-0.011864064261317253,
-2.5907383050054655e-33,
-0.012403251603245735,
0.013037530705332756,
0.015929147601127625,
-0.01272975280880928,
-0.0025634870398789644,
0.005064402706921101,
-0.06909121572971344,
0.05038223788142204,
0.010494019836187363,
-0.02866423688828945,
-0.008518209680914879,
0.07514555007219315,
-0.049028754234313965,
-0.04043068364262581,
0.030200768262147903,
-0.022355958819389343,
-0.06786627322435379,
-0.042408231645822525,
0.07088113576173782,
0.01994907297194004,
0.03543214872479439,
0.05928424000740051,
-0.044579990208148956,
-0.06771213561296463,
0.017288653180003166,
-0.03836668282747269,
-0.049411118030548096,
-0.017318740487098694,
-0.010557327419519424,
0.022545387968420982,
0.019415883347392082,
-0.02709026448428631,
0.006755978334695101,
0.05817810818552971,
0.00288005149923265,
-0.01238416600972414,
0.11069491505622864,
0.01656419038772583,
0.03696675971150398,
-0.02885381132364273,
0.01700197532773018,
-0.03412426635622978,
-0.042473603039979935,
-0.025689465925097466,
-0.03504389151930809,
-0.026880033314228058,
-0.016674576327204704,
-0.000648697663564235,
-0.02212018519639969,
0.039849501103162766,
-0.015411356464028358,
0.006362072192132473,
-0.04115332290530205,
-0.005496125668287277,
-0.05830153450369835,
0.008216660469770432,
-0.034306589514017105,
0.06837127357721329,
0.04555712267756462,
0.005891307257115841,
-0.07516946643590927,
-0.08034980297088623,
0.03941309079527855,
0.028550520539283752,
-0.02964325249195099,
-0.015432638116180897,
0.050875887274742126,
-0.019751880317926407,
0.08644448220729828,
0.04244643449783325,
0.0073075550608336926,
0.10672801733016968,
0.014792702160775661,
-0.04100189730525017,
-0.034906890243291855,
0.007261204067617655,
0.018070776015520096,
-0.054170843213796616,
-0.02437695860862732,
-0.06672538071870804,
0.006854118313640356,
0.07080032676458359,
0.014814203605055809,
-0.02085855044424534,
0.03208419308066368,
0.01856737583875656,
0.06822767108678818,
0.04542471095919609,
-0.057708002626895905,
0.059951599687337875,
0.08269885182380676,
-0.029310081154108047,
0.0422000028192997,
-0.06396070122718811,
-0.047005873173475266,
-4.082322391241178e-8,
0.044023312628269196,
0.0075655970722436905,
-0.06508572399616241,
-0.041908226907253265,
0.07919778674840927,
0.023972921073436737,
0.021309083327651024,
0.08374171704053879,
0.0746123269200325,
0.017042160034179688,
0.034496378153562546,
0.017507098615169525,
-0.05123612657189369,
-0.019662585109472275,
0.016763227060437202,
-0.03218046948313713,
-0.08302757143974304,
0.07019806653261185,
-0.0446772426366806,
0.032561324536800385,
-0.01989777572453022,
-0.013039578683674335,
0.03511776402592659,
-0.0645676925778389,
-0.006651677191257477,
-0.07757053524255753,
-0.008640790358185768,
-0.057767223566770554,
-0.0550224743783474,
-0.008135727606713772,
-0.03258066624403,
0.011801513843238354,
0.022348180413246155,
-0.0060289534740149975,
0.01483104471117258,
0.011712449602782726,
0.04500223696231842,
0.0013900386402383447,
-0.01740359701216221,
-0.021514274179935455,
0.050489313900470734,
-0.02324153296649456,
0.055415909737348557,
-0.043403781950473785,
-0.005031137261539698,
-0.04106003791093826,
0.08012257516384125,
-0.01707633025944233,
-0.004535407293587923,
0.02739349938929081,
-0.01379017997533083,
-0.002237680135294795,
0.009640871547162533,
-0.0075696618296206,
-0.02155918814241886,
0.04456057772040367,
0.011988475918769836,
-0.009591761976480484,
-0.011025657877326012,
-0.1229465901851654,
0.022625131532549858,
-0.0014887339202687144,
-0.0372174046933651,
-0.07127761840820312
] | null | null | null | null | null | null | null |
[
-0.029012618586421013,
-0.04335778206586838,
0.053931910544633865,
0.04399506747722626,
0.0776640996336937,
-0.0594208650290966,
-0.06823054701089859,
0.022630061954259872,
0.001885531353764236,
-0.016459966078400612,
-0.043095964938402176,
-0.036320142447948456,
-0.02496269717812538,
-0.022691816091537476,
-0.0323328971862793,
0.0009505331399850547,
-0.08078458160161972,
-0.013341536745429039,
0.020773999392986298,
0.017994198948144913,
0.019552083685994148,
-0.06702632457017899,
0.02622181922197342,
0.05175698548555374,
0.03946162015199661,
0.051252689212560654,
0.04660338535904884,
-0.050221532583236694,
0.0023885052651166916,
-0.051035232841968536,
-0.025589289143681526,
0.08658917993307114,
-0.1538536697626114,
0.042483244091272354,
-0.012521314434707165,
-0.0006905750487931073,
-0.029872925952076912,
0.06355047971010208,
0.03209187462925911,
-0.11319223046302795,
0.0025520219933241606,
0.05667906627058983,
0.05578605458140373,
-0.028412431478500366,
-0.02050784043967724,
-0.038309499621391296,
-0.0009601031197234988,
-0.008808058686554432,
-0.03708834573626518,
-0.05095555633306503,
0.12997129559516907,
0.016818193718791008,
-0.017205970361828804,
0.10683456808328629,
0.08696138858795166,
0.00501303281635046,
0.0025417774450033903,
-0.04775780811905861,
0.005281223449856043,
0.08591503649950027,
0.00892220064997673,
-0.03340579569339752,
-0.01853763312101364,
-0.07337791472673416,
0.11911527067422867,
0.019782759249210358,
0.05847741290926933,
0.03754540905356407,
-0.032557614147663116,
0.01104098092764616,
0.051143959164619446,
0.07659602165222168,
-0.03984479978680611,
0.047121450304985046,
0.09875142574310303,
0.07728779315948486,
0.0006589337135665119,
0.10840535163879395,
-0.017932618036866188,
0.05006228759884834,
-0.13954024016857147,
0.11857131123542786,
0.1365402191877365,
-0.011819092556834221,
-0.0014076962834224105,
0.05742054805159569,
-0.01114218682050705,
0.031034085899591446,
-0.01709616556763649,
-0.012480933219194412,
-0.07811496406793594,
0.13292330503463745,
-0.12198329716920853,
0.003300590207800269,
-0.006140105426311493,
-0.010339698754251003,
-0.03616362437605858,
-0.018804514780640602,
0.04097769036889076,
-0.0669376403093338,
0.06272681057453156,
-0.04320545494556427,
0.032844483852386475,
-0.00982766691595316,
0.041668497025966644,
-0.007062366232275963,
0.027023019269108772,
0.032548099756240845,
0.05625465139746666,
0.05246583744883537,
0.11151432991027832,
-0.038468487560749054,
0.042252350598573685,
-0.0036316707264631987,
-0.025118568912148476,
-0.018751012161374092,
-0.12416955828666687,
0.13894906640052795,
-0.04779772087931633,
0.10509940981864929,
-0.08011800050735474,
0.14330993592739105,
-0.06678526848554611,
-0.025432083755731583,
-0.04677579924464226,
-0.06051626801490784,
-0.05442003533244133,
-7.628964765321377e-34,
0.0217430479824543,
0.01064263004809618,
-0.05063323304057121,
0.08179981261491776,
-0.00048522246652282774,
-0.07133141905069351,
-0.011055247858166695,
0.06194661557674408,
0.03419366851449013,
0.029342662543058395,
-0.05434006080031395,
0.05145420506596565,
-0.055896878242492676,
-0.021993838250637054,
0.05258246138691902,
0.06325021386146545,
0.019351858645677567,
-0.04182342812418938,
-0.05498441308736801,
-0.007549946196377277,
-0.062247101217508316,
-0.04660317674279213,
0.03971574082970619,
0.06718858331441879,
-0.013026593253016472,
-0.09450747072696686,
-0.05325399339199066,
-0.010167655535042286,
-0.1053253561258316,
0.006618733983486891,
0.005565176717936993,
0.058924559503793716,
0.022182002663612366,
-0.043311748653650284,
0.030143363401293755,
-0.025499872863292694,
-0.008149723522365093,
0.08253010362386703,
-0.07325846701860428,
0.02100781351327896,
-0.005695058032870293,
0.00006033068711985834,
0.012279672548174858,
-0.021007437258958817,
-0.0225890651345253,
-0.054747916758060455,
0.0553283654153347,
-0.04633631184697151,
-0.05079216882586479,
0.051426962018013,
-0.08318111300468445,
-0.01907227374613285,
0.07867027819156647,
-0.023096617311239243,
0.04349582642316818,
0.010060888715088367,
0.019441958516836166,
-0.074005626142025,
0.06676684319972992,
-0.018624356016516685,
0.02510141022503376,
0.05678383260965347,
-0.08446447551250458,
0.04092317819595337,
-0.05909387022256851,
0.05071472376585007,
0.004644178785383701,
0.0326901450753212,
-0.03652648627758026,
-0.04222630709409714,
0.0010349407093599439,
-0.012809825129806995,
-0.025424771010875702,
0.00950708519667387,
-0.018084924668073654,
-0.08435291051864624,
0.02789272740483284,
-0.06317615509033203,
0.09751778841018677,
0.041529152542352676,
-0.07758529484272003,
-0.038257747888565063,
0.0028932124841958284,
-0.13967180252075195,
-0.09906981140375137,
0.03836122527718544,
0.06336010247468948,
-0.020729051902890205,
-0.02973596379160881,
-0.003866594284772873,
-0.010915064252912998,
-0.07396579533815384,
0.08873095363378525,
-0.046969689428806305,
-0.011864064261317253,
-2.5907383050054655e-33,
-0.012403251603245735,
0.013037530705332756,
0.015929147601127625,
-0.01272975280880928,
-0.0025634870398789644,
0.005064402706921101,
-0.06909121572971344,
0.05038223788142204,
0.010494019836187363,
-0.02866423688828945,
-0.008518209680914879,
0.07514555007219315,
-0.049028754234313965,
-0.04043068364262581,
0.030200768262147903,
-0.022355958819389343,
-0.06786627322435379,
-0.042408231645822525,
0.07088113576173782,
0.01994907297194004,
0.03543214872479439,
0.05928424000740051,
-0.044579990208148956,
-0.06771213561296463,
0.017288653180003166,
-0.03836668282747269,
-0.049411118030548096,
-0.017318740487098694,
-0.010557327419519424,
0.022545387968420982,
0.019415883347392082,
-0.02709026448428631,
0.006755978334695101,
0.05817810818552971,
0.00288005149923265,
-0.01238416600972414,
0.11069491505622864,
0.01656419038772583,
0.03696675971150398,
-0.02885381132364273,
0.01700197532773018,
-0.03412426635622978,
-0.042473603039979935,
-0.025689465925097466,
-0.03504389151930809,
-0.026880033314228058,
-0.016674576327204704,
-0.000648697663564235,
-0.02212018519639969,
0.039849501103162766,
-0.015411356464028358,
0.006362072192132473,
-0.04115332290530205,
-0.005496125668287277,
-0.05830153450369835,
0.008216660469770432,
-0.034306589514017105,
0.06837127357721329,
0.04555712267756462,
0.005891307257115841,
-0.07516946643590927,
-0.08034980297088623,
0.03941309079527855,
0.028550520539283752,
-0.02964325249195099,
-0.015432638116180897,
0.050875887274742126,
-0.019751880317926407,
0.08644448220729828,
0.04244643449783325,
0.0073075550608336926,
0.10672801733016968,
0.014792702160775661,
-0.04100189730525017,
-0.034906890243291855,
0.007261204067617655,
0.018070776015520096,
-0.054170843213796616,
-0.02437695860862732,
-0.06672538071870804,
0.006854118313640356,
0.07080032676458359,
0.014814203605055809,
-0.02085855044424534,
0.03208419308066368,
0.01856737583875656,
0.06822767108678818,
0.04542471095919609,
-0.057708002626895905,
0.059951599687337875,
0.08269885182380676,
-0.029310081154108047,
0.0422000028192997,
-0.06396070122718811,
-0.047005873173475266,
-4.082322391241178e-8,
0.044023312628269196,
0.0075655970722436905,
-0.06508572399616241,
-0.041908226907253265,
0.07919778674840927,
0.023972921073436737,
0.021309083327651024,
0.08374171704053879,
0.0746123269200325,
0.017042160034179688,
0.034496378153562546,
0.017507098615169525,
-0.05123612657189369,
-0.019662585109472275,
0.016763227060437202,
-0.03218046948313713,
-0.08302757143974304,
0.07019806653261185,
-0.0446772426366806,
0.032561324536800385,
-0.01989777572453022,
-0.013039578683674335,
0.03511776402592659,
-0.0645676925778389,
-0.006651677191257477,
-0.07757053524255753,
-0.008640790358185768,
-0.057767223566770554,
-0.0550224743783474,
-0.008135727606713772,
-0.03258066624403,
0.011801513843238354,
0.022348180413246155,
-0.0060289534740149975,
0.01483104471117258,
0.011712449602782726,
0.04500223696231842,
0.0013900386402383447,
-0.01740359701216221,
-0.021514274179935455,
0.050489313900470734,
-0.02324153296649456,
0.055415909737348557,
-0.043403781950473785,
-0.005031137261539698,
-0.04106003791093826,
0.08012257516384125,
-0.01707633025944233,
-0.004535407293587923,
0.02739349938929081,
-0.01379017997533083,
-0.002237680135294795,
0.009640871547162533,
-0.0075696618296206,
-0.02155918814241886,
0.04456057772040367,
0.011988475918769836,
-0.009591761976480484,
-0.011025657877326012,
-0.1229465901851654,
0.022625131532549858,
-0.0014887339202687144,
-0.0372174046933651,
-0.07127761840820312
] |
1402.5255
|
Christian von der Weth
|
Christian von der Weth, Manfred Hauswirth
|
Analysing Parallel and Passive Web Browsing Behavior and its Effects on
Website Metrics
|
22 pages, 11 figures, 3 tables, 29 references. arXiv admin note: text
overlap with arXiv:1307.1542
| null | null | null |
cs.HC cs.IR
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Getting deeper insights into the online browsing behavior of Web users has
been a major research topic since the advent of the WWW. It provides useful
information to optimize website design, Web browser design, search engines
offerings, and online advertisement. We argue that new technologies and new
services continue to have significant effects on the way how people browse the
Web. For example, listening to music clips on YouTube or to a radio station on
Last.fm does not require users to sit in front of their computer. Social media
and networking sites like Facebook or micro-blogging sites like Twitter have
attracted new types of users that previously were less inclined to go online.
These changes in how people browse the Web feature new characteristics which
are not well understood so far. In this paper, we provide novel and unique
insights by presenting first results of DOBBS, our long-term effort to create a
comprehensive and representative dataset capturing online user behavior. We
firstly investigate the concepts of parallel browsing and passive browsing,
showing that browsing the Web is no longer a dedicated task for many users.
Based on these results, we then analyze their impact on the calculation of a
user's dwell time -- i.e., the time the user spends on a webpage -- which has
become an important metric to quantify the popularity of websites.
|
[
{
"created": "Fri, 21 Feb 2014 11:15:02 GMT",
"version": "v1"
}
] |
2014-02-24
|
[
[
"von der Weth",
"Christian",
""
],
[
"Hauswirth",
"Manfred",
""
]
] |
[
-0.0244271382689476,
-0.08206545561552048,
-0.007303319871425629,
-0.005609407089650631,
0.07040363550186157,
-0.05274379998445511,
0.058703791350126266,
0.07708153873682022,
-0.036348797380924225,
-0.1002703383564949,
0.0000815197272459045,
0.022964756935834885,
0.028373893350362778,
0.02571694552898407,
0.014384835958480835,
-0.07188459485769272,
0.07289177924394608,
-0.004447199869900942,
-0.03476196527481079,
-0.05713914334774017,
0.010084759443998337,
-0.0141489552333951,
0.031687673181295395,
0.012830904684960842,
-0.012465422041714191,
-0.05979269742965698,
-0.0449737012386322,
-0.014352422207593918,
0.01591145433485508,
0.01847364753484726,
0.017900725826621056,
0.02826828882098198,
0.03004603274166584,
0.00310400384478271,
-0.14657822251319885,
-0.0573861300945282,
-0.06326808035373688,
0.0025551063008606434,
-0.035101551562547684,
-0.005970844533294439,
-0.015783274546265602,
-0.07486459612846375,
0.039946865290403366,
0.07052572816610336,
-0.045318763703107834,
-0.01909402571618557,
-0.030775174498558044,
0.0028183157555758953,
-0.006927416659891605,
0.0278661847114563,
-0.05354108661413193,
0.01808479242026806,
-0.001452613971196115,
0.030022256076335907,
-0.0141198905184865,
-0.04770797863602638,
-0.01934080384671688,
0.03607694059610367,
0.008487534709274769,
-0.0019499048357829452,
0.03015309013426304,
-0.06799449026584625,
0.011425992473959923,
0.03616967424750328,
0.02878175675868988,
0.013728226535022259,
0.004521493799984455,
-0.03778063505887985,
-0.01621592976152897,
0.09360427409410477,
-0.022386137396097183,
0.05967622622847557,
-0.09383411705493927,
0.0560772530734539,
0.039688821882009506,
-0.10242509841918945,
0.01938273198902607,
0.024799181148409843,
-0.013897368684411049,
0.011672664433717728,
-0.0030019653495401144,
-0.0420316606760025,
0.014005371369421482,
-0.01774466782808304,
0.02709346078336239,
-0.054916832596063614,
-0.044706519693136215,
-0.041021984070539474,
-0.05062410235404968,
-0.07731004804372787,
-0.01201717834919691,
0.0519213005900383,
0.010076943784952164,
0.005599242635071278,
-0.022593649104237556,
0.05033247545361519,
0.001428746385499835,
0.017051585018634796,
0.021118786185979843,
0.06982698291540146,
-0.03238235414028168,
0.08547963947057724,
0.008886371739208698,
-0.002058079931885004,
-0.02680807374417782,
0.019423896446824074,
0.02361609973013401,
0.14928144216537476,
0.035648394376039505,
-0.011536416597664356,
-0.02517213672399521,
0.029551096260547638,
-0.022757161408662796,
-0.043888386338949203,
0.02417750284075737,
-0.06379947066307068,
0.02296445518732071,
0.024691788479685783,
0.1271493285894394,
0.13196012377738953,
0.10302884876728058,
0.10224467515945435,
0.07349732518196106,
-0.07383553683757782,
0.07790260761976242,
-0.020557159557938576,
-0.05842573940753937,
3.19624371030868e-33,
0.07432124763727188,
0.002044902415946126,
-0.030729318037629128,
-0.017518876120448112,
-0.03919307142496109,
-0.03160039708018303,
0.0027033169753849506,
0.012438236735761166,
-0.04615463688969612,
-0.03654729202389717,
0.02462005242705345,
0.07686582952737808,
-0.028970979154109955,
0.09077997505664825,
0.030627096071839333,
-0.02084190957248211,
0.011310883797705173,
0.0037499340251088142,
0.028235256671905518,
-0.06947711855173111,
0.09972435235977173,
-0.05742526054382324,
0.03606748208403587,
0.051002707332372665,
0.04988744482398033,
-0.04132905602455139,
-0.03694966062903404,
-0.02318267896771431,
-0.022244049236178398,
0.02632255293428898,
-0.006088917143642902,
-0.06886468827724457,
-0.07120513916015625,
-0.010392257943749428,
-0.04462115094065666,
-0.0049207196570932865,
-0.04651017114520073,
-0.025159504264593124,
0.05910152569413185,
-0.02674095332622528,
-0.1489381343126297,
0.021854892373085022,
-0.045103512704372406,
-0.009050856344401836,
-0.098381407558918,
-0.040202315896749496,
-0.012475420720875263,
0.02301945723593235,
-0.011830908246338367,
0.05884112790226936,
0.028841054067015648,
-0.008355787955224514,
0.06946306675672531,
0.07074747234582901,
-0.09782981127500534,
0.07570052891969681,
-0.055961351841688156,
0.0186239555478096,
0.022433454170823097,
-0.009270433336496353,
0.04385008290410042,
0.007626209873706102,
0.028492584824562073,
-0.0429336316883564,
-0.05373063683509827,
-0.008542471565306187,
0.07200532406568527,
0.042298171669244766,
0.0019112557638436556,
0.03739827498793602,
0.004330708645284176,
-0.0043089305981993675,
-0.03590526059269905,
-0.08097648620605469,
-0.04551653563976288,
0.060577768832445145,
-0.004532963037490845,
-0.10214363783597946,
-0.007798324339091778,
-0.021015765145421028,
0.08652150630950928,
0.007897173054516315,
0.08178521692752838,
-0.06198117509484291,
-0.06879711151123047,
-0.031167011708021164,
0.03242892399430275,
-0.14319570362567902,
-0.0861474946141243,
-0.0251439418643713,
-0.04127376899123192,
0.05720781907439232,
0.01067785732448101,
-0.003631426952779293,
0.004238505382090807,
-2.7101507149627553e-33,
-0.12842786312103271,
0.005320240743458271,
0.022144028916954994,
0.07434192299842834,
-0.047850921750068665,
0.03508876636624336,
0.005765123292803764,
-0.016093816608190536,
-0.03952982276678085,
-0.030734065920114517,
0.01650860346853733,
-0.016339801251888275,
-0.050912387669086456,
0.016831545159220695,
-0.035383451730012894,
0.07013453543186188,
0.03871307522058487,
-0.02693338692188263,
-0.023629382252693176,
0.03501306101679802,
0.022421900182962418,
0.018478723242878914,
-0.12170668691396713,
-0.0625062808394432,
-0.00610519852489233,
0.005918823182582855,
0.000889440590981394,
0.021176371723413467,
-0.03796408697962761,
-0.06972824037075043,
-0.01985667273402214,
-0.04762100428342819,
-0.04573207348585129,
-0.0627283900976181,
0.04815366864204407,
0.10210953652858734,
-0.010349293239414692,
0.04462665691971779,
0.017333386465907097,
0.06010710448026657,
0.03068063035607338,
0.05470907688140869,
0.03203926980495453,
-0.035066042095422745,
-0.01815439946949482,
0.09660002589225769,
-0.09890775382518768,
0.05211813747882843,
-0.029397334903478622,
0.000943527091294527,
0.0863664373755455,
0.038168471306562424,
0.0467802919447422,
-0.016094697639346123,
-0.06854931265115738,
-0.024839283898472786,
-0.019516760483384132,
-0.03011806309223175,
0.055712588131427765,
0.026282021775841713,
-0.05276566371321678,
-0.03074881061911583,
-0.06712328642606735,
0.005622539669275284,
-0.020915305241942406,
-0.07587440311908722,
0.046535518020391464,
-0.022910570725798607,
-0.06794058531522751,
0.015448296442627907,
0.04919133707880974,
-0.019943654537200928,
-0.059145666658878326,
-0.0896105095744133,
-0.07192397117614746,
0.025020519271492958,
0.07033352553844452,
0.027087165042757988,
-0.042334672063589096,
0.02932693623006344,
-0.02212209440767765,
0.1004040390253067,
0.015608959831297398,
-0.12904441356658936,
0.005931115709245205,
0.03946526348590851,
-0.005230835173279047,
0.04863547161221504,
-0.019605357199907303,
-0.03479410335421562,
0.02480234205722809,
0.05952256917953491,
-0.13771656155586243,
0.05016782879829407,
0.009341418743133545,
-4.354631855107982e-8,
0.005979375913739204,
0.011211510747671127,
-0.008164274506270885,
0.04923028498888016,
0.08886733651161194,
0.05439665913581848,
0.04924113303422928,
0.06430396437644958,
-0.08329911530017853,
-0.003612251952290535,
0.08671393990516663,
-0.0061711519956588745,
0.0397312268614769,
0.040709491819143295,
0.053176701068878174,
0.02883140929043293,
-0.00249444879591465,
-0.09607541561126709,
-0.040835145860910416,
-0.03175985813140869,
0.060086194425821304,
0.01333265658468008,
0.016989536583423615,
-0.025736477226018906,
0.044923555105924606,
0.05477654188871384,
0.016826482489705086,
0.03614729270339012,
0.09523911774158478,
0.016969328746199608,
-0.0748395025730133,
0.06187157332897186,
-0.08437518775463104,
-0.08438578248023987,
0.04750819876790047,
-0.010443986393511295,
-0.02855083905160427,
-0.04727913439273834,
-0.036564901471138,
-0.005550043657422066,
0.0054418547078967094,
0.008174529299139977,
0.08801111578941345,
0.08879692852497101,
0.058399688452482224,
0.030017049983143806,
-0.04762697219848633,
0.027046876028180122,
0.07443668693304062,
-0.01457272283732891,
-0.022036191076040268,
-0.08991552144289017,
0.09759241342544556,
0.04832415655255318,
0.038929060101509094,
-0.02432696521282196,
0.02548365853726864,
0.06808441877365112,
0.058268263936042786,
0.07614021003246307,
0.02851046621799469,
-0.024971313774585724,
-0.08621053397655487,
0.028525669127702713
] | null | null | null | null | null | null | null |
[
-0.0244271382689476,
-0.08206545561552048,
-0.007303319871425629,
-0.005609407089650631,
0.07040363550186157,
-0.05274379998445511,
0.058703791350126266,
0.07708153873682022,
-0.036348797380924225,
-0.1002703383564949,
0.0000815197272459045,
0.022964756935834885,
0.028373893350362778,
0.02571694552898407,
0.014384835958480835,
-0.07188459485769272,
0.07289177924394608,
-0.004447199869900942,
-0.03476196527481079,
-0.05713914334774017,
0.010084759443998337,
-0.0141489552333951,
0.031687673181295395,
0.012830904684960842,
-0.012465422041714191,
-0.05979269742965698,
-0.0449737012386322,
-0.014352422207593918,
0.01591145433485508,
0.01847364753484726,
0.017900725826621056,
0.02826828882098198,
0.03004603274166584,
0.00310400384478271,
-0.14657822251319885,
-0.0573861300945282,
-0.06326808035373688,
0.0025551063008606434,
-0.035101551562547684,
-0.005970844533294439,
-0.015783274546265602,
-0.07486459612846375,
0.039946865290403366,
0.07052572816610336,
-0.045318763703107834,
-0.01909402571618557,
-0.030775174498558044,
0.0028183157555758953,
-0.006927416659891605,
0.0278661847114563,
-0.05354108661413193,
0.01808479242026806,
-0.001452613971196115,
0.030022256076335907,
-0.0141198905184865,
-0.04770797863602638,
-0.01934080384671688,
0.03607694059610367,
0.008487534709274769,
-0.0019499048357829452,
0.03015309013426304,
-0.06799449026584625,
0.011425992473959923,
0.03616967424750328,
0.02878175675868988,
0.013728226535022259,
0.004521493799984455,
-0.03778063505887985,
-0.01621592976152897,
0.09360427409410477,
-0.022386137396097183,
0.05967622622847557,
-0.09383411705493927,
0.0560772530734539,
0.039688821882009506,
-0.10242509841918945,
0.01938273198902607,
0.024799181148409843,
-0.013897368684411049,
0.011672664433717728,
-0.0030019653495401144,
-0.0420316606760025,
0.014005371369421482,
-0.01774466782808304,
0.02709346078336239,
-0.054916832596063614,
-0.044706519693136215,
-0.041021984070539474,
-0.05062410235404968,
-0.07731004804372787,
-0.01201717834919691,
0.0519213005900383,
0.010076943784952164,
0.005599242635071278,
-0.022593649104237556,
0.05033247545361519,
0.001428746385499835,
0.017051585018634796,
0.021118786185979843,
0.06982698291540146,
-0.03238235414028168,
0.08547963947057724,
0.008886371739208698,
-0.002058079931885004,
-0.02680807374417782,
0.019423896446824074,
0.02361609973013401,
0.14928144216537476,
0.035648394376039505,
-0.011536416597664356,
-0.02517213672399521,
0.029551096260547638,
-0.022757161408662796,
-0.043888386338949203,
0.02417750284075737,
-0.06379947066307068,
0.02296445518732071,
0.024691788479685783,
0.1271493285894394,
0.13196012377738953,
0.10302884876728058,
0.10224467515945435,
0.07349732518196106,
-0.07383553683757782,
0.07790260761976242,
-0.020557159557938576,
-0.05842573940753937,
3.19624371030868e-33,
0.07432124763727188,
0.002044902415946126,
-0.030729318037629128,
-0.017518876120448112,
-0.03919307142496109,
-0.03160039708018303,
0.0027033169753849506,
0.012438236735761166,
-0.04615463688969612,
-0.03654729202389717,
0.02462005242705345,
0.07686582952737808,
-0.028970979154109955,
0.09077997505664825,
0.030627096071839333,
-0.02084190957248211,
0.011310883797705173,
0.0037499340251088142,
0.028235256671905518,
-0.06947711855173111,
0.09972435235977173,
-0.05742526054382324,
0.03606748208403587,
0.051002707332372665,
0.04988744482398033,
-0.04132905602455139,
-0.03694966062903404,
-0.02318267896771431,
-0.022244049236178398,
0.02632255293428898,
-0.006088917143642902,
-0.06886468827724457,
-0.07120513916015625,
-0.010392257943749428,
-0.04462115094065666,
-0.0049207196570932865,
-0.04651017114520073,
-0.025159504264593124,
0.05910152569413185,
-0.02674095332622528,
-0.1489381343126297,
0.021854892373085022,
-0.045103512704372406,
-0.009050856344401836,
-0.098381407558918,
-0.040202315896749496,
-0.012475420720875263,
0.02301945723593235,
-0.011830908246338367,
0.05884112790226936,
0.028841054067015648,
-0.008355787955224514,
0.06946306675672531,
0.07074747234582901,
-0.09782981127500534,
0.07570052891969681,
-0.055961351841688156,
0.0186239555478096,
0.022433454170823097,
-0.009270433336496353,
0.04385008290410042,
0.007626209873706102,
0.028492584824562073,
-0.0429336316883564,
-0.05373063683509827,
-0.008542471565306187,
0.07200532406568527,
0.042298171669244766,
0.0019112557638436556,
0.03739827498793602,
0.004330708645284176,
-0.0043089305981993675,
-0.03590526059269905,
-0.08097648620605469,
-0.04551653563976288,
0.060577768832445145,
-0.004532963037490845,
-0.10214363783597946,
-0.007798324339091778,
-0.021015765145421028,
0.08652150630950928,
0.007897173054516315,
0.08178521692752838,
-0.06198117509484291,
-0.06879711151123047,
-0.031167011708021164,
0.03242892399430275,
-0.14319570362567902,
-0.0861474946141243,
-0.0251439418643713,
-0.04127376899123192,
0.05720781907439232,
0.01067785732448101,
-0.003631426952779293,
0.004238505382090807,
-2.7101507149627553e-33,
-0.12842786312103271,
0.005320240743458271,
0.022144028916954994,
0.07434192299842834,
-0.047850921750068665,
0.03508876636624336,
0.005765123292803764,
-0.016093816608190536,
-0.03952982276678085,
-0.030734065920114517,
0.01650860346853733,
-0.016339801251888275,
-0.050912387669086456,
0.016831545159220695,
-0.035383451730012894,
0.07013453543186188,
0.03871307522058487,
-0.02693338692188263,
-0.023629382252693176,
0.03501306101679802,
0.022421900182962418,
0.018478723242878914,
-0.12170668691396713,
-0.0625062808394432,
-0.00610519852489233,
0.005918823182582855,
0.000889440590981394,
0.021176371723413467,
-0.03796408697962761,
-0.06972824037075043,
-0.01985667273402214,
-0.04762100428342819,
-0.04573207348585129,
-0.0627283900976181,
0.04815366864204407,
0.10210953652858734,
-0.010349293239414692,
0.04462665691971779,
0.017333386465907097,
0.06010710448026657,
0.03068063035607338,
0.05470907688140869,
0.03203926980495453,
-0.035066042095422745,
-0.01815439946949482,
0.09660002589225769,
-0.09890775382518768,
0.05211813747882843,
-0.029397334903478622,
0.000943527091294527,
0.0863664373755455,
0.038168471306562424,
0.0467802919447422,
-0.016094697639346123,
-0.06854931265115738,
-0.024839283898472786,
-0.019516760483384132,
-0.03011806309223175,
0.055712588131427765,
0.026282021775841713,
-0.05276566371321678,
-0.03074881061911583,
-0.06712328642606735,
0.005622539669275284,
-0.020915305241942406,
-0.07587440311908722,
0.046535518020391464,
-0.022910570725798607,
-0.06794058531522751,
0.015448296442627907,
0.04919133707880974,
-0.019943654537200928,
-0.059145666658878326,
-0.0896105095744133,
-0.07192397117614746,
0.025020519271492958,
0.07033352553844452,
0.027087165042757988,
-0.042334672063589096,
0.02932693623006344,
-0.02212209440767765,
0.1004040390253067,
0.015608959831297398,
-0.12904441356658936,
0.005931115709245205,
0.03946526348590851,
-0.005230835173279047,
0.04863547161221504,
-0.019605357199907303,
-0.03479410335421562,
0.02480234205722809,
0.05952256917953491,
-0.13771656155586243,
0.05016782879829407,
0.009341418743133545,
-4.354631855107982e-8,
0.005979375913739204,
0.011211510747671127,
-0.008164274506270885,
0.04923028498888016,
0.08886733651161194,
0.05439665913581848,
0.04924113303422928,
0.06430396437644958,
-0.08329911530017853,
-0.003612251952290535,
0.08671393990516663,
-0.0061711519956588745,
0.0397312268614769,
0.040709491819143295,
0.053176701068878174,
0.02883140929043293,
-0.00249444879591465,
-0.09607541561126709,
-0.040835145860910416,
-0.03175985813140869,
0.060086194425821304,
0.01333265658468008,
0.016989536583423615,
-0.025736477226018906,
0.044923555105924606,
0.05477654188871384,
0.016826482489705086,
0.03614729270339012,
0.09523911774158478,
0.016969328746199608,
-0.0748395025730133,
0.06187157332897186,
-0.08437518775463104,
-0.08438578248023987,
0.04750819876790047,
-0.010443986393511295,
-0.02855083905160427,
-0.04727913439273834,
-0.036564901471138,
-0.005550043657422066,
0.0054418547078967094,
0.008174529299139977,
0.08801111578941345,
0.08879692852497101,
0.058399688452482224,
0.030017049983143806,
-0.04762697219848633,
0.027046876028180122,
0.07443668693304062,
-0.01457272283732891,
-0.022036191076040268,
-0.08991552144289017,
0.09759241342544556,
0.04832415655255318,
0.038929060101509094,
-0.02432696521282196,
0.02548365853726864,
0.06808441877365112,
0.058268263936042786,
0.07614021003246307,
0.02851046621799469,
-0.024971313774585724,
-0.08621053397655487,
0.028525669127702713
] |
1402.5259
|
Gattaca Lv
|
Gattaca Lv
|
An Analysis of Rank Aggregation Algorithms
| null | null | null | null |
cs.DS cs.GT cs.MA
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Rank aggregation is an essential approach for aggregating the preferences of
multiple agents. One rule of particular interest is the Kemeny rule, which
maximises the number of pairwise agreements between the final ranking and the
existing rankings. However, Kemeny rankings are NP-hard to compute. This has
resulted in the development of various algorithms. Fortunately, NP-hardness may
not reflect the difficulty of solving problems that arise in practice. As a
result, we aim to demonstrate that the Kemeny consensus can be computed
efficiently when aggregating different rankings in real case. In this paper, we
extend a dynamic programming algorithm originally for Kemeny scores. We also
provide details on the implementation of the algorithm. Finally, we present
results obtained from an empirical comparison of our algorithm and two other
popular algorithms based on real world and randomly generated problem
instances. Experimental results show the usefulness and efficiency of the
algorithm in practical settings.
|
[
{
"created": "Fri, 21 Feb 2014 11:25:42 GMT",
"version": "v1"
},
{
"created": "Thu, 27 Feb 2014 12:00:15 GMT",
"version": "v2"
},
{
"created": "Thu, 10 Apr 2014 05:07:10 GMT",
"version": "v3"
},
{
"created": "Sat, 26 Apr 2014 15:16:20 GMT",
"version": "v4"
},
{
"created": "Sun, 4 May 2014 17:35:45 GMT",
"version": "v5"
}
] |
2014-05-06
|
[
[
"Lv",
"Gattaca",
""
]
] |
[
-0.07078173011541367,
-0.03703397139906883,
0.010784649290144444,
-0.016035674139857292,
-0.044657666236162186,
0.010889912024140358,
0.0029756154399365187,
0.005038698669523001,
-0.023387325927615166,
0.03900797292590141,
-0.07853329181671143,
-0.03748095780611038,
0.09871265292167664,
0.027815811336040497,
-0.017751436680555344,
0.0702647939324379,
0.049708008766174316,
0.04229475185275078,
0.008223948068916798,
-0.06884866952896118,
-0.09669897705316544,
-0.026290923357009888,
-0.025213414803147316,
-0.05902649089694023,
0.042966078966856,
-0.009267297573387623,
0.0008660182938911021,
-0.023058827966451645,
-0.015059777535498142,
-0.044197555631399155,
-0.02815026231110096,
-0.006900199688971043,
0.08718525618314743,
-0.039171554148197174,
-0.05470708757638931,
-0.03911004215478897,
-0.05571220815181732,
-0.04354294762015343,
0.022247498854994774,
0.005061192903667688,
0.04970170557498932,
0.04774557054042816,
-0.008121444843709469,
-0.1155272051692009,
-0.014066454954445362,
0.07951591163873672,
-0.03247425705194473,
0.04886062443256378,
0.002686087042093277,
0.015560712665319443,
-0.05851013585925102,
-0.027789326384663582,
-0.012440897524356842,
0.020202819257974625,
0.06517675518989563,
-0.015091308392584324,
-0.06123676896095276,
-0.04019768536090851,
0.05704961717128754,
-0.033775731921195984,
-0.004319228697568178,
-0.030581248924136162,
0.02715636044740677,
-0.03920677304267883,
0.07946762442588806,
-0.020704859867691994,
0.06331690400838852,
0.05054613575339317,
-0.09185469895601273,
0.05435148626565933,
0.013269759714603424,
0.03444390743970871,
0.016957595944404602,
0.054797086864709854,
0.0019693616777658463,
0.043787263333797455,
-0.007427412550896406,
-0.046723563224077225,
0.03470815718173981,
0.05818798765540123,
-0.06791896373033524,
0.01424295175820589,
-0.04052082076668739,
0.028124935925006866,
0.03674157336354256,
-0.04745619371533394,
0.06401561945676804,
-0.02312324568629265,
0.06295260787010193,
-0.016446316614747047,
-0.03320908546447754,
0.054588738828897476,
0.05765385553240776,
-0.013801968656480312,
0.0021536347921937704,
0.02931169420480728,
0.005354273598641157,
-0.00988717656582594,
0.05207870155572891,
0.08232641220092773,
-0.04285908862948418,
0.030691716820001602,
-0.0800175592303276,
-0.07869452983140945,
0.025698412209749222,
0.009211591444909573,
0.03286554291844368,
0.011673894710838795,
0.011659761890769005,
-0.1102779358625412,
-0.009382758289575577,
-0.01533401757478714,
-0.0006557253072969615,
0.005754515528678894,
-0.04413028433918953,
-0.011312630958855152,
0.07597711682319641,
0.09183487296104431,
0.046764958649873734,
-0.005508179776370525,
0.06624799966812134,
-0.03706967085599899,
0.09051372855901718,
-0.0043745278380811214,
0.07677712291479111,
0.15793274343013763,
0.04429122060537338,
2.2552805026136013e-33,
0.04100225493311882,
-0.05259967967867851,
0.08392270654439926,
-0.03430648893117905,
0.09139642119407654,
-0.010402757674455643,
0.07408630847930908,
-0.028842605650424957,
-0.12857189774513245,
-0.10677928477525711,
0.02563895657658577,
0.07446428388357162,
0.030189236626029015,
0.0010517570190131664,
0.04869024455547333,
-0.041359513998031616,
0.06217775121331215,
0.055462855845689774,
-0.030574923381209373,
-0.08428885042667389,
0.09739141166210175,
0.03330741077661514,
0.06069076433777809,
0.010997198522090912,
0.02295723930001259,
-0.057597823441028595,
-0.07184574007987976,
-0.04351450130343437,
0.05702099949121475,
-0.012904898263514042,
-0.01833823323249817,
-0.00786424521356821,
-0.040349267423152924,
0.051367808133363724,
-0.08053319901227951,
0.05722332373261452,
-0.038865625858306885,
-0.015170065686106682,
-0.008571447804570198,
-0.02157335914671421,
-0.03814777359366417,
-0.04557296261191368,
-0.012613537721335888,
-0.06365029513835907,
-0.11499521136283875,
0.09345259517431259,
-0.11954809725284576,
0.06309642642736435,
-0.017555585131049156,
-0.03183542937040329,
-0.04378726705908775,
-0.00999229121953249,
0.05150598660111427,
-0.007742146961390972,
-0.04845470190048218,
0.006223773118108511,
-0.005349340382963419,
0.00030950503423810005,
-0.003771435935050249,
-0.03406370431184769,
-0.020697712898254395,
0.040544163435697556,
-0.003502263454720378,
-0.006890923250466585,
0.04229716211557388,
0.02649678848683834,
0.004066484980285168,
-0.014732446521520615,
0.1193251982331276,
0.008856285363435745,
0.01583622395992279,
0.07077519595623016,
-0.01595337875187397,
-0.02375260926783085,
-0.010565128177404404,
0.02201000228524208,
0.059485241770744324,
-0.03918624669313431,
-0.007960961200296879,
-0.08937046676874161,
-0.011977827176451683,
-0.04069235920906067,
0.05899716168642044,
-0.07948733866214752,
0.01742643304169178,
-0.03179258480668068,
-0.06316026300191879,
0.05363113805651665,
-0.008701893500983715,
-0.004394554998725653,
-0.08008229732513428,
-0.0074868034571409225,
-0.04727945104241371,
-0.007865697145462036,
-0.00082486862083897,
-3.154069177053084e-33,
-0.017073525115847588,
0.027849487960338593,
0.06620950251817703,
0.09635757654905319,
0.07451499998569489,
-0.04837913066148758,
-0.08766607940196991,
-0.08756107091903687,
-0.014114013873040676,
-0.002276082057505846,
-0.0928262397646904,
0.0049092466942965984,
0.07104118913412094,
-0.005874264519661665,
0.07646432518959045,
-0.049834731966257095,
-0.07774250954389572,
-0.036672599613666534,
-0.015762561932206154,
-0.011669284664094448,
0.029520414769649506,
0.07048556208610535,
-0.048232365399599075,
0.10204428434371948,
0.028703434392809868,
-0.02666669338941574,
0.013846499845385551,
-0.0030581618193536997,
-0.05191575735807419,
-0.040789730846881866,
0.033311937004327774,
-0.05789930745959282,
-0.13051889836788177,
-0.03242270275950432,
0.02870074100792408,
-0.013166726566851139,
-0.011428605765104294,
-0.016194935888051987,
-0.04842257872223854,
0.14710049331188202,
-0.01990477927029133,
-0.0923127681016922,
-0.027797022834420204,
-0.015351752750575542,
0.03231832757592201,
0.05873711407184601,
-0.02879580296576023,
0.08017803728580475,
0.007941562682390213,
-0.0663328617811203,
-0.05163509026169777,
0.09766248613595963,
-0.03668050840497017,
0.011371024884283543,
-0.04012615978717804,
-0.0032542140688747168,
-0.009179622866213322,
0.07168770581483841,
0.061474576592445374,
0.03031092882156372,
0.006541161332279444,
-0.02045993134379387,
0.002916947938501835,
0.04979205131530762,
-0.03340678662061691,
-0.005349780432879925,
-0.02142982743680477,
-0.018301961943507195,
-0.05435336381196976,
0.04752326011657715,
-0.019121525809168816,
-0.04893650487065315,
0.027186783030629158,
0.0070689101703464985,
-0.005829064641147852,
0.05027822405099869,
-0.0024079615250229836,
-0.0031737196259200573,
0.008386215195059776,
0.004854113329201937,
-0.014137506484985352,
0.024016831070184708,
0.08951672166585922,
-0.007044557947665453,
-0.014413537457585335,
0.020745860412716866,
0.17159391939640045,
0.04277978092432022,
0.0875910148024559,
0.003507019719108939,
0.016188019886612892,
-0.05968138203024864,
0.05457135662436485,
-0.03270409628748894,
-0.08172132819890976,
-5.105583866793495e-8,
-0.030319666489958763,
-0.005043243058025837,
-0.033390626311302185,
0.1024615466594696,
0.006469528656452894,
0.029413441196084023,
0.034135013818740845,
0.04700366407632828,
-0.019049344584345818,
0.028701841831207275,
0.006825420539826155,
-0.03834924101829529,
-0.0166627150028944,
0.005251564551144838,
0.0081627843901515,
0.00885009579360485,
-0.09926865994930267,
-0.02192024514079094,
-0.02052375301718712,
-0.0984671488404274,
-0.04732905700802803,
0.004917886573821306,
0.05554552003741264,
0.036660682410001755,
-0.016107365489006042,
0.04278650879859924,
0.056063901633024216,
-0.0008343539666384459,
0.027705250307917595,
0.13121813535690308,
0.0191976148635149,
-0.02258472889661789,
0.06334245949983597,
-0.02388121746480465,
0.05289149656891823,
0.0746118500828743,
-0.07033849507570267,
0.009329019114375114,
-0.03871505707502365,
-0.08745943009853363,
-0.008783990517258644,
0.012878930196166039,
-0.006336253136396408,
0.014370257966220379,
0.02283312752842903,
-0.00823226198554039,
-0.021307263523340225,
-0.01808871515095234,
0.06768719106912613,
-0.0727614015340805,
-0.008048243820667267,
-0.10334362834692001,
-0.010969522409141064,
-0.013266216963529587,
0.06884597986936569,
0.06221973896026611,
-0.05596724897623062,
-0.06616196036338806,
0.154402956366539,
-0.04712061211466789,
0.06407280266284943,
-0.042792536318302155,
-0.0014648411888629198,
0.057322993874549866
] | null | null | null | null | null | null | null |
[
-0.07078173011541367,
-0.03703397139906883,
0.010784649290144444,
-0.016035674139857292,
-0.044657666236162186,
0.010889912024140358,
0.0029756154399365187,
0.005038698669523001,
-0.023387325927615166,
0.03900797292590141,
-0.07853329181671143,
-0.03748095780611038,
0.09871265292167664,
0.027815811336040497,
-0.017751436680555344,
0.0702647939324379,
0.049708008766174316,
0.04229475185275078,
0.008223948068916798,
-0.06884866952896118,
-0.09669897705316544,
-0.026290923357009888,
-0.025213414803147316,
-0.05902649089694023,
0.042966078966856,
-0.009267297573387623,
0.0008660182938911021,
-0.023058827966451645,
-0.015059777535498142,
-0.044197555631399155,
-0.02815026231110096,
-0.006900199688971043,
0.08718525618314743,
-0.039171554148197174,
-0.05470708757638931,
-0.03911004215478897,
-0.05571220815181732,
-0.04354294762015343,
0.022247498854994774,
0.005061192903667688,
0.04970170557498932,
0.04774557054042816,
-0.008121444843709469,
-0.1155272051692009,
-0.014066454954445362,
0.07951591163873672,
-0.03247425705194473,
0.04886062443256378,
0.002686087042093277,
0.015560712665319443,
-0.05851013585925102,
-0.027789326384663582,
-0.012440897524356842,
0.020202819257974625,
0.06517675518989563,
-0.015091308392584324,
-0.06123676896095276,
-0.04019768536090851,
0.05704961717128754,
-0.033775731921195984,
-0.004319228697568178,
-0.030581248924136162,
0.02715636044740677,
-0.03920677304267883,
0.07946762442588806,
-0.020704859867691994,
0.06331690400838852,
0.05054613575339317,
-0.09185469895601273,
0.05435148626565933,
0.013269759714603424,
0.03444390743970871,
0.016957595944404602,
0.054797086864709854,
0.0019693616777658463,
0.043787263333797455,
-0.007427412550896406,
-0.046723563224077225,
0.03470815718173981,
0.05818798765540123,
-0.06791896373033524,
0.01424295175820589,
-0.04052082076668739,
0.028124935925006866,
0.03674157336354256,
-0.04745619371533394,
0.06401561945676804,
-0.02312324568629265,
0.06295260787010193,
-0.016446316614747047,
-0.03320908546447754,
0.054588738828897476,
0.05765385553240776,
-0.013801968656480312,
0.0021536347921937704,
0.02931169420480728,
0.005354273598641157,
-0.00988717656582594,
0.05207870155572891,
0.08232641220092773,
-0.04285908862948418,
0.030691716820001602,
-0.0800175592303276,
-0.07869452983140945,
0.025698412209749222,
0.009211591444909573,
0.03286554291844368,
0.011673894710838795,
0.011659761890769005,
-0.1102779358625412,
-0.009382758289575577,
-0.01533401757478714,
-0.0006557253072969615,
0.005754515528678894,
-0.04413028433918953,
-0.011312630958855152,
0.07597711682319641,
0.09183487296104431,
0.046764958649873734,
-0.005508179776370525,
0.06624799966812134,
-0.03706967085599899,
0.09051372855901718,
-0.0043745278380811214,
0.07677712291479111,
0.15793274343013763,
0.04429122060537338,
2.2552805026136013e-33,
0.04100225493311882,
-0.05259967967867851,
0.08392270654439926,
-0.03430648893117905,
0.09139642119407654,
-0.010402757674455643,
0.07408630847930908,
-0.028842605650424957,
-0.12857189774513245,
-0.10677928477525711,
0.02563895657658577,
0.07446428388357162,
0.030189236626029015,
0.0010517570190131664,
0.04869024455547333,
-0.041359513998031616,
0.06217775121331215,
0.055462855845689774,
-0.030574923381209373,
-0.08428885042667389,
0.09739141166210175,
0.03330741077661514,
0.06069076433777809,
0.010997198522090912,
0.02295723930001259,
-0.057597823441028595,
-0.07184574007987976,
-0.04351450130343437,
0.05702099949121475,
-0.012904898263514042,
-0.01833823323249817,
-0.00786424521356821,
-0.040349267423152924,
0.051367808133363724,
-0.08053319901227951,
0.05722332373261452,
-0.038865625858306885,
-0.015170065686106682,
-0.008571447804570198,
-0.02157335914671421,
-0.03814777359366417,
-0.04557296261191368,
-0.012613537721335888,
-0.06365029513835907,
-0.11499521136283875,
0.09345259517431259,
-0.11954809725284576,
0.06309642642736435,
-0.017555585131049156,
-0.03183542937040329,
-0.04378726705908775,
-0.00999229121953249,
0.05150598660111427,
-0.007742146961390972,
-0.04845470190048218,
0.006223773118108511,
-0.005349340382963419,
0.00030950503423810005,
-0.003771435935050249,
-0.03406370431184769,
-0.020697712898254395,
0.040544163435697556,
-0.003502263454720378,
-0.006890923250466585,
0.04229716211557388,
0.02649678848683834,
0.004066484980285168,
-0.014732446521520615,
0.1193251982331276,
0.008856285363435745,
0.01583622395992279,
0.07077519595623016,
-0.01595337875187397,
-0.02375260926783085,
-0.010565128177404404,
0.02201000228524208,
0.059485241770744324,
-0.03918624669313431,
-0.007960961200296879,
-0.08937046676874161,
-0.011977827176451683,
-0.04069235920906067,
0.05899716168642044,
-0.07948733866214752,
0.01742643304169178,
-0.03179258480668068,
-0.06316026300191879,
0.05363113805651665,
-0.008701893500983715,
-0.004394554998725653,
-0.08008229732513428,
-0.0074868034571409225,
-0.04727945104241371,
-0.007865697145462036,
-0.00082486862083897,
-3.154069177053084e-33,
-0.017073525115847588,
0.027849487960338593,
0.06620950251817703,
0.09635757654905319,
0.07451499998569489,
-0.04837913066148758,
-0.08766607940196991,
-0.08756107091903687,
-0.014114013873040676,
-0.002276082057505846,
-0.0928262397646904,
0.0049092466942965984,
0.07104118913412094,
-0.005874264519661665,
0.07646432518959045,
-0.049834731966257095,
-0.07774250954389572,
-0.036672599613666534,
-0.015762561932206154,
-0.011669284664094448,
0.029520414769649506,
0.07048556208610535,
-0.048232365399599075,
0.10204428434371948,
0.028703434392809868,
-0.02666669338941574,
0.013846499845385551,
-0.0030581618193536997,
-0.05191575735807419,
-0.040789730846881866,
0.033311937004327774,
-0.05789930745959282,
-0.13051889836788177,
-0.03242270275950432,
0.02870074100792408,
-0.013166726566851139,
-0.011428605765104294,
-0.016194935888051987,
-0.04842257872223854,
0.14710049331188202,
-0.01990477927029133,
-0.0923127681016922,
-0.027797022834420204,
-0.015351752750575542,
0.03231832757592201,
0.05873711407184601,
-0.02879580296576023,
0.08017803728580475,
0.007941562682390213,
-0.0663328617811203,
-0.05163509026169777,
0.09766248613595963,
-0.03668050840497017,
0.011371024884283543,
-0.04012615978717804,
-0.0032542140688747168,
-0.009179622866213322,
0.07168770581483841,
0.061474576592445374,
0.03031092882156372,
0.006541161332279444,
-0.02045993134379387,
0.002916947938501835,
0.04979205131530762,
-0.03340678662061691,
-0.005349780432879925,
-0.02142982743680477,
-0.018301961943507195,
-0.05435336381196976,
0.04752326011657715,
-0.019121525809168816,
-0.04893650487065315,
0.027186783030629158,
0.0070689101703464985,
-0.005829064641147852,
0.05027822405099869,
-0.0024079615250229836,
-0.0031737196259200573,
0.008386215195059776,
0.004854113329201937,
-0.014137506484985352,
0.024016831070184708,
0.08951672166585922,
-0.007044557947665453,
-0.014413537457585335,
0.020745860412716866,
0.17159391939640045,
0.04277978092432022,
0.0875910148024559,
0.003507019719108939,
0.016188019886612892,
-0.05968138203024864,
0.05457135662436485,
-0.03270409628748894,
-0.08172132819890976,
-5.105583866793495e-8,
-0.030319666489958763,
-0.005043243058025837,
-0.033390626311302185,
0.1024615466594696,
0.006469528656452894,
0.029413441196084023,
0.034135013818740845,
0.04700366407632828,
-0.019049344584345818,
0.028701841831207275,
0.006825420539826155,
-0.03834924101829529,
-0.0166627150028944,
0.005251564551144838,
0.0081627843901515,
0.00885009579360485,
-0.09926865994930267,
-0.02192024514079094,
-0.02052375301718712,
-0.0984671488404274,
-0.04732905700802803,
0.004917886573821306,
0.05554552003741264,
0.036660682410001755,
-0.016107365489006042,
0.04278650879859924,
0.056063901633024216,
-0.0008343539666384459,
0.027705250307917595,
0.13121813535690308,
0.0191976148635149,
-0.02258472889661789,
0.06334245949983597,
-0.02388121746480465,
0.05289149656891823,
0.0746118500828743,
-0.07033849507570267,
0.009329019114375114,
-0.03871505707502365,
-0.08745943009853363,
-0.008783990517258644,
0.012878930196166039,
-0.006336253136396408,
0.014370257966220379,
0.02283312752842903,
-0.00823226198554039,
-0.021307263523340225,
-0.01808871515095234,
0.06768719106912613,
-0.0727614015340805,
-0.008048243820667267,
-0.10334362834692001,
-0.010969522409141064,
-0.013266216963529587,
0.06884597986936569,
0.06221973896026611,
-0.05596724897623062,
-0.06616196036338806,
0.154402956366539,
-0.04712061211466789,
0.06407280266284943,
-0.042792536318302155,
-0.0014648411888629198,
0.057322993874549866
] |
1402.5261
|
Anna Mrozik Mrs
|
Anna Mrozik, Barbara Marczewska, Pawel Bilski and Wojciech Gieszczyk
|
Investigation of OSL signal of resistors from mobile phones for
accidental dosimetry
|
The manuscript was submitted for publication in the Special Issue of
Radiation Measurements. The SSD17 manuscript presented during Poster Session
| null | null | null |
physics.ins-det
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Resistors from mobile phones, usually located near the human body, are
considered as individual dosimeters of ionizing radiation in emergency
situations. The resistors contain Al2O3, which is optically stimulated
luminescence (OSL) material sensitive to ionizing radiation. This work is
focused on determination of dose homogeneity within a mobile phones which was
carried out by OSL measurements of resistors placed in different parts inside
the mobile phone. Separate, commercially available resistors, similar in the
shape and size to the resistors from circuit board of the studied mobile phone,
were situated in different locations inside it. The irradiations were performed
in uniform 60Co and 137Cs radiation fields, with the mobile phones connected
and not connected to the cellular network. The dose decrease of 9% was measured
for original resistors situated between layer of copper-clad laminate and
battery, in comparison to the dose at the front of the phone. The resistors
showed the lower signal when the mobile phone was connected to the cellular
network, due to higher temperature inside the housing. The profile of fading
was investigated within 3 month period for resistors irradiated with 1 Gy of
gamma rays to estimate of the fading coefficient.
|
[
{
"created": "Fri, 21 Feb 2014 11:46:30 GMT",
"version": "v1"
}
] |
2014-02-24
|
[
[
"Mrozik",
"Anna",
""
],
[
"Marczewska",
"Barbara",
""
],
[
"Bilski",
"Pawel",
""
],
[
"Gieszczyk",
"Wojciech",
""
]
] |
[
-0.014107679948210716,
0.06199426203966141,
0.036292664706707,
0.006163462996482849,
-0.0016549730207771063,
-0.08132632076740265,
0.09670857340097427,
0.08487102389335632,
0.05863281339406967,
0.017800450325012207,
0.09965941309928894,
-0.029118353500962257,
0.19400529563426971,
0.04579778015613556,
0.028146544471383095,
-0.011115043424069881,
0.08628151565790176,
-0.010816330090165138,
-0.05459638684988022,
0.03089393489062786,
-0.020946895703673363,
0.06511172652244568,
-0.04108820855617523,
0.003098514396697283,
-0.009914141148328781,
-0.0072912853211164474,
0.021296923980116844,
0.005470670759677887,
-0.038500238209962845,
0.019503725692629814,
0.029955580830574036,
0.07524806261062622,
0.04906308650970459,
0.030915049836039543,
-0.04160594940185547,
-0.07335074990987778,
-0.03630498796701431,
-0.021353308111429214,
-0.06481436640024185,
0.05047469958662987,
-0.05312543734908104,
-0.023292329162359238,
0.013038519769906998,
0.041625164449214935,
0.036298222839832306,
-0.010384570807218552,
0.02587410807609558,
-0.0722053274512291,
-0.0345170833170414,
-0.0024610748514533043,
0.15728601813316345,
0.06687939167022705,
-0.016793007031083107,
0.055430442094802856,
-0.10566944628953934,
-0.0678841695189476,
-0.029614422470331192,
0.08652029931545258,
0.06990993022918701,
0.041655033826828,
0.02129417285323143,
0.021673662588000298,
-0.022571103647351265,
0.026505520567297935,
0.014611845836043358,
-0.0035499059595167637,
-0.003338847542181611,
-0.006136435549706221,
0.056104861199855804,
0.025033405050635338,
-0.006219359580427408,
0.0023026978597044945,
0.04796752333641052,
-0.03276752680540085,
-0.03709854558110237,
0.0384925901889801,
0.03490804508328438,
0.014845581725239754,
-0.04727902635931969,
-0.009618407115340233,
-0.04519796743988991,
-0.09104311466217041,
0.010561533272266388,
-0.031267885118722916,
0.08943605422973633,
-0.03297250717878342,
-0.01041173841804266,
0.12055280059576035,
-0.07981821894645691,
-0.05402231216430664,
-0.06292454153299332,
0.0827910304069519,
-0.0557013601064682,
0.01705656759440899,
-0.034439023584127426,
0.0040470934472978115,
-0.03240347281098366,
-0.1072978749871254,
-0.006999327801167965,
0.05222508683800697,
0.021761439740657806,
-0.0829475149512291,
-0.022226115688681602,
0.05012436956167221,
-0.0722753033041954,
-0.08761174231767654,
-0.04183435067534447,
-0.006960935425013304,
-0.09154879301786423,
0.026686592027544975,
-0.0017217773711308837,
-0.03164355829358101,
-0.050702787935733795,
0.011942083947360516,
0.044180940836668015,
-0.03802845627069473,
0.012781932018697262,
0.017914505675435066,
0.05979860574007034,
-0.029406080022454262,
0.040048468858003616,
-0.020809173583984375,
0.002791709266602993,
-0.03824273496866226,
0.03911216929554939,
-0.04472578689455986,
0.10648857057094574,
4.883148633399712e-33,
-0.036839958280324936,
0.015634145587682724,
-0.05702939257025719,
0.030771669000387192,
-0.02474967949092388,
-0.03247765079140663,
0.053422633558511734,
0.022294484078884125,
0.0715307965874672,
-0.043389394879341125,
0.012509820982813835,
0.06824831664562225,
0.03621750697493553,
-0.00229744054377079,
0.11144624650478363,
-0.009797644801437855,
0.035444412380456924,
-0.04194830358028412,
-0.0239543579518795,
0.02406870387494564,
-0.028140302747488022,
-0.0559203140437603,
0.024286476895213127,
0.09253039211034775,
0.02623015083372593,
0.06422785669565201,
-0.03800378367304802,
-0.06980440020561218,
-0.06182536110281944,
0.015029950998723507,
0.057289279997348785,
-0.01125785056501627,
0.07027791440486908,
0.04262416809797287,
0.005810316652059555,
0.110649973154068,
0.01712687499821186,
0.04398966208100319,
0.06829086691141129,
-0.06423693150281906,
-0.02231200598180294,
0.01824233867228031,
0.04828816279768944,
0.05552159622311592,
0.05218621343374252,
-0.0267482902854681,
-0.07489143311977386,
-0.02758529968559742,
0.008966109715402126,
-0.01925007998943329,
-0.057769935578107834,
-0.0653456524014473,
-0.008345738984644413,
-0.013153002597391605,
0.02923315390944481,
0.03483237698674202,
-0.07192982733249664,
0.02089337818324566,
0.0032947056461125612,
0.03237592428922653,
-0.0635373592376709,
0.04170219600200653,
0.014136203564703465,
0.060718998312950134,
-0.024510322138667107,
-0.029370224103331566,
-0.02144685387611389,
-0.059333883225917816,
-0.10871089994907379,
0.07420477271080017,
-0.0003537818556651473,
0.0037238087970763445,
0.06667158007621765,
-0.025097662582993507,
-0.009576992131769657,
0.018900087103247643,
0.0029736957512795925,
0.06182732805609703,
-0.041637107729911804,
0.03648265451192856,
-0.06823784857988358,
-0.06081327795982361,
-0.06643553078174591,
-0.050431858748197556,
-0.03658345714211464,
-0.012390201911330223,
0.013099606148898602,
-0.08600364625453949,
-0.023935265839099884,
0.06655842065811157,
0.04043535888195038,
-0.006337292492389679,
-0.005718491040170193,
-0.016455471515655518,
-0.016154924407601357,
-5.344936078990478e-33,
-0.00997111015021801,
-0.010100340470671654,
0.07888109982013702,
0.017955027520656586,
0.009432653896510601,
-0.009683674201369286,
-0.022166943177580833,
0.024789324030280113,
-0.06577606499195099,
0.02787618897855282,
0.05547221377491951,
0.11123493313789368,
-0.0799943208694458,
-0.026901183649897575,
-0.08977498859167099,
0.015223179012537003,
0.053051747381687164,
-0.007707488723099232,
0.03551787883043289,
-0.003521467326208949,
0.012707890942692757,
0.07388649880886078,
0.009775994345545769,
-0.0679994598031044,
-0.0017123555298894644,
-0.048985131084918976,
0.002815481275320053,
-0.05505189299583435,
0.02974841743707657,
-0.008706043474376202,
-0.1217648908495903,
0.0811876729130745,
-0.04243743047118187,
0.0030655821319669485,
0.07861694693565369,
-0.012903248891234398,
0.06922794133424759,
0.030263103544712067,
-0.07400542497634888,
-0.008468620479106903,
0.07818835228681564,
0.052426815032958984,
-0.002685219282284379,
-0.05434788390994072,
-0.02594175562262535,
-0.00031179501092992723,
0.0049912515096366405,
-0.061881329864263535,
-0.00018741605163086206,
-0.0455443300306797,
0.0863085389137268,
-0.03371048346161842,
-0.004451323766261339,
0.03416917100548744,
-0.02254072017967701,
-0.013630351051688194,
-0.02450929768383503,
-0.042941298335790634,
-0.029921114444732666,
-0.025190958753228188,
0.10825429856777191,
-0.028193816542625427,
0.017900867387652397,
-0.06134621426463127,
-0.07571474462747574,
0.013459078036248684,
-0.0025346456095576286,
0.12062763422727585,
0.03018619865179062,
-0.013686338439583778,
0.053858015686273575,
-0.05839177966117859,
0.023738645017147064,
-0.04320140182971954,
-0.012014675885438919,
-0.06949920952320099,
-0.10380320996046066,
-0.015406875871121883,
-0.0923740491271019,
-0.0542694516479969,
0.028828470036387444,
0.055037759244441986,
-0.07855682075023651,
-0.0440002977848053,
0.044965650886297226,
-0.025051089003682137,
0.004267293028533459,
0.04119684174656868,
-0.07282731682062149,
-0.07895832508802414,
-0.07392367720603943,
-0.006784918252378702,
0.019508173689246178,
-0.0068580457009375095,
0.007580258883535862,
-5.077511744389085e-8,
-0.09808626025915146,
0.04703634977340698,
0.032981988042593,
-0.05320202559232712,
-0.02887437306344509,
0.015056475065648556,
0.085507832467556,
-0.030402803793549538,
0.043690260499715805,
-0.021032806485891342,
-0.009711327962577343,
0.013359418138861656,
0.04859563335776329,
0.06485698372125626,
0.003975881729274988,
0.14528325200080872,
0.003087551798671484,
-0.04251030460000038,
0.02715870924293995,
0.04706414043903351,
-0.005739944986999035,
0.015409210696816444,
0.030291087925434113,
-0.03310374170541763,
0.025952056050300598,
0.11510062962770462,
-0.01734589785337448,
-0.018328290432691574,
0.03723868355154991,
-0.015970174223184586,
0.006034583318978548,
-0.04083890840411186,
0.010110576637089252,
-0.06296729296445847,
-0.002826627576723695,
0.013463945128023624,
0.060483355075120926,
-0.09436482936143875,
0.011035286821424961,
0.04858667775988579,
-0.09116660803556442,
-0.0814652368426323,
0.03499617055058479,
0.09131395816802979,
0.008569885045289993,
-0.09748264402151108,
0.03749888762831688,
-0.020417574793100357,
-0.0639750212430954,
-0.025235740467905998,
-0.0018674556631594896,
-0.06805693358182907,
-0.043879423290491104,
-0.08501072973012924,
-0.04858289286494255,
-0.05604184791445732,
0.10947044938802719,
-0.07223108410835266,
-0.014692486263811588,
0.006292815785855055,
0.02147666923701763,
-0.005878798197954893,
-0.02884039282798767,
0.012377369217574596
] | null | null | null | null | null | null | null |
[
-0.014107679948210716,
0.06199426203966141,
0.036292664706707,
0.006163462996482849,
-0.0016549730207771063,
-0.08132632076740265,
0.09670857340097427,
0.08487102389335632,
0.05863281339406967,
0.017800450325012207,
0.09965941309928894,
-0.029118353500962257,
0.19400529563426971,
0.04579778015613556,
0.028146544471383095,
-0.011115043424069881,
0.08628151565790176,
-0.010816330090165138,
-0.05459638684988022,
0.03089393489062786,
-0.020946895703673363,
0.06511172652244568,
-0.04108820855617523,
0.003098514396697283,
-0.009914141148328781,
-0.0072912853211164474,
0.021296923980116844,
0.005470670759677887,
-0.038500238209962845,
0.019503725692629814,
0.029955580830574036,
0.07524806261062622,
0.04906308650970459,
0.030915049836039543,
-0.04160594940185547,
-0.07335074990987778,
-0.03630498796701431,
-0.021353308111429214,
-0.06481436640024185,
0.05047469958662987,
-0.05312543734908104,
-0.023292329162359238,
0.013038519769906998,
0.041625164449214935,
0.036298222839832306,
-0.010384570807218552,
0.02587410807609558,
-0.0722053274512291,
-0.0345170833170414,
-0.0024610748514533043,
0.15728601813316345,
0.06687939167022705,
-0.016793007031083107,
0.055430442094802856,
-0.10566944628953934,
-0.0678841695189476,
-0.029614422470331192,
0.08652029931545258,
0.06990993022918701,
0.041655033826828,
0.02129417285323143,
0.021673662588000298,
-0.022571103647351265,
0.026505520567297935,
0.014611845836043358,
-0.0035499059595167637,
-0.003338847542181611,
-0.006136435549706221,
0.056104861199855804,
0.025033405050635338,
-0.006219359580427408,
0.0023026978597044945,
0.04796752333641052,
-0.03276752680540085,
-0.03709854558110237,
0.0384925901889801,
0.03490804508328438,
0.014845581725239754,
-0.04727902635931969,
-0.009618407115340233,
-0.04519796743988991,
-0.09104311466217041,
0.010561533272266388,
-0.031267885118722916,
0.08943605422973633,
-0.03297250717878342,
-0.01041173841804266,
0.12055280059576035,
-0.07981821894645691,
-0.05402231216430664,
-0.06292454153299332,
0.0827910304069519,
-0.0557013601064682,
0.01705656759440899,
-0.034439023584127426,
0.0040470934472978115,
-0.03240347281098366,
-0.1072978749871254,
-0.006999327801167965,
0.05222508683800697,
0.021761439740657806,
-0.0829475149512291,
-0.022226115688681602,
0.05012436956167221,
-0.0722753033041954,
-0.08761174231767654,
-0.04183435067534447,
-0.006960935425013304,
-0.09154879301786423,
0.026686592027544975,
-0.0017217773711308837,
-0.03164355829358101,
-0.050702787935733795,
0.011942083947360516,
0.044180940836668015,
-0.03802845627069473,
0.012781932018697262,
0.017914505675435066,
0.05979860574007034,
-0.029406080022454262,
0.040048468858003616,
-0.020809173583984375,
0.002791709266602993,
-0.03824273496866226,
0.03911216929554939,
-0.04472578689455986,
0.10648857057094574,
4.883148633399712e-33,
-0.036839958280324936,
0.015634145587682724,
-0.05702939257025719,
0.030771669000387192,
-0.02474967949092388,
-0.03247765079140663,
0.053422633558511734,
0.022294484078884125,
0.0715307965874672,
-0.043389394879341125,
0.012509820982813835,
0.06824831664562225,
0.03621750697493553,
-0.00229744054377079,
0.11144624650478363,
-0.009797644801437855,
0.035444412380456924,
-0.04194830358028412,
-0.0239543579518795,
0.02406870387494564,
-0.028140302747488022,
-0.0559203140437603,
0.024286476895213127,
0.09253039211034775,
0.02623015083372593,
0.06422785669565201,
-0.03800378367304802,
-0.06980440020561218,
-0.06182536110281944,
0.015029950998723507,
0.057289279997348785,
-0.01125785056501627,
0.07027791440486908,
0.04262416809797287,
0.005810316652059555,
0.110649973154068,
0.01712687499821186,
0.04398966208100319,
0.06829086691141129,
-0.06423693150281906,
-0.02231200598180294,
0.01824233867228031,
0.04828816279768944,
0.05552159622311592,
0.05218621343374252,
-0.0267482902854681,
-0.07489143311977386,
-0.02758529968559742,
0.008966109715402126,
-0.01925007998943329,
-0.057769935578107834,
-0.0653456524014473,
-0.008345738984644413,
-0.013153002597391605,
0.02923315390944481,
0.03483237698674202,
-0.07192982733249664,
0.02089337818324566,
0.0032947056461125612,
0.03237592428922653,
-0.0635373592376709,
0.04170219600200653,
0.014136203564703465,
0.060718998312950134,
-0.024510322138667107,
-0.029370224103331566,
-0.02144685387611389,
-0.059333883225917816,
-0.10871089994907379,
0.07420477271080017,
-0.0003537818556651473,
0.0037238087970763445,
0.06667158007621765,
-0.025097662582993507,
-0.009576992131769657,
0.018900087103247643,
0.0029736957512795925,
0.06182732805609703,
-0.041637107729911804,
0.03648265451192856,
-0.06823784857988358,
-0.06081327795982361,
-0.06643553078174591,
-0.050431858748197556,
-0.03658345714211464,
-0.012390201911330223,
0.013099606148898602,
-0.08600364625453949,
-0.023935265839099884,
0.06655842065811157,
0.04043535888195038,
-0.006337292492389679,
-0.005718491040170193,
-0.016455471515655518,
-0.016154924407601357,
-5.344936078990478e-33,
-0.00997111015021801,
-0.010100340470671654,
0.07888109982013702,
0.017955027520656586,
0.009432653896510601,
-0.009683674201369286,
-0.022166943177580833,
0.024789324030280113,
-0.06577606499195099,
0.02787618897855282,
0.05547221377491951,
0.11123493313789368,
-0.0799943208694458,
-0.026901183649897575,
-0.08977498859167099,
0.015223179012537003,
0.053051747381687164,
-0.007707488723099232,
0.03551787883043289,
-0.003521467326208949,
0.012707890942692757,
0.07388649880886078,
0.009775994345545769,
-0.0679994598031044,
-0.0017123555298894644,
-0.048985131084918976,
0.002815481275320053,
-0.05505189299583435,
0.02974841743707657,
-0.008706043474376202,
-0.1217648908495903,
0.0811876729130745,
-0.04243743047118187,
0.0030655821319669485,
0.07861694693565369,
-0.012903248891234398,
0.06922794133424759,
0.030263103544712067,
-0.07400542497634888,
-0.008468620479106903,
0.07818835228681564,
0.052426815032958984,
-0.002685219282284379,
-0.05434788390994072,
-0.02594175562262535,
-0.00031179501092992723,
0.0049912515096366405,
-0.061881329864263535,
-0.00018741605163086206,
-0.0455443300306797,
0.0863085389137268,
-0.03371048346161842,
-0.004451323766261339,
0.03416917100548744,
-0.02254072017967701,
-0.013630351051688194,
-0.02450929768383503,
-0.042941298335790634,
-0.029921114444732666,
-0.025190958753228188,
0.10825429856777191,
-0.028193816542625427,
0.017900867387652397,
-0.06134621426463127,
-0.07571474462747574,
0.013459078036248684,
-0.0025346456095576286,
0.12062763422727585,
0.03018619865179062,
-0.013686338439583778,
0.053858015686273575,
-0.05839177966117859,
0.023738645017147064,
-0.04320140182971954,
-0.012014675885438919,
-0.06949920952320099,
-0.10380320996046066,
-0.015406875871121883,
-0.0923740491271019,
-0.0542694516479969,
0.028828470036387444,
0.055037759244441986,
-0.07855682075023651,
-0.0440002977848053,
0.044965650886297226,
-0.025051089003682137,
0.004267293028533459,
0.04119684174656868,
-0.07282731682062149,
-0.07895832508802414,
-0.07392367720603943,
-0.006784918252378702,
0.019508173689246178,
-0.0068580457009375095,
0.007580258883535862,
-5.077511744389085e-8,
-0.09808626025915146,
0.04703634977340698,
0.032981988042593,
-0.05320202559232712,
-0.02887437306344509,
0.015056475065648556,
0.085507832467556,
-0.030402803793549538,
0.043690260499715805,
-0.021032806485891342,
-0.009711327962577343,
0.013359418138861656,
0.04859563335776329,
0.06485698372125626,
0.003975881729274988,
0.14528325200080872,
0.003087551798671484,
-0.04251030460000038,
0.02715870924293995,
0.04706414043903351,
-0.005739944986999035,
0.015409210696816444,
0.030291087925434113,
-0.03310374170541763,
0.025952056050300598,
0.11510062962770462,
-0.01734589785337448,
-0.018328290432691574,
0.03723868355154991,
-0.015970174223184586,
0.006034583318978548,
-0.04083890840411186,
0.010110576637089252,
-0.06296729296445847,
-0.002826627576723695,
0.013463945128023624,
0.060483355075120926,
-0.09436482936143875,
0.011035286821424961,
0.04858667775988579,
-0.09116660803556442,
-0.0814652368426323,
0.03499617055058479,
0.09131395816802979,
0.008569885045289993,
-0.09748264402151108,
0.03749888762831688,
-0.020417574793100357,
-0.0639750212430954,
-0.025235740467905998,
-0.0018674556631594896,
-0.06805693358182907,
-0.043879423290491104,
-0.08501072973012924,
-0.04858289286494255,
-0.05604184791445732,
0.10947044938802719,
-0.07223108410835266,
-0.014692486263811588,
0.006292815785855055,
0.02147666923701763,
-0.005878798197954893,
-0.02884039282798767,
0.012377369217574596
] |
1402.5265
|
Rami Mochaourab
|
Rami Mochaourab and Eduard Jorswieck
|
Coalitional Games in MISO Interference Channels: Epsilon-Core and
Coalition Structure Stable Set
|
to appear in IEEE Transactions on Signal Processing, 14 pages, 14
figures, 3 tables
| null |
10.1109/TSP.2014.2367466
| null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The multiple-input single-output interference channel is considered. Each
transmitter is assumed to know the channels between itself and all receivers
perfectly and the receivers are assumed to treat interference as additive
noise. In this setting, noncooperative transmission does not take into account
the interference generated at other receivers which generally leads to
inefficient performance of the links. To improve this situation, we study
cooperation between the links using coalitional games. The players (links) in a
coalition either perform zero forcing transmission or Wiener filter precoding
to each other. The $\epsilon$-core is a solution concept for coalitional games
which takes into account the overhead required in coalition deviation. We
provide necessary and sufficient conditions for the strong and weak
$\epsilon$-core of our coalitional game not to be empty with zero forcing
transmission. Since, the $\epsilon$-core only considers the possibility of
joint cooperation of all links, we study coalitional games in partition form in
which several distinct coalitions can form. We propose a polynomial time
distributed coalition formation algorithm based on coalition merging and prove
that its solution lies in the coalition structure stable set of our coalition
formation game. Simulation results reveal the cooperation gains for different
coalition formation complexities and deviation overhead models.
|
[
{
"created": "Fri, 21 Feb 2014 11:55:42 GMT",
"version": "v1"
},
{
"created": "Thu, 26 Jun 2014 15:12:14 GMT",
"version": "v2"
},
{
"created": "Fri, 31 Oct 2014 18:13:58 GMT",
"version": "v3"
},
{
"created": "Wed, 12 Nov 2014 17:38:05 GMT",
"version": "v4"
}
] |
2015-06-18
|
[
[
"Mochaourab",
"Rami",
""
],
[
"Jorswieck",
"Eduard",
""
]
] |
[
0.013361596502363682,
-0.06557627767324448,
0.00884284172207117,
-0.011952799744904041,
0.02850179374217987,
0.005806404165923595,
-0.02125117927789688,
-0.08210258185863495,
0.020522916689515114,
0.004872752353549004,
-0.09919571876525879,
0.01170268002897501,
0.09633366018533707,
-0.01811029762029648,
0.007920542731881142,
0.006305193528532982,
0.11814676225185394,
-0.019813939929008484,
-0.06505443900823593,
0.013826766051352024,
-0.008148948661983013,
-0.09481146186590195,
0.002832448575645685,
-0.041517265141010284,
0.05037357285618782,
-0.08617908507585526,
-0.033690474927425385,
-0.07564227283000946,
0.005500718951225281,
0.0010580243542790413,
-0.020217427983880043,
0.000005862832949787844,
0.014962397515773773,
-0.06651689857244492,
-0.05466485023498535,
-0.022356009110808372,
0.02613036520779133,
-0.025435669347643852,
0.025458937510848045,
0.07183699309825897,
-0.017081337049603462,
0.006357584614306688,
-0.06185813993215561,
0.02000836469233036,
-0.09412740916013718,
0.0457962267100811,
-0.020614027976989746,
0.08085186779499054,
0.00794522650539875,
-0.004285047296434641,
0.021949827671051025,
-0.013944652862846851,
-0.04778098315000534,
0.0582013800740242,
0.09759536385536194,
-0.03832785785198212,
-0.06558795273303986,
0.0238982904702425,
-0.040107373148202896,
0.04517977684736252,
-0.00018895567336585373,
-0.008749538101255894,
-0.06575018912553787,
-0.005432968493551016,
-0.013938878662884235,
0.06215117499232292,
0.07369991391897202,
0.14848528802394867,
-0.05131180211901665,
-0.007217794191092253,
0.024797093123197556,
-0.024311846122145653,
0.01878579519689083,
-0.007851763628423214,
0.11837424337863922,
0.028979746624827385,
0.028648940846323967,
0.020076967775821686,
0.04464351758360863,
-0.002806434640660882,
-0.04429083317518234,
0.0760301947593689,
-0.05767248570919037,
-0.07152216136455536,
0.05696031078696251,
-0.05748021975159645,
-0.017644833773374557,
-0.03843711316585541,
0.05848195403814316,
0.005568838678300381,
-0.1628987193107605,
0.07099214196205139,
0.05849042534828186,
0.07623381167650223,
0.04747290536761284,
0.03181570768356323,
0.02358274534344673,
-0.016736971214413643,
0.08978138118982315,
0.08855212479829788,
-0.04023094102740288,
-0.049267277121543884,
0.03720259293913841,
-0.04335141181945801,
0.02542218007147312,
0.03821628913283348,
-0.01751059852540493,
0.05024506896734238,
-0.005230342037975788,
0.015416188165545464,
0.02273678034543991,
-0.03587997704744339,
-0.040490251034498215,
0.006652498617768288,
-0.12389644235372543,
0.05878962576389313,
0.09495732188224792,
0.020585626363754272,
-0.03311924263834953,
-0.0015097494469955564,
0.0171752218157053,
-0.06528884917497635,
0.06272771954536438,
0.06046010181307793,
0.09842859953641891,
0.02255314774811268,
0.04716181382536888,
3.798717327418357e-35,
0.01479253452271223,
-0.0028722260612994432,
0.009069270454347134,
-0.006738926284015179,
-0.007693765219300985,
0.007331844884902239,
0.04927699640393257,
-0.055648431181907654,
-0.06578601151704788,
0.03719916567206383,
-0.07130011171102524,
0.06807763129472733,
0.005500118713825941,
-0.000009415640306542628,
0.06008027493953705,
-0.03534355387091637,
-0.015164095908403397,
0.013869315385818481,
0.06155401095747948,
-0.06505757570266724,
0.05360715091228485,
0.04190102592110634,
-0.04302992299199104,
-0.053488947451114655,
0.004867125768214464,
-0.029602542519569397,
-0.04016261175274849,
-0.07347158342599869,
0.07372824102640152,
0.048606179654598236,
-0.07368192076683044,
0.04452727735042572,
0.04328296706080437,
0.029788073152303696,
-0.07088571786880493,
0.04310999810695648,
-0.06284493952989578,
-0.05516302213072777,
-0.06001224368810654,
0.0038697286508977413,
0.021468689665198326,
-0.040930766612291336,
-0.015106463804841042,
-0.04973027855157852,
-0.025949301198124886,
-0.15909303724765778,
-0.016874607652425766,
0.01642126590013504,
-0.06618910282850266,
-0.03815165534615517,
0.013664498925209045,
0.042382773011922836,
-0.008364865556359291,
-0.0005448172450996935,
-0.06459471583366394,
-0.013985611498355865,
0.01706095039844513,
0.0026973048225045204,
-0.045204125344753265,
0.024593843147158623,
-0.04960111901164055,
-0.12602439522743225,
-0.012990828603506088,
0.048724446445703506,
0.08645468205213547,
0.019106755033135414,
-0.07920714467763901,
-0.006596289575099945,
0.06413474678993225,
-0.14536800980567932,
-0.013172104954719543,
-0.027519477531313896,
-0.03619832918047905,
-0.03438525274395943,
-0.005076868459582329,
-0.030686579644680023,
0.08063797652721405,
0.02048620767891407,
0.0016229117754846811,
0.051175396889448166,
-0.026269732043147087,
0.0012610612902790308,
-0.02158254012465477,
-0.028261415660381317,
-0.03419472277164459,
0.06881643086671829,
-0.01953045465052128,
0.0014163374435156584,
-0.10230644792318344,
-0.01545388251543045,
-0.10669558495283127,
0.036119915544986725,
0.01757347397506237,
-0.034376297146081924,
0.049414556473493576,
-1.3317748553961721e-33,
0.04258076474070549,
0.012087351642549038,
0.02688588760793209,
0.006203678902238607,
0.04273585230112076,
0.007806946989148855,
0.06290502846240997,
-0.04932868108153343,
-0.006704894360154867,
0.013157595880329609,
-0.04001323878765106,
0.029787473380565643,
0.06278878450393677,
0.005345402285456657,
-0.05075264349579811,
-0.0643327608704567,
0.12327202409505844,
0.052126336842775345,
-0.01965898834168911,
-0.0012668394483625889,
0.054523762315511703,
-0.01744159869849682,
0.052883680909872055,
-0.025991501286625862,
0.06366295367479324,
-0.022713851183652878,
-0.043370138853788376,
0.0030564009211957455,
0.08255250751972198,
0.10233401507139206,
0.034914471209049225,
-0.05332046374678612,
-0.0043561626225709915,
-0.08211282640695572,
0.043769873678684235,
0.01931414194405079,
-0.01946425251662731,
0.05845203995704651,
-0.004717658273875713,
-0.026561295613646507,
0.040620457381010056,
-0.06579948216676712,
-0.035052914172410965,
0.041954077780246735,
0.08913348615169525,
-0.06018375977873802,
-0.037689730525016785,
-0.01664944365620613,
-0.0687180832028389,
-0.0159950852394104,
0.03222114220261574,
0.05816620588302612,
-0.06149432808160782,
0.007362338714301586,
-0.03674977272748947,
0.045372530817985535,
0.04489857703447342,
0.08678149431943893,
0.006688354536890984,
0.037348244339227676,
0.047015734016895294,
0.06569450348615646,
-0.06398140639066696,
0.04702966660261154,
0.09097608178853989,
0.031421031802892685,
-0.054528482258319855,
0.023602908477187157,
0.10336919128894806,
0.05391649156808853,
-0.09350858628749847,
0.02816307358443737,
-0.01901630312204361,
-0.017828186973929405,
0.015102389268577099,
0.022545531392097473,
0.012281941249966621,
0.0140731455758214,
0.03089873120188713,
0.0812574252486229,
-0.10146655887365341,
0.13852061331272125,
-0.006133795250207186,
0.07150576263666153,
-0.0030305692926049232,
-0.022591372951865196,
0.11970410495996475,
0.026331797242164612,
0.018020641058683395,
-0.02270624227821827,
-0.010867245495319366,
0.05072270706295967,
0.06272955238819122,
0.006444094702601433,
0.008463793434202671,
-4.8491319404320166e-8,
0.03017549216747284,
0.06794299930334091,
-0.041964657604694366,
0.03002922423183918,
0.025468571111559868,
-0.015463564544916153,
-0.04507143422961235,
-0.11625184863805771,
-0.04151000455021858,
-0.007765797898173332,
0.0456414520740509,
0.03069082647562027,
-0.05093437433242798,
-0.026470648124814034,
-0.04299216717481613,
-0.02379477210342884,
-0.09947642683982849,
-0.10175055265426636,
-0.08837464451789856,
-0.028413191437721252,
-0.05937903746962547,
-0.04056498408317566,
-0.0461047887802124,
0.004794676788151264,
-0.03930800035595894,
0.027283575385808945,
0.005530622787773609,
-0.03949360176920891,
0.022381113842129707,
-0.011937965638935566,
0.002114693634212017,
-0.004873049445450306,
-0.017197182402014732,
0.007035608869045973,
-0.04183444753289223,
0.056027431041002274,
-0.023865902796387672,
0.03403126820921898,
0.023640776053071022,
-0.016126025468111038,
0.01249544695019722,
0.07763207703828812,
0.0039266678504645824,
0.020419128239154816,
0.032255157828330994,
0.006403716746717691,
-0.051425088196992874,
-0.056942638009786606,
-0.016092272475361824,
-0.012924415990710258,
0.01637079007923603,
0.10359824448823929,
-0.06877266615629196,
-0.014836711809039116,
0.009537368081510067,
0.016722505912184715,
0.006650685332715511,
-0.0898352563381195,
0.097894586622715,
-0.005295058246701956,
0.015952380374073982,
0.04107866808772087,
-0.07312943041324615,
0.013728524558246136
] | null | null | null | null | null | null | null |
[
0.013361596502363682,
-0.06557627767324448,
0.00884284172207117,
-0.011952799744904041,
0.02850179374217987,
0.005806404165923595,
-0.02125117927789688,
-0.08210258185863495,
0.020522916689515114,
0.004872752353549004,
-0.09919571876525879,
0.01170268002897501,
0.09633366018533707,
-0.01811029762029648,
0.007920542731881142,
0.006305193528532982,
0.11814676225185394,
-0.019813939929008484,
-0.06505443900823593,
0.013826766051352024,
-0.008148948661983013,
-0.09481146186590195,
0.002832448575645685,
-0.041517265141010284,
0.05037357285618782,
-0.08617908507585526,
-0.033690474927425385,
-0.07564227283000946,
0.005500718951225281,
0.0010580243542790413,
-0.020217427983880043,
0.000005862832949787844,
0.014962397515773773,
-0.06651689857244492,
-0.05466485023498535,
-0.022356009110808372,
0.02613036520779133,
-0.025435669347643852,
0.025458937510848045,
0.07183699309825897,
-0.017081337049603462,
0.006357584614306688,
-0.06185813993215561,
0.02000836469233036,
-0.09412740916013718,
0.0457962267100811,
-0.020614027976989746,
0.08085186779499054,
0.00794522650539875,
-0.004285047296434641,
0.021949827671051025,
-0.013944652862846851,
-0.04778098315000534,
0.0582013800740242,
0.09759536385536194,
-0.03832785785198212,
-0.06558795273303986,
0.0238982904702425,
-0.040107373148202896,
0.04517977684736252,
-0.00018895567336585373,
-0.008749538101255894,
-0.06575018912553787,
-0.005432968493551016,
-0.013938878662884235,
0.06215117499232292,
0.07369991391897202,
0.14848528802394867,
-0.05131180211901665,
-0.007217794191092253,
0.024797093123197556,
-0.024311846122145653,
0.01878579519689083,
-0.007851763628423214,
0.11837424337863922,
0.028979746624827385,
0.028648940846323967,
0.020076967775821686,
0.04464351758360863,
-0.002806434640660882,
-0.04429083317518234,
0.0760301947593689,
-0.05767248570919037,
-0.07152216136455536,
0.05696031078696251,
-0.05748021975159645,
-0.017644833773374557,
-0.03843711316585541,
0.05848195403814316,
0.005568838678300381,
-0.1628987193107605,
0.07099214196205139,
0.05849042534828186,
0.07623381167650223,
0.04747290536761284,
0.03181570768356323,
0.02358274534344673,
-0.016736971214413643,
0.08978138118982315,
0.08855212479829788,
-0.04023094102740288,
-0.049267277121543884,
0.03720259293913841,
-0.04335141181945801,
0.02542218007147312,
0.03821628913283348,
-0.01751059852540493,
0.05024506896734238,
-0.005230342037975788,
0.015416188165545464,
0.02273678034543991,
-0.03587997704744339,
-0.040490251034498215,
0.006652498617768288,
-0.12389644235372543,
0.05878962576389313,
0.09495732188224792,
0.020585626363754272,
-0.03311924263834953,
-0.0015097494469955564,
0.0171752218157053,
-0.06528884917497635,
0.06272771954536438,
0.06046010181307793,
0.09842859953641891,
0.02255314774811268,
0.04716181382536888,
3.798717327418357e-35,
0.01479253452271223,
-0.0028722260612994432,
0.009069270454347134,
-0.006738926284015179,
-0.007693765219300985,
0.007331844884902239,
0.04927699640393257,
-0.055648431181907654,
-0.06578601151704788,
0.03719916567206383,
-0.07130011171102524,
0.06807763129472733,
0.005500118713825941,
-0.000009415640306542628,
0.06008027493953705,
-0.03534355387091637,
-0.015164095908403397,
0.013869315385818481,
0.06155401095747948,
-0.06505757570266724,
0.05360715091228485,
0.04190102592110634,
-0.04302992299199104,
-0.053488947451114655,
0.004867125768214464,
-0.029602542519569397,
-0.04016261175274849,
-0.07347158342599869,
0.07372824102640152,
0.048606179654598236,
-0.07368192076683044,
0.04452727735042572,
0.04328296706080437,
0.029788073152303696,
-0.07088571786880493,
0.04310999810695648,
-0.06284493952989578,
-0.05516302213072777,
-0.06001224368810654,
0.0038697286508977413,
0.021468689665198326,
-0.040930766612291336,
-0.015106463804841042,
-0.04973027855157852,
-0.025949301198124886,
-0.15909303724765778,
-0.016874607652425766,
0.01642126590013504,
-0.06618910282850266,
-0.03815165534615517,
0.013664498925209045,
0.042382773011922836,
-0.008364865556359291,
-0.0005448172450996935,
-0.06459471583366394,
-0.013985611498355865,
0.01706095039844513,
0.0026973048225045204,
-0.045204125344753265,
0.024593843147158623,
-0.04960111901164055,
-0.12602439522743225,
-0.012990828603506088,
0.048724446445703506,
0.08645468205213547,
0.019106755033135414,
-0.07920714467763901,
-0.006596289575099945,
0.06413474678993225,
-0.14536800980567932,
-0.013172104954719543,
-0.027519477531313896,
-0.03619832918047905,
-0.03438525274395943,
-0.005076868459582329,
-0.030686579644680023,
0.08063797652721405,
0.02048620767891407,
0.0016229117754846811,
0.051175396889448166,
-0.026269732043147087,
0.0012610612902790308,
-0.02158254012465477,
-0.028261415660381317,
-0.03419472277164459,
0.06881643086671829,
-0.01953045465052128,
0.0014163374435156584,
-0.10230644792318344,
-0.01545388251543045,
-0.10669558495283127,
0.036119915544986725,
0.01757347397506237,
-0.034376297146081924,
0.049414556473493576,
-1.3317748553961721e-33,
0.04258076474070549,
0.012087351642549038,
0.02688588760793209,
0.006203678902238607,
0.04273585230112076,
0.007806946989148855,
0.06290502846240997,
-0.04932868108153343,
-0.006704894360154867,
0.013157595880329609,
-0.04001323878765106,
0.029787473380565643,
0.06278878450393677,
0.005345402285456657,
-0.05075264349579811,
-0.0643327608704567,
0.12327202409505844,
0.052126336842775345,
-0.01965898834168911,
-0.0012668394483625889,
0.054523762315511703,
-0.01744159869849682,
0.052883680909872055,
-0.025991501286625862,
0.06366295367479324,
-0.022713851183652878,
-0.043370138853788376,
0.0030564009211957455,
0.08255250751972198,
0.10233401507139206,
0.034914471209049225,
-0.05332046374678612,
-0.0043561626225709915,
-0.08211282640695572,
0.043769873678684235,
0.01931414194405079,
-0.01946425251662731,
0.05845203995704651,
-0.004717658273875713,
-0.026561295613646507,
0.040620457381010056,
-0.06579948216676712,
-0.035052914172410965,
0.041954077780246735,
0.08913348615169525,
-0.06018375977873802,
-0.037689730525016785,
-0.01664944365620613,
-0.0687180832028389,
-0.0159950852394104,
0.03222114220261574,
0.05816620588302612,
-0.06149432808160782,
0.007362338714301586,
-0.03674977272748947,
0.045372530817985535,
0.04489857703447342,
0.08678149431943893,
0.006688354536890984,
0.037348244339227676,
0.047015734016895294,
0.06569450348615646,
-0.06398140639066696,
0.04702966660261154,
0.09097608178853989,
0.031421031802892685,
-0.054528482258319855,
0.023602908477187157,
0.10336919128894806,
0.05391649156808853,
-0.09350858628749847,
0.02816307358443737,
-0.01901630312204361,
-0.017828186973929405,
0.015102389268577099,
0.022545531392097473,
0.012281941249966621,
0.0140731455758214,
0.03089873120188713,
0.0812574252486229,
-0.10146655887365341,
0.13852061331272125,
-0.006133795250207186,
0.07150576263666153,
-0.0030305692926049232,
-0.022591372951865196,
0.11970410495996475,
0.026331797242164612,
0.018020641058683395,
-0.02270624227821827,
-0.010867245495319366,
0.05072270706295967,
0.06272955238819122,
0.006444094702601433,
0.008463793434202671,
-4.8491319404320166e-8,
0.03017549216747284,
0.06794299930334091,
-0.041964657604694366,
0.03002922423183918,
0.025468571111559868,
-0.015463564544916153,
-0.04507143422961235,
-0.11625184863805771,
-0.04151000455021858,
-0.007765797898173332,
0.0456414520740509,
0.03069082647562027,
-0.05093437433242798,
-0.026470648124814034,
-0.04299216717481613,
-0.02379477210342884,
-0.09947642683982849,
-0.10175055265426636,
-0.08837464451789856,
-0.028413191437721252,
-0.05937903746962547,
-0.04056498408317566,
-0.0461047887802124,
0.004794676788151264,
-0.03930800035595894,
0.027283575385808945,
0.005530622787773609,
-0.03949360176920891,
0.022381113842129707,
-0.011937965638935566,
0.002114693634212017,
-0.004873049445450306,
-0.017197182402014732,
0.007035608869045973,
-0.04183444753289223,
0.056027431041002274,
-0.023865902796387672,
0.03403126820921898,
0.023640776053071022,
-0.016126025468111038,
0.01249544695019722,
0.07763207703828812,
0.0039266678504645824,
0.020419128239154816,
0.032255157828330994,
0.006403716746717691,
-0.051425088196992874,
-0.056942638009786606,
-0.016092272475361824,
-0.012924415990710258,
0.01637079007923603,
0.10359824448823929,
-0.06877266615629196,
-0.014836711809039116,
0.009537368081510067,
0.016722505912184715,
0.006650685332715511,
-0.0898352563381195,
0.097894586622715,
-0.005295058246701956,
0.015952380374073982,
0.04107866808772087,
-0.07312943041324615,
0.013728524558246136
] |
1402.5267
|
J\"urgen M\"unch
|
Holger Neu, Thomas Hanne, J\"urgen M\"unch, Stefan Nickel, Andreas
Wirsen
|
Simulation-Based Risk Reduction for Planning Inspections
|
16 pages. The final publication is available at
http://link.springer.com/chapter/10.1007%2F3-540-36209-6_9
|
Product Focused Software Process Improvement, volume 2559 of
Lecture Notes in Computer Science, pages 78-93. Springer Berlin Heidelberg,
2002
|
10.1007/3-540-36209-6_9
| null |
cs.SE
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Organizations that develop software have recognized that software process
models are particularly useful for maintaining a high standard of quality. In
the last decade, simulations of software processes were used in several
settings and environments. This paper gives a short overview of the benefits of
software process simulation and describes the development of a discrete-event
model, a technique rarely used before in that field. The model introduced in
this paper captures the behavior of a detailed code inspection process. It aims
at reducing the risks inherent in implementing inspection processes and
techniques in the overall development process. The determination of the
underlying cause-effect relations using data mining techniques and empirical
data is explained. Finally, the paper gives an outlook on our future work.
|
[
{
"created": "Fri, 21 Feb 2014 11:59:25 GMT",
"version": "v1"
}
] |
2014-02-24
|
[
[
"Neu",
"Holger",
""
],
[
"Hanne",
"Thomas",
""
],
[
"Münch",
"Jürgen",
""
],
[
"Nickel",
"Stefan",
""
],
[
"Wirsen",
"Andreas",
""
]
] |
[
-0.06913511455059052,
0.016113964840769768,
-0.01624874211847782,
-0.06883489340543747,
0.042737580835819244,
-0.10818132013082504,
0.05150291323661804,
-0.007443720009177923,
0.020614588633179665,
0.05281531810760498,
-0.03810161352157593,
0.005515826866030693,
0.06508769094944,
-0.07428917288780212,
-0.027392758056521416,
-0.07095642387866974,
-0.01811823435127735,
-0.051083754748106,
-0.02312435582280159,
-0.09180935472249985,
-0.005494462326169014,
-0.04321752488613129,
-0.07523565739393234,
0.02352062240242958,
-0.10109442472457886,
0.04740113765001297,
0.08631369471549988,
-0.005655153188854456,
0.058496955782175064,
-0.00008420585072599351,
-0.06539669632911682,
0.0692288726568222,
0.06287387758493423,
-0.05483950674533844,
0.045683860778808594,
0.014531142078340054,
-0.016181090846657753,
-0.03665616735816002,
-0.06766429543495178,
0.0073663401417434216,
-0.07286311686038971,
-0.001022112788632512,
0.021297475323081017,
0.008658030070364475,
0.03582601994276047,
-0.07024078071117401,
-0.010593470185995102,
-0.06942083686590195,
-0.07724635303020477,
-0.04211270809173584,
-0.08868271857500076,
0.010835944674909115,
-0.020204920321702957,
-0.030052706599235535,
0.051095664501190186,
-0.054849885404109955,
0.061393797397613525,
-0.12251459807157516,
-0.04310423508286476,
0.012239944189786911,
0.02538624219596386,
0.027817126363515854,
-0.06548203527927399,
-0.02932053804397583,
-0.006057883612811565,
0.041262246668338776,
-0.07514454424381256,
0.03895988687872887,
0.05958091467618942,
-0.047668058425188065,
-0.0027738595381379128,
0.05619613081216812,
-0.04501664265990257,
-0.011021986603736877,
-0.014650379307568073,
0.03581837937235832,
-0.06776140630245209,
0.06799396127462387,
0.007266562897711992,
-0.0872429758310318,
-0.041597891598939896,
0.03810983896255493,
-0.004872866906225681,
0.055138397961854935,
-0.00015008574700914323,
0.05521702766418457,
0.06513915210962296,
0.01770368590950966,
0.061921704560518265,
0.10552822053432465,
0.0309975054115057,
0.04040458798408508,
0.04509279504418373,
0.008057308383286,
-0.007737903855741024,
0.026424888521432877,
0.01702911965548992,
-0.00960471760481596,
0.03773820400238037,
0.018505992367863655,
-0.012532700784504414,
0.07782544940710068,
0.04100455716252327,
-0.048288702964782715,
0.018212253227829933,
0.023222576826810837,
0.03938765451312065,
-0.052627354860305786,
0.022067856043577194,
-0.060177307575941086,
-0.09968464821577072,
-0.0406159907579422,
-0.005997376050800085,
-0.05580834671854973,
0.027181323617696762,
-0.018938004970550537,
0.007603151723742485,
0.03946559503674507,
-0.07436467707157135,
0.09855977445840836,
0.10628743469715118,
0.07849854975938797,
-0.00810215249657631,
-0.007614662870764732,
-0.008042746223509312,
-0.037039414048194885,
-0.004090421367436647,
-1.9961251405595657e-33,
0.05170442909002304,
-0.05887044966220856,
-0.07340801507234573,
0.013162216171622276,
0.054016418755054474,
-0.06864370405673981,
0.0038892587181180716,
0.009158775210380554,
0.05291532725095749,
0.019967813044786453,
0.03923609480261803,
-0.010367754846811295,
-0.06606432795524597,
-0.0661054477095604,
0.045957643538713455,
0.07416827976703644,
-0.06559637188911438,
0.08757300674915314,
-0.029588326811790466,
0.02350599505007267,
-0.005390896461904049,
-0.157006174325943,
-0.01750069111585617,
0.037099678069353104,
0.043183088302612305,
0.0795157328248024,
-0.031021496281027794,
0.05863238871097565,
0.050733279436826706,
0.04043666273355484,
0.09675804525613785,
0.010129082016646862,
0.0551302433013916,
-0.009771558456122875,
-0.001136820181272924,
0.0570024698972702,
-0.053746119141578674,
0.03347223997116089,
-0.0057318247854709625,
0.03508303314447403,
-0.04141925647854805,
-0.1072271317243576,
-0.012806209735572338,
-0.0020762626081705093,
0.05342467874288559,
-0.007454691454768181,
-0.043723806738853455,
-0.07756982743740082,
0.03269095718860626,
-0.008349246345460415,
0.08974295109510422,
-0.0220260638743639,
0.1332228034734726,
0.033918093889951706,
-0.11471730470657349,
0.09937639534473419,
0.04594976082444191,
-0.03875524923205376,
-0.015427771955728531,
0.06496229767799377,
-0.06651002168655396,
-0.011975391767919064,
-0.020130978897213936,
0.025516314432024956,
0.051410675048828125,
-0.016115538775920868,
0.05916820839047432,
-0.04914085194468498,
0.06663494557142258,
0.018513411283493042,
-0.026201995089650154,
0.012918317690491676,
-0.0431084930896759,
-0.011353361420333385,
-0.008537501096725464,
-0.05407103896141052,
0.015604964457452297,
0.014167889021337032,
-0.015248618088662624,
-0.01971469633281231,
-0.07450730353593826,
-0.03018351085484028,
0.06496749073266983,
-0.08745487779378891,
-0.022492937743663788,
0.02846130169928074,
-0.04827117919921875,
0.0497438944876194,
-0.07120058685541153,
-0.010373115539550781,
-0.01578601822257042,
0.0500408411026001,
-0.0024766921997070312,
0.013241483829915524,
0.07429071515798569,
-1.9356356706341893e-33,
-0.051238976418972015,
-0.04812005162239075,
0.04301000386476517,
-0.005510084331035614,
-0.06583933532238007,
-0.05386868491768837,
-0.04702940583229065,
0.004179134499281645,
0.04407742992043495,
0.05329139530658722,
-0.03583553433418274,
-0.0878683403134346,
-0.04901668801903725,
0.05812802538275719,
0.04227562993764877,
0.03466862067580223,
0.030029861256480217,
-0.000766861077863723,
0.05096399039030075,
0.0743098184466362,
0.0048066191375255585,
0.03981749713420868,
-0.05721042677760124,
-0.06025194004178047,
-0.06224190071225166,
-0.037525422871112823,
-0.02669254131615162,
-0.06731979548931122,
0.07758637517690659,
0.006652047857642174,
0.011849936097860336,
0.07793677598237991,
-0.027805496007204056,
0.05908612161874771,
0.03692375123500824,
-0.06686998903751373,
0.07398684322834015,
-0.021641552448272705,
0.06548692286014557,
-0.038227543234825134,
0.04789433255791664,
0.06541551649570465,
0.023584187030792236,
-0.0183953195810318,
0.0038047307170927525,
-0.027732448652386665,
0.04938521981239319,
-0.007396508939564228,
0.03745708242058754,
-0.09569552540779114,
-0.019379839301109314,
-0.021017538383603096,
0.03022572584450245,
0.057828206568956375,
-0.030030634254217148,
0.06556638330221176,
0.03866354376077652,
-0.015375017188489437,
-0.02944464050233364,
0.11266488581895828,
-0.02404949627816677,
-0.022717028856277466,
0.07959340512752533,
-0.0796431303024292,
0.000297102436888963,
0.015492398291826248,
0.047125548124313354,
-0.00863528624176979,
-0.021830614656209946,
-0.0692659318447113,
0.018300652503967285,
0.04995313286781311,
-0.14505967497825623,
0.010672048665583134,
-0.030460307374596596,
-0.06934934109449387,
0.0029068931471556425,
-0.09481512755155563,
-0.06757482141256332,
-0.02740645408630371,
-0.006280345842242241,
0.019917350262403488,
-0.023421430960297585,
0.01337345689535141,
-0.11370616406202316,
0.04017217084765434,
0.0697791576385498,
0.013208630494773388,
-0.03074110485613346,
-0.00039367718272842467,
-0.09378280490636826,
0.05818886309862137,
-0.009495619684457779,
-0.04522094875574112,
-0.03699987754225731,
-4.457164592963636e-8,
-0.04506903886795044,
-0.018819430842995644,
0.03596634790301323,
0.03776906430721283,
0.053304094821214676,
0.04280806705355644,
-0.10553660243749619,
0.11146023869514465,
-0.005105229094624519,
-0.044852666556835175,
-0.0697079598903656,
0.007423347793519497,
-0.09232594817876816,
0.06351922452449799,
0.03875618800520897,
-0.011498943902552128,
0.009380733594298363,
0.06946118175983429,
-0.03880968317389488,
-0.010854439809918404,
0.05065096169710159,
0.04085400700569153,
0.07088638842105865,
0.011936862021684647,
-0.036759186536073685,
-0.07299278676509857,
0.04798383265733719,
0.04790303111076355,
0.05030727759003639,
-0.006089886650443077,
0.09851446747779846,
0.012965567409992218,
0.04724631831049919,
-0.013032164424657822,
0.06796962022781372,
-0.02229554019868374,
0.03743847459554672,
-0.032135333865880966,
-0.003627584083005786,
-0.05471649393439293,
-0.0016219994286075234,
0.07421934604644775,
0.044098690152168274,
0.027872823178768158,
0.0216923076659441,
-0.03659377247095108,
-0.04853151738643646,
-0.0939449593424797,
-0.01580709218978882,
-0.051541633903980255,
-0.005682117771357298,
-0.004838528111577034,
-0.03840150684118271,
0.03218642994761467,
0.013928720727562904,
0.06310059875249863,
0.04419327899813652,
-0.026711588725447655,
0.05987242981791496,
-0.035969775170087814,
0.026467278599739075,
0.014204583130776882,
0.053912047296762466,
0.0764656737446785
] | null | null | null | null | null | null | null |
[
-0.06913511455059052,
0.016113964840769768,
-0.01624874211847782,
-0.06883489340543747,
0.042737580835819244,
-0.10818132013082504,
0.05150291323661804,
-0.007443720009177923,
0.020614588633179665,
0.05281531810760498,
-0.03810161352157593,
0.005515826866030693,
0.06508769094944,
-0.07428917288780212,
-0.027392758056521416,
-0.07095642387866974,
-0.01811823435127735,
-0.051083754748106,
-0.02312435582280159,
-0.09180935472249985,
-0.005494462326169014,
-0.04321752488613129,
-0.07523565739393234,
0.02352062240242958,
-0.10109442472457886,
0.04740113765001297,
0.08631369471549988,
-0.005655153188854456,
0.058496955782175064,
-0.00008420585072599351,
-0.06539669632911682,
0.0692288726568222,
0.06287387758493423,
-0.05483950674533844,
0.045683860778808594,
0.014531142078340054,
-0.016181090846657753,
-0.03665616735816002,
-0.06766429543495178,
0.0073663401417434216,
-0.07286311686038971,
-0.001022112788632512,
0.021297475323081017,
0.008658030070364475,
0.03582601994276047,
-0.07024078071117401,
-0.010593470185995102,
-0.06942083686590195,
-0.07724635303020477,
-0.04211270809173584,
-0.08868271857500076,
0.010835944674909115,
-0.020204920321702957,
-0.030052706599235535,
0.051095664501190186,
-0.054849885404109955,
0.061393797397613525,
-0.12251459807157516,
-0.04310423508286476,
0.012239944189786911,
0.02538624219596386,
0.027817126363515854,
-0.06548203527927399,
-0.02932053804397583,
-0.006057883612811565,
0.041262246668338776,
-0.07514454424381256,
0.03895988687872887,
0.05958091467618942,
-0.047668058425188065,
-0.0027738595381379128,
0.05619613081216812,
-0.04501664265990257,
-0.011021986603736877,
-0.014650379307568073,
0.03581837937235832,
-0.06776140630245209,
0.06799396127462387,
0.007266562897711992,
-0.0872429758310318,
-0.041597891598939896,
0.03810983896255493,
-0.004872866906225681,
0.055138397961854935,
-0.00015008574700914323,
0.05521702766418457,
0.06513915210962296,
0.01770368590950966,
0.061921704560518265,
0.10552822053432465,
0.0309975054115057,
0.04040458798408508,
0.04509279504418373,
0.008057308383286,
-0.007737903855741024,
0.026424888521432877,
0.01702911965548992,
-0.00960471760481596,
0.03773820400238037,
0.018505992367863655,
-0.012532700784504414,
0.07782544940710068,
0.04100455716252327,
-0.048288702964782715,
0.018212253227829933,
0.023222576826810837,
0.03938765451312065,
-0.052627354860305786,
0.022067856043577194,
-0.060177307575941086,
-0.09968464821577072,
-0.0406159907579422,
-0.005997376050800085,
-0.05580834671854973,
0.027181323617696762,
-0.018938004970550537,
0.007603151723742485,
0.03946559503674507,
-0.07436467707157135,
0.09855977445840836,
0.10628743469715118,
0.07849854975938797,
-0.00810215249657631,
-0.007614662870764732,
-0.008042746223509312,
-0.037039414048194885,
-0.004090421367436647,
-1.9961251405595657e-33,
0.05170442909002304,
-0.05887044966220856,
-0.07340801507234573,
0.013162216171622276,
0.054016418755054474,
-0.06864370405673981,
0.0038892587181180716,
0.009158775210380554,
0.05291532725095749,
0.019967813044786453,
0.03923609480261803,
-0.010367754846811295,
-0.06606432795524597,
-0.0661054477095604,
0.045957643538713455,
0.07416827976703644,
-0.06559637188911438,
0.08757300674915314,
-0.029588326811790466,
0.02350599505007267,
-0.005390896461904049,
-0.157006174325943,
-0.01750069111585617,
0.037099678069353104,
0.043183088302612305,
0.0795157328248024,
-0.031021496281027794,
0.05863238871097565,
0.050733279436826706,
0.04043666273355484,
0.09675804525613785,
0.010129082016646862,
0.0551302433013916,
-0.009771558456122875,
-0.001136820181272924,
0.0570024698972702,
-0.053746119141578674,
0.03347223997116089,
-0.0057318247854709625,
0.03508303314447403,
-0.04141925647854805,
-0.1072271317243576,
-0.012806209735572338,
-0.0020762626081705093,
0.05342467874288559,
-0.007454691454768181,
-0.043723806738853455,
-0.07756982743740082,
0.03269095718860626,
-0.008349246345460415,
0.08974295109510422,
-0.0220260638743639,
0.1332228034734726,
0.033918093889951706,
-0.11471730470657349,
0.09937639534473419,
0.04594976082444191,
-0.03875524923205376,
-0.015427771955728531,
0.06496229767799377,
-0.06651002168655396,
-0.011975391767919064,
-0.020130978897213936,
0.025516314432024956,
0.051410675048828125,
-0.016115538775920868,
0.05916820839047432,
-0.04914085194468498,
0.06663494557142258,
0.018513411283493042,
-0.026201995089650154,
0.012918317690491676,
-0.0431084930896759,
-0.011353361420333385,
-0.008537501096725464,
-0.05407103896141052,
0.015604964457452297,
0.014167889021337032,
-0.015248618088662624,
-0.01971469633281231,
-0.07450730353593826,
-0.03018351085484028,
0.06496749073266983,
-0.08745487779378891,
-0.022492937743663788,
0.02846130169928074,
-0.04827117919921875,
0.0497438944876194,
-0.07120058685541153,
-0.010373115539550781,
-0.01578601822257042,
0.0500408411026001,
-0.0024766921997070312,
0.013241483829915524,
0.07429071515798569,
-1.9356356706341893e-33,
-0.051238976418972015,
-0.04812005162239075,
0.04301000386476517,
-0.005510084331035614,
-0.06583933532238007,
-0.05386868491768837,
-0.04702940583229065,
0.004179134499281645,
0.04407742992043495,
0.05329139530658722,
-0.03583553433418274,
-0.0878683403134346,
-0.04901668801903725,
0.05812802538275719,
0.04227562993764877,
0.03466862067580223,
0.030029861256480217,
-0.000766861077863723,
0.05096399039030075,
0.0743098184466362,
0.0048066191375255585,
0.03981749713420868,
-0.05721042677760124,
-0.06025194004178047,
-0.06224190071225166,
-0.037525422871112823,
-0.02669254131615162,
-0.06731979548931122,
0.07758637517690659,
0.006652047857642174,
0.011849936097860336,
0.07793677598237991,
-0.027805496007204056,
0.05908612161874771,
0.03692375123500824,
-0.06686998903751373,
0.07398684322834015,
-0.021641552448272705,
0.06548692286014557,
-0.038227543234825134,
0.04789433255791664,
0.06541551649570465,
0.023584187030792236,
-0.0183953195810318,
0.0038047307170927525,
-0.027732448652386665,
0.04938521981239319,
-0.007396508939564228,
0.03745708242058754,
-0.09569552540779114,
-0.019379839301109314,
-0.021017538383603096,
0.03022572584450245,
0.057828206568956375,
-0.030030634254217148,
0.06556638330221176,
0.03866354376077652,
-0.015375017188489437,
-0.02944464050233364,
0.11266488581895828,
-0.02404949627816677,
-0.022717028856277466,
0.07959340512752533,
-0.0796431303024292,
0.000297102436888963,
0.015492398291826248,
0.047125548124313354,
-0.00863528624176979,
-0.021830614656209946,
-0.0692659318447113,
0.018300652503967285,
0.04995313286781311,
-0.14505967497825623,
0.010672048665583134,
-0.030460307374596596,
-0.06934934109449387,
0.0029068931471556425,
-0.09481512755155563,
-0.06757482141256332,
-0.02740645408630371,
-0.006280345842242241,
0.019917350262403488,
-0.023421430960297585,
0.01337345689535141,
-0.11370616406202316,
0.04017217084765434,
0.0697791576385498,
0.013208630494773388,
-0.03074110485613346,
-0.00039367718272842467,
-0.09378280490636826,
0.05818886309862137,
-0.009495619684457779,
-0.04522094875574112,
-0.03699987754225731,
-4.457164592963636e-8,
-0.04506903886795044,
-0.018819430842995644,
0.03596634790301323,
0.03776906430721283,
0.053304094821214676,
0.04280806705355644,
-0.10553660243749619,
0.11146023869514465,
-0.005105229094624519,
-0.044852666556835175,
-0.0697079598903656,
0.007423347793519497,
-0.09232594817876816,
0.06351922452449799,
0.03875618800520897,
-0.011498943902552128,
0.009380733594298363,
0.06946118175983429,
-0.03880968317389488,
-0.010854439809918404,
0.05065096169710159,
0.04085400700569153,
0.07088638842105865,
0.011936862021684647,
-0.036759186536073685,
-0.07299278676509857,
0.04798383265733719,
0.04790303111076355,
0.05030727759003639,
-0.006089886650443077,
0.09851446747779846,
0.012965567409992218,
0.04724631831049919,
-0.013032164424657822,
0.06796962022781372,
-0.02229554019868374,
0.03743847459554672,
-0.032135333865880966,
-0.003627584083005786,
-0.05471649393439293,
-0.0016219994286075234,
0.07421934604644775,
0.044098690152168274,
0.027872823178768158,
0.0216923076659441,
-0.03659377247095108,
-0.04853151738643646,
-0.0939449593424797,
-0.01580709218978882,
-0.051541633903980255,
-0.005682117771357298,
-0.004838528111577034,
-0.03840150684118271,
0.03218642994761467,
0.013928720727562904,
0.06310059875249863,
0.04419327899813652,
-0.026711588725447655,
0.05987242981791496,
-0.035969775170087814,
0.026467278599739075,
0.014204583130776882,
0.053912047296762466,
0.0764656737446785
] |
1402.5271
|
Ian Hill Ph.D.
|
Ian R. Hill, Yuri B. Ovchinnikov, Elizabeth M. Bridge, E. Anne Curtis,
Patrick Gill
|
Zeeman Slowers for Strontium based on Permanent Magnets
| null | null |
10.1088/0953-4075/47/7/075006
| null |
physics.atom-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We present the design, construction, and characterisation of longitudinal-
and transverse-field Zeeman slowers, based on arrays of permanent magnets, for
slowing thermal beams of atomic Sr. The slowers are optimised for operation
with deceleration related to the local laser intensity (by the parameter
$\epsilon$), which uses more effectively the available laser power, in contrast
to the usual constant deceleration mode. Slowing efficiencies of up to
$\approx$ $18$ $%$ are realised and compared to those predicted by modelling.
We highlight the transverse-field slower, which is compact, highly tunable,
light-weight, and requires no electrical power, as a simple solution to slowing
Sr, well-suited to spaceborne application. For $^{88}$Sr we achieve a slow-atom
flux of around $6\times 10^9$ atoms$\,$s$^{-1}$ at $30$ ms$^{-1}$, loading
approximately $5\times 10^8$ atoms in to a magneto-optical-trap (MOT), and
capture all isotopes in approximate relative natural abundances.
|
[
{
"created": "Fri, 21 Feb 2014 12:17:34 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Hill",
"Ian R.",
""
],
[
"Ovchinnikov",
"Yuri B.",
""
],
[
"Bridge",
"Elizabeth M.",
""
],
[
"Curtis",
"E. Anne",
""
],
[
"Gill",
"Patrick",
""
]
] |
[
-0.016541481018066406,
0.05457103252410889,
-0.01280372403562069,
0.033332936465740204,
-0.03503505885601044,
-0.04966358467936516,
-0.04575362056493759,
-0.0074700117111206055,
-0.07589910924434662,
-0.011856435798108578,
-0.050049155950546265,
0.009001903235912323,
-0.006396379787474871,
-0.05764985829591751,
0.03199634328484535,
0.054948821663856506,
0.08865313977003098,
0.09274301677942276,
0.015124533325433731,
0.0595618300139904,
-0.03070593811571598,
-0.05752241238951683,
0.02701803483068943,
-0.01981181651353836,
-0.02101949229836464,
-0.031072979792952538,
-0.0288389902561903,
-0.0330003947019577,
-0.01041856687515974,
0.009973946958780289,
0.022473664954304695,
-0.01628243736922741,
-0.0863526463508606,
-0.00886284839361906,
-0.007012695539742708,
-0.06378443539142609,
-0.006877671927213669,
-0.00306047429330647,
-0.03648873046040535,
0.04030393809080124,
-0.017247365787625313,
-0.01183902658522129,
0.020038003101944923,
0.03713724762201309,
-0.03556464612483978,
-0.052806250751018524,
0.06443867832422256,
-0.08125612139701843,
-0.025304624810814857,
-0.047590747475624084,
-0.031839173287153244,
0.049404777586460114,
0.0016745118191465735,
0.02565149962902069,
0.0026584032457321882,
0.09319720417261124,
0.002548996591940522,
-0.020365480333566666,
-0.04164804145693779,
-0.0716448649764061,
-0.010784246027469635,
-0.07854854315519333,
-0.04647967964410782,
-0.07007228583097458,
0.07060934603214264,
0.017554545775055885,
-0.019826868548989296,
0.04644162580370903,
0.09059060364961624,
0.08022042363882065,
0.065342478454113,
-0.013625768944621086,
-0.009011383168399334,
0.03876740112900734,
-0.08313679695129395,
-0.02700602263212204,
0.07996738702058792,
0.05465007573366165,
0.06539969146251678,
-0.047425996512174606,
0.011741836555302143,
-0.05182516947388649,
-0.05814606696367264,
-0.04618224501609802,
-0.03626178950071335,
0.04419839382171631,
0.037077851593494415,
0.059331171214580536,
0.005188711453229189,
-0.051735829561948776,
0.07463601231575012,
-0.037143491208553314,
-0.00595654034987092,
-0.10366300493478775,
0.020866205915808678,
-0.033965665847063065,
0.01072677131742239,
-0.03955426812171936,
0.005933267995715141,
0.007401931099593639,
0.13999854028224945,
0.028612416237592697,
-0.04343133419752121,
0.08546179533004761,
-0.10566969215869904,
0.008499901741743088,
0.010507862083613873,
0.1250712275505066,
-0.1494453400373459,
0.061205316334962845,
0.07152994722127914,
-0.0025758121628314257,
-0.05628768727183342,
-0.10181068629026413,
0.0009272459428757429,
0.04027840495109558,
-0.0024557716678828,
0.08491036295890808,
-0.04192356765270233,
0.11684476584196091,
-0.025480041280388832,
0.07327263802289963,
0.025586221367120743,
0.07911307364702225,
0.06445465236902237,
0.05137701705098152,
-0.022692829370498657,
2.7194373040052437e-34,
0.008659238927066326,
0.06721047312021255,
-0.032699860632419586,
-0.027379794046282768,
-0.014579975977540016,
0.026618946343660355,
0.003709454322233796,
0.09271261841058731,
-0.09084097295999527,
0.03655819222331047,
0.0446019284427166,
0.01266887690871954,
-0.026917243376374245,
-0.02184419333934784,
0.08048316836357117,
-0.12441863119602203,
0.06811858713626862,
-0.00804817583411932,
-0.022840915247797966,
0.03209570422768593,
0.040234826505184174,
0.050395626574754715,
0.010514411143958569,
-0.008853532373905182,
-0.022214127704501152,
0.03501063585281372,
0.0405651330947876,
0.0009694381733424962,
-0.07053910195827484,
0.024207143113017082,
-0.02776719070971012,
-0.011478087864816189,
-0.08454049378633499,
-0.05583855137228966,
0.0264846533536911,
-0.06251448392868042,
-0.0575425811111927,
-0.035985078662633896,
0.005750803742557764,
-0.051983024924993515,
0.02594836987555027,
0.011821851134300232,
-0.00048525151214562356,
0.08400465548038483,
-0.012565608136355877,
-0.05790477246046066,
0.042379915714263916,
0.02934539131820202,
0.02361178584396839,
0.03222031518816948,
0.078761987388134,
-0.014456206932663918,
-0.13073688745498657,
0.02743910811841488,
0.0990893617272377,
-0.07606332004070282,
0.029906054958701134,
0.034166403114795685,
0.024216072633862495,
0.0027820414397865534,
0.04929874837398529,
-0.08391676098108292,
-0.031879473477602005,
0.07020653039216995,
-0.04421569034457207,
0.04976942762732506,
-0.03123789280653,
-0.0055357408709824085,
0.02017621323466301,
0.030742133036255836,
-0.03327476605772972,
0.001395548228174448,
0.10329966992139816,
-0.029981080442667007,
0.11272469162940979,
-0.0017562387511134148,
0.06699063628911972,
-0.010247839614748955,
0.035997480154037476,
-0.024048082530498505,
-0.10571877658367157,
-0.02147568203508854,
-0.05816620960831642,
-0.0026714785490185022,
0.025886911898851395,
-0.012824460864067078,
-0.09531092643737793,
-0.023189423605799675,
-0.0035502680111676455,
-0.057226888835430145,
0.01085698138922453,
-0.10151956230401993,
-0.044232599437236786,
0.0009442188893444836,
-0.15469494462013245,
-1.414643533709297e-33,
0.053130608052015305,
-0.04709275811910629,
0.024280643090605736,
0.03634891286492348,
0.001183085609227419,
0.04529738426208496,
0.0038266072515398264,
0.023358769714832306,
-0.0467955507338047,
-0.03310029208660126,
-0.029781626537442207,
-0.00018375672516413033,
0.02841702476143837,
-0.03545193001627922,
0.04407387226819992,
0.014332368038594723,
0.05087759345769882,
-0.02882881835103035,
0.11805585771799088,
0.016334576532244682,
0.0782632902264595,
0.0783243402838707,
0.03456162288784981,
0.014658224768936634,
0.024685215204954147,
-0.016459781676530838,
0.04300369694828987,
-0.02106391452252865,
0.004667491652071476,
-0.010080310516059399,
0.022375494241714478,
0.052662964910268784,
-0.0062843188643455505,
-0.07319018244743347,
-0.09967422485351562,
0.015168645419180393,
-0.0013875006698071957,
0.0458582267165184,
-0.013306540437042713,
-0.0351872444152832,
-0.015768086537718773,
0.0020066259894520044,
-0.004475853405892849,
0.021140772849321365,
-0.004107608925551176,
-0.05525080859661102,
-0.10089091956615448,
0.020602867007255554,
0.051144663244485855,
0.03424583747982979,
-0.04131307452917099,
-0.09442946314811707,
0.02251495234668255,
0.007364685647189617,
-0.031139075756072998,
-0.0971338152885437,
-0.06276431679725647,
0.009401766583323479,
0.02865060605108738,
0.09574699401855469,
0.050893634557724,
-0.013262865133583546,
0.08004969358444214,
-0.02031450904905796,
0.0016511499416083097,
-0.03777800500392914,
0.03148631751537323,
0.016574617475271225,
-0.028658278286457062,
0.0056369006633758545,
0.012275508604943752,
-0.01029880065470934,
0.00672535877674818,
0.02853226475417614,
0.007771666627377272,
0.0041900561191141605,
0.12834669649600983,
-0.015535700134932995,
0.07271315157413483,
-0.006400412879884243,
-0.03417035564780235,
0.07627416402101517,
-0.02422283962368965,
-0.06692095100879669,
0.009101432748138905,
0.0026258325669914484,
-0.06297099590301514,
-0.014286595396697521,
0.010022715665400028,
-0.020993169397115707,
0.045569952577352524,
-0.09251637011766434,
0.12157677114009857,
-0.052354004234075546,
-0.0035510992165654898,
-5.471295239090068e-8,
0.07121559977531433,
0.011829940602183342,
-0.016250116750597954,
0.04757433757185936,
0.02605608105659485,
-0.010235858149826527,
-0.0801597535610199,
0.014339327812194824,
0.06086646020412445,
-0.055320512503385544,
0.10968023538589478,
-0.04077770933508873,
0.031986404210329056,
0.02453542686998844,
0.02374572679400444,
0.0379418320953846,
-0.005334280431270599,
-0.10379594564437866,
-0.05561746284365654,
0.03881801292300224,
0.04858463630080223,
0.059812434017658234,
0.05364343151450157,
-0.049885671585798264,
-0.02716226875782013,
0.06334531307220459,
-0.05333497002720833,
-0.020004887133836746,
0.06143070012331009,
-0.03915613144636154,
-0.03602241352200508,
-0.03786158561706543,
0.06554171442985535,
0.06068865582346916,
-0.050497867166996,
-0.04583444818854332,
-0.022525904700160027,
0.025310562923550606,
0.03474205359816551,
-0.011927774176001549,
0.0563146136701107,
-0.043129388242959976,
0.0018986251670867205,
0.009802047163248062,
-0.044238872826099396,
0.005826655309647322,
-0.12653154134750366,
-0.05114346742630005,
-0.031029580160975456,
0.08733641356229782,
0.03342108801007271,
-0.006772841326892376,
-0.04983314499258995,
-0.02357291243970394,
0.00044685998000204563,
0.030440472066402435,
-0.036582376807928085,
-0.037660300731658936,
-0.022563137114048004,
0.022942015901207924,
0.08022063225507736,
-0.054179977625608444,
-0.08330288529396057,
-0.005605264101177454
] | null | null | null | null | null | null | null |
[
-0.016541481018066406,
0.05457103252410889,
-0.01280372403562069,
0.033332936465740204,
-0.03503505885601044,
-0.04966358467936516,
-0.04575362056493759,
-0.0074700117111206055,
-0.07589910924434662,
-0.011856435798108578,
-0.050049155950546265,
0.009001903235912323,
-0.006396379787474871,
-0.05764985829591751,
0.03199634328484535,
0.054948821663856506,
0.08865313977003098,
0.09274301677942276,
0.015124533325433731,
0.0595618300139904,
-0.03070593811571598,
-0.05752241238951683,
0.02701803483068943,
-0.01981181651353836,
-0.02101949229836464,
-0.031072979792952538,
-0.0288389902561903,
-0.0330003947019577,
-0.01041856687515974,
0.009973946958780289,
0.022473664954304695,
-0.01628243736922741,
-0.0863526463508606,
-0.00886284839361906,
-0.007012695539742708,
-0.06378443539142609,
-0.006877671927213669,
-0.00306047429330647,
-0.03648873046040535,
0.04030393809080124,
-0.017247365787625313,
-0.01183902658522129,
0.020038003101944923,
0.03713724762201309,
-0.03556464612483978,
-0.052806250751018524,
0.06443867832422256,
-0.08125612139701843,
-0.025304624810814857,
-0.047590747475624084,
-0.031839173287153244,
0.049404777586460114,
0.0016745118191465735,
0.02565149962902069,
0.0026584032457321882,
0.09319720417261124,
0.002548996591940522,
-0.020365480333566666,
-0.04164804145693779,
-0.0716448649764061,
-0.010784246027469635,
-0.07854854315519333,
-0.04647967964410782,
-0.07007228583097458,
0.07060934603214264,
0.017554545775055885,
-0.019826868548989296,
0.04644162580370903,
0.09059060364961624,
0.08022042363882065,
0.065342478454113,
-0.013625768944621086,
-0.009011383168399334,
0.03876740112900734,
-0.08313679695129395,
-0.02700602263212204,
0.07996738702058792,
0.05465007573366165,
0.06539969146251678,
-0.047425996512174606,
0.011741836555302143,
-0.05182516947388649,
-0.05814606696367264,
-0.04618224501609802,
-0.03626178950071335,
0.04419839382171631,
0.037077851593494415,
0.059331171214580536,
0.005188711453229189,
-0.051735829561948776,
0.07463601231575012,
-0.037143491208553314,
-0.00595654034987092,
-0.10366300493478775,
0.020866205915808678,
-0.033965665847063065,
0.01072677131742239,
-0.03955426812171936,
0.005933267995715141,
0.007401931099593639,
0.13999854028224945,
0.028612416237592697,
-0.04343133419752121,
0.08546179533004761,
-0.10566969215869904,
0.008499901741743088,
0.010507862083613873,
0.1250712275505066,
-0.1494453400373459,
0.061205316334962845,
0.07152994722127914,
-0.0025758121628314257,
-0.05628768727183342,
-0.10181068629026413,
0.0009272459428757429,
0.04027840495109558,
-0.0024557716678828,
0.08491036295890808,
-0.04192356765270233,
0.11684476584196091,
-0.025480041280388832,
0.07327263802289963,
0.025586221367120743,
0.07911307364702225,
0.06445465236902237,
0.05137701705098152,
-0.022692829370498657,
2.7194373040052437e-34,
0.008659238927066326,
0.06721047312021255,
-0.032699860632419586,
-0.027379794046282768,
-0.014579975977540016,
0.026618946343660355,
0.003709454322233796,
0.09271261841058731,
-0.09084097295999527,
0.03655819222331047,
0.0446019284427166,
0.01266887690871954,
-0.026917243376374245,
-0.02184419333934784,
0.08048316836357117,
-0.12441863119602203,
0.06811858713626862,
-0.00804817583411932,
-0.022840915247797966,
0.03209570422768593,
0.040234826505184174,
0.050395626574754715,
0.010514411143958569,
-0.008853532373905182,
-0.022214127704501152,
0.03501063585281372,
0.0405651330947876,
0.0009694381733424962,
-0.07053910195827484,
0.024207143113017082,
-0.02776719070971012,
-0.011478087864816189,
-0.08454049378633499,
-0.05583855137228966,
0.0264846533536911,
-0.06251448392868042,
-0.0575425811111927,
-0.035985078662633896,
0.005750803742557764,
-0.051983024924993515,
0.02594836987555027,
0.011821851134300232,
-0.00048525151214562356,
0.08400465548038483,
-0.012565608136355877,
-0.05790477246046066,
0.042379915714263916,
0.02934539131820202,
0.02361178584396839,
0.03222031518816948,
0.078761987388134,
-0.014456206932663918,
-0.13073688745498657,
0.02743910811841488,
0.0990893617272377,
-0.07606332004070282,
0.029906054958701134,
0.034166403114795685,
0.024216072633862495,
0.0027820414397865534,
0.04929874837398529,
-0.08391676098108292,
-0.031879473477602005,
0.07020653039216995,
-0.04421569034457207,
0.04976942762732506,
-0.03123789280653,
-0.0055357408709824085,
0.02017621323466301,
0.030742133036255836,
-0.03327476605772972,
0.001395548228174448,
0.10329966992139816,
-0.029981080442667007,
0.11272469162940979,
-0.0017562387511134148,
0.06699063628911972,
-0.010247839614748955,
0.035997480154037476,
-0.024048082530498505,
-0.10571877658367157,
-0.02147568203508854,
-0.05816620960831642,
-0.0026714785490185022,
0.025886911898851395,
-0.012824460864067078,
-0.09531092643737793,
-0.023189423605799675,
-0.0035502680111676455,
-0.057226888835430145,
0.01085698138922453,
-0.10151956230401993,
-0.044232599437236786,
0.0009442188893444836,
-0.15469494462013245,
-1.414643533709297e-33,
0.053130608052015305,
-0.04709275811910629,
0.024280643090605736,
0.03634891286492348,
0.001183085609227419,
0.04529738426208496,
0.0038266072515398264,
0.023358769714832306,
-0.0467955507338047,
-0.03310029208660126,
-0.029781626537442207,
-0.00018375672516413033,
0.02841702476143837,
-0.03545193001627922,
0.04407387226819992,
0.014332368038594723,
0.05087759345769882,
-0.02882881835103035,
0.11805585771799088,
0.016334576532244682,
0.0782632902264595,
0.0783243402838707,
0.03456162288784981,
0.014658224768936634,
0.024685215204954147,
-0.016459781676530838,
0.04300369694828987,
-0.02106391452252865,
0.004667491652071476,
-0.010080310516059399,
0.022375494241714478,
0.052662964910268784,
-0.0062843188643455505,
-0.07319018244743347,
-0.09967422485351562,
0.015168645419180393,
-0.0013875006698071957,
0.0458582267165184,
-0.013306540437042713,
-0.0351872444152832,
-0.015768086537718773,
0.0020066259894520044,
-0.004475853405892849,
0.021140772849321365,
-0.004107608925551176,
-0.05525080859661102,
-0.10089091956615448,
0.020602867007255554,
0.051144663244485855,
0.03424583747982979,
-0.04131307452917099,
-0.09442946314811707,
0.02251495234668255,
0.007364685647189617,
-0.031139075756072998,
-0.0971338152885437,
-0.06276431679725647,
0.009401766583323479,
0.02865060605108738,
0.09574699401855469,
0.050893634557724,
-0.013262865133583546,
0.08004969358444214,
-0.02031450904905796,
0.0016511499416083097,
-0.03777800500392914,
0.03148631751537323,
0.016574617475271225,
-0.028658278286457062,
0.0056369006633758545,
0.012275508604943752,
-0.01029880065470934,
0.00672535877674818,
0.02853226475417614,
0.007771666627377272,
0.0041900561191141605,
0.12834669649600983,
-0.015535700134932995,
0.07271315157413483,
-0.006400412879884243,
-0.03417035564780235,
0.07627416402101517,
-0.02422283962368965,
-0.06692095100879669,
0.009101432748138905,
0.0026258325669914484,
-0.06297099590301514,
-0.014286595396697521,
0.010022715665400028,
-0.020993169397115707,
0.045569952577352524,
-0.09251637011766434,
0.12157677114009857,
-0.052354004234075546,
-0.0035510992165654898,
-5.471295239090068e-8,
0.07121559977531433,
0.011829940602183342,
-0.016250116750597954,
0.04757433757185936,
0.02605608105659485,
-0.010235858149826527,
-0.0801597535610199,
0.014339327812194824,
0.06086646020412445,
-0.055320512503385544,
0.10968023538589478,
-0.04077770933508873,
0.031986404210329056,
0.02453542686998844,
0.02374572679400444,
0.0379418320953846,
-0.005334280431270599,
-0.10379594564437866,
-0.05561746284365654,
0.03881801292300224,
0.04858463630080223,
0.059812434017658234,
0.05364343151450157,
-0.049885671585798264,
-0.02716226875782013,
0.06334531307220459,
-0.05333497002720833,
-0.020004887133836746,
0.06143070012331009,
-0.03915613144636154,
-0.03602241352200508,
-0.03786158561706543,
0.06554171442985535,
0.06068865582346916,
-0.050497867166996,
-0.04583444818854332,
-0.022525904700160027,
0.025310562923550606,
0.03474205359816551,
-0.011927774176001549,
0.0563146136701107,
-0.043129388242959976,
0.0018986251670867205,
0.009802047163248062,
-0.044238872826099396,
0.005826655309647322,
-0.12653154134750366,
-0.05114346742630005,
-0.031029580160975456,
0.08733641356229782,
0.03342108801007271,
-0.006772841326892376,
-0.04983314499258995,
-0.02357291243970394,
0.00044685998000204563,
0.030440472066402435,
-0.036582376807928085,
-0.037660300731658936,
-0.022563137114048004,
0.022942015901207924,
0.08022063225507736,
-0.054179977625608444,
-0.08330288529396057,
-0.005605264101177454
] |
1402.5273
|
Aurelien Drezet
|
A. Drezet and C. Genet
|
Imaging surface plasmons: from leaky waves to far-field radiation
|
This contains the original Phys. Rev. Lett. article and the
supplementary information file
|
Phys. Rev. Lett. 110, 213901 (2013)
|
10.1103/PhysRevLett.110.213901
| null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We show that, contrary to the common wisdom, surface plasmon poles are not
involved in the imaging process in leakage radiation microscopy. Identifying
the leakage radiation modes directly from a transverse magnetic potential leads
us to reconsider the surface plasmon field and unfold the non-plasmonic
contribution to the image formation. While both contributions interfere in the
imaging process, our analysis reveals that the reassessed plasmonic field
embodies a pole mathematically similar to the usual surface plasmon pole. This
removes a long-standing ambiguity associated with plasmonic signals in leakage
radiation microscopy.
|
[
{
"created": "Fri, 21 Feb 2014 12:23:13 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Drezet",
"A.",
""
],
[
"Genet",
"C.",
""
]
] |
[
-0.06437560170888901,
-0.025280216708779335,
0.08769185096025467,
0.028879255056381226,
0.09448525309562683,
-0.0340806320309639,
0.05052558332681656,
0.02491559088230133,
0.030720075592398643,
0.05959160253405571,
0.03367488086223602,
-0.07504578679800034,
-0.03014160692691803,
0.015992119908332825,
0.07758287340402603,
0.0012212147703394294,
-0.12598291039466858,
-0.020045019686222076,
0.06421181559562683,
-0.032275378704071045,
0.042049065232276917,
-0.038880448788404465,
-0.03173951432108879,
-0.07269200682640076,
0.0067283641546964645,
0.016469478607177734,
0.05634216591715813,
0.01536171417683363,
0.02567858062684536,
-0.01969720423221588,
0.03444647789001465,
0.03401627019047737,
-0.15147753059864044,
0.00518826674669981,
0.009102731011807919,
0.025019047781825066,
0.08778353035449982,
0.027098149061203003,
-0.05527415871620178,
-0.010660241357982159,
0.030542297288775444,
0.12144667655229568,
-0.07117396593093872,
-0.04751574248075485,
-0.011110339313745499,
0.011040951125323772,
0.1323619782924652,
-0.017097823321819305,
0.017660433426499367,
0.06413798779249191,
0.05178980901837349,
-0.03620803728699684,
-0.07872243970632553,
0.03710474446415901,
0.01915920339524746,
0.06718458235263824,
0.028432225808501244,
-0.06061851605772972,
-0.045274537056684494,
0.07281924039125443,
-0.01697876676917076,
-0.06744257360696793,
-0.01682770811021328,
-0.024689102545380592,
0.13264988362789154,
-0.005872632376849651,
-0.019026724621653557,
-0.04572461545467377,
-0.0542118102312088,
0.03710157424211502,
0.04246898740530014,
0.045539140701293945,
-0.10721927881240845,
-0.062124986201524734,
-0.034370582550764084,
0.021949050948023796,
-0.01062644924968481,
0.051938384771347046,
0.02557685598731041,
-0.005349292419850826,
-0.01218461710959673,
0.024539262056350708,
-0.0946032926440239,
0.030415574088692665,
0.0016602262621745467,
0.004809296689927578,
0.013935571536421776,
-0.05023771896958351,
0.004009774420410395,
0.05165823549032211,
-0.009560816921293736,
-0.05532297119498253,
-0.1093025803565979,
-0.018174638971686363,
0.007432237733155489,
-0.07570728659629822,
0.048246487975120544,
-0.05314359441399574,
0.008836290799081326,
-0.009200429543852806,
0.03975334018468857,
-0.053138572722673416,
0.019725829362869263,
-0.004657834302634001,
-0.031367164105176926,
-0.039652418345212936,
0.03214561194181442,
0.04696120321750641,
-0.04962506890296936,
0.022938501089811325,
0.07346758246421814,
0.027209335938096046,
-0.04110236465930939,
0.02889617718756199,
0.020066943019628525,
0.013245124369859695,
-0.02228354662656784,
0.018425386399030685,
-0.07129402458667755,
-0.03251057490706444,
-0.08696889877319336,
0.08736539632081985,
-0.07109104841947556,
0.007447694428265095,
0.014979750849306583,
-0.059239231050014496,
-0.02238437905907631,
1.8491055110892453e-33,
-0.03244028985500336,
0.08056891709566116,
-0.03418072313070297,
0.03888331353664398,
0.013570702634751797,
0.006698721554130316,
0.08286307007074356,
0.027994001284241676,
0.014780489727854729,
0.06216047331690788,
0.016162240877747536,
0.058240268379449844,
0.014278729446232319,
-0.008381713181734085,
-0.030869074165821075,
-0.019007055088877678,
0.10229182988405228,
0.08960965275764465,
-0.07628297060728073,
0.013689976185560226,
0.024791957810521126,
0.0005044416757300496,
0.0545220747590065,
-0.06832097470760345,
0.02195551060140133,
0.02781013585627079,
-0.015033253468573093,
-0.05925298482179642,
0.05009898915886879,
0.021504156291484833,
-0.02965819649398327,
0.103770412504673,
0.07980119436979294,
-0.01275575626641512,
0.04663562402129173,
-0.05691138654947281,
0.04304952919483185,
-0.027811476960778236,
0.008600618690252304,
-0.0025977399200201035,
0.02807190641760826,
-0.025994259864091873,
-0.005989818833768368,
0.06937862187623978,
0.002037476748228073,
-0.08970412611961365,
-0.03735988214612007,
-0.004030174575746059,
-0.03773843124508858,
-0.0006484913756139576,
-0.05096711963415146,
-0.04362761974334717,
-0.0487796887755394,
-0.012433947995305061,
0.006099520716816187,
0.005200034473091364,
-0.008603117428719997,
-0.08255311101675034,
-0.07321283221244812,
-0.08736672252416611,
0.05233493074774742,
0.04123961552977562,
-0.016129132360219955,
0.05199350416660309,
0.014227231033146381,
-0.0019645094871520996,
-0.06810735911130905,
-0.010914955288171768,
0.000296090729534626,
0.07338088750839233,
-0.02221563830971718,
0.11037259548902512,
-0.08823182433843613,
-0.032444700598716736,
0.0073107220232486725,
0.03501729667186737,
-0.0373602993786335,
0.08438693732023239,
0.10887937992811203,
0.059883005917072296,
-0.04647324979305267,
-0.008740635588765144,
-0.01040100771933794,
-0.03760863468050957,
-0.13044603168964386,
0.0065563698299229145,
0.027367379516363144,
-0.010864016599953175,
-0.042020831257104874,
0.004653554409742355,
0.008212905377149582,
0.0303793977946043,
0.03253153711557388,
-0.054665178060531616,
-0.09059853851795197,
-5.828084460987593e-33,
-0.09159597754478455,
-0.06782563030719757,
-0.012864417396485806,
-0.03923657909035683,
0.01398980338126421,
0.03231039643287659,
-0.0045743477530777454,
0.11431334912776947,
-0.06735818088054657,
-0.01590561494231224,
-0.05034013092517853,
0.03718078136444092,
-0.20902934670448303,
-0.051140036433935165,
-0.04947134479880333,
-0.048783138394355774,
0.022492283955216408,
0.03575870767235756,
0.027519993484020233,
-0.04409775510430336,
-0.02035883069038391,
0.06340673565864563,
0.09410911798477173,
0.03829829767346382,
0.04836675524711609,
-0.016058852896094322,
0.03587516397237778,
-0.018817804753780365,
0.005169765092432499,
0.046019863337278366,
-0.06960052996873856,
0.018444625660777092,
0.008870338089764118,
-0.052196796983480453,
0.0709109678864479,
-0.01391212735325098,
0.08568510413169861,
-0.09483778476715088,
-0.011243076995015144,
0.016993548721075058,
-0.019359782338142395,
0.04253504425287247,
-0.026567887514829636,
0.016477689146995544,
-0.04238077998161316,
0.0033884928561747074,
-0.04539807513356209,
0.027917494997382164,
-0.05201048031449318,
0.07184217125177383,
-0.05037011578679085,
-0.09738407284021378,
-0.01859023980796337,
-0.011981041170656681,
-0.07319941371679306,
0.02438327670097351,
-0.10429634898900986,
-0.021261470392346382,
0.028045006096363068,
0.08512511849403381,
0.02857012115418911,
-0.050412263721227646,
-0.052437394857406616,
-0.04768441990017891,
-0.02857152558863163,
0.009007435292005539,
0.04422208294272423,
0.002852980513125658,
0.00817104335874319,
0.05780419707298279,
0.06451646238565445,
-0.062332287430763245,
-0.040295399725437164,
0.02383732981979847,
0.009946255944669247,
0.00031331568607129157,
0.008966399356722832,
-0.02163730002939701,
-0.006752837914973497,
-0.03900136053562164,
0.06248107925057411,
-0.012875842861831188,
-0.0395960658788681,
0.029959265142679214,
0.11071387678384781,
-0.025164702907204628,
-0.011819901876151562,
-0.04518046975135803,
-0.08469922840595245,
-0.010449408553540707,
0.0358792282640934,
-0.09377182275056839,
0.06135432422161102,
-0.0320916473865509,
0.04966488108038902,
-4.416875043489199e-8,
0.06661283224821091,
0.0260014608502388,
0.08611533045768738,
-0.0246921144425869,
0.019917236641049385,
-0.0707557201385498,
-0.06021348387002945,
-0.00881960615515709,
0.0405147559940815,
-0.05543145909905434,
-0.03566455468535423,
-0.03346025571227074,
-0.022396031767129898,
-0.0054977224208414555,
0.00023659394355490804,
0.14138439297676086,
0.010726016946136951,
-0.016197308897972107,
0.029233418405056,
-0.024273689836263657,
-0.04325058311223984,
-0.017744416370987892,
0.059655409306287766,
-0.04321327060461044,
-0.021865811198949814,
0.0010232925415039062,
0.004653336480259895,
-0.0055549293756484985,
0.03693654388189316,
0.014760419726371765,
0.017867987975478172,
-0.010695726610720158,
0.00312652881257236,
0.08405177295207977,
0.011618145741522312,
0.033180974423885345,
-0.020120730623602867,
-0.05036221072077751,
-0.05353039503097534,
0.010048300959169865,
0.0002329364069737494,
0.08782001584768295,
0.05322495847940445,
-0.008729533292353153,
-0.02304094284772873,
0.019415682181715965,
0.07730598002672195,
0.07746326178312302,
-0.10388872027397156,
0.009063714183866978,
-0.06413040310144424,
0.013952801935374737,
0.0020401154179126024,
-0.059678878635168076,
0.012633396312594414,
-0.048956066370010376,
0.03275224193930626,
-0.12242428958415985,
0.013493996113538742,
0.025255266577005386,
0.05631665885448456,
0.014244056306779385,
-0.061075251549482346,
-0.018189996480941772
] | null | null | null | null | null | null | null |
[
-0.06437560170888901,
-0.025280216708779335,
0.08769185096025467,
0.028879255056381226,
0.09448525309562683,
-0.0340806320309639,
0.05052558332681656,
0.02491559088230133,
0.030720075592398643,
0.05959160253405571,
0.03367488086223602,
-0.07504578679800034,
-0.03014160692691803,
0.015992119908332825,
0.07758287340402603,
0.0012212147703394294,
-0.12598291039466858,
-0.020045019686222076,
0.06421181559562683,
-0.032275378704071045,
0.042049065232276917,
-0.038880448788404465,
-0.03173951432108879,
-0.07269200682640076,
0.0067283641546964645,
0.016469478607177734,
0.05634216591715813,
0.01536171417683363,
0.02567858062684536,
-0.01969720423221588,
0.03444647789001465,
0.03401627019047737,
-0.15147753059864044,
0.00518826674669981,
0.009102731011807919,
0.025019047781825066,
0.08778353035449982,
0.027098149061203003,
-0.05527415871620178,
-0.010660241357982159,
0.030542297288775444,
0.12144667655229568,
-0.07117396593093872,
-0.04751574248075485,
-0.011110339313745499,
0.011040951125323772,
0.1323619782924652,
-0.017097823321819305,
0.017660433426499367,
0.06413798779249191,
0.05178980901837349,
-0.03620803728699684,
-0.07872243970632553,
0.03710474446415901,
0.01915920339524746,
0.06718458235263824,
0.028432225808501244,
-0.06061851605772972,
-0.045274537056684494,
0.07281924039125443,
-0.01697876676917076,
-0.06744257360696793,
-0.01682770811021328,
-0.024689102545380592,
0.13264988362789154,
-0.005872632376849651,
-0.019026724621653557,
-0.04572461545467377,
-0.0542118102312088,
0.03710157424211502,
0.04246898740530014,
0.045539140701293945,
-0.10721927881240845,
-0.062124986201524734,
-0.034370582550764084,
0.021949050948023796,
-0.01062644924968481,
0.051938384771347046,
0.02557685598731041,
-0.005349292419850826,
-0.01218461710959673,
0.024539262056350708,
-0.0946032926440239,
0.030415574088692665,
0.0016602262621745467,
0.004809296689927578,
0.013935571536421776,
-0.05023771896958351,
0.004009774420410395,
0.05165823549032211,
-0.009560816921293736,
-0.05532297119498253,
-0.1093025803565979,
-0.018174638971686363,
0.007432237733155489,
-0.07570728659629822,
0.048246487975120544,
-0.05314359441399574,
0.008836290799081326,
-0.009200429543852806,
0.03975334018468857,
-0.053138572722673416,
0.019725829362869263,
-0.004657834302634001,
-0.031367164105176926,
-0.039652418345212936,
0.03214561194181442,
0.04696120321750641,
-0.04962506890296936,
0.022938501089811325,
0.07346758246421814,
0.027209335938096046,
-0.04110236465930939,
0.02889617718756199,
0.020066943019628525,
0.013245124369859695,
-0.02228354662656784,
0.018425386399030685,
-0.07129402458667755,
-0.03251057490706444,
-0.08696889877319336,
0.08736539632081985,
-0.07109104841947556,
0.007447694428265095,
0.014979750849306583,
-0.059239231050014496,
-0.02238437905907631,
1.8491055110892453e-33,
-0.03244028985500336,
0.08056891709566116,
-0.03418072313070297,
0.03888331353664398,
0.013570702634751797,
0.006698721554130316,
0.08286307007074356,
0.027994001284241676,
0.014780489727854729,
0.06216047331690788,
0.016162240877747536,
0.058240268379449844,
0.014278729446232319,
-0.008381713181734085,
-0.030869074165821075,
-0.019007055088877678,
0.10229182988405228,
0.08960965275764465,
-0.07628297060728073,
0.013689976185560226,
0.024791957810521126,
0.0005044416757300496,
0.0545220747590065,
-0.06832097470760345,
0.02195551060140133,
0.02781013585627079,
-0.015033253468573093,
-0.05925298482179642,
0.05009898915886879,
0.021504156291484833,
-0.02965819649398327,
0.103770412504673,
0.07980119436979294,
-0.01275575626641512,
0.04663562402129173,
-0.05691138654947281,
0.04304952919483185,
-0.027811476960778236,
0.008600618690252304,
-0.0025977399200201035,
0.02807190641760826,
-0.025994259864091873,
-0.005989818833768368,
0.06937862187623978,
0.002037476748228073,
-0.08970412611961365,
-0.03735988214612007,
-0.004030174575746059,
-0.03773843124508858,
-0.0006484913756139576,
-0.05096711963415146,
-0.04362761974334717,
-0.0487796887755394,
-0.012433947995305061,
0.006099520716816187,
0.005200034473091364,
-0.008603117428719997,
-0.08255311101675034,
-0.07321283221244812,
-0.08736672252416611,
0.05233493074774742,
0.04123961552977562,
-0.016129132360219955,
0.05199350416660309,
0.014227231033146381,
-0.0019645094871520996,
-0.06810735911130905,
-0.010914955288171768,
0.000296090729534626,
0.07338088750839233,
-0.02221563830971718,
0.11037259548902512,
-0.08823182433843613,
-0.032444700598716736,
0.0073107220232486725,
0.03501729667186737,
-0.0373602993786335,
0.08438693732023239,
0.10887937992811203,
0.059883005917072296,
-0.04647324979305267,
-0.008740635588765144,
-0.01040100771933794,
-0.03760863468050957,
-0.13044603168964386,
0.0065563698299229145,
0.027367379516363144,
-0.010864016599953175,
-0.042020831257104874,
0.004653554409742355,
0.008212905377149582,
0.0303793977946043,
0.03253153711557388,
-0.054665178060531616,
-0.09059853851795197,
-5.828084460987593e-33,
-0.09159597754478455,
-0.06782563030719757,
-0.012864417396485806,
-0.03923657909035683,
0.01398980338126421,
0.03231039643287659,
-0.0045743477530777454,
0.11431334912776947,
-0.06735818088054657,
-0.01590561494231224,
-0.05034013092517853,
0.03718078136444092,
-0.20902934670448303,
-0.051140036433935165,
-0.04947134479880333,
-0.048783138394355774,
0.022492283955216408,
0.03575870767235756,
0.027519993484020233,
-0.04409775510430336,
-0.02035883069038391,
0.06340673565864563,
0.09410911798477173,
0.03829829767346382,
0.04836675524711609,
-0.016058852896094322,
0.03587516397237778,
-0.018817804753780365,
0.005169765092432499,
0.046019863337278366,
-0.06960052996873856,
0.018444625660777092,
0.008870338089764118,
-0.052196796983480453,
0.0709109678864479,
-0.01391212735325098,
0.08568510413169861,
-0.09483778476715088,
-0.011243076995015144,
0.016993548721075058,
-0.019359782338142395,
0.04253504425287247,
-0.026567887514829636,
0.016477689146995544,
-0.04238077998161316,
0.0033884928561747074,
-0.04539807513356209,
0.027917494997382164,
-0.05201048031449318,
0.07184217125177383,
-0.05037011578679085,
-0.09738407284021378,
-0.01859023980796337,
-0.011981041170656681,
-0.07319941371679306,
0.02438327670097351,
-0.10429634898900986,
-0.021261470392346382,
0.028045006096363068,
0.08512511849403381,
0.02857012115418911,
-0.050412263721227646,
-0.052437394857406616,
-0.04768441990017891,
-0.02857152558863163,
0.009007435292005539,
0.04422208294272423,
0.002852980513125658,
0.00817104335874319,
0.05780419707298279,
0.06451646238565445,
-0.062332287430763245,
-0.040295399725437164,
0.02383732981979847,
0.009946255944669247,
0.00031331568607129157,
0.008966399356722832,
-0.02163730002939701,
-0.006752837914973497,
-0.03900136053562164,
0.06248107925057411,
-0.012875842861831188,
-0.0395960658788681,
0.029959265142679214,
0.11071387678384781,
-0.025164702907204628,
-0.011819901876151562,
-0.04518046975135803,
-0.08469922840595245,
-0.010449408553540707,
0.0358792282640934,
-0.09377182275056839,
0.06135432422161102,
-0.0320916473865509,
0.04966488108038902,
-4.416875043489199e-8,
0.06661283224821091,
0.0260014608502388,
0.08611533045768738,
-0.0246921144425869,
0.019917236641049385,
-0.0707557201385498,
-0.06021348387002945,
-0.00881960615515709,
0.0405147559940815,
-0.05543145909905434,
-0.03566455468535423,
-0.03346025571227074,
-0.022396031767129898,
-0.0054977224208414555,
0.00023659394355490804,
0.14138439297676086,
0.010726016946136951,
-0.016197308897972107,
0.029233418405056,
-0.024273689836263657,
-0.04325058311223984,
-0.017744416370987892,
0.059655409306287766,
-0.04321327060461044,
-0.021865811198949814,
0.0010232925415039062,
0.004653336480259895,
-0.0055549293756484985,
0.03693654388189316,
0.014760419726371765,
0.017867987975478172,
-0.010695726610720158,
0.00312652881257236,
0.08405177295207977,
0.011618145741522312,
0.033180974423885345,
-0.020120730623602867,
-0.05036221072077751,
-0.05353039503097534,
0.010048300959169865,
0.0002329364069737494,
0.08782001584768295,
0.05322495847940445,
-0.008729533292353153,
-0.02304094284772873,
0.019415682181715965,
0.07730598002672195,
0.07746326178312302,
-0.10388872027397156,
0.009063714183866978,
-0.06413040310144424,
0.013952801935374737,
0.0020401154179126024,
-0.059678878635168076,
0.012633396312594414,
-0.048956066370010376,
0.03275224193930626,
-0.12242428958415985,
0.013493996113538742,
0.025255266577005386,
0.05631665885448456,
0.014244056306779385,
-0.061075251549482346,
-0.018189996480941772
] |
1402.5275
|
Abhishek Bhattacharya
|
Tanusree Chatterjee, Abhishek Bhattacharya
|
VHDL Modeling of Intrusion Detection & Prevention System (IDPS) A Neural
Network Approach
| null | null |
10.14445/22312803/IJCTT-V8P110
| null |
cs.CR
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The rapid development and expansion of World Wide Web and network systems
have changed the computing world in the last decade and also equipped the
intruders and hackers with new facilities for their destructive purposes. The
cost of temporary or permanent damages caused by unauthorized access of the
intruders to computer systems has urged different organizations to increasingly
implement various systems to monitor data flow in their network. The systems
are generally known as Intrusion Detection System (IDS).Our objective is to
implement an artificial network approach to the design of intrusion detection
and prevention system and finally convert the designed model to a VHDL (Very
High Speed Integrated Circuit Hardware Descriptive Language) code. This feature
enables the system to suggest proper actions against possible attacks. The
promising results of the present study show the potential applicability of ANNs
for developing practical IDSs.
|
[
{
"created": "Fri, 21 Feb 2014 12:27:55 GMT",
"version": "v1"
}
] |
2014-02-24
|
[
[
"Chatterjee",
"Tanusree",
""
],
[
"Bhattacharya",
"Abhishek",
""
]
] |
[
-0.024493226781487465,
0.0771317332983017,
0.0018294933252036572,
-0.04691944271326065,
0.03409770131111145,
-0.022654812783002853,
0.1029207706451416,
-0.010303218849003315,
0.013515454716980457,
0.03116079419851303,
-0.010842889547348022,
-0.039097998291254044,
0.0823775976896286,
-0.02004837431013584,
-0.08126609772443771,
0.05705629661679268,
-0.01017856691032648,
0.0036398156080394983,
0.01908072456717491,
-0.051612839102745056,
-0.026723220944404602,
-0.0339345782995224,
-0.12081073969602585,
-0.034054674208164215,
-0.10457111150026321,
0.07606653869152069,
0.04815779998898506,
-0.018018772825598717,
-0.05060553923249245,
-0.031209083274006844,
0.0035126996226608753,
-0.0973900854587555,
0.01707928627729416,
0.03565414249897003,
-0.08918070793151855,
-0.062454741448163986,
0.07952574640512466,
-0.03319510817527771,
-0.0470278263092041,
-0.025032026693224907,
-0.03230755031108856,
-0.053391583263874054,
0.003328533610329032,
0.03709340840578079,
-0.04731849953532219,
-0.012535343877971172,
-0.11043392866849899,
0.0005319635383784771,
-0.004722594283521175,
-0.028078831732273102,
-0.08433125913143158,
-0.01513145212084055,
0.06361983716487885,
0.01248947437852621,
0.019933316856622696,
-0.03090454824268818,
0.016983143985271454,
0.007670286577194929,
-0.05800760164856911,
0.06563764810562134,
0.03821722790598869,
-0.0011292690178379416,
0.09336212277412415,
0.020117565989494324,
-0.04387635365128517,
0.04629821702837944,
0.004401549696922302,
0.060628876090049744,
0.06478527933359146,
-0.04009202495217323,
-0.08433793485164642,
0.10425464808940887,
-0.07920262962579727,
0.07068811357021332,
-0.004379053134471178,
0.02290576882660389,
-0.036019980907440186,
0.010789918713271618,
0.029624352231621742,
-0.060105301439762115,
-0.05593669414520264,
0.071365125477314,
0.0011933638015761971,
0.05724853649735451,
0.07078595459461212,
0.12883810698986053,
-0.05000549554824829,
-0.0037413828540593386,
0.030479861423373222,
0.018832942470908165,
-0.04164077714085579,
-0.045424945652484894,
0.04999426007270813,
-0.013828596100211143,
0.10437123477458954,
-0.006855660118162632,
-0.00852010678499937,
-0.0364113450050354,
-0.03515307605266571,
0.009044830687344074,
-0.005358031019568443,
0.032729048281908035,
-0.02645527757704258,
-0.054750021547079086,
0.036748845130205154,
0.0035974259953945875,
0.06233104318380356,
-0.04475431516766548,
-0.009380367584526539,
-0.058670368045568466,
-0.0176398903131485,
0.007106735836714506,
0.02560466341674328,
-0.07458922266960144,
0.016933465376496315,
0.02285953238606453,
0.008836891502141953,
0.09821803867816925,
0.012756784446537495,
0.026228949427604675,
0.022826962172985077,
0.04277857765555382,
-0.018557332456111908,
0.036139439791440964,
0.03303885832428932,
0.0064006042666733265,
-0.014812287874519825,
3.6327787362611506e-34,
-0.0620955154299736,
0.09230528026819229,
-0.1235613077878952,
-0.01199270784854889,
0.005980859976261854,
-0.0947425588965416,
0.025218399241566658,
0.07669729739427567,
-0.017364876344799995,
0.0011172736994922161,
-0.061183806508779526,
-0.0212593674659729,
0.04130181297659874,
-0.012557770125567913,
0.08842787891626358,
0.02273876592516899,
0.06996369361877441,
0.04350564628839493,
0.03845610469579697,
-0.044153615832328796,
-0.010549833998084068,
-0.04516446217894554,
0.0466480515897274,
-0.030492540448904037,
0.050345566123723984,
0.03272619470953941,
-0.02751295268535614,
0.04766438901424408,
0.04438900575041771,
0.001202619750984013,
0.037845782935619354,
-0.017807159572839737,
-0.027468331158161163,
0.06380582600831985,
0.01960609294474125,
-0.021083703264594078,
0.03508591651916504,
-0.01965796947479248,
0.01580885425209999,
-0.018210923299193382,
-0.06687027215957642,
-0.017977967858314514,
-0.010041948407888412,
-0.0358312726020813,
-0.032770294696092606,
0.0750001072883606,
-0.07698407769203186,
0.04374982416629791,
0.045826949179172516,
-0.0982370525598526,
0.022644419223070145,
-0.03003896400332451,
0.04325070604681969,
0.08397316932678223,
-0.04241844266653061,
-0.012046567164361477,
-0.03350358083844185,
0.0056448886170983315,
0.005386723205447197,
0.1729298084974289,
-0.06953142583370209,
0.009517624042928219,
-0.0292698722332716,
0.025960907340049744,
-0.01445083599537611,
-0.07985237240791321,
0.055802617222070694,
0.028534790500998497,
-0.0032336844597011805,
0.06301654130220413,
-0.02645636536180973,
-0.006191496271640062,
-0.003746540518477559,
0.07649966329336166,
-0.1147167757153511,
-0.01380203478038311,
0.02341950125992298,
-0.024280909448862076,
0.036726608872413635,
-0.0006033112877048552,
-0.04804198443889618,
-0.032547760754823685,
0.014506353996694088,
-0.0007010698318481445,
-0.024170992895960808,
0.0068321432918310165,
-0.06323293596506119,
0.053936667740345,
-0.03105432540178299,
0.0362979881465435,
-0.01735335774719715,
-0.02119808830320835,
0.06344226002693176,
0.002679248806089163,
-0.0463114008307457,
-2.8676853250721734e-33,
-0.06473729014396667,
0.061467912048101425,
-0.06891647726297379,
-0.028635777533054352,
0.034884512424468994,
-0.004823487251996994,
-0.0032694549299776554,
0.054905109107494354,
-0.012035875581204891,
0.03701920807361603,
0.044540826231241226,
-0.008966553024947643,
0.044763144105672836,
-0.03534366935491562,
0.09511116147041321,
-0.033282388001680374,
-0.06064056605100632,
-0.02318209782242775,
-0.02824968285858631,
0.04327937588095665,
-0.03979571908712387,
0.09269344806671143,
-0.0751487985253334,
-0.11999297887086868,
0.01796039007604122,
0.04424862563610077,
-0.05070551484823227,
0.06764855235815048,
-0.03949057310819626,
0.01879875361919403,
0.00854986160993576,
0.05087362974882126,
-0.010898417793214321,
0.02326749637722969,
0.05952174589037895,
0.015573864802718163,
0.1120680645108223,
-0.014417435973882675,
-0.010422731749713421,
-0.019345462322235107,
-0.005754536017775536,
0.004598225001245737,
-0.08756009489297867,
0.06926269084215164,
-0.006235830951482058,
0.03479836881160736,
-0.04198090359568596,
0.10174144059419632,
-0.006384673528373241,
-0.035190340131521225,
-0.05886661261320114,
-0.041480161249637604,
0.10109843313694,
-0.016473740339279175,
-0.04546673223376274,
0.03036733902990818,
0.012211195193231106,
-0.004491510335355997,
-0.013202023692429066,
0.06991498917341232,
-0.039568617939949036,
-0.11427051573991776,
0.037569351494312286,
0.06314406543970108,
-0.017759621143341064,
-0.04628779739141464,
-0.03697213903069496,
0.07402680069208145,
-0.08537037670612335,
-0.07062453776597977,
0.08178965002298355,
0.05547017231583595,
-0.041092175990343094,
0.026537949219346046,
-0.07777616381645203,
-0.12645353376865387,
0.006209068465977907,
-0.016507796943187714,
-0.014225422404706478,
0.07415580004453659,
-0.011040358804166317,
0.04744314029812813,
-0.05248269438743591,
-0.02595321461558342,
0.012402202934026718,
0.03596275672316551,
0.03343306854367256,
-0.028588153421878815,
0.053310565650463104,
0.008141853846609592,
-0.07815302908420563,
0.09855957329273224,
-0.12089099735021591,
0.06956060230731964,
-0.004750980529934168,
-4.408783738085731e-8,
0.044912584125995636,
-0.029614681378006935,
-0.004764641635119915,
-0.01719164475798607,
0.023397410288453102,
0.05662892758846283,
-0.10197620093822479,
-0.024251047521829605,
-0.06614609062671661,
-0.036658987402915955,
0.033992402255535126,
-0.003147841664031148,
0.012352480553090572,
-0.06689269095659256,
0.007921016775071621,
-0.0795002356171608,
-0.013074726797640324,
-0.0656089335680008,
-0.032936397939920425,
-0.015146187506616116,
0.08561892062425613,
-0.015386688522994518,
-0.020324084907770157,
0.03972567617893219,
0.002022380940616131,
-0.05092393979430199,
0.05303774029016495,
-0.055423494428396225,
-0.05881325155496597,
0.06772715598344803,
-0.038865529000759125,
0.005229329690337181,
0.04107126221060753,
0.07013531029224396,
0.04115261510014534,
0.15059669315814972,
-0.00408956129103899,
-0.024617349728941917,
-0.003114617196843028,
-0.019240576773881912,
-0.08928670734167099,
-0.01839097961783409,
0.0035550964530557394,
0.020817788317799568,
-0.025037555024027824,
-0.03829089179635048,
-0.05527985841035843,
-0.06550917774438858,
0.08308802545070648,
-0.026811273768544197,
0.02418322116136551,
-0.03654289245605469,
0.012764022685587406,
0.09331142902374268,
-0.04125119373202324,
-0.008291896432638168,
-0.03429695963859558,
-0.07631821185350418,
0.033301420509815216,
0.10666728764772415,
0.05217568576335907,
0.04001406580209732,
0.07675162702798843,
-0.018281251192092896
] | null | null | null | null | null | null | null |
[
-0.024493226781487465,
0.0771317332983017,
0.0018294933252036572,
-0.04691944271326065,
0.03409770131111145,
-0.022654812783002853,
0.1029207706451416,
-0.010303218849003315,
0.013515454716980457,
0.03116079419851303,
-0.010842889547348022,
-0.039097998291254044,
0.0823775976896286,
-0.02004837431013584,
-0.08126609772443771,
0.05705629661679268,
-0.01017856691032648,
0.0036398156080394983,
0.01908072456717491,
-0.051612839102745056,
-0.026723220944404602,
-0.0339345782995224,
-0.12081073969602585,
-0.034054674208164215,
-0.10457111150026321,
0.07606653869152069,
0.04815779998898506,
-0.018018772825598717,
-0.05060553923249245,
-0.031209083274006844,
0.0035126996226608753,
-0.0973900854587555,
0.01707928627729416,
0.03565414249897003,
-0.08918070793151855,
-0.062454741448163986,
0.07952574640512466,
-0.03319510817527771,
-0.0470278263092041,
-0.025032026693224907,
-0.03230755031108856,
-0.053391583263874054,
0.003328533610329032,
0.03709340840578079,
-0.04731849953532219,
-0.012535343877971172,
-0.11043392866849899,
0.0005319635383784771,
-0.004722594283521175,
-0.028078831732273102,
-0.08433125913143158,
-0.01513145212084055,
0.06361983716487885,
0.01248947437852621,
0.019933316856622696,
-0.03090454824268818,
0.016983143985271454,
0.007670286577194929,
-0.05800760164856911,
0.06563764810562134,
0.03821722790598869,
-0.0011292690178379416,
0.09336212277412415,
0.020117565989494324,
-0.04387635365128517,
0.04629821702837944,
0.004401549696922302,
0.060628876090049744,
0.06478527933359146,
-0.04009202495217323,
-0.08433793485164642,
0.10425464808940887,
-0.07920262962579727,
0.07068811357021332,
-0.004379053134471178,
0.02290576882660389,
-0.036019980907440186,
0.010789918713271618,
0.029624352231621742,
-0.060105301439762115,
-0.05593669414520264,
0.071365125477314,
0.0011933638015761971,
0.05724853649735451,
0.07078595459461212,
0.12883810698986053,
-0.05000549554824829,
-0.0037413828540593386,
0.030479861423373222,
0.018832942470908165,
-0.04164077714085579,
-0.045424945652484894,
0.04999426007270813,
-0.013828596100211143,
0.10437123477458954,
-0.006855660118162632,
-0.00852010678499937,
-0.0364113450050354,
-0.03515307605266571,
0.009044830687344074,
-0.005358031019568443,
0.032729048281908035,
-0.02645527757704258,
-0.054750021547079086,
0.036748845130205154,
0.0035974259953945875,
0.06233104318380356,
-0.04475431516766548,
-0.009380367584526539,
-0.058670368045568466,
-0.0176398903131485,
0.007106735836714506,
0.02560466341674328,
-0.07458922266960144,
0.016933465376496315,
0.02285953238606453,
0.008836891502141953,
0.09821803867816925,
0.012756784446537495,
0.026228949427604675,
0.022826962172985077,
0.04277857765555382,
-0.018557332456111908,
0.036139439791440964,
0.03303885832428932,
0.0064006042666733265,
-0.014812287874519825,
3.6327787362611506e-34,
-0.0620955154299736,
0.09230528026819229,
-0.1235613077878952,
-0.01199270784854889,
0.005980859976261854,
-0.0947425588965416,
0.025218399241566658,
0.07669729739427567,
-0.017364876344799995,
0.0011172736994922161,
-0.061183806508779526,
-0.0212593674659729,
0.04130181297659874,
-0.012557770125567913,
0.08842787891626358,
0.02273876592516899,
0.06996369361877441,
0.04350564628839493,
0.03845610469579697,
-0.044153615832328796,
-0.010549833998084068,
-0.04516446217894554,
0.0466480515897274,
-0.030492540448904037,
0.050345566123723984,
0.03272619470953941,
-0.02751295268535614,
0.04766438901424408,
0.04438900575041771,
0.001202619750984013,
0.037845782935619354,
-0.017807159572839737,
-0.027468331158161163,
0.06380582600831985,
0.01960609294474125,
-0.021083703264594078,
0.03508591651916504,
-0.01965796947479248,
0.01580885425209999,
-0.018210923299193382,
-0.06687027215957642,
-0.017977967858314514,
-0.010041948407888412,
-0.0358312726020813,
-0.032770294696092606,
0.0750001072883606,
-0.07698407769203186,
0.04374982416629791,
0.045826949179172516,
-0.0982370525598526,
0.022644419223070145,
-0.03003896400332451,
0.04325070604681969,
0.08397316932678223,
-0.04241844266653061,
-0.012046567164361477,
-0.03350358083844185,
0.0056448886170983315,
0.005386723205447197,
0.1729298084974289,
-0.06953142583370209,
0.009517624042928219,
-0.0292698722332716,
0.025960907340049744,
-0.01445083599537611,
-0.07985237240791321,
0.055802617222070694,
0.028534790500998497,
-0.0032336844597011805,
0.06301654130220413,
-0.02645636536180973,
-0.006191496271640062,
-0.003746540518477559,
0.07649966329336166,
-0.1147167757153511,
-0.01380203478038311,
0.02341950125992298,
-0.024280909448862076,
0.036726608872413635,
-0.0006033112877048552,
-0.04804198443889618,
-0.032547760754823685,
0.014506353996694088,
-0.0007010698318481445,
-0.024170992895960808,
0.0068321432918310165,
-0.06323293596506119,
0.053936667740345,
-0.03105432540178299,
0.0362979881465435,
-0.01735335774719715,
-0.02119808830320835,
0.06344226002693176,
0.002679248806089163,
-0.0463114008307457,
-2.8676853250721734e-33,
-0.06473729014396667,
0.061467912048101425,
-0.06891647726297379,
-0.028635777533054352,
0.034884512424468994,
-0.004823487251996994,
-0.0032694549299776554,
0.054905109107494354,
-0.012035875581204891,
0.03701920807361603,
0.044540826231241226,
-0.008966553024947643,
0.044763144105672836,
-0.03534366935491562,
0.09511116147041321,
-0.033282388001680374,
-0.06064056605100632,
-0.02318209782242775,
-0.02824968285858631,
0.04327937588095665,
-0.03979571908712387,
0.09269344806671143,
-0.0751487985253334,
-0.11999297887086868,
0.01796039007604122,
0.04424862563610077,
-0.05070551484823227,
0.06764855235815048,
-0.03949057310819626,
0.01879875361919403,
0.00854986160993576,
0.05087362974882126,
-0.010898417793214321,
0.02326749637722969,
0.05952174589037895,
0.015573864802718163,
0.1120680645108223,
-0.014417435973882675,
-0.010422731749713421,
-0.019345462322235107,
-0.005754536017775536,
0.004598225001245737,
-0.08756009489297867,
0.06926269084215164,
-0.006235830951482058,
0.03479836881160736,
-0.04198090359568596,
0.10174144059419632,
-0.006384673528373241,
-0.035190340131521225,
-0.05886661261320114,
-0.041480161249637604,
0.10109843313694,
-0.016473740339279175,
-0.04546673223376274,
0.03036733902990818,
0.012211195193231106,
-0.004491510335355997,
-0.013202023692429066,
0.06991498917341232,
-0.039568617939949036,
-0.11427051573991776,
0.037569351494312286,
0.06314406543970108,
-0.017759621143341064,
-0.04628779739141464,
-0.03697213903069496,
0.07402680069208145,
-0.08537037670612335,
-0.07062453776597977,
0.08178965002298355,
0.05547017231583595,
-0.041092175990343094,
0.026537949219346046,
-0.07777616381645203,
-0.12645353376865387,
0.006209068465977907,
-0.016507796943187714,
-0.014225422404706478,
0.07415580004453659,
-0.011040358804166317,
0.04744314029812813,
-0.05248269438743591,
-0.02595321461558342,
0.012402202934026718,
0.03596275672316551,
0.03343306854367256,
-0.028588153421878815,
0.053310565650463104,
0.008141853846609592,
-0.07815302908420563,
0.09855957329273224,
-0.12089099735021591,
0.06956060230731964,
-0.004750980529934168,
-4.408783738085731e-8,
0.044912584125995636,
-0.029614681378006935,
-0.004764641635119915,
-0.01719164475798607,
0.023397410288453102,
0.05662892758846283,
-0.10197620093822479,
-0.024251047521829605,
-0.06614609062671661,
-0.036658987402915955,
0.033992402255535126,
-0.003147841664031148,
0.012352480553090572,
-0.06689269095659256,
0.007921016775071621,
-0.0795002356171608,
-0.013074726797640324,
-0.0656089335680008,
-0.032936397939920425,
-0.015146187506616116,
0.08561892062425613,
-0.015386688522994518,
-0.020324084907770157,
0.03972567617893219,
0.002022380940616131,
-0.05092393979430199,
0.05303774029016495,
-0.055423494428396225,
-0.05881325155496597,
0.06772715598344803,
-0.038865529000759125,
0.005229329690337181,
0.04107126221060753,
0.07013531029224396,
0.04115261510014534,
0.15059669315814972,
-0.00408956129103899,
-0.024617349728941917,
-0.003114617196843028,
-0.019240576773881912,
-0.08928670734167099,
-0.01839097961783409,
0.0035550964530557394,
0.020817788317799568,
-0.025037555024027824,
-0.03829089179635048,
-0.05527985841035843,
-0.06550917774438858,
0.08308802545070648,
-0.026811273768544197,
0.02418322116136551,
-0.03654289245605469,
0.012764022685587406,
0.09331142902374268,
-0.04125119373202324,
-0.008291896432638168,
-0.03429695963859558,
-0.07631821185350418,
0.033301420509815216,
0.10666728764772415,
0.05217568576335907,
0.04001406580209732,
0.07675162702798843,
-0.018281251192092896
] |
1402.5281
|
Aurelien Drezet
|
O. Mollet, G. Bachelier, C. Genet, S. Huant, A. Drezet
|
Plasmonic interferometry: probing launching dipoles in scanning-probe
plasmonics
|
To appear in Journal of Applied Physics (2014)
| null |
10.1063/1.4867395
| null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We develop a semi-analytical method for analyzing surface plasmon
interferometry using near-field scanning optical sources. We compare our
approach to Young double hole interferometry experiments using scanning
tunneling microscope (STM) discussed in the literature and realize experiments
with an aperture near-field scanning optical microscope (NSOM) source
positioned near a ring like aperture slit milled in a thick gold film. In both
cases the agreement between experiments and model is very good. We emphasize
the role of dipole orientations and discuss the role of magnetic versus
electric dipole contributions to the imaging process as well as the
directionality of the effective dipoles associated with the various optical and
plasmonic sources.
|
[
{
"created": "Fri, 21 Feb 2014 12:42:50 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Mollet",
"O.",
""
],
[
"Bachelier",
"G.",
""
],
[
"Genet",
"C.",
""
],
[
"Huant",
"S.",
""
],
[
"Drezet",
"A.",
""
]
] |
[
-0.014672472141683102,
0.004461434204131365,
0.008610500022768974,
-0.015591645613312721,
0.018884284421801567,
-0.027446188032627106,
0.037866637110710144,
0.0319175198674202,
0.0038343670312315226,
0.011014087125658989,
-0.05852486565709114,
-0.0036316332407295704,
-0.05103171989321709,
0.00026090897154062986,
0.046945009380578995,
0.09188715368509293,
0.0042419228702783585,
-0.026937704533338547,
0.13037078082561493,
-0.04649166390299797,
0.056528184562921524,
-0.06278489530086517,
-0.01520351879298687,
-0.07701246440410614,
-0.06453530490398407,
0.011284615844488144,
0.012580085545778275,
0.04594101756811142,
-0.031236421316862106,
0.018942508846521378,
-0.04239220544695854,
0.08785694092512131,
-0.1207585409283638,
0.0436975434422493,
-0.058891501277685165,
-0.06131497025489807,
0.07362230122089386,
0.0913909450173378,
0.015453609637916088,
-0.030512677505612373,
-0.007977901957929134,
0.07936687022447586,
0.02045510709285736,
-0.12179812043905258,
-0.012330534867942333,
0.014075716026127338,
0.0419720821082592,
0.010624393820762634,
0.026522375643253326,
0.027797112241387367,
-0.05761527642607689,
-0.005162578076124191,
0.02114463783800602,
0.011714247986674309,
0.08724397420883179,
0.08792304992675781,
0.03956998884677887,
-0.08826220035552979,
0.03541332110762596,
0.049316152930259705,
-0.025189772248268127,
-0.019719978794455528,
-0.06275617331266403,
-0.01665230467915535,
0.017419006675481796,
-0.031099040061235428,
-0.006640228908509016,
-0.0007667143363505602,
-0.01911981590092182,
-0.038084182888269424,
-0.021387223154306412,
0.04017806425690651,
-0.0474848747253418,
-0.06621219217777252,
0.04141678288578987,
0.08086449652910233,
0.0005131980869919062,
0.09901873022317886,
0.07185527682304382,
-0.10791430622339249,
-0.007125667296350002,
0.033280421048402786,
-0.03132243454456329,
0.03311502933502197,
-0.03756992146372795,
-0.023330535739660263,
0.043839432299137115,
-0.03237377852201462,
0.023958543315529823,
-0.06149143725633621,
0.04517129436135292,
-0.1070147305727005,
-0.20991568267345428,
0.029106048867106438,
0.07140204310417175,
-0.07161217927932739,
0.05029180645942688,
-0.05129673704504967,
-0.044458501040935516,
-0.00803839135915041,
0.06248696893453598,
-0.0021375424694269896,
-0.0028965892270207405,
-0.01977064274251461,
-0.012230605818331242,
0.02822847105562687,
-0.004859497770667076,
0.06421583145856857,
0.026393085718154907,
0.052310794591903687,
0.022700004279613495,
0.06270711123943329,
0.004286312963813543,
0.012923245318233967,
-0.03021504171192646,
-0.003272301284596324,
-0.035648856312036514,
0.01046374998986721,
0.010439904406666756,
-0.01957576349377632,
-0.08582296967506409,
0.0882163941860199,
-0.06359873712062836,
0.0132597666233778,
0.006206215359270573,
-0.010515009984374046,
-0.012336372397840023,
6.28255996437426e-34,
0.02146845869719982,
0.04455585405230522,
0.0031868654768913984,
-0.009253582917153835,
-0.03686058893799782,
-0.04499751701951027,
0.04212721437215805,
0.12359572947025299,
0.026918036863207817,
0.10673489421606064,
-0.006929710041731596,
0.04517343267798424,
-0.008720530197024345,
-0.029628880321979523,
-0.019368022680282593,
-0.017601555213332176,
0.0922372043132782,
0.019388733431696892,
-0.06595521420240402,
0.04345829039812088,
-0.046297188848257065,
-0.09569478780031204,
0.04591108486056328,
0.00718252919614315,
0.07743275910615921,
0.07706975936889648,
-0.010726560838520527,
-0.023237496614456177,
0.06587638705968857,
0.036423783749341965,
0.04113810136914253,
0.07265304028987885,
0.07268362492322922,
-0.015322922728955746,
0.053231336176395416,
-0.01784980483353138,
0.02902633510529995,
0.006662046071141958,
0.028031039983034134,
-0.04268670082092285,
0.018977027386426926,
-0.029944388195872307,
0.07676380127668381,
0.00541321886703372,
0.008023290894925594,
-0.10578104853630066,
-0.06120952218770981,
-0.0382215641438961,
0.02001664787530899,
0.044245634227991104,
-0.050754036754369736,
-0.009415782988071442,
-0.030292818322777748,
0.020820992067456245,
0.024294981732964516,
-0.00013562529056798667,
-0.0518430732190609,
-0.09740083664655685,
-0.010957842692732811,
-0.037396736443042755,
-0.01595931500196457,
-0.005828138906508684,
-0.030465837568044662,
0.03368011489510536,
0.006649235263466835,
0.026890264824032784,
-0.046534739434719086,
0.03726943954825401,
0.02608729712665081,
0.09579502791166306,
0.03427224978804588,
0.04868033528327942,
-0.010593412443995476,
-0.03790290653705597,
-0.00961124524474144,
-0.0008119373815134168,
-0.029031122103333473,
0.029578235000371933,
0.12948733568191528,
0.059977103024721146,
0.010196303948760033,
0.024020010605454445,
-0.04290925711393356,
-0.08630002290010452,
-0.13596516847610474,
0.022664424031972885,
-0.01316777989268303,
-0.019851703196763992,
0.0069306776858866215,
-0.0588376484811306,
-0.016407933086156845,
-0.012528843246400356,
-0.03481810912489891,
-0.05033397674560547,
-0.09631048887968063,
-3.4290139996325555e-33,
-0.004606703761965036,
-0.14099639654159546,
0.036610960960388184,
-0.03874172270298004,
0.003423493355512619,
-0.009306373074650764,
0.07868470996618271,
0.061473265290260315,
-0.009492452256381512,
0.06760738790035248,
0.010643934831023216,
0.01532051246613264,
-0.031889621168375015,
-0.060010116547346115,
-0.07090852409601212,
0.025355998426675797,
-0.033531591296195984,
0.04394971579313278,
0.09363752603530884,
0.0016280432464554906,
0.003332975087687373,
0.04970819875597954,
0.12455493956804276,
0.011839840561151505,
-0.026942377910017967,
-0.026359884068369865,
0.05373556166887283,
-0.02853776328265667,
-0.13353577256202698,
0.021533675491809845,
0.03590364009141922,
-0.009149216115474701,
0.03543485701084137,
-0.055380672216415405,
0.005116450600326061,
-0.016734935343265533,
0.07647765427827835,
-0.11025986075401306,
0.0038997374940663576,
-0.007628684397786856,
-0.009134575724601746,
0.013673960231244564,
-0.004111841320991516,
-0.0095944469794631,
-0.004820253234356642,
0.058393415063619614,
-0.10874994844198227,
0.09962952882051468,
-0.0032028916757553816,
-0.03653153404593468,
-0.0389665886759758,
-0.03095494583249092,
-0.020143581554293633,
-0.05168867111206055,
-0.08257456123828888,
-0.03630111739039421,
-0.07820598781108856,
-0.07842481881380081,
0.014182710088789463,
0.08284150063991547,
0.028759002685546875,
-0.03730607032775879,
-0.036565009504556656,
-0.03823960945010185,
0.016606055200099945,
0.03485614433884621,
0.05015738308429718,
0.040009304881095886,
0.04983813688158989,
0.05837011709809303,
-0.002848167670890689,
-0.014616260305047035,
0.04827358201146126,
0.042919859290122986,
0.04624373838305473,
0.023145277053117752,
0.06401454657316208,
-0.05217839032411575,
0.01525112520903349,
0.007969756610691547,
0.08583372086286545,
-0.03738430142402649,
0.009217399172484875,
0.049884602427482605,
0.05404484272003174,
-0.0065376232378184795,
-0.017052363604307175,
-0.03842104598879814,
-0.06431110203266144,
-0.00411192374303937,
-0.040163297206163406,
-0.037346433848142624,
0.047882456332445145,
-0.12188179790973663,
0.06109151244163513,
-4.212876092424267e-8,
0.13211782276630402,
0.015233103185892105,
0.08810387551784515,
-0.02368263527750969,
-0.03137694299221039,
-0.03534648194909096,
-0.09006725996732712,
0.005162778776139021,
0.003368210745975375,
-0.08083882182836533,
-0.06685945391654968,
-0.025499792769551277,
-0.04334024339914322,
0.004441042896360159,
0.039968740195035934,
0.026130184531211853,
0.04902727156877518,
-0.07281690835952759,
-0.007616567891091108,
-0.0012144655920565128,
0.02840108796954155,
0.02480044960975647,
0.1119624450802803,
-0.003495966549962759,
0.04517342522740364,
-0.013374954462051392,
0.02815670147538185,
-0.07735570520162582,
-0.04425833746790886,
0.041905224323272705,
-0.027479516342282295,
-0.01622830517590046,
-0.05685269832611084,
0.053265590220689774,
0.007887953892350197,
0.06918442249298096,
-0.03537093102931976,
-0.02176421321928501,
-0.04886789619922638,
-0.034149374812841415,
-0.02227271907031536,
0.023779474198818207,
-0.033670973032712936,
-0.030904900282621384,
-0.0012759072706103325,
0.014296133071184158,
0.03460598737001419,
0.06510525941848755,
-0.052081719040870667,
-0.043205875903367996,
-0.08656039088964462,
0.04432220757007599,
0.032927848398685455,
-0.030545935034751892,
0.005095730070024729,
-0.07362295687198639,
-0.05909724906086922,
-0.036989059299230576,
0.01555485837161541,
0.05585416406393051,
0.01600334234535694,
0.0007705339230597019,
-0.09723217040300369,
0.01027138065546751
] | null | null | null | null | null | null | null |
[
-0.014672472141683102,
0.004461434204131365,
0.008610500022768974,
-0.015591645613312721,
0.018884284421801567,
-0.027446188032627106,
0.037866637110710144,
0.0319175198674202,
0.0038343670312315226,
0.011014087125658989,
-0.05852486565709114,
-0.0036316332407295704,
-0.05103171989321709,
0.00026090897154062986,
0.046945009380578995,
0.09188715368509293,
0.0042419228702783585,
-0.026937704533338547,
0.13037078082561493,
-0.04649166390299797,
0.056528184562921524,
-0.06278489530086517,
-0.01520351879298687,
-0.07701246440410614,
-0.06453530490398407,
0.011284615844488144,
0.012580085545778275,
0.04594101756811142,
-0.031236421316862106,
0.018942508846521378,
-0.04239220544695854,
0.08785694092512131,
-0.1207585409283638,
0.0436975434422493,
-0.058891501277685165,
-0.06131497025489807,
0.07362230122089386,
0.0913909450173378,
0.015453609637916088,
-0.030512677505612373,
-0.007977901957929134,
0.07936687022447586,
0.02045510709285736,
-0.12179812043905258,
-0.012330534867942333,
0.014075716026127338,
0.0419720821082592,
0.010624393820762634,
0.026522375643253326,
0.027797112241387367,
-0.05761527642607689,
-0.005162578076124191,
0.02114463783800602,
0.011714247986674309,
0.08724397420883179,
0.08792304992675781,
0.03956998884677887,
-0.08826220035552979,
0.03541332110762596,
0.049316152930259705,
-0.025189772248268127,
-0.019719978794455528,
-0.06275617331266403,
-0.01665230467915535,
0.017419006675481796,
-0.031099040061235428,
-0.006640228908509016,
-0.0007667143363505602,
-0.01911981590092182,
-0.038084182888269424,
-0.021387223154306412,
0.04017806425690651,
-0.0474848747253418,
-0.06621219217777252,
0.04141678288578987,
0.08086449652910233,
0.0005131980869919062,
0.09901873022317886,
0.07185527682304382,
-0.10791430622339249,
-0.007125667296350002,
0.033280421048402786,
-0.03132243454456329,
0.03311502933502197,
-0.03756992146372795,
-0.023330535739660263,
0.043839432299137115,
-0.03237377852201462,
0.023958543315529823,
-0.06149143725633621,
0.04517129436135292,
-0.1070147305727005,
-0.20991568267345428,
0.029106048867106438,
0.07140204310417175,
-0.07161217927932739,
0.05029180645942688,
-0.05129673704504967,
-0.044458501040935516,
-0.00803839135915041,
0.06248696893453598,
-0.0021375424694269896,
-0.0028965892270207405,
-0.01977064274251461,
-0.012230605818331242,
0.02822847105562687,
-0.004859497770667076,
0.06421583145856857,
0.026393085718154907,
0.052310794591903687,
0.022700004279613495,
0.06270711123943329,
0.004286312963813543,
0.012923245318233967,
-0.03021504171192646,
-0.003272301284596324,
-0.035648856312036514,
0.01046374998986721,
0.010439904406666756,
-0.01957576349377632,
-0.08582296967506409,
0.0882163941860199,
-0.06359873712062836,
0.0132597666233778,
0.006206215359270573,
-0.010515009984374046,
-0.012336372397840023,
6.28255996437426e-34,
0.02146845869719982,
0.04455585405230522,
0.0031868654768913984,
-0.009253582917153835,
-0.03686058893799782,
-0.04499751701951027,
0.04212721437215805,
0.12359572947025299,
0.026918036863207817,
0.10673489421606064,
-0.006929710041731596,
0.04517343267798424,
-0.008720530197024345,
-0.029628880321979523,
-0.019368022680282593,
-0.017601555213332176,
0.0922372043132782,
0.019388733431696892,
-0.06595521420240402,
0.04345829039812088,
-0.046297188848257065,
-0.09569478780031204,
0.04591108486056328,
0.00718252919614315,
0.07743275910615921,
0.07706975936889648,
-0.010726560838520527,
-0.023237496614456177,
0.06587638705968857,
0.036423783749341965,
0.04113810136914253,
0.07265304028987885,
0.07268362492322922,
-0.015322922728955746,
0.053231336176395416,
-0.01784980483353138,
0.02902633510529995,
0.006662046071141958,
0.028031039983034134,
-0.04268670082092285,
0.018977027386426926,
-0.029944388195872307,
0.07676380127668381,
0.00541321886703372,
0.008023290894925594,
-0.10578104853630066,
-0.06120952218770981,
-0.0382215641438961,
0.02001664787530899,
0.044245634227991104,
-0.050754036754369736,
-0.009415782988071442,
-0.030292818322777748,
0.020820992067456245,
0.024294981732964516,
-0.00013562529056798667,
-0.0518430732190609,
-0.09740083664655685,
-0.010957842692732811,
-0.037396736443042755,
-0.01595931500196457,
-0.005828138906508684,
-0.030465837568044662,
0.03368011489510536,
0.006649235263466835,
0.026890264824032784,
-0.046534739434719086,
0.03726943954825401,
0.02608729712665081,
0.09579502791166306,
0.03427224978804588,
0.04868033528327942,
-0.010593412443995476,
-0.03790290653705597,
-0.00961124524474144,
-0.0008119373815134168,
-0.029031122103333473,
0.029578235000371933,
0.12948733568191528,
0.059977103024721146,
0.010196303948760033,
0.024020010605454445,
-0.04290925711393356,
-0.08630002290010452,
-0.13596516847610474,
0.022664424031972885,
-0.01316777989268303,
-0.019851703196763992,
0.0069306776858866215,
-0.0588376484811306,
-0.016407933086156845,
-0.012528843246400356,
-0.03481810912489891,
-0.05033397674560547,
-0.09631048887968063,
-3.4290139996325555e-33,
-0.004606703761965036,
-0.14099639654159546,
0.036610960960388184,
-0.03874172270298004,
0.003423493355512619,
-0.009306373074650764,
0.07868470996618271,
0.061473265290260315,
-0.009492452256381512,
0.06760738790035248,
0.010643934831023216,
0.01532051246613264,
-0.031889621168375015,
-0.060010116547346115,
-0.07090852409601212,
0.025355998426675797,
-0.033531591296195984,
0.04394971579313278,
0.09363752603530884,
0.0016280432464554906,
0.003332975087687373,
0.04970819875597954,
0.12455493956804276,
0.011839840561151505,
-0.026942377910017967,
-0.026359884068369865,
0.05373556166887283,
-0.02853776328265667,
-0.13353577256202698,
0.021533675491809845,
0.03590364009141922,
-0.009149216115474701,
0.03543485701084137,
-0.055380672216415405,
0.005116450600326061,
-0.016734935343265533,
0.07647765427827835,
-0.11025986075401306,
0.0038997374940663576,
-0.007628684397786856,
-0.009134575724601746,
0.013673960231244564,
-0.004111841320991516,
-0.0095944469794631,
-0.004820253234356642,
0.058393415063619614,
-0.10874994844198227,
0.09962952882051468,
-0.0032028916757553816,
-0.03653153404593468,
-0.0389665886759758,
-0.03095494583249092,
-0.020143581554293633,
-0.05168867111206055,
-0.08257456123828888,
-0.03630111739039421,
-0.07820598781108856,
-0.07842481881380081,
0.014182710088789463,
0.08284150063991547,
0.028759002685546875,
-0.03730607032775879,
-0.036565009504556656,
-0.03823960945010185,
0.016606055200099945,
0.03485614433884621,
0.05015738308429718,
0.040009304881095886,
0.04983813688158989,
0.05837011709809303,
-0.002848167670890689,
-0.014616260305047035,
0.04827358201146126,
0.042919859290122986,
0.04624373838305473,
0.023145277053117752,
0.06401454657316208,
-0.05217839032411575,
0.01525112520903349,
0.007969756610691547,
0.08583372086286545,
-0.03738430142402649,
0.009217399172484875,
0.049884602427482605,
0.05404484272003174,
-0.0065376232378184795,
-0.017052363604307175,
-0.03842104598879814,
-0.06431110203266144,
-0.00411192374303937,
-0.040163297206163406,
-0.037346433848142624,
0.047882456332445145,
-0.12188179790973663,
0.06109151244163513,
-4.212876092424267e-8,
0.13211782276630402,
0.015233103185892105,
0.08810387551784515,
-0.02368263527750969,
-0.03137694299221039,
-0.03534648194909096,
-0.09006725996732712,
0.005162778776139021,
0.003368210745975375,
-0.08083882182836533,
-0.06685945391654968,
-0.025499792769551277,
-0.04334024339914322,
0.004441042896360159,
0.039968740195035934,
0.026130184531211853,
0.04902727156877518,
-0.07281690835952759,
-0.007616567891091108,
-0.0012144655920565128,
0.02840108796954155,
0.02480044960975647,
0.1119624450802803,
-0.003495966549962759,
0.04517342522740364,
-0.013374954462051392,
0.02815670147538185,
-0.07735570520162582,
-0.04425833746790886,
0.041905224323272705,
-0.027479516342282295,
-0.01622830517590046,
-0.05685269832611084,
0.053265590220689774,
0.007887953892350197,
0.06918442249298096,
-0.03537093102931976,
-0.02176421321928501,
-0.04886789619922638,
-0.034149374812841415,
-0.02227271907031536,
0.023779474198818207,
-0.033670973032712936,
-0.030904900282621384,
-0.0012759072706103325,
0.014296133071184158,
0.03460598737001419,
0.06510525941848755,
-0.052081719040870667,
-0.043205875903367996,
-0.08656039088964462,
0.04432220757007599,
0.032927848398685455,
-0.030545935034751892,
0.005095730070024729,
-0.07362295687198639,
-0.05909724906086922,
-0.036989059299230576,
0.01555485837161541,
0.05585416406393051,
0.01600334234535694,
0.0007705339230597019,
-0.09723217040300369,
0.01027138065546751
] |
1402.5284
|
Andr\'e Uschmajew
|
Reinhold Schneider and Andr\'e Uschmajew
|
Convergence results for projected line-search methods on varieties of
low-rank matrices via \L{}ojasiewicz inequality
| null | null | null | null |
math.OC cs.LG math.NA
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The aim of this paper is to derive convergence results for projected
line-search methods on the real-algebraic variety $\mathcal{M}_{\le k}$ of real
$m \times n$ matrices of rank at most $k$. Such methods extend Riemannian
optimization methods, which are successfully used on the smooth manifold
$\mathcal{M}_k$ of rank-$k$ matrices, to its closure by taking steps along
gradient-related directions in the tangent cone, and afterwards projecting back
to $\mathcal{M}_{\le k}$. Considering such a method circumvents the
difficulties which arise from the nonclosedness and the unbounded curvature of
$\mathcal{M}_k$. The pointwise convergence is obtained for real-analytic
functions on the basis of a \L{}ojasiewicz inequality for the projection of the
antigradient to the tangent cone. If the derived limit point lies on the smooth
part of $\mathcal{M}_{\le k}$, i.e. in $\mathcal{M}_k$, this boils down to more
or less known results, but with the benefit that asymptotic convergence rate
estimates (for specific step-sizes) can be obtained without an a priori
curvature bound, simply from the fact that the limit lies on a smooth manifold.
At the same time, one can give a convincing justification for assuming critical
points to lie in $\mathcal{M}_k$: if $X$ is a critical point of $f$ on
$\mathcal{M}_{\le k}$, then either $X$ has rank $k$, or $\nabla f(X) = 0$.
|
[
{
"created": "Fri, 21 Feb 2014 12:49:51 GMT",
"version": "v1"
},
{
"created": "Tue, 9 Sep 2014 14:46:26 GMT",
"version": "v2"
},
{
"created": "Wed, 22 Apr 2015 17:15:02 GMT",
"version": "v3"
}
] |
2015-04-23
|
[
[
"Schneider",
"Reinhold",
""
],
[
"Uschmajew",
"André",
""
]
] |
[
-0.1350138783454895,
0.006783636286854744,
-0.033531565219163895,
0.024428581818938255,
0.009689738042652607,
-0.006021907553076744,
-0.007324473466724157,
0.005130874924361706,
-0.0384429432451725,
0.003096032189205289,
0.014293073676526546,
0.09095786511898041,
0.05416100472211838,
-0.02579287439584732,
-0.07117169350385666,
-0.021521542221307755,
0.03935714066028595,
0.03640756756067276,
0.022313395515084267,
0.043043553829193115,
0.012176035903394222,
0.04200935363769531,
0.007797774858772755,
0.013381130062043667,
0.0025783642195165157,
-0.09375148266553879,
0.053364790976047516,
0.07157492637634277,
-0.006954643875360489,
0.03786266967654228,
-0.02170070819556713,
0.036160510033369064,
-0.021254099905490875,
-0.05875347554683685,
-0.02950803004205227,
0.03366151079535484,
0.007822785526514053,
0.04164635390043259,
0.022054094821214676,
0.07049474865198135,
-0.07040855288505554,
0.060167305171489716,
-0.03390439972281456,
-0.02349080704152584,
0.09226208925247192,
-0.0830954760313034,
0.034203387796878815,
-0.064999058842659,
-0.058089546859264374,
-0.06438557058572769,
-0.08976909518241882,
0.021454598754644394,
-0.034002527594566345,
0.0007829123642295599,
-0.02612747997045517,
-0.08942453563213348,
-0.03039862960577011,
0.03995240107178688,
0.06262081116437912,
0.08050519973039627,
0.04517238587141037,
-0.09457805007696152,
-0.031199822202324867,
-0.03892376273870468,
-0.051868587732315063,
-0.0791344866156578,
0.07774467021226883,
-0.0436982586979866,
0.029500795528292656,
0.10439731180667877,
-0.028742283582687378,
-0.036339398473501205,
-0.07342663407325745,
-0.04347742348909378,
0.04648632928729057,
0.05070190131664276,
0.0042853569611907005,
0.009671993553638458,
-0.024936141446232796,
-0.004046597983688116,
0.0673176497220993,
0.03976814076304436,
-0.0263381190598011,
-0.050162747502326965,
-0.004242595285177231,
0.026086589321494102,
0.016806479543447495,
-0.05608068406581879,
0.1740228533744812,
-0.03238394111394882,
0.03312033414840698,
-0.0340835377573967,
-0.14468713104724884,
0.006725182291120291,
-0.008977362886071205,
-0.11472402513027191,
-0.016501856967806816,
0.015880640596151352,
0.07165367901325226,
0.07605267316102982,
0.012885835021734238,
-0.08277267217636108,
-0.027263538911938667,
0.02312052994966507,
0.06228521838784218,
0.0010282817529514432,
0.07000137120485306,
0.007484504487365484,
0.006032214034348726,
-0.08029618859291077,
0.0629492998123169,
-0.033535271883010864,
-0.022480705752968788,
-0.04007647931575775,
-0.010989369824528694,
-0.0351816862821579,
0.10144440084695816,
-0.015006178058683872,
0.053163155913352966,
0.03002619557082653,
-0.06255419552326202,
-0.05930022895336151,
0.017653025686740875,
0.057851631194353104,
0.054464634507894516,
0.10481449961662292,
-0.051017239689826965,
3.924540337143829e-33,
-0.06750495731830597,
0.03962726518511772,
0.038144417107105255,
-0.07631953805685043,
-0.029216108843684196,
0.020451588556170464,
0.03563549369573593,
0.025284873321652412,
0.03120475634932518,
0.004132725298404694,
-0.0028376816771924496,
0.020489247515797615,
-0.03466307744383812,
-0.004710587207227945,
0.031092748045921326,
-0.06374594569206238,
0.05693827569484711,
0.03844163566827774,
-0.09060341864824295,
0.015986863523721695,
0.08572890609502792,
-0.05431263893842697,
0.059445206075906754,
-0.07563280314207077,
0.006520126014947891,
-0.01655271276831627,
0.09073834121227264,
0.01087508350610733,
-0.0481981597840786,
-0.005477459169924259,
-0.004901542328298092,
-0.035080622881650925,
0.026053329929709435,
0.054190486669540405,
-0.039314135909080505,
0.04779672622680664,
-0.06688956916332245,
-0.03473692759871483,
0.012771998532116413,
0.0016913939034566283,
-0.08044605702161789,
0.08268311619758606,
0.03700636327266693,
0.009736016392707825,
-0.05696427822113037,
-0.008453707210719585,
-0.035357940942049026,
0.17282511293888092,
-0.0020647402852773666,
-0.1194075495004654,
-0.050091419368982315,
0.11275780946016312,
-0.08047017455101013,
-0.040753323584795,
-0.004929129965603352,
0.021407440304756165,
-0.03392469882965088,
-0.0042174397967755795,
0.06976186484098434,
-0.02048797719180584,
-0.036632273346185684,
-0.11472391337156296,
-0.05979715660214424,
-0.009240793064236641,
-0.06573110073804855,
-0.0001132896140916273,
0.006559465546160936,
-0.007797356694936752,
0.07105938345193863,
0.0028034746646881104,
-0.004499686416238546,
0.04757951572537422,
-0.03850499913096428,
-0.06172337383031845,
0.06778973340988159,
0.013812104240059853,
0.002385049592703581,
0.009824941866099834,
0.008474021218717098,
0.004295064602047205,
-0.050507351756095886,
0.08046764135360718,
0.01471063680946827,
-0.0850740373134613,
-0.037971798330545425,
-0.058302074670791626,
0.008658044040203094,
-0.025105467066168785,
-0.006413291674107313,
-0.00010986455163219944,
-0.11959659308195114,
0.016306648030877113,
-0.09445119649171829,
0.08225326240062714,
0.01766355149447918,
-3.5386339906345187e-33,
0.0558038055896759,
-0.05527259409427643,
0.03644600138068199,
-0.003971227910369635,
0.0015194701263681054,
-0.03356622904539108,
-0.06502136588096619,
0.012913128361105919,
-0.11043296009302139,
-0.08909089863300323,
0.023420218378305435,
0.02486766315996647,
-0.019955934956669807,
0.037176553159952164,
0.02087671309709549,
0.018596725538372993,
-0.02876134030520916,
-0.0023566263262182474,
-0.04568012058734894,
-0.022811587899923325,
-0.04439118131995201,
0.05120278522372246,
-0.02562916837632656,
-0.0025895617436617613,
-0.06596946716308594,
-0.021302998065948486,
-0.004525959491729736,
0.06943509727716446,
-0.0755222886800766,
0.02834508940577507,
0.0346052348613739,
-0.10240668058395386,
-0.1276082843542099,
0.04073205962777138,
0.006604726426303387,
0.14443811774253845,
-0.006492062006145716,
0.038827084004879,
-0.03817951679229736,
0.17085130512714386,
0.019352244213223457,
0.04141011834144592,
0.017607251182198524,
-0.0020053915213793516,
0.0062573873437941074,
0.02046644315123558,
0.009538557380437851,
0.04892608895897865,
0.023289041593670845,
0.0023016808554530144,
0.025438735261559486,
0.026325417682528496,
-0.021062316372990608,
0.06088554486632347,
-0.06177788972854614,
-0.001513807219453156,
-0.051620226353406906,
-0.00434304540976882,
-0.013180970214307308,
-0.05266649276018143,
0.010496405884623528,
-0.06831865012645721,
-0.039882320910692215,
0.0521719753742218,
0.0020021512173116207,
0.006217328831553459,
-0.0010112711461260915,
0.015598745085299015,
0.04666132852435112,
0.08624304085969925,
-0.028625642880797386,
-0.012505726888775826,
-0.0041862837970256805,
0.04533977806568146,
-0.009600588120520115,
0.026976391673088074,
0.10046380758285522,
0.035074055194854736,
0.01392702292650938,
-0.05217484384775162,
0.1028071790933609,
-0.00807036180049181,
0.03629806637763977,
0.08495137095451355,
0.07454446703195572,
0.045703526586294174,
0.027830757200717926,
-0.020223844796419144,
0.03851206973195076,
-0.024709150195121765,
0.05445493012666702,
-0.12135115265846252,
-0.006111821159720421,
0.00296374992467463,
0.017177393659949303,
-5.544518799638354e-8,
-0.012667260132730007,
-0.07479718327522278,
0.006035168655216694,
-0.018202634528279305,
0.03414575755596161,
-0.05219694599509239,
-0.04300239682197571,
0.009915709495544434,
0.013848147355020046,
-0.04302440583705902,
-0.015183726325631142,
0.0033248565159738064,
-0.04522092640399933,
0.02822502888739109,
-0.06354591995477676,
0.004324176348745823,
-0.029036875814199448,
0.03103432059288025,
0.026361452415585518,
-0.03015786223113537,
-0.06002630293369293,
0.019087253138422966,
0.007068436127156019,
0.034278348088264465,
-0.012792062014341354,
-0.027800235897302628,
0.021696636453270912,
0.01397897582501173,
0.03737892583012581,
0.05094924569129944,
0.02215796336531639,
0.002667363965883851,
0.018919475376605988,
0.09020332992076874,
0.06815898418426514,
0.0549977608025074,
-0.048001211136579514,
0.05433276668190956,
-0.05770398676395416,
0.07620428502559662,
0.03023413009941578,
0.05981472134590149,
0.07378983497619629,
0.006115050055086613,
0.06400182098150253,
0.02670094557106495,
-0.02549639530479908,
0.013558292761445045,
-0.009666083380579948,
0.0952322706580162,
0.005562204867601395,
0.04634465277194977,
-0.017649060115218163,
0.005578355398029089,
0.053832512348890305,
-0.051136139780282974,
0.03386186435818672,
-0.05069346725940704,
-0.026518886908888817,
0.050936657935380936,
0.012199734337627888,
0.016867347061634064,
0.003944014199078083,
-0.006198816932737827
] | null | null | null | null | null | null | null |
[
-0.1350138783454895,
0.006783636286854744,
-0.033531565219163895,
0.024428581818938255,
0.009689738042652607,
-0.006021907553076744,
-0.007324473466724157,
0.005130874924361706,
-0.0384429432451725,
0.003096032189205289,
0.014293073676526546,
0.09095786511898041,
0.05416100472211838,
-0.02579287439584732,
-0.07117169350385666,
-0.021521542221307755,
0.03935714066028595,
0.03640756756067276,
0.022313395515084267,
0.043043553829193115,
0.012176035903394222,
0.04200935363769531,
0.007797774858772755,
0.013381130062043667,
0.0025783642195165157,
-0.09375148266553879,
0.053364790976047516,
0.07157492637634277,
-0.006954643875360489,
0.03786266967654228,
-0.02170070819556713,
0.036160510033369064,
-0.021254099905490875,
-0.05875347554683685,
-0.02950803004205227,
0.03366151079535484,
0.007822785526514053,
0.04164635390043259,
0.022054094821214676,
0.07049474865198135,
-0.07040855288505554,
0.060167305171489716,
-0.03390439972281456,
-0.02349080704152584,
0.09226208925247192,
-0.0830954760313034,
0.034203387796878815,
-0.064999058842659,
-0.058089546859264374,
-0.06438557058572769,
-0.08976909518241882,
0.021454598754644394,
-0.034002527594566345,
0.0007829123642295599,
-0.02612747997045517,
-0.08942453563213348,
-0.03039862960577011,
0.03995240107178688,
0.06262081116437912,
0.08050519973039627,
0.04517238587141037,
-0.09457805007696152,
-0.031199822202324867,
-0.03892376273870468,
-0.051868587732315063,
-0.0791344866156578,
0.07774467021226883,
-0.0436982586979866,
0.029500795528292656,
0.10439731180667877,
-0.028742283582687378,
-0.036339398473501205,
-0.07342663407325745,
-0.04347742348909378,
0.04648632928729057,
0.05070190131664276,
0.0042853569611907005,
0.009671993553638458,
-0.024936141446232796,
-0.004046597983688116,
0.0673176497220993,
0.03976814076304436,
-0.0263381190598011,
-0.050162747502326965,
-0.004242595285177231,
0.026086589321494102,
0.016806479543447495,
-0.05608068406581879,
0.1740228533744812,
-0.03238394111394882,
0.03312033414840698,
-0.0340835377573967,
-0.14468713104724884,
0.006725182291120291,
-0.008977362886071205,
-0.11472402513027191,
-0.016501856967806816,
0.015880640596151352,
0.07165367901325226,
0.07605267316102982,
0.012885835021734238,
-0.08277267217636108,
-0.027263538911938667,
0.02312052994966507,
0.06228521838784218,
0.0010282817529514432,
0.07000137120485306,
0.007484504487365484,
0.006032214034348726,
-0.08029618859291077,
0.0629492998123169,
-0.033535271883010864,
-0.022480705752968788,
-0.04007647931575775,
-0.010989369824528694,
-0.0351816862821579,
0.10144440084695816,
-0.015006178058683872,
0.053163155913352966,
0.03002619557082653,
-0.06255419552326202,
-0.05930022895336151,
0.017653025686740875,
0.057851631194353104,
0.054464634507894516,
0.10481449961662292,
-0.051017239689826965,
3.924540337143829e-33,
-0.06750495731830597,
0.03962726518511772,
0.038144417107105255,
-0.07631953805685043,
-0.029216108843684196,
0.020451588556170464,
0.03563549369573593,
0.025284873321652412,
0.03120475634932518,
0.004132725298404694,
-0.0028376816771924496,
0.020489247515797615,
-0.03466307744383812,
-0.004710587207227945,
0.031092748045921326,
-0.06374594569206238,
0.05693827569484711,
0.03844163566827774,
-0.09060341864824295,
0.015986863523721695,
0.08572890609502792,
-0.05431263893842697,
0.059445206075906754,
-0.07563280314207077,
0.006520126014947891,
-0.01655271276831627,
0.09073834121227264,
0.01087508350610733,
-0.0481981597840786,
-0.005477459169924259,
-0.004901542328298092,
-0.035080622881650925,
0.026053329929709435,
0.054190486669540405,
-0.039314135909080505,
0.04779672622680664,
-0.06688956916332245,
-0.03473692759871483,
0.012771998532116413,
0.0016913939034566283,
-0.08044605702161789,
0.08268311619758606,
0.03700636327266693,
0.009736016392707825,
-0.05696427822113037,
-0.008453707210719585,
-0.035357940942049026,
0.17282511293888092,
-0.0020647402852773666,
-0.1194075495004654,
-0.050091419368982315,
0.11275780946016312,
-0.08047017455101013,
-0.040753323584795,
-0.004929129965603352,
0.021407440304756165,
-0.03392469882965088,
-0.0042174397967755795,
0.06976186484098434,
-0.02048797719180584,
-0.036632273346185684,
-0.11472391337156296,
-0.05979715660214424,
-0.009240793064236641,
-0.06573110073804855,
-0.0001132896140916273,
0.006559465546160936,
-0.007797356694936752,
0.07105938345193863,
0.0028034746646881104,
-0.004499686416238546,
0.04757951572537422,
-0.03850499913096428,
-0.06172337383031845,
0.06778973340988159,
0.013812104240059853,
0.002385049592703581,
0.009824941866099834,
0.008474021218717098,
0.004295064602047205,
-0.050507351756095886,
0.08046764135360718,
0.01471063680946827,
-0.0850740373134613,
-0.037971798330545425,
-0.058302074670791626,
0.008658044040203094,
-0.025105467066168785,
-0.006413291674107313,
-0.00010986455163219944,
-0.11959659308195114,
0.016306648030877113,
-0.09445119649171829,
0.08225326240062714,
0.01766355149447918,
-3.5386339906345187e-33,
0.0558038055896759,
-0.05527259409427643,
0.03644600138068199,
-0.003971227910369635,
0.0015194701263681054,
-0.03356622904539108,
-0.06502136588096619,
0.012913128361105919,
-0.11043296009302139,
-0.08909089863300323,
0.023420218378305435,
0.02486766315996647,
-0.019955934956669807,
0.037176553159952164,
0.02087671309709549,
0.018596725538372993,
-0.02876134030520916,
-0.0023566263262182474,
-0.04568012058734894,
-0.022811587899923325,
-0.04439118131995201,
0.05120278522372246,
-0.02562916837632656,
-0.0025895617436617613,
-0.06596946716308594,
-0.021302998065948486,
-0.004525959491729736,
0.06943509727716446,
-0.0755222886800766,
0.02834508940577507,
0.0346052348613739,
-0.10240668058395386,
-0.1276082843542099,
0.04073205962777138,
0.006604726426303387,
0.14443811774253845,
-0.006492062006145716,
0.038827084004879,
-0.03817951679229736,
0.17085130512714386,
0.019352244213223457,
0.04141011834144592,
0.017607251182198524,
-0.0020053915213793516,
0.0062573873437941074,
0.02046644315123558,
0.009538557380437851,
0.04892608895897865,
0.023289041593670845,
0.0023016808554530144,
0.025438735261559486,
0.026325417682528496,
-0.021062316372990608,
0.06088554486632347,
-0.06177788972854614,
-0.001513807219453156,
-0.051620226353406906,
-0.00434304540976882,
-0.013180970214307308,
-0.05266649276018143,
0.010496405884623528,
-0.06831865012645721,
-0.039882320910692215,
0.0521719753742218,
0.0020021512173116207,
0.006217328831553459,
-0.0010112711461260915,
0.015598745085299015,
0.04666132852435112,
0.08624304085969925,
-0.028625642880797386,
-0.012505726888775826,
-0.0041862837970256805,
0.04533977806568146,
-0.009600588120520115,
0.026976391673088074,
0.10046380758285522,
0.035074055194854736,
0.01392702292650938,
-0.05217484384775162,
0.1028071790933609,
-0.00807036180049181,
0.03629806637763977,
0.08495137095451355,
0.07454446703195572,
0.045703526586294174,
0.027830757200717926,
-0.020223844796419144,
0.03851206973195076,
-0.024709150195121765,
0.05445493012666702,
-0.12135115265846252,
-0.006111821159720421,
0.00296374992467463,
0.017177393659949303,
-5.544518799638354e-8,
-0.012667260132730007,
-0.07479718327522278,
0.006035168655216694,
-0.018202634528279305,
0.03414575755596161,
-0.05219694599509239,
-0.04300239682197571,
0.009915709495544434,
0.013848147355020046,
-0.04302440583705902,
-0.015183726325631142,
0.0033248565159738064,
-0.04522092640399933,
0.02822502888739109,
-0.06354591995477676,
0.004324176348745823,
-0.029036875814199448,
0.03103432059288025,
0.026361452415585518,
-0.03015786223113537,
-0.06002630293369293,
0.019087253138422966,
0.007068436127156019,
0.034278348088264465,
-0.012792062014341354,
-0.027800235897302628,
0.021696636453270912,
0.01397897582501173,
0.03737892583012581,
0.05094924569129944,
0.02215796336531639,
0.002667363965883851,
0.018919475376605988,
0.09020332992076874,
0.06815898418426514,
0.0549977608025074,
-0.048001211136579514,
0.05433276668190956,
-0.05770398676395416,
0.07620428502559662,
0.03023413009941578,
0.05981472134590149,
0.07378983497619629,
0.006115050055086613,
0.06400182098150253,
0.02670094557106495,
-0.02549639530479908,
0.013558292761445045,
-0.009666083380579948,
0.0952322706580162,
0.005562204867601395,
0.04634465277194977,
-0.017649060115218163,
0.005578355398029089,
0.053832512348890305,
-0.051136139780282974,
0.03386186435818672,
-0.05069346725940704,
-0.026518886908888817,
0.050936657935380936,
0.012199734337627888,
0.016867347061634064,
0.003944014199078083,
-0.006198816932737827
] |
1402.5287
|
Gleb Beliakov
|
Gleb Beliakov
|
On fast matrix-vector multiplication with a Hankel matrix in
multiprecision arithmetics
|
11 pages
| null | null | null |
math.NA cs.NA
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We present two fast algorithms for matrix-vector multiplication $y=Ax$, where
$A$ is a Hankel matrix. The current asymptotically fastest method is based on
the Fast Fourier Transform (FFT), however in multiprecision arithmetics with
very high accuracy FFT method is actually slower than schoolbook multiplication
for matrix sizes up to $n=8000$. One method presented is based on a
decomposition of multiprecision numbers into sums, and applying standard or
double precision FFT. The second method, inspired by Karatsuba multiplication,
is based on recursively performing multiplications with matrices of half-size
of the original. Its complexity in terms of the matrix size $n$ is
$\Theta(n^{\log 3})$. Both methods are applicable to Toeplitz matrices and to
circulant matrices.
|
[
{
"created": "Fri, 21 Feb 2014 13:03:18 GMT",
"version": "v1"
},
{
"created": "Mon, 24 Mar 2014 10:40:07 GMT",
"version": "v2"
}
] |
2014-03-25
|
[
[
"Beliakov",
"Gleb",
""
]
] |
[
-0.041374191641807556,
0.015393505804240704,
-0.12530387938022614,
-0.07344019412994385,
-0.07447182387113571,
-0.1130405142903328,
-0.06878410279750824,
-0.04840252175927162,
0.03566674515604973,
0.012560425326228142,
-0.008177516050636768,
0.07120746374130249,
-0.03805841505527496,
0.015348685905337334,
-0.03845624253153801,
-0.04786130040884018,
-0.029980357736349106,
0.19436243176460266,
-0.02514771930873394,
-0.06615090370178223,
0.007973662577569485,
-0.05151800811290741,
-0.08131089806556702,
-0.04389698803424835,
0.1170320212841034,
0.018552247434854507,
-0.04214393347501755,
-0.08689003437757492,
-0.01843607798218727,
0.001866281614638865,
-0.026573460549116135,
0.03427673503756523,
0.05206644535064697,
-0.05619511008262634,
-0.074773870408535,
-0.0066200727596879005,
0.09961368143558502,
0.0739574059844017,
0.038915276527404785,
0.08221909403800964,
0.03184613958001137,
0.08582235127687454,
0.022637825459241867,
-0.011929717846214771,
-0.03754236921668053,
-0.057668861001729965,
-0.015648573637008667,
-0.033367183059453964,
0.020686836913228035,
0.026283709332346916,
-0.057566385716199875,
0.1023494154214859,
0.0017826207913458347,
0.03496917337179184,
-0.046448979526758194,
-0.14213190972805023,
0.003455889644101262,
0.027284231036901474,
0.002000077860429883,
0.036566149443387985,
-0.047441571950912476,
-0.06380455940961838,
-0.007206680718809366,
-0.025679344311356544,
0.006542541086673737,
0.03379688784480095,
-0.0042023928835988045,
-0.11763472855091095,
-0.06677689403295517,
0.06318771839141846,
-0.08113082498311996,
0.03730439022183418,
-0.0038452628068625927,
0.04860858619213104,
-0.03936577960848808,
-0.008465331047773361,
-0.03503536060452461,
-0.00046658169594593346,
0.02507937327027321,
0.05295118689537048,
0.01650969311594963,
0.041147686541080475,
0.028866348788142204,
-0.043035540729761124,
0.06047767028212547,
0.033208563923835754,
-0.02879529818892479,
0.10795684158802032,
0.014950179494917393,
-0.060395289212465286,
-0.07272755354642868,
-0.029501531273126602,
-0.024725832045078278,
-0.06555809825658798,
-0.054259322583675385,
0.014210906811058521,
0.008262617513537407,
0.05605747550725937,
-0.032374072819948196,
0.023981966078281403,
0.07655820995569229,
-0.03842382878065109,
0.003893901826813817,
-0.007215394172817469,
-0.08461130410432816,
0.07805954664945602,
0.004651087336242199,
0.06634490191936493,
0.01622309349477291,
-0.0478426069021225,
0.026202920824289322,
0.03632884472608566,
-0.1006082147359848,
0.022164709866046906,
-0.000358465505996719,
0.013796446844935417,
0.03333749622106552,
-0.026959436014294624,
0.11441636830568314,
0.025089768692851067,
-0.019691651687026024,
0.04931873455643654,
0.08170332759618759,
0.07183140516281128,
0.026741251349449158,
0.04299287497997284,
-0.09726312756538391,
4.601154518135153e-33,
-0.12437091767787933,
0.1483120322227478,
0.0026652030646800995,
-0.0015081434976309538,
-0.033407364040613174,
0.001275193179026246,
0.035330865532159805,
0.014158143661916256,
0.0451340489089489,
0.06464491784572601,
0.02497655525803566,
0.1048441156744957,
0.05710887163877487,
-0.024407926946878433,
0.03879808634519577,
0.0007678933907300234,
-0.034348294138908386,
-0.034847136586904526,
0.01085997186601162,
-0.10106253623962402,
0.12970370054244995,
0.024016281589865685,
0.04095577448606491,
0.06681537628173828,
-0.028897056356072426,
-0.041488442569971085,
0.030143270269036293,
-0.07512819766998291,
0.005984361283481121,
0.057085584849119186,
-0.022065112367272377,
-0.022844046354293823,
-0.03209090232849121,
-0.03949404135346413,
0.06805499643087387,
-0.07342160493135452,
0.06152955815196037,
-0.054739974439144135,
0.04803646355867386,
-0.04277858883142471,
-0.02252298779785633,
-0.016836505383253098,
-0.02212473563849926,
-0.08874934911727905,
-0.1127048060297966,
0.009453588165342808,
0.019915137439966202,
0.06472950428724289,
0.10806558281183243,
-0.025274282321333885,
0.01525592990219593,
0.0021505658514797688,
-0.013395272195339203,
0.05831262469291687,
0.05800163373351097,
0.027013156563043594,
0.06675959378480911,
-0.006774166598916054,
0.05182180553674698,
0.11617700010538101,
-0.08039382845163345,
-0.0025006390642374754,
-0.02559279464185238,
0.008928174152970314,
-0.10137631744146347,
-0.02752494066953659,
0.03895879536867142,
0.029489567503333092,
-0.01603659801185131,
0.01722824014723301,
0.012782004661858082,
-0.02255714312195778,
0.013763352297246456,
-0.02567761018872261,
0.02397526428103447,
-0.07214551419019699,
0.05420568957924843,
0.024194518104195595,
-0.07577601075172424,
-0.014929870143532753,
-0.004978029057383537,
0.0914122611284256,
0.03148455172777176,
-0.06735718995332718,
-0.013456989079713821,
-0.10631605982780457,
-0.04522065445780754,
-0.029351579025387764,
-0.1037035658955574,
-0.015514679253101349,
0.000899112899787724,
0.032231636345386505,
0.012605557218194008,
0.028846852481365204,
-0.06637994199991226,
-4.898055738478062e-33,
-0.02843644469976425,
-0.05796061083674431,
0.07475417107343674,
0.03711066022515297,
0.022223105654120445,
-0.08482678234577179,
-0.006298937369138002,
-0.017712457105517387,
0.045468781143426895,
-0.03176525980234146,
0.005056730471551418,
-0.03911721333861351,
-0.013926669955253601,
0.055651403963565826,
0.051415447145700455,
-0.040171463042497635,
0.0036588164512068033,
0.08358050137758255,
-0.0003873458772432059,
-0.07478035986423492,
-0.025495724752545357,
0.044731780886650085,
0.0636218711733818,
0.017001008614897728,
-0.04463823512196541,
0.02245992422103882,
0.020686212927103043,
0.026161471381783485,
-0.004045193549245596,
-0.004628808703273535,
-0.08844833821058273,
-0.014494216069579124,
-0.020692095160484314,
0.021273935213685036,
-0.06326398998498917,
0.06090910732746124,
-0.009163045324385166,
0.04242042452096939,
0.04488389939069748,
-0.03332054987549782,
0.0011959938565269113,
-0.011215993203222752,
0.018514255061745644,
-0.02668137662112713,
-0.04217943176627159,
0.04090338572859764,
-0.009733770042657852,
0.07321317493915558,
0.01007207203656435,
0.044319264590740204,
0.03862414509057999,
-0.026439016684889793,
-0.0019377663265913725,
0.07093168050050735,
-0.0174360703676939,
0.03114677593111992,
-0.054446954280138016,
0.03370896354317665,
0.020309031009674072,
0.017035307362675667,
-0.07020407170057297,
-0.0029456878546625376,
-0.008631614036858082,
0.07783453166484833,
0.042967554181814194,
-0.019800430163741112,
-0.004706714767962694,
0.006204680074006319,
0.016588347032666206,
0.12106199562549591,
0.004809420555830002,
0.015917666256427765,
0.0008917797240428627,
0.05519513785839081,
-0.06629475206136703,
-0.022846868261694908,
0.02305365912616253,
-0.024710502475500107,
-0.02409772016108036,
0.033326953649520874,
0.013495314866304398,
0.013224800117313862,
-0.041362788528203964,
-0.057291243225336075,
-0.002431354485452175,
0.02089325152337551,
0.0871761366724968,
-0.03728000074625015,
0.018984002992510796,
-0.051971856504678726,
0.023049836978316307,
0.05493800714612007,
0.04576501250267029,
0.020092690363526344,
0.010348200798034668,
-3.9524767458942733e-8,
0.019909758120775223,
-0.034486137330532074,
-0.03686577454209328,
-0.042723093181848526,
0.06199974566698074,
-0.05770213529467583,
-0.019524330273270607,
0.051995206624269485,
-0.0015765198040753603,
-0.06041065230965614,
0.04555376619100571,
-0.04715035855770111,
0.014549530111253262,
-0.008944039233028889,
-0.045296140015125275,
0.018196089193224907,
-0.010985879227519035,
-0.05143890529870987,
0.037748195230960846,
-0.053173139691352844,
-0.048977237194776535,
0.025638706982135773,
0.0687708929181099,
0.04833569377660751,
-0.05038703605532646,
0.011596368625760078,
-0.0736495703458786,
0.006523341406136751,
0.13027846813201904,
0.07264961302280426,
-0.0574556328356266,
-0.01184021309018135,
0.0277753546833992,
0.017028823494911194,
0.01458989828824997,
-0.056581176817417145,
0.02983994223177433,
0.06283173710107803,
-0.03171945735812187,
-0.07371673732995987,
0.0000739057722967118,
0.06741863489151001,
-0.028771743178367615,
0.0050979494117200375,
0.005657835863530636,
0.003322273027151823,
-0.07027789205312729,
-0.02186053805053234,
-0.02282910794019699,
0.019607529044151306,
-0.003961325157433748,
0.026972195133566856,
-0.012840364128351212,
-0.040098391473293304,
-0.032906483858823776,
-0.04501014202833176,
-0.08817105740308762,
-0.1295291781425476,
0.0656215250492096,
0.023197177797555923,
-0.005600245203822851,
-0.007032979279756546,
0.0013961668591946363,
0.039617568254470825
] | null | null | null | null | null | null | null |
[
-0.041374191641807556,
0.015393505804240704,
-0.12530387938022614,
-0.07344019412994385,
-0.07447182387113571,
-0.1130405142903328,
-0.06878410279750824,
-0.04840252175927162,
0.03566674515604973,
0.012560425326228142,
-0.008177516050636768,
0.07120746374130249,
-0.03805841505527496,
0.015348685905337334,
-0.03845624253153801,
-0.04786130040884018,
-0.029980357736349106,
0.19436243176460266,
-0.02514771930873394,
-0.06615090370178223,
0.007973662577569485,
-0.05151800811290741,
-0.08131089806556702,
-0.04389698803424835,
0.1170320212841034,
0.018552247434854507,
-0.04214393347501755,
-0.08689003437757492,
-0.01843607798218727,
0.001866281614638865,
-0.026573460549116135,
0.03427673503756523,
0.05206644535064697,
-0.05619511008262634,
-0.074773870408535,
-0.0066200727596879005,
0.09961368143558502,
0.0739574059844017,
0.038915276527404785,
0.08221909403800964,
0.03184613958001137,
0.08582235127687454,
0.022637825459241867,
-0.011929717846214771,
-0.03754236921668053,
-0.057668861001729965,
-0.015648573637008667,
-0.033367183059453964,
0.020686836913228035,
0.026283709332346916,
-0.057566385716199875,
0.1023494154214859,
0.0017826207913458347,
0.03496917337179184,
-0.046448979526758194,
-0.14213190972805023,
0.003455889644101262,
0.027284231036901474,
0.002000077860429883,
0.036566149443387985,
-0.047441571950912476,
-0.06380455940961838,
-0.007206680718809366,
-0.025679344311356544,
0.006542541086673737,
0.03379688784480095,
-0.0042023928835988045,
-0.11763472855091095,
-0.06677689403295517,
0.06318771839141846,
-0.08113082498311996,
0.03730439022183418,
-0.0038452628068625927,
0.04860858619213104,
-0.03936577960848808,
-0.008465331047773361,
-0.03503536060452461,
-0.00046658169594593346,
0.02507937327027321,
0.05295118689537048,
0.01650969311594963,
0.041147686541080475,
0.028866348788142204,
-0.043035540729761124,
0.06047767028212547,
0.033208563923835754,
-0.02879529818892479,
0.10795684158802032,
0.014950179494917393,
-0.060395289212465286,
-0.07272755354642868,
-0.029501531273126602,
-0.024725832045078278,
-0.06555809825658798,
-0.054259322583675385,
0.014210906811058521,
0.008262617513537407,
0.05605747550725937,
-0.032374072819948196,
0.023981966078281403,
0.07655820995569229,
-0.03842382878065109,
0.003893901826813817,
-0.007215394172817469,
-0.08461130410432816,
0.07805954664945602,
0.004651087336242199,
0.06634490191936493,
0.01622309349477291,
-0.0478426069021225,
0.026202920824289322,
0.03632884472608566,
-0.1006082147359848,
0.022164709866046906,
-0.000358465505996719,
0.013796446844935417,
0.03333749622106552,
-0.026959436014294624,
0.11441636830568314,
0.025089768692851067,
-0.019691651687026024,
0.04931873455643654,
0.08170332759618759,
0.07183140516281128,
0.026741251349449158,
0.04299287497997284,
-0.09726312756538391,
4.601154518135153e-33,
-0.12437091767787933,
0.1483120322227478,
0.0026652030646800995,
-0.0015081434976309538,
-0.033407364040613174,
0.001275193179026246,
0.035330865532159805,
0.014158143661916256,
0.0451340489089489,
0.06464491784572601,
0.02497655525803566,
0.1048441156744957,
0.05710887163877487,
-0.024407926946878433,
0.03879808634519577,
0.0007678933907300234,
-0.034348294138908386,
-0.034847136586904526,
0.01085997186601162,
-0.10106253623962402,
0.12970370054244995,
0.024016281589865685,
0.04095577448606491,
0.06681537628173828,
-0.028897056356072426,
-0.041488442569971085,
0.030143270269036293,
-0.07512819766998291,
0.005984361283481121,
0.057085584849119186,
-0.022065112367272377,
-0.022844046354293823,
-0.03209090232849121,
-0.03949404135346413,
0.06805499643087387,
-0.07342160493135452,
0.06152955815196037,
-0.054739974439144135,
0.04803646355867386,
-0.04277858883142471,
-0.02252298779785633,
-0.016836505383253098,
-0.02212473563849926,
-0.08874934911727905,
-0.1127048060297966,
0.009453588165342808,
0.019915137439966202,
0.06472950428724289,
0.10806558281183243,
-0.025274282321333885,
0.01525592990219593,
0.0021505658514797688,
-0.013395272195339203,
0.05831262469291687,
0.05800163373351097,
0.027013156563043594,
0.06675959378480911,
-0.006774166598916054,
0.05182180553674698,
0.11617700010538101,
-0.08039382845163345,
-0.0025006390642374754,
-0.02559279464185238,
0.008928174152970314,
-0.10137631744146347,
-0.02752494066953659,
0.03895879536867142,
0.029489567503333092,
-0.01603659801185131,
0.01722824014723301,
0.012782004661858082,
-0.02255714312195778,
0.013763352297246456,
-0.02567761018872261,
0.02397526428103447,
-0.07214551419019699,
0.05420568957924843,
0.024194518104195595,
-0.07577601075172424,
-0.014929870143532753,
-0.004978029057383537,
0.0914122611284256,
0.03148455172777176,
-0.06735718995332718,
-0.013456989079713821,
-0.10631605982780457,
-0.04522065445780754,
-0.029351579025387764,
-0.1037035658955574,
-0.015514679253101349,
0.000899112899787724,
0.032231636345386505,
0.012605557218194008,
0.028846852481365204,
-0.06637994199991226,
-4.898055738478062e-33,
-0.02843644469976425,
-0.05796061083674431,
0.07475417107343674,
0.03711066022515297,
0.022223105654120445,
-0.08482678234577179,
-0.006298937369138002,
-0.017712457105517387,
0.045468781143426895,
-0.03176525980234146,
0.005056730471551418,
-0.03911721333861351,
-0.013926669955253601,
0.055651403963565826,
0.051415447145700455,
-0.040171463042497635,
0.0036588164512068033,
0.08358050137758255,
-0.0003873458772432059,
-0.07478035986423492,
-0.025495724752545357,
0.044731780886650085,
0.0636218711733818,
0.017001008614897728,
-0.04463823512196541,
0.02245992422103882,
0.020686212927103043,
0.026161471381783485,
-0.004045193549245596,
-0.004628808703273535,
-0.08844833821058273,
-0.014494216069579124,
-0.020692095160484314,
0.021273935213685036,
-0.06326398998498917,
0.06090910732746124,
-0.009163045324385166,
0.04242042452096939,
0.04488389939069748,
-0.03332054987549782,
0.0011959938565269113,
-0.011215993203222752,
0.018514255061745644,
-0.02668137662112713,
-0.04217943176627159,
0.04090338572859764,
-0.009733770042657852,
0.07321317493915558,
0.01007207203656435,
0.044319264590740204,
0.03862414509057999,
-0.026439016684889793,
-0.0019377663265913725,
0.07093168050050735,
-0.0174360703676939,
0.03114677593111992,
-0.054446954280138016,
0.03370896354317665,
0.020309031009674072,
0.017035307362675667,
-0.07020407170057297,
-0.0029456878546625376,
-0.008631614036858082,
0.07783453166484833,
0.042967554181814194,
-0.019800430163741112,
-0.004706714767962694,
0.006204680074006319,
0.016588347032666206,
0.12106199562549591,
0.004809420555830002,
0.015917666256427765,
0.0008917797240428627,
0.05519513785839081,
-0.06629475206136703,
-0.022846868261694908,
0.02305365912616253,
-0.024710502475500107,
-0.02409772016108036,
0.033326953649520874,
0.013495314866304398,
0.013224800117313862,
-0.041362788528203964,
-0.057291243225336075,
-0.002431354485452175,
0.02089325152337551,
0.0871761366724968,
-0.03728000074625015,
0.018984002992510796,
-0.051971856504678726,
0.023049836978316307,
0.05493800714612007,
0.04576501250267029,
0.020092690363526344,
0.010348200798034668,
-3.9524767458942733e-8,
0.019909758120775223,
-0.034486137330532074,
-0.03686577454209328,
-0.042723093181848526,
0.06199974566698074,
-0.05770213529467583,
-0.019524330273270607,
0.051995206624269485,
-0.0015765198040753603,
-0.06041065230965614,
0.04555376619100571,
-0.04715035855770111,
0.014549530111253262,
-0.008944039233028889,
-0.045296140015125275,
0.018196089193224907,
-0.010985879227519035,
-0.05143890529870987,
0.037748195230960846,
-0.053173139691352844,
-0.048977237194776535,
0.025638706982135773,
0.0687708929181099,
0.04833569377660751,
-0.05038703605532646,
0.011596368625760078,
-0.0736495703458786,
0.006523341406136751,
0.13027846813201904,
0.07264961302280426,
-0.0574556328356266,
-0.01184021309018135,
0.0277753546833992,
0.017028823494911194,
0.01458989828824997,
-0.056581176817417145,
0.02983994223177433,
0.06283173710107803,
-0.03171945735812187,
-0.07371673732995987,
0.0000739057722967118,
0.06741863489151001,
-0.028771743178367615,
0.0050979494117200375,
0.005657835863530636,
0.003322273027151823,
-0.07027789205312729,
-0.02186053805053234,
-0.02282910794019699,
0.019607529044151306,
-0.003961325157433748,
0.026972195133566856,
-0.012840364128351212,
-0.040098391473293304,
-0.032906483858823776,
-0.04501014202833176,
-0.08817105740308762,
-0.1295291781425476,
0.0656215250492096,
0.023197177797555923,
-0.005600245203822851,
-0.007032979279756546,
0.0013961668591946363,
0.039617568254470825
] |
1402.5292
|
Francois Lique
|
Fran\c{c}ois Lique, Pascal Honvault and Alexandre Faure
|
Ortho-para-H$_2$ conversion processes in astrophysical media
|
34 pages, 7 fugures
| null | null | null |
physics.chem-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We report in this review recent fully-quantum time-independent calculations
of cross sections and rate constants for the gas phase ortho-to-para conversion
of H$_2$ by H and H$^+$. Such processes are of crucial interest and importance
in various astrophysical environments. The investigated temperature ranges was
10$-$1500 K for H+H$_2$ and 10$-$100 K for H$^+$+H$_2$. Calculations were based
on highly accurate H$_3$ and H$_3^+$ global potential energy surfaces.
Comparisons with previous calculations and with available measurements are
presented and discussed. It is shown that the existence of a long-lived
intermediate complex H$_3^+$ in the (barrierless) H$^+$+H$_2$ reaction give
rise to a pronounced resonance structure and a statistical behaviour, in
contrast to H+H$_2$ which proceeds through a barrier of $\sim 5000$ K. In the
cold interstellar medium ($T\leq 100$ K), the ortho-to-para conversion is thus
driven by proton exchange while above $\sim$300 K, the contribution of hydrogen
atoms become significant or even dominant. Astrophysical applications are
briefly discussed by comparing, in particular, the relative role of the
conversion processes in the gas phase ({\it via} H, H$^+$, H$_2$ and H$_3^+$)
and on the surface of dust particles. Perspectives concerning future
calculations at higher temperatures are outlined.
|
[
{
"created": "Fri, 21 Feb 2014 13:42:54 GMT",
"version": "v1"
}
] |
2014-02-24
|
[
[
"Lique",
"François",
""
],
[
"Honvault",
"Pascal",
""
],
[
"Faure",
"Alexandre",
""
]
] |
[
-0.10662271082401276,
0.019500067457556725,
-0.023702898994088173,
0.03396642953157425,
0.04014677554368973,
-0.049390483647584915,
-0.06085371598601341,
0.012029392644762993,
0.02217596396803856,
-0.02484785206615925,
-0.009651215746998787,
-0.1345875859260559,
-0.02821967378258705,
-0.03667019307613373,
0.11083654314279556,
-0.011695227585732937,
0.02357911504805088,
-0.00951205100864172,
-0.05972995609045029,
-0.012574940919876099,
-0.017078155651688576,
-0.005116709508001804,
0.007396003697067499,
0.002079874509945512,
0.02918071113526821,
0.00009296373173128814,
-0.0018958727596327662,
0.024663854390382767,
0.03566552326083183,
0.041448403149843216,
0.01535575371235609,
-0.0625433549284935,
-0.08669178187847137,
-0.017625946551561356,
0.08717382699251175,
-0.002850792370736599,
0.005915091373026371,
-0.01649659313261509,
0.007527913432568312,
-0.05304858461022377,
0.017958104610443115,
0.03224484995007515,
-0.054224975407123566,
0.0644688531756401,
0.026666637510061264,
-0.024537522345781326,
0.05281154811382294,
-0.043515827506780624,
0.00959398690611124,
-0.056149858981370926,
0.04151874780654907,
0.08271273225545883,
-0.0232542771846056,
0.0615481398999691,
-0.0019460441544651985,
0.10109619796276093,
-0.016170626506209373,
0.06468497216701508,
-0.054443083703517914,
-0.08418700844049454,
-0.1124899834394455,
-0.013154786080121994,
0.03426385298371315,
-0.04299865663051605,
0.02722465805709362,
-0.023599330335855484,
-0.007006457075476646,
-0.002795546781271696,
0.01238245703279972,
0.05837817117571831,
-0.06856422871351242,
-0.005622034426778555,
-0.02879953756928444,
-0.06410060822963715,
0.081097811460495,
-0.029636310413479805,
0.010051128454506397,
0.046548131853342056,
0.04771600291132927,
-0.08726531267166138,
0.04490375146269798,
-0.043659526854753494,
-0.07282090187072754,
0.0009757400839589536,
-0.11537545174360275,
-0.05440415069460869,
0.007338095922023058,
0.05015949159860611,
0.026787100359797478,
-0.04876325652003288,
-0.06850660592317581,
-0.06928744912147522,
-0.061094265431165695,
-0.0560760535299778,
0.02538427896797657,
0.06865739077329636,
0.09203408658504486,
0.032318878918886185,
0.10998091846704483,
-0.03443757817149162,
0.031666144728660583,
-0.006940052844583988,
-0.031557999551296234,
-0.006815194617956877,
0.04124389961361885,
0.055595513433218,
0.06816933304071426,
0.09530714899301529,
-0.027524087578058243,
0.06309723109006882,
-0.012639736756682396,
-0.01204502023756504,
0.006207648199051619,
-0.09164048731327057,
0.008688513189554214,
0.049193624407052994,
-0.04565076157450676,
0.02520168386399746,
-0.027829723432660103,
-0.05700856074690819,
-0.004340691491961479,
0.03798317164182663,
0.0006667465786449611,
0.05299533158540726,
-0.01741025783121586,
-0.015636932104825974,
-0.027835682034492493,
-8.545135649213912e-35,
0.024302475154399872,
0.015554149635136127,
-0.005056481808423996,
-0.024749385192990303,
-0.05821928381919861,
-0.023116206750273705,
-0.07515285909175873,
0.004773357417434454,
-0.04839824512600899,
0.011721818707883358,
-0.06321923434734344,
-0.09288463741540909,
0.015668267384171486,
-0.04783248156309128,
-0.041891153901815414,
0.053789619356393814,
0.013685081154108047,
0.017974184826016426,
-0.036489930003881454,
0.06995879858732224,
-0.016131477430462837,
0.06038537994027138,
-0.02204398810863495,
0.01749574765563011,
0.050440605729818344,
0.051307905465364456,
0.07106278836727142,
-0.09370231628417969,
0.04631538689136505,
-0.027832912281155586,
0.05129285901784897,
-0.026557479053735733,
-0.10933102667331696,
0.00866451021283865,
0.017473194748163223,
-0.002694380236789584,
-0.026539592072367668,
0.016636721789836884,
-0.0335252471268177,
0.009241301566362381,
-0.01964033581316471,
0.017993714660406113,
0.015047835186123848,
0.0026691071689128876,
0.06911272555589676,
-0.025787321850657463,
0.10515318810939789,
-0.009558677673339844,
0.0005926400190219283,
0.010867577977478504,
-0.005736287217587233,
-0.05575357377529144,
-0.0010897780302911997,
0.0273902527987957,
0.01936396025121212,
-0.06539242714643478,
0.12827199697494507,
-0.0032933105248957872,
0.013395968824625015,
0.024948004633188248,
0.0023313097190111876,
-0.006151038222014904,
0.015100418590009212,
0.0593172162771225,
-0.04092002287507057,
0.12607675790786743,
-0.1271468698978424,
-0.005543431732803583,
0.048202600330114365,
0.034426357597112656,
-0.026347940787672997,
0.133527472615242,
0.07167638093233109,
-0.04240208491683006,
0.07805189490318298,
-0.061695538461208344,
0.016430925577878952,
-0.03759874403476715,
0.04537408426403999,
0.05650916323065758,
-0.0029089420568197966,
-0.06407108902931213,
0.08820874243974686,
-0.002187177538871765,
-0.0458829365670681,
-0.10534215718507767,
-0.07339116930961609,
-0.018028760328888893,
-0.03276745229959488,
0.06547865271568298,
0.029609456658363342,
-0.00646275095641613,
0.0795864462852478,
-0.064992755651474,
-0.06598872691392899,
-3.8633294075606355e-33,
0.021260812878608704,
0.011398890055716038,
0.05578082054853439,
-0.004309619311243296,
-0.03075895644724369,
0.11082300543785095,
-0.10092590749263763,
0.0577654205262661,
-0.020965656265616417,
-0.000468556274427101,
0.03639918938279152,
0.007324692327529192,
0.017718929797410965,
-0.13650214672088623,
0.03639819845557213,
-0.03734797611832619,
-0.0245657991617918,
0.10317396372556686,
0.0928405374288559,
-0.01751193404197693,
0.041648752987384796,
0.0063615282997488976,
0.0174497552216053,
-0.048834461718797684,
-0.02562793530523777,
0.014877875335514545,
0.051959078758955,
-0.032638922333717346,
0.04172893241047859,
0.0754363089799881,
-0.06991291791200638,
0.04065945744514465,
-0.050528112798929214,
0.05855268985033035,
-0.00832939799875021,
0.07660793513059616,
0.017112143337726593,
0.0012096664868295193,
-0.08574430644512177,
0.019917475059628487,
-0.026880338788032532,
-0.027182454243302345,
0.010430341586470604,
-0.016405068337917328,
-0.03578837960958481,
0.07686551660299301,
-0.04705318436026573,
-0.006282130256295204,
0.013471666723489761,
-0.004467368591576815,
0.05032293125987053,
-0.0890006497502327,
-0.019456513226032257,
-0.008512681350111961,
0.011731596663594246,
0.014820516109466553,
-0.0170039813965559,
0.040628381073474884,
0.030472563579678535,
-0.06013231351971626,
-0.042576152831315994,
-0.06998933851718903,
0.05030180886387825,
0.008370786905288696,
-0.07220066338777542,
-0.03558604419231415,
-0.031503934413194656,
-0.026377784088253975,
0.020332198590040207,
-0.058771226555109024,
-0.02085890993475914,
-0.025220606476068497,
0.03226136043667793,
-0.017034249380230904,
0.01313805766403675,
0.02146057039499283,
0.05103924870491028,
-0.08684728294610977,
0.024720603600144386,
0.030553819611668587,
-0.03720174357295036,
0.044812776148319244,
-0.03057810291647911,
-0.08274120837450027,
0.11801347881555557,
-0.03972451761364937,
-0.11437806487083435,
0.06857029348611832,
-0.036799319088459015,
-0.08232606947422028,
0.05409657955169678,
0.05205504223704338,
0.018301110714673996,
0.05265699326992035,
0.016877789050340652,
-6.142314390444881e-8,
0.10262812674045563,
-0.018331080675125122,
-0.006224530749022961,
0.0726470872759819,
-0.011612527072429657,
0.07820785790681839,
-0.0357588492333889,
-0.013221615925431252,
-0.006313339341431856,
0.057524096220731735,
0.0782209262251854,
-0.012863924726843834,
0.08262532204389572,
-0.09268566966056824,
0.015048793517053127,
-0.04445646330714226,
-0.004952393006533384,
-0.08869662135839462,
-0.013146435841917992,
-0.016994668170809746,
0.007812011055648327,
0.004166214726865292,
-0.05073688179254532,
-0.03228339925408363,
0.01551433652639389,
0.008313781581819057,
0.005219526123255491,
-0.011610285378992558,
-0.039332419633865356,
-0.1030827984213829,
-0.019422587007284164,
-0.00839392188936472,
-0.05483437702059746,
0.08311868458986282,
-0.04764945060014725,
-0.07230155915021896,
-0.012994598597288132,
0.12213370949029922,
0.021091004833579063,
0.026845701038837433,
0.003976822830736637,
-0.005219427868723869,
-0.07020372152328491,
0.014952468685805798,
0.031002337113022804,
0.06102210655808449,
-0.059545788913965225,
0.0036168277729302645,
-0.04327993094921112,
0.015105865895748138,
-0.0006780538242310286,
0.054693467915058136,
0.03535929322242737,
-0.12151920050382614,
-0.07328806817531586,
0.03912421688437462,
-0.08578085899353027,
0.008995427750051022,
0.007468461524695158,
0.008394669741392136,
0.08167948573827744,
-0.051700953394174576,
-0.07623021304607391,
0.03456829860806465
] | null | null | null | null | null | null | null |
[
-0.10662271082401276,
0.019500067457556725,
-0.023702898994088173,
0.03396642953157425,
0.04014677554368973,
-0.049390483647584915,
-0.06085371598601341,
0.012029392644762993,
0.02217596396803856,
-0.02484785206615925,
-0.009651215746998787,
-0.1345875859260559,
-0.02821967378258705,
-0.03667019307613373,
0.11083654314279556,
-0.011695227585732937,
0.02357911504805088,
-0.00951205100864172,
-0.05972995609045029,
-0.012574940919876099,
-0.017078155651688576,
-0.005116709508001804,
0.007396003697067499,
0.002079874509945512,
0.02918071113526821,
0.00009296373173128814,
-0.0018958727596327662,
0.024663854390382767,
0.03566552326083183,
0.041448403149843216,
0.01535575371235609,
-0.0625433549284935,
-0.08669178187847137,
-0.017625946551561356,
0.08717382699251175,
-0.002850792370736599,
0.005915091373026371,
-0.01649659313261509,
0.007527913432568312,
-0.05304858461022377,
0.017958104610443115,
0.03224484995007515,
-0.054224975407123566,
0.0644688531756401,
0.026666637510061264,
-0.024537522345781326,
0.05281154811382294,
-0.043515827506780624,
0.00959398690611124,
-0.056149858981370926,
0.04151874780654907,
0.08271273225545883,
-0.0232542771846056,
0.0615481398999691,
-0.0019460441544651985,
0.10109619796276093,
-0.016170626506209373,
0.06468497216701508,
-0.054443083703517914,
-0.08418700844049454,
-0.1124899834394455,
-0.013154786080121994,
0.03426385298371315,
-0.04299865663051605,
0.02722465805709362,
-0.023599330335855484,
-0.007006457075476646,
-0.002795546781271696,
0.01238245703279972,
0.05837817117571831,
-0.06856422871351242,
-0.005622034426778555,
-0.02879953756928444,
-0.06410060822963715,
0.081097811460495,
-0.029636310413479805,
0.010051128454506397,
0.046548131853342056,
0.04771600291132927,
-0.08726531267166138,
0.04490375146269798,
-0.043659526854753494,
-0.07282090187072754,
0.0009757400839589536,
-0.11537545174360275,
-0.05440415069460869,
0.007338095922023058,
0.05015949159860611,
0.026787100359797478,
-0.04876325652003288,
-0.06850660592317581,
-0.06928744912147522,
-0.061094265431165695,
-0.0560760535299778,
0.02538427896797657,
0.06865739077329636,
0.09203408658504486,
0.032318878918886185,
0.10998091846704483,
-0.03443757817149162,
0.031666144728660583,
-0.006940052844583988,
-0.031557999551296234,
-0.006815194617956877,
0.04124389961361885,
0.055595513433218,
0.06816933304071426,
0.09530714899301529,
-0.027524087578058243,
0.06309723109006882,
-0.012639736756682396,
-0.01204502023756504,
0.006207648199051619,
-0.09164048731327057,
0.008688513189554214,
0.049193624407052994,
-0.04565076157450676,
0.02520168386399746,
-0.027829723432660103,
-0.05700856074690819,
-0.004340691491961479,
0.03798317164182663,
0.0006667465786449611,
0.05299533158540726,
-0.01741025783121586,
-0.015636932104825974,
-0.027835682034492493,
-8.545135649213912e-35,
0.024302475154399872,
0.015554149635136127,
-0.005056481808423996,
-0.024749385192990303,
-0.05821928381919861,
-0.023116206750273705,
-0.07515285909175873,
0.004773357417434454,
-0.04839824512600899,
0.011721818707883358,
-0.06321923434734344,
-0.09288463741540909,
0.015668267384171486,
-0.04783248156309128,
-0.041891153901815414,
0.053789619356393814,
0.013685081154108047,
0.017974184826016426,
-0.036489930003881454,
0.06995879858732224,
-0.016131477430462837,
0.06038537994027138,
-0.02204398810863495,
0.01749574765563011,
0.050440605729818344,
0.051307905465364456,
0.07106278836727142,
-0.09370231628417969,
0.04631538689136505,
-0.027832912281155586,
0.05129285901784897,
-0.026557479053735733,
-0.10933102667331696,
0.00866451021283865,
0.017473194748163223,
-0.002694380236789584,
-0.026539592072367668,
0.016636721789836884,
-0.0335252471268177,
0.009241301566362381,
-0.01964033581316471,
0.017993714660406113,
0.015047835186123848,
0.0026691071689128876,
0.06911272555589676,
-0.025787321850657463,
0.10515318810939789,
-0.009558677673339844,
0.0005926400190219283,
0.010867577977478504,
-0.005736287217587233,
-0.05575357377529144,
-0.0010897780302911997,
0.0273902527987957,
0.01936396025121212,
-0.06539242714643478,
0.12827199697494507,
-0.0032933105248957872,
0.013395968824625015,
0.024948004633188248,
0.0023313097190111876,
-0.006151038222014904,
0.015100418590009212,
0.0593172162771225,
-0.04092002287507057,
0.12607675790786743,
-0.1271468698978424,
-0.005543431732803583,
0.048202600330114365,
0.034426357597112656,
-0.026347940787672997,
0.133527472615242,
0.07167638093233109,
-0.04240208491683006,
0.07805189490318298,
-0.061695538461208344,
0.016430925577878952,
-0.03759874403476715,
0.04537408426403999,
0.05650916323065758,
-0.0029089420568197966,
-0.06407108902931213,
0.08820874243974686,
-0.002187177538871765,
-0.0458829365670681,
-0.10534215718507767,
-0.07339116930961609,
-0.018028760328888893,
-0.03276745229959488,
0.06547865271568298,
0.029609456658363342,
-0.00646275095641613,
0.0795864462852478,
-0.064992755651474,
-0.06598872691392899,
-3.8633294075606355e-33,
0.021260812878608704,
0.011398890055716038,
0.05578082054853439,
-0.004309619311243296,
-0.03075895644724369,
0.11082300543785095,
-0.10092590749263763,
0.0577654205262661,
-0.020965656265616417,
-0.000468556274427101,
0.03639918938279152,
0.007324692327529192,
0.017718929797410965,
-0.13650214672088623,
0.03639819845557213,
-0.03734797611832619,
-0.0245657991617918,
0.10317396372556686,
0.0928405374288559,
-0.01751193404197693,
0.041648752987384796,
0.0063615282997488976,
0.0174497552216053,
-0.048834461718797684,
-0.02562793530523777,
0.014877875335514545,
0.051959078758955,
-0.032638922333717346,
0.04172893241047859,
0.0754363089799881,
-0.06991291791200638,
0.04065945744514465,
-0.050528112798929214,
0.05855268985033035,
-0.00832939799875021,
0.07660793513059616,
0.017112143337726593,
0.0012096664868295193,
-0.08574430644512177,
0.019917475059628487,
-0.026880338788032532,
-0.027182454243302345,
0.010430341586470604,
-0.016405068337917328,
-0.03578837960958481,
0.07686551660299301,
-0.04705318436026573,
-0.006282130256295204,
0.013471666723489761,
-0.004467368591576815,
0.05032293125987053,
-0.0890006497502327,
-0.019456513226032257,
-0.008512681350111961,
0.011731596663594246,
0.014820516109466553,
-0.0170039813965559,
0.040628381073474884,
0.030472563579678535,
-0.06013231351971626,
-0.042576152831315994,
-0.06998933851718903,
0.05030180886387825,
0.008370786905288696,
-0.07220066338777542,
-0.03558604419231415,
-0.031503934413194656,
-0.026377784088253975,
0.020332198590040207,
-0.058771226555109024,
-0.02085890993475914,
-0.025220606476068497,
0.03226136043667793,
-0.017034249380230904,
0.01313805766403675,
0.02146057039499283,
0.05103924870491028,
-0.08684728294610977,
0.024720603600144386,
0.030553819611668587,
-0.03720174357295036,
0.044812776148319244,
-0.03057810291647911,
-0.08274120837450027,
0.11801347881555557,
-0.03972451761364937,
-0.11437806487083435,
0.06857029348611832,
-0.036799319088459015,
-0.08232606947422028,
0.05409657955169678,
0.05205504223704338,
0.018301110714673996,
0.05265699326992035,
0.016877789050340652,
-6.142314390444881e-8,
0.10262812674045563,
-0.018331080675125122,
-0.006224530749022961,
0.0726470872759819,
-0.011612527072429657,
0.07820785790681839,
-0.0357588492333889,
-0.013221615925431252,
-0.006313339341431856,
0.057524096220731735,
0.0782209262251854,
-0.012863924726843834,
0.08262532204389572,
-0.09268566966056824,
0.015048793517053127,
-0.04445646330714226,
-0.004952393006533384,
-0.08869662135839462,
-0.013146435841917992,
-0.016994668170809746,
0.007812011055648327,
0.004166214726865292,
-0.05073688179254532,
-0.03228339925408363,
0.01551433652639389,
0.008313781581819057,
0.005219526123255491,
-0.011610285378992558,
-0.039332419633865356,
-0.1030827984213829,
-0.019422587007284164,
-0.00839392188936472,
-0.05483437702059746,
0.08311868458986282,
-0.04764945060014725,
-0.07230155915021896,
-0.012994598597288132,
0.12213370949029922,
0.021091004833579063,
0.026845701038837433,
0.003976822830736637,
-0.005219427868723869,
-0.07020372152328491,
0.014952468685805798,
0.031002337113022804,
0.06102210655808449,
-0.059545788913965225,
0.0036168277729302645,
-0.04327993094921112,
0.015105865895748138,
-0.0006780538242310286,
0.054693467915058136,
0.03535929322242737,
-0.12151920050382614,
-0.07328806817531586,
0.03912421688437462,
-0.08578085899353027,
0.008995427750051022,
0.007468461524695158,
0.008394669741392136,
0.08167948573827744,
-0.051700953394174576,
-0.07623021304607391,
0.03456829860806465
] |
1402.5294
|
Christoph Hauri
|
Andrei G. Stepanov, Clemens Ruchert, Julien Levallois, Christian Erny
and Christoph P. Hauri
|
Generation of broadband THz pulses in organic crystal OH1 at room
temperature and 10 K
| null | null | null | null |
cond-mat.mtrl-sci physics.optics
|
http://creativecommons.org/licenses/publicdomain/
|
We studied the effects of cryogenic cooling of a 2-[3-(4-hydroxystyryl)-5,
5-dimethylcyclohex-2-enylidene] malononitrile (OH1) crystal on the generation
of broadband THz pulses via collinear optical rectification of 1350 nm
femtosecond laser pulses. Cooling of the OH1 crystal from room temperature to
10 K leads to a ~10% increase of the pump-to-THz energy conversion efficiency
and a shift of the THz pulse spectra to a higher frequency range. Both effects
are due the temperature variation of THz absorption and the refractive index of
the OH1 crystal. This conclusion has been verified by temperature dependent
measurements of the linear absorption in the THz frequency region.
|
[
{
"created": "Fri, 21 Feb 2014 13:51:40 GMT",
"version": "v1"
},
{
"created": "Wed, 5 Mar 2014 13:20:29 GMT",
"version": "v2"
}
] |
2014-03-06
|
[
[
"Stepanov",
"Andrei G.",
""
],
[
"Ruchert",
"Clemens",
""
],
[
"Levallois",
"Julien",
""
],
[
"Erny",
"Christian",
""
],
[
"Hauri",
"Christoph P.",
""
]
] |
[
-0.006946672685444355,
-0.029367322102189064,
0.013838532380759716,
0.02359854429960251,
-0.04065104201436043,
-0.08240798860788345,
0.010091411881148815,
-0.062283724546432495,
-0.07479565590620041,
0.013720830902457237,
-0.06279989331960678,
0.03137378394603729,
-0.017377780750393867,
-0.09258317202329636,
0.012639335356652737,
0.03814449533820152,
0.027646664530038834,
0.0009647199767641723,
0.015955979004502296,
0.012310193851590157,
0.09965839236974716,
-0.10929789394140244,
-0.0037220565136522055,
-0.042184069752693176,
-0.005649122409522533,
-0.016421297565102577,
-0.09094987064599991,
0.03453964740037918,
-0.003569682827219367,
0.0021305130794644356,
0.012038562446832657,
-0.04295007139444351,
-0.07726746797561646,
0.013020518235862255,
-0.007572678383439779,
0.005909888539463282,
0.06911944597959518,
-0.007978423498570919,
-0.0417056530714035,
-0.0521075613796711,
0.058311160653829575,
-0.04687635973095894,
-0.03754102438688278,
0.054158274084329605,
-0.026635007932782173,
-0.04331972822546959,
-0.020675843581557274,
-0.003054592525586486,
-0.08941486477851868,
-0.001527870655991137,
-0.03732623904943466,
0.02791699580848217,
-0.0023243390023708344,
0.03457266092300415,
-0.03636147826910019,
0.05948219075798988,
-0.0020305810030549765,
0.11233536899089813,
-0.04286937788128853,
0.0018109147204086185,
-0.001251893350854516,
0.011905470862984657,
-0.09361809492111206,
-0.04273059964179993,
0.056774914264678955,
-0.03170442581176758,
0.0022493519354611635,
-0.028109055012464523,
-0.009796930477023125,
-0.006090483162552118,
0.008001741021871567,
-0.0007985809934325516,
0.08100154250860214,
0.06149724870920181,
-0.005840947385877371,
-0.06368201971054077,
0.03542008623480797,
0.01555431168526411,
-0.03507174178957939,
0.04883842170238495,
0.07342536002397537,
-0.011687097139656544,
0.024414747953414917,
0.017023732885718346,
-0.0633411556482315,
-0.015678120777010918,
0.041776321828365326,
0.0020375866442918777,
-0.01984805054962635,
-0.024957865476608276,
0.022895783185958862,
0.027446771040558815,
0.0005344871897250414,
-0.03595352545380592,
0.038350969552993774,
0.0723152905702591,
0.024002261459827423,
-0.030121294781565666,
0.037940364331007004,
-0.02675820142030716,
0.05664220079779625,
-0.08393479883670807,
0.04437066987156868,
0.019037622958421707,
-0.09713427722454071,
0.04270625486969948,
0.032425761222839355,
0.010107864625751972,
-0.07934210449457169,
-0.0029312511906027794,
-0.006413063034415245,
0.023988937959074974,
0.04052744805812836,
0.006989093031734228,
-0.011232324875891209,
0.02974388748407364,
-0.114952951669693,
0.013772690668702126,
0.0785454586148262,
-0.09550049155950546,
-0.05510134622454643,
0.15044572949409485,
0.028062207624316216,
-0.014561756514012814,
-0.02791779860854149,
-0.012366026639938354,
-0.03921971842646599,
1.0127197909730867e-33,
0.02682868205010891,
0.05420523136854172,
-0.041417136788368225,
-0.058702729642391205,
-0.04265512898564339,
-0.028759388253092766,
0.028547996655106544,
0.08826608210802078,
-0.025404157117009163,
0.035283640027046204,
0.008199012838304043,
-0.0493299774825573,
0.04287745803594589,
-0.0524771548807621,
-0.02667146548628807,
-0.06540572643280029,
-0.01897696778178215,
0.0809592679142952,
-0.0017906362190842628,
0.052111584693193436,
-0.04622891917824745,
0.0047791763208806515,
-0.06643661856651306,
0.10904175043106079,
-0.12905888259410858,
-0.03931710869073868,
0.01545274630188942,
0.08450033515691757,
0.0030940338037908077,
-0.02034011483192444,
0.030538680031895638,
0.02985149435698986,
-0.000196479944861494,
-0.10123269259929657,
0.0990898460149765,
-0.0031324897427111864,
0.008307691663503647,
0.14328345656394958,
0.09211121499538422,
-0.042811617255210876,
0.0539826974272728,
-0.0128468107432127,
0.009147830307483673,
0.02841058187186718,
-0.03716960549354553,
-0.02173807844519615,
-0.10761219263076782,
-0.002673711162060499,
0.04126308858394623,
-0.06708193570375443,
0.049683358520269394,
-0.06235646456480026,
-0.01789567433297634,
0.06163493171334267,
0.01753663644194603,
0.05631023272871971,
0.08076779544353485,
0.04968181252479553,
0.04285595566034317,
-0.06894204020500183,
0.01623441092669964,
-0.11866454035043716,
0.1081124097108841,
-0.05468493327498436,
-0.03190616890788078,
-0.006353726610541344,
-0.013945397920906544,
0.0547620989382267,
-0.06962648034095764,
0.05395917594432831,
0.019090309739112854,
0.050976887345314026,
0.08323285728693008,
-0.09941032528877258,
0.14114585518836975,
0.02959422767162323,
-0.02858436107635498,
0.03285781294107437,
0.0012990044197067618,
-0.03706280142068863,
0.013741329312324524,
-0.005399596877396107,
-0.03399265930056572,
-0.02979576401412487,
-0.07262791693210602,
-0.023772023618221283,
0.010015330277383327,
0.021913640201091766,
-0.00181028142105788,
0.04090956598520279,
0.04330907762050629,
-0.11805885285139084,
0.008826467208564281,
-0.058220114558935165,
-0.030674761161208153,
-2.6737245327536727e-33,
0.11052056401968002,
-0.0039304569363594055,
0.08642339706420898,
0.002802775939926505,
0.0658019632101059,
0.028744960203766823,
0.09556421637535095,
0.04453124850988388,
-0.03497140854597092,
0.05156666040420532,
0.15002396702766418,
-0.01505238376557827,
0.010473242029547691,
-0.06759574264287949,
0.011184616945683956,
0.009832755662500858,
0.0226833987981081,
-0.038449063897132874,
0.043927568942308426,
-0.028555963188409805,
-0.056988250464200974,
-0.004786986391991377,
0.019916601479053497,
0.019925635308027267,
-0.03902580961585045,
0.024449579417705536,
0.01666325144469738,
0.0033696377649903297,
0.0186360664665699,
0.027011802420020103,
0.02004689909517765,
-0.01854788139462471,
0.011380084790289402,
0.06138325855135918,
-0.02151833474636078,
0.02419380471110344,
-0.013377439230680466,
-0.10991907119750977,
-0.07275812327861786,
0.01783386990427971,
0.050015099346637726,
0.03557616099715233,
0.025423254817724228,
0.06385490298271179,
0.026010451838374138,
0.049990568310022354,
-0.038020312786102295,
-0.1088142916560173,
-0.006660390645265579,
-0.03932324796915054,
0.03344593942165375,
0.05722815543413162,
-0.010765082202851772,
-0.027185996994376183,
-0.02373812347650528,
0.03835053741931915,
-0.04225512593984604,
0.019599957391619682,
0.0011624746257439256,
0.06249392032623291,
-0.03572813421487808,
0.005751796066761017,
0.023105133324861526,
-0.027494745329022408,
-0.015409138053655624,
-0.023094044998288155,
-0.067582868039608,
0.052769169211387634,
0.07116194069385529,
0.04035773128271103,
0.003230518661439419,
0.07325867563486099,
0.004826118238270283,
0.0009867869084700942,
0.00987247098237276,
0.03642788529396057,
0.024363480508327484,
-0.026039505377411842,
-0.10007773339748383,
0.008237852714955807,
0.038682419806718826,
0.060163434594869614,
-0.05977834016084671,
-0.02427341602742672,
0.0268020648509264,
-0.08497943729162216,
0.04266282171010971,
0.04617951065301895,
-0.07088656723499298,
0.01371176540851593,
-0.013679301366209984,
-0.03740289434790611,
-0.02961740456521511,
0.03828614950180054,
0.13193246722221375,
-4.692384791837867e-8,
-0.08938232809305191,
-0.025554537773132324,
-0.04167197272181511,
0.1080937460064888,
-0.0648835226893425,
0.014662892557680607,
-0.08454833179712296,
0.05256746709346771,
0.05337681993842125,
-0.07246822863817215,
-0.007003927603363991,
0.0036211053375154734,
0.0029946141876280308,
0.08228927105665207,
0.038367725908756256,
-0.053432878106832504,
-0.05402987077832222,
-0.04276680201292038,
0.04098537191748619,
-0.03694769740104675,
0.03856503590941429,
-0.03320883959531784,
-0.004340332932770252,
-0.012064356356859207,
0.002453443594276905,
0.06329216808080673,
-0.0591733455657959,
-0.047530513256788254,
0.02061862125992775,
-0.044356219470500946,
-0.02054055593907833,
-0.001345182303339243,
0.012541115283966064,
0.02090551145374775,
0.0375431589782238,
0.007844607345759869,
-0.11378759890794754,
-0.009106622077524662,
-0.03223377466201782,
-0.06445043534040451,
0.09294509142637253,
0.042585086077451706,
-0.07676143944263458,
0.06382700800895691,
-0.052549585700035095,
-0.06884852051734924,
0.01779025048017502,
0.01833212561905384,
-0.027200335636734962,
0.025097720324993134,
-0.02335439994931221,
0.04534478113055229,
-0.06507384032011032,
-0.08973193168640137,
-0.0030085390899330378,
-0.01857728138566017,
-0.10653914511203766,
0.1008932963013649,
-0.07636580616235733,
0.028730569407343864,
0.047248098999261856,
-0.045561473816633224,
0.03031834587454796,
-0.02795911580324173
] | null | null | null | null | null | null | null |
[
-0.006946672685444355,
-0.029367322102189064,
0.013838532380759716,
0.02359854429960251,
-0.04065104201436043,
-0.08240798860788345,
0.010091411881148815,
-0.062283724546432495,
-0.07479565590620041,
0.013720830902457237,
-0.06279989331960678,
0.03137378394603729,
-0.017377780750393867,
-0.09258317202329636,
0.012639335356652737,
0.03814449533820152,
0.027646664530038834,
0.0009647199767641723,
0.015955979004502296,
0.012310193851590157,
0.09965839236974716,
-0.10929789394140244,
-0.0037220565136522055,
-0.042184069752693176,
-0.005649122409522533,
-0.016421297565102577,
-0.09094987064599991,
0.03453964740037918,
-0.003569682827219367,
0.0021305130794644356,
0.012038562446832657,
-0.04295007139444351,
-0.07726746797561646,
0.013020518235862255,
-0.007572678383439779,
0.005909888539463282,
0.06911944597959518,
-0.007978423498570919,
-0.0417056530714035,
-0.0521075613796711,
0.058311160653829575,
-0.04687635973095894,
-0.03754102438688278,
0.054158274084329605,
-0.026635007932782173,
-0.04331972822546959,
-0.020675843581557274,
-0.003054592525586486,
-0.08941486477851868,
-0.001527870655991137,
-0.03732623904943466,
0.02791699580848217,
-0.0023243390023708344,
0.03457266092300415,
-0.03636147826910019,
0.05948219075798988,
-0.0020305810030549765,
0.11233536899089813,
-0.04286937788128853,
0.0018109147204086185,
-0.001251893350854516,
0.011905470862984657,
-0.09361809492111206,
-0.04273059964179993,
0.056774914264678955,
-0.03170442581176758,
0.0022493519354611635,
-0.028109055012464523,
-0.009796930477023125,
-0.006090483162552118,
0.008001741021871567,
-0.0007985809934325516,
0.08100154250860214,
0.06149724870920181,
-0.005840947385877371,
-0.06368201971054077,
0.03542008623480797,
0.01555431168526411,
-0.03507174178957939,
0.04883842170238495,
0.07342536002397537,
-0.011687097139656544,
0.024414747953414917,
0.017023732885718346,
-0.0633411556482315,
-0.015678120777010918,
0.041776321828365326,
0.0020375866442918777,
-0.01984805054962635,
-0.024957865476608276,
0.022895783185958862,
0.027446771040558815,
0.0005344871897250414,
-0.03595352545380592,
0.038350969552993774,
0.0723152905702591,
0.024002261459827423,
-0.030121294781565666,
0.037940364331007004,
-0.02675820142030716,
0.05664220079779625,
-0.08393479883670807,
0.04437066987156868,
0.019037622958421707,
-0.09713427722454071,
0.04270625486969948,
0.032425761222839355,
0.010107864625751972,
-0.07934210449457169,
-0.0029312511906027794,
-0.006413063034415245,
0.023988937959074974,
0.04052744805812836,
0.006989093031734228,
-0.011232324875891209,
0.02974388748407364,
-0.114952951669693,
0.013772690668702126,
0.0785454586148262,
-0.09550049155950546,
-0.05510134622454643,
0.15044572949409485,
0.028062207624316216,
-0.014561756514012814,
-0.02791779860854149,
-0.012366026639938354,
-0.03921971842646599,
1.0127197909730867e-33,
0.02682868205010891,
0.05420523136854172,
-0.041417136788368225,
-0.058702729642391205,
-0.04265512898564339,
-0.028759388253092766,
0.028547996655106544,
0.08826608210802078,
-0.025404157117009163,
0.035283640027046204,
0.008199012838304043,
-0.0493299774825573,
0.04287745803594589,
-0.0524771548807621,
-0.02667146548628807,
-0.06540572643280029,
-0.01897696778178215,
0.0809592679142952,
-0.0017906362190842628,
0.052111584693193436,
-0.04622891917824745,
0.0047791763208806515,
-0.06643661856651306,
0.10904175043106079,
-0.12905888259410858,
-0.03931710869073868,
0.01545274630188942,
0.08450033515691757,
0.0030940338037908077,
-0.02034011483192444,
0.030538680031895638,
0.02985149435698986,
-0.000196479944861494,
-0.10123269259929657,
0.0990898460149765,
-0.0031324897427111864,
0.008307691663503647,
0.14328345656394958,
0.09211121499538422,
-0.042811617255210876,
0.0539826974272728,
-0.0128468107432127,
0.009147830307483673,
0.02841058187186718,
-0.03716960549354553,
-0.02173807844519615,
-0.10761219263076782,
-0.002673711162060499,
0.04126308858394623,
-0.06708193570375443,
0.049683358520269394,
-0.06235646456480026,
-0.01789567433297634,
0.06163493171334267,
0.01753663644194603,
0.05631023272871971,
0.08076779544353485,
0.04968181252479553,
0.04285595566034317,
-0.06894204020500183,
0.01623441092669964,
-0.11866454035043716,
0.1081124097108841,
-0.05468493327498436,
-0.03190616890788078,
-0.006353726610541344,
-0.013945397920906544,
0.0547620989382267,
-0.06962648034095764,
0.05395917594432831,
0.019090309739112854,
0.050976887345314026,
0.08323285728693008,
-0.09941032528877258,
0.14114585518836975,
0.02959422767162323,
-0.02858436107635498,
0.03285781294107437,
0.0012990044197067618,
-0.03706280142068863,
0.013741329312324524,
-0.005399596877396107,
-0.03399265930056572,
-0.02979576401412487,
-0.07262791693210602,
-0.023772023618221283,
0.010015330277383327,
0.021913640201091766,
-0.00181028142105788,
0.04090956598520279,
0.04330907762050629,
-0.11805885285139084,
0.008826467208564281,
-0.058220114558935165,
-0.030674761161208153,
-2.6737245327536727e-33,
0.11052056401968002,
-0.0039304569363594055,
0.08642339706420898,
0.002802775939926505,
0.0658019632101059,
0.028744960203766823,
0.09556421637535095,
0.04453124850988388,
-0.03497140854597092,
0.05156666040420532,
0.15002396702766418,
-0.01505238376557827,
0.010473242029547691,
-0.06759574264287949,
0.011184616945683956,
0.009832755662500858,
0.0226833987981081,
-0.038449063897132874,
0.043927568942308426,
-0.028555963188409805,
-0.056988250464200974,
-0.004786986391991377,
0.019916601479053497,
0.019925635308027267,
-0.03902580961585045,
0.024449579417705536,
0.01666325144469738,
0.0033696377649903297,
0.0186360664665699,
0.027011802420020103,
0.02004689909517765,
-0.01854788139462471,
0.011380084790289402,
0.06138325855135918,
-0.02151833474636078,
0.02419380471110344,
-0.013377439230680466,
-0.10991907119750977,
-0.07275812327861786,
0.01783386990427971,
0.050015099346637726,
0.03557616099715233,
0.025423254817724228,
0.06385490298271179,
0.026010451838374138,
0.049990568310022354,
-0.038020312786102295,
-0.1088142916560173,
-0.006660390645265579,
-0.03932324796915054,
0.03344593942165375,
0.05722815543413162,
-0.010765082202851772,
-0.027185996994376183,
-0.02373812347650528,
0.03835053741931915,
-0.04225512593984604,
0.019599957391619682,
0.0011624746257439256,
0.06249392032623291,
-0.03572813421487808,
0.005751796066761017,
0.023105133324861526,
-0.027494745329022408,
-0.015409138053655624,
-0.023094044998288155,
-0.067582868039608,
0.052769169211387634,
0.07116194069385529,
0.04035773128271103,
0.003230518661439419,
0.07325867563486099,
0.004826118238270283,
0.0009867869084700942,
0.00987247098237276,
0.03642788529396057,
0.024363480508327484,
-0.026039505377411842,
-0.10007773339748383,
0.008237852714955807,
0.038682419806718826,
0.060163434594869614,
-0.05977834016084671,
-0.02427341602742672,
0.0268020648509264,
-0.08497943729162216,
0.04266282171010971,
0.04617951065301895,
-0.07088656723499298,
0.01371176540851593,
-0.013679301366209984,
-0.03740289434790611,
-0.02961740456521511,
0.03828614950180054,
0.13193246722221375,
-4.692384791837867e-8,
-0.08938232809305191,
-0.025554537773132324,
-0.04167197272181511,
0.1080937460064888,
-0.0648835226893425,
0.014662892557680607,
-0.08454833179712296,
0.05256746709346771,
0.05337681993842125,
-0.07246822863817215,
-0.007003927603363991,
0.0036211053375154734,
0.0029946141876280308,
0.08228927105665207,
0.038367725908756256,
-0.053432878106832504,
-0.05402987077832222,
-0.04276680201292038,
0.04098537191748619,
-0.03694769740104675,
0.03856503590941429,
-0.03320883959531784,
-0.004340332932770252,
-0.012064356356859207,
0.002453443594276905,
0.06329216808080673,
-0.0591733455657959,
-0.047530513256788254,
0.02061862125992775,
-0.044356219470500946,
-0.02054055593907833,
-0.001345182303339243,
0.012541115283966064,
0.02090551145374775,
0.0375431589782238,
0.007844607345759869,
-0.11378759890794754,
-0.009106622077524662,
-0.03223377466201782,
-0.06445043534040451,
0.09294509142637253,
0.042585086077451706,
-0.07676143944263458,
0.06382700800895691,
-0.052549585700035095,
-0.06884852051734924,
0.01779025048017502,
0.01833212561905384,
-0.027200335636734962,
0.025097720324993134,
-0.02335439994931221,
0.04534478113055229,
-0.06507384032011032,
-0.08973193168640137,
-0.0030085390899330378,
-0.01857728138566017,
-0.10653914511203766,
0.1008932963013649,
-0.07636580616235733,
0.028730569407343864,
0.047248098999261856,
-0.045561473816633224,
0.03031834587454796,
-0.02795911580324173
] |
1402.5301
|
Andreas Skyman
|
Andreas Skyman, Hans Nordman, Daniel Tegnered
|
Gyrokinetic modelling of stationary electron and impurity profiles in
tokamaks
|
18 pages, 10 figures, submitted to Physics of Plasmas
| null |
10.1063/1.4894739
| null |
physics.plasm-ph
|
http://creativecommons.org/licenses/by/3.0/
|
Particle transport due to Ion Temperature Gradient/Trapped Electron (ITG/TE)
mode turbulence is investigated using the gyrokinetic code GENE. Both a reduced
quasilinear (QL) treatment and nonlinear (NL) simulations are performed for
typical tokamak parameters corresponding to ITG dominated turbulence.
A selfconsistent treatment is used, where the stationary local profiles are
calculated corresponding to zero particle flux simultaneously for electrons and
trace impurities. The scaling of the stationary profiles with magnetic shear,
safety factor, electron-to-ion temperature ratio, collisionality, toroidal
sheared rotation, triangularity, and elongation is investigated. In addition,
the effect of different main ion mass on the zero flux condition is discussed.
The electron density gradient can significantly affect the stationary
impurity profile scaling. It is therefore expected, that a selfconsistent
treatment will yield results more comparable to experimental results for
parameter scans where the stationary background density profile is sensitive.
This is shown to be the case in scans over magnetic shear, collisionality,
elongation, and temperature ratio, for which the simultaneous zero flux
electron and impurity profiles are calculated.
A slight asymmetry between hydrogen, deuterium and tritium with respect to
profile peaking is obtained, in particular for scans in collisionality and
temperature ratio.
|
[
{
"created": "Fri, 21 Feb 2014 14:29:28 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Skyman",
"Andreas",
""
],
[
"Nordman",
"Hans",
""
],
[
"Tegnered",
"Daniel",
""
]
] |
[
-0.05095851421356201,
0.030210724100470543,
0.0301054697483778,
0.021549448370933533,
-0.004984419792890549,
-0.017884856089949608,
-0.02483951859176159,
0.048568058758974075,
-0.042076222598552704,
-0.07876186072826385,
0.045456308871507645,
-0.09895001351833344,
-0.022423245012760162,
-0.054201140999794006,
0.002425986574962735,
-0.031387828290462494,
0.007421030197292566,
-0.034693874418735504,
-0.020575644448399544,
-0.01549601648002863,
-0.022245770320296288,
0.01899745501577854,
-0.05029381439089775,
-0.009177346713840961,
0.02899031527340412,
0.022256553173065186,
0.014052445068955421,
-0.02453370951116085,
-0.1030777171254158,
-0.040672291070222855,
0.08355149626731873,
0.051112450659275055,
-0.15956071019172668,
0.07074042409658432,
-0.03824678808450699,
-0.002213333733379841,
-0.02768169343471527,
0.014190401881933212,
-0.01834673248231411,
0.055192288011312485,
-0.02556729130446911,
0.031380925327539444,
-0.022899523377418518,
0.049523379653692245,
0.128604918718338,
0.015433704480528831,
0.05451046675443649,
-0.059696704149246216,
-0.045170750468969345,
0.0410941056907177,
-0.012061952613294125,
0.05234113335609436,
0.054204948246479034,
0.03422761708498001,
0.010408748872578144,
0.03903781622648239,
0.09376496821641922,
0.05360408127307892,
-0.020617280155420303,
-0.020809080451726913,
-0.003723285160958767,
-0.042507875710725784,
0.00001920433533086907,
0.008365999907255173,
0.009638864547014236,
-0.055015962570905685,
0.09584951400756836,
0.005916166584938765,
0.03278524801135063,
-0.014665528200566769,
-0.05342976376414299,
0.02404245361685753,
-0.052533071488142014,
-0.040257975459098816,
0.013510437682271004,
0.0376170389354229,
-0.01823003776371479,
0.005270001012831926,
0.037475407123565674,
-0.07394783943891525,
-0.04110695794224739,
0.002840266562998295,
0.04270745813846588,
-0.06522741913795471,
-0.06637811660766602,
0.06615188717842102,
0.006740662269294262,
-0.007998551242053509,
-0.0030622242484241724,
0.03118347004055977,
0.02280808612704277,
-0.01944541558623314,
-0.009312528185546398,
0.0791122168302536,
0.06164803355932236,
0.09266787767410278,
0.058424778282642365,
-0.010648385621607304,
0.0602545365691185,
-0.05691163241863251,
0.04968380182981491,
-0.04407907649874687,
-0.056094907224178314,
0.13759902119636536,
-0.0476519912481308,
0.028613388538360596,
0.13885527849197388,
0.012441106140613556,
-0.07712521404027939,
0.009545686654746532,
0.0015275857876986265,
0.04483932629227638,
0.029617736116051674,
-0.09226346760988235,
0.026734914630651474,
0.05754578858613968,
0.03629123046994209,
0.02960818074643612,
0.0011555542005226016,
0.04860899597406387,
0.03522396460175514,
-0.00048502316349186003,
0.047067586332559586,
0.10462983697652817,
-0.012891672551631927,
0.025048887357115746,
-0.031184611842036247,
5.229004785350553e-33,
0.04833469167351723,
-0.008028250187635422,
-0.02491716854274273,
0.007339671719819307,
-0.10395705699920654,
-0.030058378353714943,
0.021157873794436455,
-0.05099709704518318,
-0.08385541290044785,
0.03210248053073883,
-0.052136365324258804,
0.006677493918687105,
-0.06858383119106293,
0.009425563737750053,
-0.09854550659656525,
-0.02599087916314602,
-0.07262001186609268,
-0.01189129427075386,
-0.02561013773083687,
0.019238851964473724,
-0.010021848604083061,
-0.027742227539420128,
-0.02895459160208702,
-0.019892018288373947,
0.07794877886772156,
0.04171346127986908,
0.03439589589834213,
-0.03259562700986862,
-0.10588578879833221,
0.033605270087718964,
0.06519754230976105,
-0.0718599483370781,
-0.0195359755307436,
-0.015167245641350746,
0.009549821726977825,
0.013423009775578976,
-0.0938052088022232,
0.014858297072350979,
0.006838508881628513,
0.04603245481848717,
-0.014324628747999668,
-0.027377301827073097,
-0.061487965285778046,
0.018169356510043144,
-0.02075483836233616,
-0.018652668222784996,
0.0507659837603569,
-0.014968855306506157,
-0.0503644160926342,
-0.02120533585548401,
0.01058029942214489,
0.0360570102930069,
-0.012220006436109543,
-0.022000836208462715,
0.051159877330064774,
-0.002191594336181879,
0.10732941329479218,
-0.024970049038529396,
-0.005198701750487089,
0.08680036664009094,
-0.002225590869784355,
0.07326352596282959,
-0.004040084313601255,
0.0024761653039604425,
-0.0042289556004107,
0.015342331491410732,
0.017826812341809273,
0.03255806490778923,
0.04384759068489075,
-0.03307532146573067,
0.01287316344678402,
-0.002061100210994482,
0.037787359207868576,
-0.008764470927417278,
0.03439304977655411,
0.008298603817820549,
-0.01501794345676899,
0.04353717714548111,
-0.062273550778627396,
-0.0763624832034111,
-0.007462445646524429,
0.05034969747066498,
0.024058585986495018,
-0.009065238758921623,
-0.04471031203866005,
-0.052054982632398605,
-0.04800574854016304,
0.015460208058357239,
-0.04836535081267357,
-0.01924685575067997,
0.06317733228206635,
0.025235570967197418,
0.06086854264140129,
-0.029608992859721184,
-0.0584430918097496,
-5.5839078356989104e-33,
-0.02746930904686451,
0.0994771346449852,
-0.04374440014362335,
0.07026055455207825,
-0.0565241314470768,
0.07936406135559082,
0.07169676572084427,
0.05148869380354881,
0.04407118633389473,
-0.016655929386615753,
0.021995825693011284,
0.021139856427907944,
-0.06216669827699661,
-0.11152388155460358,
0.09653456509113312,
-0.01873205043375492,
-0.07491613179445267,
0.017957843840122223,
0.023003436625003815,
-0.016586406156420708,
0.07259412109851837,
-0.09017080813646317,
-0.01838933303952217,
-0.027591194957494736,
0.0029824047815054655,
-0.03250531479716301,
-0.05828360095620155,
-0.0366799421608448,
0.03377378731966019,
-0.006244760472327471,
0.03554883599281311,
0.015566043555736542,
0.014076538383960724,
-0.03493257984519005,
0.0631667897105217,
-0.01589977741241455,
-0.0851498618721962,
0.037885215133428574,
0.009731332771480083,
-0.09822212159633636,
-0.08283203840255737,
0.040772803127765656,
-0.021377097815275192,
-0.011028301902115345,
0.020176101475954056,
0.04055209085345268,
-0.007264929823577404,
-0.04196128249168396,
0.19976277649402618,
0.039826348423957825,
-0.003721183631569147,
-0.000409361207857728,
0.062110282480716705,
0.04441794380545616,
0.028713850304484367,
0.0779305025935173,
0.040126435458660126,
0.009959494695067406,
0.0039956942200660706,
-0.054065026342868805,
-0.005899650044739246,
-0.1208963692188263,
0.11620556563138962,
-0.07738278806209564,
-0.06816139072179794,
-0.08460119366645813,
0.008825579658150673,
0.056937914341688156,
-0.02333378978073597,
-0.01021075900644064,
0.04178384318947792,
-0.02683882974088192,
0.07275176793336868,
-0.05603038892149925,
-0.047917596995830536,
-0.05284455046057701,
0.07171417027711868,
-0.01714182458817959,
0.04871280491352081,
0.053983066231012344,
-0.01173624861985445,
0.10530087351799011,
-0.008310651406645775,
-0.04813532158732414,
0.14231784641742706,
-0.06711023300886154,
-0.01188977062702179,
-0.024164391681551933,
-0.037371985614299774,
-0.016995493322610855,
0.060621898621320724,
-0.057256247848272324,
0.0375070720911026,
-0.0793771743774414,
-0.05800565332174301,
-5.8253959878129535e-8,
0.05326462537050247,
-0.08668860793113708,
0.03134794533252716,
0.06282074749469757,
0.038670048117637634,
0.02297389693558216,
0.00304032233543694,
-0.00953104067593813,
0.02618507295846939,
0.03640974313020706,
0.06539518386125565,
0.039612263441085815,
0.007959610782563686,
-0.013918795622885227,
0.03358784317970276,
-0.03035420924425125,
-0.04011794552206993,
-0.016842270269989967,
-0.007417519576847553,
0.026714075356721878,
-0.0024727853015065193,
0.008491382002830505,
-0.14791332185268402,
-0.00400965241715312,
0.05555029958486557,
0.04425092786550522,
-0.0002724274236243218,
-0.02656354196369648,
0.08065460622310638,
-0.09931322932243347,
-0.09214884787797928,
-0.038973670452833176,
0.022771241143345833,
-0.0068906135857105255,
-0.08043286949396133,
0.01286082249134779,
-0.04029330238699913,
0.11264456808567047,
0.03363523259758949,
0.034282807260751724,
-0.033330462872982025,
-0.035585060715675354,
0.13717235624790192,
0.016201846301555634,
0.01259507518261671,
-0.00036098062992095947,
-0.06148574501276016,
-0.06470811367034912,
-0.06590057909488678,
0.012674159370362759,
0.05671409144997597,
-0.03576378896832466,
0.009611798450350761,
0.01581439934670925,
-0.044253308326005936,
0.07083884626626968,
-0.06499628722667694,
0.004003581590950489,
0.03046375699341297,
-0.03769185394048691,
0.006267547607421875,
-0.010998308658599854,
-0.08040951937437057,
-0.052924394607543945
] | null | null | null | null | null | null | null |
[
-0.05095851421356201,
0.030210724100470543,
0.0301054697483778,
0.021549448370933533,
-0.004984419792890549,
-0.017884856089949608,
-0.02483951859176159,
0.048568058758974075,
-0.042076222598552704,
-0.07876186072826385,
0.045456308871507645,
-0.09895001351833344,
-0.022423245012760162,
-0.054201140999794006,
0.002425986574962735,
-0.031387828290462494,
0.007421030197292566,
-0.034693874418735504,
-0.020575644448399544,
-0.01549601648002863,
-0.022245770320296288,
0.01899745501577854,
-0.05029381439089775,
-0.009177346713840961,
0.02899031527340412,
0.022256553173065186,
0.014052445068955421,
-0.02453370951116085,
-0.1030777171254158,
-0.040672291070222855,
0.08355149626731873,
0.051112450659275055,
-0.15956071019172668,
0.07074042409658432,
-0.03824678808450699,
-0.002213333733379841,
-0.02768169343471527,
0.014190401881933212,
-0.01834673248231411,
0.055192288011312485,
-0.02556729130446911,
0.031380925327539444,
-0.022899523377418518,
0.049523379653692245,
0.128604918718338,
0.015433704480528831,
0.05451046675443649,
-0.059696704149246216,
-0.045170750468969345,
0.0410941056907177,
-0.012061952613294125,
0.05234113335609436,
0.054204948246479034,
0.03422761708498001,
0.010408748872578144,
0.03903781622648239,
0.09376496821641922,
0.05360408127307892,
-0.020617280155420303,
-0.020809080451726913,
-0.003723285160958767,
-0.042507875710725784,
0.00001920433533086907,
0.008365999907255173,
0.009638864547014236,
-0.055015962570905685,
0.09584951400756836,
0.005916166584938765,
0.03278524801135063,
-0.014665528200566769,
-0.05342976376414299,
0.02404245361685753,
-0.052533071488142014,
-0.040257975459098816,
0.013510437682271004,
0.0376170389354229,
-0.01823003776371479,
0.005270001012831926,
0.037475407123565674,
-0.07394783943891525,
-0.04110695794224739,
0.002840266562998295,
0.04270745813846588,
-0.06522741913795471,
-0.06637811660766602,
0.06615188717842102,
0.006740662269294262,
-0.007998551242053509,
-0.0030622242484241724,
0.03118347004055977,
0.02280808612704277,
-0.01944541558623314,
-0.009312528185546398,
0.0791122168302536,
0.06164803355932236,
0.09266787767410278,
0.058424778282642365,
-0.010648385621607304,
0.0602545365691185,
-0.05691163241863251,
0.04968380182981491,
-0.04407907649874687,
-0.056094907224178314,
0.13759902119636536,
-0.0476519912481308,
0.028613388538360596,
0.13885527849197388,
0.012441106140613556,
-0.07712521404027939,
0.009545686654746532,
0.0015275857876986265,
0.04483932629227638,
0.029617736116051674,
-0.09226346760988235,
0.026734914630651474,
0.05754578858613968,
0.03629123046994209,
0.02960818074643612,
0.0011555542005226016,
0.04860899597406387,
0.03522396460175514,
-0.00048502316349186003,
0.047067586332559586,
0.10462983697652817,
-0.012891672551631927,
0.025048887357115746,
-0.031184611842036247,
5.229004785350553e-33,
0.04833469167351723,
-0.008028250187635422,
-0.02491716854274273,
0.007339671719819307,
-0.10395705699920654,
-0.030058378353714943,
0.021157873794436455,
-0.05099709704518318,
-0.08385541290044785,
0.03210248053073883,
-0.052136365324258804,
0.006677493918687105,
-0.06858383119106293,
0.009425563737750053,
-0.09854550659656525,
-0.02599087916314602,
-0.07262001186609268,
-0.01189129427075386,
-0.02561013773083687,
0.019238851964473724,
-0.010021848604083061,
-0.027742227539420128,
-0.02895459160208702,
-0.019892018288373947,
0.07794877886772156,
0.04171346127986908,
0.03439589589834213,
-0.03259562700986862,
-0.10588578879833221,
0.033605270087718964,
0.06519754230976105,
-0.0718599483370781,
-0.0195359755307436,
-0.015167245641350746,
0.009549821726977825,
0.013423009775578976,
-0.0938052088022232,
0.014858297072350979,
0.006838508881628513,
0.04603245481848717,
-0.014324628747999668,
-0.027377301827073097,
-0.061487965285778046,
0.018169356510043144,
-0.02075483836233616,
-0.018652668222784996,
0.0507659837603569,
-0.014968855306506157,
-0.0503644160926342,
-0.02120533585548401,
0.01058029942214489,
0.0360570102930069,
-0.012220006436109543,
-0.022000836208462715,
0.051159877330064774,
-0.002191594336181879,
0.10732941329479218,
-0.024970049038529396,
-0.005198701750487089,
0.08680036664009094,
-0.002225590869784355,
0.07326352596282959,
-0.004040084313601255,
0.0024761653039604425,
-0.0042289556004107,
0.015342331491410732,
0.017826812341809273,
0.03255806490778923,
0.04384759068489075,
-0.03307532146573067,
0.01287316344678402,
-0.002061100210994482,
0.037787359207868576,
-0.008764470927417278,
0.03439304977655411,
0.008298603817820549,
-0.01501794345676899,
0.04353717714548111,
-0.062273550778627396,
-0.0763624832034111,
-0.007462445646524429,
0.05034969747066498,
0.024058585986495018,
-0.009065238758921623,
-0.04471031203866005,
-0.052054982632398605,
-0.04800574854016304,
0.015460208058357239,
-0.04836535081267357,
-0.01924685575067997,
0.06317733228206635,
0.025235570967197418,
0.06086854264140129,
-0.029608992859721184,
-0.0584430918097496,
-5.5839078356989104e-33,
-0.02746930904686451,
0.0994771346449852,
-0.04374440014362335,
0.07026055455207825,
-0.0565241314470768,
0.07936406135559082,
0.07169676572084427,
0.05148869380354881,
0.04407118633389473,
-0.016655929386615753,
0.021995825693011284,
0.021139856427907944,
-0.06216669827699661,
-0.11152388155460358,
0.09653456509113312,
-0.01873205043375492,
-0.07491613179445267,
0.017957843840122223,
0.023003436625003815,
-0.016586406156420708,
0.07259412109851837,
-0.09017080813646317,
-0.01838933303952217,
-0.027591194957494736,
0.0029824047815054655,
-0.03250531479716301,
-0.05828360095620155,
-0.0366799421608448,
0.03377378731966019,
-0.006244760472327471,
0.03554883599281311,
0.015566043555736542,
0.014076538383960724,
-0.03493257984519005,
0.0631667897105217,
-0.01589977741241455,
-0.0851498618721962,
0.037885215133428574,
0.009731332771480083,
-0.09822212159633636,
-0.08283203840255737,
0.040772803127765656,
-0.021377097815275192,
-0.011028301902115345,
0.020176101475954056,
0.04055209085345268,
-0.007264929823577404,
-0.04196128249168396,
0.19976277649402618,
0.039826348423957825,
-0.003721183631569147,
-0.000409361207857728,
0.062110282480716705,
0.04441794380545616,
0.028713850304484367,
0.0779305025935173,
0.040126435458660126,
0.009959494695067406,
0.0039956942200660706,
-0.054065026342868805,
-0.005899650044739246,
-0.1208963692188263,
0.11620556563138962,
-0.07738278806209564,
-0.06816139072179794,
-0.08460119366645813,
0.008825579658150673,
0.056937914341688156,
-0.02333378978073597,
-0.01021075900644064,
0.04178384318947792,
-0.02683882974088192,
0.07275176793336868,
-0.05603038892149925,
-0.047917596995830536,
-0.05284455046057701,
0.07171417027711868,
-0.01714182458817959,
0.04871280491352081,
0.053983066231012344,
-0.01173624861985445,
0.10530087351799011,
-0.008310651406645775,
-0.04813532158732414,
0.14231784641742706,
-0.06711023300886154,
-0.01188977062702179,
-0.024164391681551933,
-0.037371985614299774,
-0.016995493322610855,
0.060621898621320724,
-0.057256247848272324,
0.0375070720911026,
-0.0793771743774414,
-0.05800565332174301,
-5.8253959878129535e-8,
0.05326462537050247,
-0.08668860793113708,
0.03134794533252716,
0.06282074749469757,
0.038670048117637634,
0.02297389693558216,
0.00304032233543694,
-0.00953104067593813,
0.02618507295846939,
0.03640974313020706,
0.06539518386125565,
0.039612263441085815,
0.007959610782563686,
-0.013918795622885227,
0.03358784317970276,
-0.03035420924425125,
-0.04011794552206993,
-0.016842270269989967,
-0.007417519576847553,
0.026714075356721878,
-0.0024727853015065193,
0.008491382002830505,
-0.14791332185268402,
-0.00400965241715312,
0.05555029958486557,
0.04425092786550522,
-0.0002724274236243218,
-0.02656354196369648,
0.08065460622310638,
-0.09931322932243347,
-0.09214884787797928,
-0.038973670452833176,
0.022771241143345833,
-0.0068906135857105255,
-0.08043286949396133,
0.01286082249134779,
-0.04029330238699913,
0.11264456808567047,
0.03363523259758949,
0.034282807260751724,
-0.033330462872982025,
-0.035585060715675354,
0.13717235624790192,
0.016201846301555634,
0.01259507518261671,
-0.00036098062992095947,
-0.06148574501276016,
-0.06470811367034912,
-0.06590057909488678,
0.012674159370362759,
0.05671409144997597,
-0.03576378896832466,
0.009611798450350761,
0.01581439934670925,
-0.044253308326005936,
0.07083884626626968,
-0.06499628722667694,
0.004003581590950489,
0.03046375699341297,
-0.03769185394048691,
0.006267547607421875,
-0.010998308658599854,
-0.08040951937437057,
-0.052924394607543945
] |
1402.5303
|
Andrew Winslow
|
Eli Fox-Epstein, Csaba T\'oth, and Andrew Winslow
|
Diffuse Reflection Radius in a Simple Polygon
| null | null | null | null |
cs.CG
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
It is shown that every simple polygon in general position with $n$ walls can
be illuminated from a single point light source $s$ after at most $\lfloor
(n-2)/4\rfloor$ diffuse reflections, and this bound is the best possible. A
point $s$ with this property can be computed in $O(n\log n)$ time. It is also
shown that the minimum number of diffuse reflections needed to illuminate a
given simple polygon from a single point can be approximated up to an additive
constant in polynomial time.
|
[
{
"created": "Fri, 21 Feb 2014 14:33:25 GMT",
"version": "v1"
},
{
"created": "Mon, 24 Feb 2014 18:33:16 GMT",
"version": "v2"
},
{
"created": "Sun, 17 May 2015 22:26:29 GMT",
"version": "v3"
}
] |
2015-05-19
|
[
[
"Fox-Epstein",
"Eli",
""
],
[
"Tóth",
"Csaba",
""
],
[
"Winslow",
"Andrew",
""
]
] |
[
0.05504361167550087,
0.02728085219860077,
0.06442789733409882,
0.023467157036066055,
0.026882600039243698,
-0.08585625141859055,
0.019328076392412186,
-0.013686118647456169,
0.0460578016936779,
0.0006572416750714183,
-0.08161681145429611,
-0.0035835434682667255,
0.0307783093303442,
-0.0305476076900959,
0.047330353409051895,
0.011432785540819168,
0.0753621757030487,
0.010562755167484283,
0.05201473832130432,
-0.01759262941777706,
0.07780938595533371,
-0.11895116418600082,
-0.05126861482858658,
-0.0666525810956955,
0.004991258028894663,
-0.05163095146417618,
0.04636765271425247,
-0.03630800172686577,
0.04859129711985588,
-0.013237467035651207,
0.049243323504924774,
0.029821889474987984,
0.03532051667571068,
-0.038565702736377716,
0.0038311907555907965,
-0.013210739940404892,
0.006334021687507629,
0.056819166988134384,
0.04716641828417778,
0.04991121217608452,
0.018957747146487236,
0.04069584980607033,
0.07034847140312195,
-0.015700973570346832,
-0.013191134668886662,
-0.016720451414585114,
0.0018885791068896651,
0.026424959301948547,
-0.05451371520757675,
-0.09999709576368332,
0.050184253603219986,
-0.02143952064216137,
-0.016924401745200157,
0.0002641279133968055,
-0.03291101008653641,
-0.015010645613074303,
-0.07365193963050842,
-0.08574005961418152,
0.018051883205771446,
-0.03528489172458649,
0.07628434151411057,
0.04880594462156296,
0.027978992089629173,
-0.06530366837978363,
-0.018611788749694824,
0.04299505427479744,
-0.028074409812688828,
-0.09186511486768723,
-0.04616287350654602,
0.01113327220082283,
-0.031401798129081726,
0.11314631253480911,
0.020714828744530678,
-0.047144923359155655,
-0.005793742369860411,
-0.07886060327291489,
-0.04549863561987877,
-0.052937768399715424,
-0.119352787733078,
-0.04745124280452728,
0.05498931556940079,
0.03213600441813469,
-0.016702095046639442,
0.03246672824025154,
-0.03793361410498619,
0.0194472037255764,
-0.0835476815700531,
0.10803952068090439,
0.016635648906230927,
0.04389405623078346,
-0.03646433725953102,
-0.03782537579536438,
-0.10003433376550674,
-0.012450997717678547,
-0.006674081552773714,
-0.04642675071954727,
0.024781882762908936,
-0.005653131753206253,
-0.025519615039229393,
0.013805866241455078,
0.00246807630173862,
-0.04258647561073303,
0.03934384137392044,
-0.07116197049617767,
-0.022780004888772964,
0.03539019450545311,
0.02996475249528885,
0.02093169279396534,
-0.04682585224509239,
0.03371322154998779,
0.025151919573545456,
-0.03196529671549797,
0.0014461235841736197,
0.0010029335971921682,
-0.01744958385825157,
-0.043204501271247864,
0.03241664916276932,
-0.011683749035000801,
0.0027798090595752,
0.050907235592603683,
0.041023653000593185,
0.014973440207540989,
0.05205518752336502,
0.08956997841596603,
0.05760285258293152,
-0.03281380981206894,
0.050148528069257736,
2.0790601241009167e-33,
0.014699974097311497,
0.07370071858167648,
-0.027045127004384995,
0.01525063905864954,
0.07745954394340515,
-0.035732023417949677,
0.12168582528829575,
-0.03441668674349785,
0.018082493916153908,
-0.00768754119053483,
-0.04346752539277077,
0.008654768578708172,
0.03701243922114372,
-0.011241387575864792,
0.10479104518890381,
0.013900225050747395,
0.12127379328012466,
0.05433235689997673,
-0.06666438281536102,
0.03539850562810898,
0.014904412440955639,
-0.016082726418972015,
0.0029742619954049587,
-0.014134182594716549,
-0.046346209943294525,
0.023715151473879814,
0.00835377722978592,
0.0006593626458197832,
-0.05573635920882225,
0.009987961500883102,
-0.025624694302678108,
0.02420274168252945,
0.02694813907146454,
0.11260940879583359,
0.00560731440782547,
-0.005348913371562958,
0.008153481408953667,
-0.008450058288872242,
0.015461951494216919,
-0.04426967352628708,
-0.024254171177744865,
0.0930991992354393,
0.08912886679172516,
-0.06825348734855652,
0.052261363714933395,
0.09412828087806702,
-0.06848002970218658,
0.0343191996216774,
-0.031444910913705826,
0.07968853414058685,
-0.0037986747920513153,
0.0381307378411293,
-0.12807805836200714,
-0.031534772366285324,
0.012153475545346737,
-0.020534047856926918,
-0.05946408957242966,
-0.029932238161563873,
0.015439383685588837,
0.078119657933712,
0.009403860196471214,
-0.014036781154572964,
-0.04720809683203697,
0.001215947326272726,
-0.06273212283849716,
-0.030508574098348618,
-0.04756643623113632,
0.02800777740776539,
-0.04669910669326782,
0.00441146083176136,
-0.018502045422792435,
-0.06630057841539383,
-0.01703629642724991,
-0.05676113814115524,
0.09132891148328781,
-0.014966455288231373,
0.019488288089632988,
-0.047366246581077576,
0.004256269428879023,
0.08675310015678406,
-0.05880551412701607,
0.025777926668524742,
-0.07218434661626816,
-0.11836078017950058,
0.013877850025892258,
0.0743795707821846,
0.030595650896430016,
0.05680673196911812,
-0.16150131821632385,
-0.1056855171918869,
-0.01199920754879713,
-0.01022428460419178,
0.0038862987421453,
0.0179966501891613,
-0.021735019981861115,
-3.8850793591287096e-33,
0.024411246180534363,
-0.055884141474962234,
0.03473406657576561,
0.03440094739198685,
0.02525508962571621,
0.010829932056367397,
-0.042918864637613297,
0.01949481852352619,
-0.04404265806078911,
0.07773295789957047,
-0.03463907912373543,
0.07963472604751587,
-0.012569443322718143,
0.01869015395641327,
-0.00979379191994667,
0.045646075159311295,
0.07135482132434845,
-0.0038295325357466936,
-0.04916748031973839,
0.006974034011363983,
-0.06263479590415955,
-0.010034057311713696,
-0.023619744926691055,
-0.016558369621634483,
-0.05028315261006355,
0.06297565251588821,
0.017472444102168083,
0.016216129064559937,
-0.053297609090805054,
0.010486314073204994,
-0.12104140222072601,
-0.008203036151826382,
-0.00475469371303916,
0.011867084540426731,
0.015014784410595894,
-0.006004740949720144,
0.012371464632451534,
-0.05668248236179352,
-0.03353987634181976,
0.046377722173929214,
0.05754070729017258,
-0.018436750397086143,
0.018726389855146408,
0.0017186327604576945,
-0.04635001718997955,
0.013453464955091476,
-0.06777506321668625,
-0.057008203119039536,
-0.06093041971325874,
-0.03973070904612541,
-0.025088585913181305,
-0.04838297516107559,
0.029235385358333588,
0.03460577875375748,
0.04709513485431671,
-0.003402233123779297,
-0.04871832951903343,
0.1652689278125763,
0.027839334681630135,
0.01746250130236149,
-0.03808128088712692,
0.05950525403022766,
-0.022293202579021454,
0.11383497714996338,
0.04898281767964363,
0.036934416741132736,
0.019724205136299133,
-0.05057654529809952,
-0.0680440291762352,
0.054418157786130905,
0.09934429824352264,
0.006877821870148182,
-0.07435139268636703,
0.03526100143790245,
-0.02766422927379608,
0.051246277987957,
0.02181900106370449,
0.00925498642027378,
-0.09721993654966354,
0.03901265189051628,
-0.0710349753499031,
-0.06218060478568077,
-0.06317862123250961,
-0.090296670794487,
0.020047038793563843,
-0.09474162757396698,
0.09111236780881882,
-0.08715370297431946,
-0.0257413387298584,
-0.01310789119452238,
0.034750960767269135,
0.03837527334690094,
0.06647085398435593,
-0.11790960282087326,
0.034290801733732224,
-4.2846846071142863e-8,
-0.07381433248519897,
-0.07001613825559616,
-0.04946884512901306,
-0.054196588695049286,
0.0005534591036848724,
-0.05534466356039047,
0.09427088499069214,
0.013448142446577549,
-0.07570507377386093,
-0.0405547060072422,
0.08601249009370804,
-0.06281920522451401,
0.03678581491112709,
0.1177876815199852,
0.00820310041308403,
0.009391305968165398,
0.003364773467183113,
-0.1150062158703804,
-0.0009140338515862823,
-0.005730572156608105,
-0.07463231682777405,
0.017435379326343536,
0.02033017948269844,
-0.057501476258039474,
-0.027897408232092857,
0.033195123076438904,
0.009804661385715008,
-0.04865139350295067,
0.0715499073266983,
0.010244335979223251,
0.04868636652827263,
-0.007357166148722172,
0.03769756108522415,
-0.002411867491900921,
-0.011034340597689152,
0.05771615728735924,
-0.04594257101416588,
-0.05234270170331001,
-0.03873042017221451,
0.023500211536884308,
-0.060650892555713654,
-0.005443332251161337,
0.049503061920404434,
-0.03481719270348549,
0.11440025269985199,
0.03316879644989967,
-0.0029087436851114035,
-0.05491892620921135,
-0.11278259754180908,
-0.04104095697402954,
-0.008904322050511837,
0.005616130772978067,
-0.02473905123770237,
0.0058713736943900585,
-0.005758152808994055,
-0.025808729231357574,
0.01515576709061861,
-0.04816222935914993,
0.0340646356344223,
0.0007651550113223493,
0.03484775871038437,
0.1195308268070221,
-0.03698781132698059,
0.02282242476940155
] | null | null | null | null | null | null | null |
[
0.05504361167550087,
0.02728085219860077,
0.06442789733409882,
0.023467157036066055,
0.026882600039243698,
-0.08585625141859055,
0.019328076392412186,
-0.013686118647456169,
0.0460578016936779,
0.0006572416750714183,
-0.08161681145429611,
-0.0035835434682667255,
0.0307783093303442,
-0.0305476076900959,
0.047330353409051895,
0.011432785540819168,
0.0753621757030487,
0.010562755167484283,
0.05201473832130432,
-0.01759262941777706,
0.07780938595533371,
-0.11895116418600082,
-0.05126861482858658,
-0.0666525810956955,
0.004991258028894663,
-0.05163095146417618,
0.04636765271425247,
-0.03630800172686577,
0.04859129711985588,
-0.013237467035651207,
0.049243323504924774,
0.029821889474987984,
0.03532051667571068,
-0.038565702736377716,
0.0038311907555907965,
-0.013210739940404892,
0.006334021687507629,
0.056819166988134384,
0.04716641828417778,
0.04991121217608452,
0.018957747146487236,
0.04069584980607033,
0.07034847140312195,
-0.015700973570346832,
-0.013191134668886662,
-0.016720451414585114,
0.0018885791068896651,
0.026424959301948547,
-0.05451371520757675,
-0.09999709576368332,
0.050184253603219986,
-0.02143952064216137,
-0.016924401745200157,
0.0002641279133968055,
-0.03291101008653641,
-0.015010645613074303,
-0.07365193963050842,
-0.08574005961418152,
0.018051883205771446,
-0.03528489172458649,
0.07628434151411057,
0.04880594462156296,
0.027978992089629173,
-0.06530366837978363,
-0.018611788749694824,
0.04299505427479744,
-0.028074409812688828,
-0.09186511486768723,
-0.04616287350654602,
0.01113327220082283,
-0.031401798129081726,
0.11314631253480911,
0.020714828744530678,
-0.047144923359155655,
-0.005793742369860411,
-0.07886060327291489,
-0.04549863561987877,
-0.052937768399715424,
-0.119352787733078,
-0.04745124280452728,
0.05498931556940079,
0.03213600441813469,
-0.016702095046639442,
0.03246672824025154,
-0.03793361410498619,
0.0194472037255764,
-0.0835476815700531,
0.10803952068090439,
0.016635648906230927,
0.04389405623078346,
-0.03646433725953102,
-0.03782537579536438,
-0.10003433376550674,
-0.012450997717678547,
-0.006674081552773714,
-0.04642675071954727,
0.024781882762908936,
-0.005653131753206253,
-0.025519615039229393,
0.013805866241455078,
0.00246807630173862,
-0.04258647561073303,
0.03934384137392044,
-0.07116197049617767,
-0.022780004888772964,
0.03539019450545311,
0.02996475249528885,
0.02093169279396534,
-0.04682585224509239,
0.03371322154998779,
0.025151919573545456,
-0.03196529671549797,
0.0014461235841736197,
0.0010029335971921682,
-0.01744958385825157,
-0.043204501271247864,
0.03241664916276932,
-0.011683749035000801,
0.0027798090595752,
0.050907235592603683,
0.041023653000593185,
0.014973440207540989,
0.05205518752336502,
0.08956997841596603,
0.05760285258293152,
-0.03281380981206894,
0.050148528069257736,
2.0790601241009167e-33,
0.014699974097311497,
0.07370071858167648,
-0.027045127004384995,
0.01525063905864954,
0.07745954394340515,
-0.035732023417949677,
0.12168582528829575,
-0.03441668674349785,
0.018082493916153908,
-0.00768754119053483,
-0.04346752539277077,
0.008654768578708172,
0.03701243922114372,
-0.011241387575864792,
0.10479104518890381,
0.013900225050747395,
0.12127379328012466,
0.05433235689997673,
-0.06666438281536102,
0.03539850562810898,
0.014904412440955639,
-0.016082726418972015,
0.0029742619954049587,
-0.014134182594716549,
-0.046346209943294525,
0.023715151473879814,
0.00835377722978592,
0.0006593626458197832,
-0.05573635920882225,
0.009987961500883102,
-0.025624694302678108,
0.02420274168252945,
0.02694813907146454,
0.11260940879583359,
0.00560731440782547,
-0.005348913371562958,
0.008153481408953667,
-0.008450058288872242,
0.015461951494216919,
-0.04426967352628708,
-0.024254171177744865,
0.0930991992354393,
0.08912886679172516,
-0.06825348734855652,
0.052261363714933395,
0.09412828087806702,
-0.06848002970218658,
0.0343191996216774,
-0.031444910913705826,
0.07968853414058685,
-0.0037986747920513153,
0.0381307378411293,
-0.12807805836200714,
-0.031534772366285324,
0.012153475545346737,
-0.020534047856926918,
-0.05946408957242966,
-0.029932238161563873,
0.015439383685588837,
0.078119657933712,
0.009403860196471214,
-0.014036781154572964,
-0.04720809683203697,
0.001215947326272726,
-0.06273212283849716,
-0.030508574098348618,
-0.04756643623113632,
0.02800777740776539,
-0.04669910669326782,
0.00441146083176136,
-0.018502045422792435,
-0.06630057841539383,
-0.01703629642724991,
-0.05676113814115524,
0.09132891148328781,
-0.014966455288231373,
0.019488288089632988,
-0.047366246581077576,
0.004256269428879023,
0.08675310015678406,
-0.05880551412701607,
0.025777926668524742,
-0.07218434661626816,
-0.11836078017950058,
0.013877850025892258,
0.0743795707821846,
0.030595650896430016,
0.05680673196911812,
-0.16150131821632385,
-0.1056855171918869,
-0.01199920754879713,
-0.01022428460419178,
0.0038862987421453,
0.0179966501891613,
-0.021735019981861115,
-3.8850793591287096e-33,
0.024411246180534363,
-0.055884141474962234,
0.03473406657576561,
0.03440094739198685,
0.02525508962571621,
0.010829932056367397,
-0.042918864637613297,
0.01949481852352619,
-0.04404265806078911,
0.07773295789957047,
-0.03463907912373543,
0.07963472604751587,
-0.012569443322718143,
0.01869015395641327,
-0.00979379191994667,
0.045646075159311295,
0.07135482132434845,
-0.0038295325357466936,
-0.04916748031973839,
0.006974034011363983,
-0.06263479590415955,
-0.010034057311713696,
-0.023619744926691055,
-0.016558369621634483,
-0.05028315261006355,
0.06297565251588821,
0.017472444102168083,
0.016216129064559937,
-0.053297609090805054,
0.010486314073204994,
-0.12104140222072601,
-0.008203036151826382,
-0.00475469371303916,
0.011867084540426731,
0.015014784410595894,
-0.006004740949720144,
0.012371464632451534,
-0.05668248236179352,
-0.03353987634181976,
0.046377722173929214,
0.05754070729017258,
-0.018436750397086143,
0.018726389855146408,
0.0017186327604576945,
-0.04635001718997955,
0.013453464955091476,
-0.06777506321668625,
-0.057008203119039536,
-0.06093041971325874,
-0.03973070904612541,
-0.025088585913181305,
-0.04838297516107559,
0.029235385358333588,
0.03460577875375748,
0.04709513485431671,
-0.003402233123779297,
-0.04871832951903343,
0.1652689278125763,
0.027839334681630135,
0.01746250130236149,
-0.03808128088712692,
0.05950525403022766,
-0.022293202579021454,
0.11383497714996338,
0.04898281767964363,
0.036934416741132736,
0.019724205136299133,
-0.05057654529809952,
-0.0680440291762352,
0.054418157786130905,
0.09934429824352264,
0.006877821870148182,
-0.07435139268636703,
0.03526100143790245,
-0.02766422927379608,
0.051246277987957,
0.02181900106370449,
0.00925498642027378,
-0.09721993654966354,
0.03901265189051628,
-0.0710349753499031,
-0.06218060478568077,
-0.06317862123250961,
-0.090296670794487,
0.020047038793563843,
-0.09474162757396698,
0.09111236780881882,
-0.08715370297431946,
-0.0257413387298584,
-0.01310789119452238,
0.034750960767269135,
0.03837527334690094,
0.06647085398435593,
-0.11790960282087326,
0.034290801733732224,
-4.2846846071142863e-8,
-0.07381433248519897,
-0.07001613825559616,
-0.04946884512901306,
-0.054196588695049286,
0.0005534591036848724,
-0.05534466356039047,
0.09427088499069214,
0.013448142446577549,
-0.07570507377386093,
-0.0405547060072422,
0.08601249009370804,
-0.06281920522451401,
0.03678581491112709,
0.1177876815199852,
0.00820310041308403,
0.009391305968165398,
0.003364773467183113,
-0.1150062158703804,
-0.0009140338515862823,
-0.005730572156608105,
-0.07463231682777405,
0.017435379326343536,
0.02033017948269844,
-0.057501476258039474,
-0.027897408232092857,
0.033195123076438904,
0.009804661385715008,
-0.04865139350295067,
0.0715499073266983,
0.010244335979223251,
0.04868636652827263,
-0.007357166148722172,
0.03769756108522415,
-0.002411867491900921,
-0.011034340597689152,
0.05771615728735924,
-0.04594257101416588,
-0.05234270170331001,
-0.03873042017221451,
0.023500211536884308,
-0.060650892555713654,
-0.005443332251161337,
0.049503061920404434,
-0.03481719270348549,
0.11440025269985199,
0.03316879644989967,
-0.0029087436851114035,
-0.05491892620921135,
-0.11278259754180908,
-0.04104095697402954,
-0.008904322050511837,
0.005616130772978067,
-0.02473905123770237,
0.0058713736943900585,
-0.005758152808994055,
-0.025808729231357574,
0.01515576709061861,
-0.04816222935914993,
0.0340646356344223,
0.0007651550113223493,
0.03484775871038437,
0.1195308268070221,
-0.03698781132698059,
0.02282242476940155
] |
1402.5307
|
Joseph Cotter
|
Sandra Eibenberger, Xiaxi Cheng, J.P. Cotter, Markus Arndt
|
Absolute absorption cross sections from photon recoil in a matter-wave
interferometer
|
Four pages, three figures
|
Phys. Rev. Lett. 112, 250402 (2014)
|
10.1103/PhysRevLett.112.250402
| null |
quant-ph physics.atom-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We measure the absolute absorption cross section of molecules using a
matter-wave interferometer. A nanostructured density distribution is imprinted
onto a dilute molecular beam through quantum interference. As the beam crosses
the light field of a probe laser some molecules will absorb a single photon.
These absorption events impart a momentum recoil which shifts the position of
the molecule relative to the unperturbed beam. Averaging over the shifted and
unshifted components within the beam leads to a reduction of the fringe
visibility, enabling the absolute absorption cross section to be extracted with
high accuracy. This technique is independent of the molecular density, it is
minimally invasive and successfully eliminates all problems related to
photon-cycling, state-mixing, photo-bleaching, photo-induced heating,
fragmentation and ionization. It can therefore be extended to a wide variety of
neutral molecules, clusters and nanoparticles.
|
[
{
"created": "Fri, 21 Feb 2014 14:40:37 GMT",
"version": "v1"
},
{
"created": "Wed, 13 Aug 2014 10:06:27 GMT",
"version": "v2"
}
] |
2014-08-20
|
[
[
"Eibenberger",
"Sandra",
""
],
[
"Cheng",
"Xiaxi",
""
],
[
"Cotter",
"J. P.",
""
],
[
"Arndt",
"Markus",
""
]
] |
[
0.04628394544124603,
-0.056414633989334106,
-0.009840024635195732,
0.0694219097495079,
0.0632958859205246,
-0.08121836185455322,
0.07165706157684326,
-0.018527965992689133,
-0.0006399095291271806,
-0.017923813313245773,
0.016820838674902916,
-0.020624667406082153,
-0.01786569505929947,
-0.009684705175459385,
0.06671784073114395,
0.06409087777137756,
0.037664107978343964,
0.06763260811567307,
0.018869413062930107,
0.011559498496353626,
-0.02037508226931095,
-0.03501412272453308,
0.014109533280134201,
0.021539129316806793,
-0.05802155286073685,
0.04865363985300064,
0.015928080305457115,
-0.0047968230210244656,
0.01019122451543808,
0.01900552026927471,
0.06908366829156876,
-0.009531829506158829,
-0.0966951996088028,
0.019174011424183846,
0.059717535972595215,
-0.08857078850269318,
-0.003101455280557275,
0.0813957154750824,
0.0032863449305295944,
-0.11965770274400711,
0.03061317279934883,
0.01083359308540821,
-0.05916845053434372,
0.014853112399578094,
-0.013930278830230236,
0.002229004167020321,
0.02672029286623001,
0.002012570621445775,
0.034596994519233704,
-0.045118410140275955,
0.03621060773730278,
-0.016912207007408142,
-0.030538395047187805,
0.050604283809661865,
-0.05568351224064827,
0.05740872025489807,
-0.04936946928501129,
0.022599559277296066,
0.007752384524792433,
-0.007557902950793505,
-0.023273207247257233,
-0.017362743616104126,
-0.035660870373249054,
0.013025502674281597,
0.010670019313693047,
0.04168706387281418,
0.06506196409463882,
0.07119704782962799,
0.041433800011873245,
0.00275515578687191,
0.050624631345272064,
0.08201846480369568,
0.04834529012441635,
-0.006278908345848322,
0.01117074303328991,
-0.05097135901451111,
0.016040151938796043,
0.0671822726726532,
0.010650637559592724,
0.032427314668893814,
-0.0049149696715176105,
-0.033963531255722046,
0.07670793682336807,
0.03895089030265808,
0.004610726144164801,
0.048951249569654465,
0.05616145208477974,
0.052222274243831635,
-0.06906530261039734,
-0.030862538143992424,
-0.05616508424282074,
-0.03727341443300247,
-0.059886131435632706,
-0.03483004868030548,
-0.028616588562726974,
-0.03349114954471588,
0.07241932302713394,
-0.0718664601445198,
0.07037407904863358,
0.0262701828032732,
0.0310190599411726,
-0.0020292424596846104,
-0.06262251734733582,
-0.004241111688315868,
-0.06781356781721115,
-0.007670764345675707,
-0.016674624755978584,
0.045388638973236084,
0.006575853563845158,
0.06341520696878433,
0.012730535119771957,
0.027707356959581375,
0.0557289682328701,
-0.03558003157377243,
-0.022585120052099228,
0.030716711655259132,
0.04600802809000015,
0.06431365758180618,
0.0555354543030262,
-0.006257610861212015,
-0.06812179088592529,
0.007566412445157766,
-0.010126638226211071,
0.05331902578473091,
0.05299288034439087,
0.05424831807613373,
0.03973652794957161,
-8.648021940213334e-34,
0.020860204473137856,
-0.04435724392533302,
0.017475461587309837,
0.049793947488069534,
-0.02944347821176052,
-0.03726930171251297,
0.059822797775268555,
0.0017884231638163328,
-0.15137818455696106,
0.020554253831505775,
0.012132097035646439,
0.029630042612552643,
0.048913221806287766,
-0.017948823049664497,
0.057048432528972626,
0.011511505581438541,
-0.01051417738199234,
0.061358314007520676,
-0.007285139057785273,
0.02326143905520439,
-0.07065611332654953,
0.009216493926942348,
-0.03935430943965912,
0.049972131848335266,
-0.10180304199457169,
0.07734016329050064,
-0.013942796736955643,
0.01873105764389038,
0.04861292615532875,
0.010247370228171349,
-0.030536046251654625,
0.08789427578449249,
-0.02987087145447731,
-0.025077397003769875,
0.07915941625833511,
0.0077503519132733345,
-0.03175083547830582,
0.02493291348218918,
0.013156380504369736,
-0.04521867260336876,
-0.008234850130975246,
0.008170738816261292,
0.07298807799816132,
-0.06597404181957245,
-0.0073029883205890656,
0.015030279755592346,
-0.04802028089761734,
-0.07381456345319748,
-0.004424965009093285,
0.06003729999065399,
-0.02174142189323902,
-0.07561013847589493,
0.06714803725481033,
-0.041811518371105194,
-0.04720282554626465,
-0.05391146242618561,
0.025808729231357574,
-0.03893458470702171,
0.01564408652484417,
-0.054108332842588425,
-0.029106922447681427,
-0.046106260269880295,
0.04192105308175087,
0.060464926064014435,
-0.04022732749581337,
0.06990929692983627,
-0.1411781758069992,
0.03391703963279724,
-0.0047639221884310246,
0.06367626786231995,
-0.07376740872859955,
0.1020805761218071,
0.08150085806846619,
-0.06873030215501785,
0.060311660170555115,
0.0833720937371254,
-0.004193446598947048,
-0.001914616790600121,
0.09334417432546616,
0.05998389050364494,
0.056206028908491135,
-0.021451925858855247,
0.01758868806064129,
-0.10822971910238266,
-0.0898732841014862,
-0.05052292346954346,
-0.10425276309251785,
-0.05237080156803131,
-0.12612231075763702,
0.025353142991662025,
0.02490772120654583,
-0.03245071694254875,
0.03494638204574585,
-0.0337730310857296,
-0.12958908081054688,
-4.342086032460483e-34,
0.013548363000154495,
0.008310511708259583,
0.010110162198543549,
0.0991298109292984,
0.031148182228207588,
0.04703504964709282,
0.020189736038446426,
0.020391691476106644,
0.014352861791849136,
0.043016545474529266,
0.004924515727907419,
0.07405158877372742,
0.004622939042747021,
0.06019865721464157,
-0.09535161405801773,
0.028306804597377777,
0.033361777663230896,
0.014088992029428482,
0.11197114735841751,
-0.02425388991832733,
-0.00805707834661007,
0.004295582417398691,
0.09925765544176102,
0.036484185606241226,
0.028676167130470276,
0.021891726180911064,
0.06959418952465057,
-0.030024822801351547,
-0.006971694529056549,
-0.055537544190883636,
-0.01168074645102024,
-0.02216758206486702,
0.06041806936264038,
0.0023838814813643694,
-0.04573341831564903,
-0.010866304859519005,
0.018167460337281227,
-0.026021279394626617,
-0.06690788269042969,
-0.030474793165922165,
-0.005296679213643074,
-0.009157086722552776,
-0.1316187083721161,
0.0022093486040830612,
-0.023599829524755478,
0.08365826308727264,
-0.02003074623644352,
0.058928508311510086,
-0.03325944393873215,
-0.034738678485155106,
-0.07264227420091629,
0.04518764093518257,
-0.007355544250458479,
0.05325573310256004,
0.008400768041610718,
0.038129985332489014,
0.009897529147565365,
0.0344109982252121,
0.038916803896427155,
0.07090895622968674,
-0.002956303069368005,
-0.036605704575777054,
-0.0361921526491642,
-0.05247732624411583,
-0.024475200101733208,
-0.028983859345316887,
0.0366767980158329,
0.034700412303209305,
0.0018135829595848918,
-0.06088117137551308,
-0.010508242063224316,
-0.006403653882443905,
0.07212583720684052,
0.01444779708981514,
0.030209822580218315,
0.02455892600119114,
0.13591520488262177,
-0.12706542015075684,
-0.07857786864042282,
0.050950709730386734,
-0.03370547294616699,
-0.044637564569711685,
-0.035067882388830185,
0.010428653098642826,
0.05429299175739288,
0.05862463638186455,
-0.07043243944644928,
-0.07738664746284485,
-0.11175041645765305,
-0.06250559538602829,
-0.021793672814965248,
0.03719569742679596,
0.07157763838768005,
-0.08605129271745682,
0.08704262226819992,
-4.5798895342841206e-8,
0.1304381936788559,
-0.0645909532904625,
-0.044162288308143616,
-0.06692543625831604,
-0.03121579810976982,
0.008981907740235329,
0.00799841433763504,
0.005974096246063709,
-0.10777748376131058,
-0.05305178835988045,
0.051253996789455414,
-0.09616949409246445,
-0.05778652802109718,
-0.014067071489989758,
0.06578192859888077,
-0.010321667417883873,
-0.013236790895462036,
-0.09236165136098862,
-0.09282059967517853,
0.011955193243920803,
-0.06818381696939468,
-0.000034011776733677834,
0.006634566932916641,
-0.04917937517166138,
0.011590231209993362,
-0.016459442675113678,
0.0030808201991021633,
-0.007960722781717777,
0.012847467325627804,
-0.05394972115755081,
-0.019142840057611465,
0.006451385095715523,
0.04278307035565376,
0.12263333052396774,
-0.09339282661676407,
0.0383877269923687,
-0.04361603781580925,
0.04468974843621254,
-0.06405340135097504,
0.04115626960992813,
-0.01873168721795082,
0.026463357731699944,
-0.05766383558511734,
0.04782281816005707,
-0.013545295223593712,
0.02544010616838932,
0.04786058887839317,
0.06735236197710037,
-0.04130164161324501,
0.01949325017631054,
0.03964058309793472,
0.02072906866669655,
-0.007645637262612581,
0.02736734412610531,
-0.03705941513180733,
-0.047981228679418564,
-0.08783437311649323,
-0.03550630062818527,
0.006904205307364464,
0.021338701248168945,
0.05822822079062462,
-0.10707565397024155,
-0.06849841773509979,
-0.0003436810802668333
] | null | null | null | null | null | null | null |
[
0.04628394544124603,
-0.056414633989334106,
-0.009840024635195732,
0.0694219097495079,
0.0632958859205246,
-0.08121836185455322,
0.07165706157684326,
-0.018527965992689133,
-0.0006399095291271806,
-0.017923813313245773,
0.016820838674902916,
-0.020624667406082153,
-0.01786569505929947,
-0.009684705175459385,
0.06671784073114395,
0.06409087777137756,
0.037664107978343964,
0.06763260811567307,
0.018869413062930107,
0.011559498496353626,
-0.02037508226931095,
-0.03501412272453308,
0.014109533280134201,
0.021539129316806793,
-0.05802155286073685,
0.04865363985300064,
0.015928080305457115,
-0.0047968230210244656,
0.01019122451543808,
0.01900552026927471,
0.06908366829156876,
-0.009531829506158829,
-0.0966951996088028,
0.019174011424183846,
0.059717535972595215,
-0.08857078850269318,
-0.003101455280557275,
0.0813957154750824,
0.0032863449305295944,
-0.11965770274400711,
0.03061317279934883,
0.01083359308540821,
-0.05916845053434372,
0.014853112399578094,
-0.013930278830230236,
0.002229004167020321,
0.02672029286623001,
0.002012570621445775,
0.034596994519233704,
-0.045118410140275955,
0.03621060773730278,
-0.016912207007408142,
-0.030538395047187805,
0.050604283809661865,
-0.05568351224064827,
0.05740872025489807,
-0.04936946928501129,
0.022599559277296066,
0.007752384524792433,
-0.007557902950793505,
-0.023273207247257233,
-0.017362743616104126,
-0.035660870373249054,
0.013025502674281597,
0.010670019313693047,
0.04168706387281418,
0.06506196409463882,
0.07119704782962799,
0.041433800011873245,
0.00275515578687191,
0.050624631345272064,
0.08201846480369568,
0.04834529012441635,
-0.006278908345848322,
0.01117074303328991,
-0.05097135901451111,
0.016040151938796043,
0.0671822726726532,
0.010650637559592724,
0.032427314668893814,
-0.0049149696715176105,
-0.033963531255722046,
0.07670793682336807,
0.03895089030265808,
0.004610726144164801,
0.048951249569654465,
0.05616145208477974,
0.052222274243831635,
-0.06906530261039734,
-0.030862538143992424,
-0.05616508424282074,
-0.03727341443300247,
-0.059886131435632706,
-0.03483004868030548,
-0.028616588562726974,
-0.03349114954471588,
0.07241932302713394,
-0.0718664601445198,
0.07037407904863358,
0.0262701828032732,
0.0310190599411726,
-0.0020292424596846104,
-0.06262251734733582,
-0.004241111688315868,
-0.06781356781721115,
-0.007670764345675707,
-0.016674624755978584,
0.045388638973236084,
0.006575853563845158,
0.06341520696878433,
0.012730535119771957,
0.027707356959581375,
0.0557289682328701,
-0.03558003157377243,
-0.022585120052099228,
0.030716711655259132,
0.04600802809000015,
0.06431365758180618,
0.0555354543030262,
-0.006257610861212015,
-0.06812179088592529,
0.007566412445157766,
-0.010126638226211071,
0.05331902578473091,
0.05299288034439087,
0.05424831807613373,
0.03973652794957161,
-8.648021940213334e-34,
0.020860204473137856,
-0.04435724392533302,
0.017475461587309837,
0.049793947488069534,
-0.02944347821176052,
-0.03726930171251297,
0.059822797775268555,
0.0017884231638163328,
-0.15137818455696106,
0.020554253831505775,
0.012132097035646439,
0.029630042612552643,
0.048913221806287766,
-0.017948823049664497,
0.057048432528972626,
0.011511505581438541,
-0.01051417738199234,
0.061358314007520676,
-0.007285139057785273,
0.02326143905520439,
-0.07065611332654953,
0.009216493926942348,
-0.03935430943965912,
0.049972131848335266,
-0.10180304199457169,
0.07734016329050064,
-0.013942796736955643,
0.01873105764389038,
0.04861292615532875,
0.010247370228171349,
-0.030536046251654625,
0.08789427578449249,
-0.02987087145447731,
-0.025077397003769875,
0.07915941625833511,
0.0077503519132733345,
-0.03175083547830582,
0.02493291348218918,
0.013156380504369736,
-0.04521867260336876,
-0.008234850130975246,
0.008170738816261292,
0.07298807799816132,
-0.06597404181957245,
-0.0073029883205890656,
0.015030279755592346,
-0.04802028089761734,
-0.07381456345319748,
-0.004424965009093285,
0.06003729999065399,
-0.02174142189323902,
-0.07561013847589493,
0.06714803725481033,
-0.041811518371105194,
-0.04720282554626465,
-0.05391146242618561,
0.025808729231357574,
-0.03893458470702171,
0.01564408652484417,
-0.054108332842588425,
-0.029106922447681427,
-0.046106260269880295,
0.04192105308175087,
0.060464926064014435,
-0.04022732749581337,
0.06990929692983627,
-0.1411781758069992,
0.03391703963279724,
-0.0047639221884310246,
0.06367626786231995,
-0.07376740872859955,
0.1020805761218071,
0.08150085806846619,
-0.06873030215501785,
0.060311660170555115,
0.0833720937371254,
-0.004193446598947048,
-0.001914616790600121,
0.09334417432546616,
0.05998389050364494,
0.056206028908491135,
-0.021451925858855247,
0.01758868806064129,
-0.10822971910238266,
-0.0898732841014862,
-0.05052292346954346,
-0.10425276309251785,
-0.05237080156803131,
-0.12612231075763702,
0.025353142991662025,
0.02490772120654583,
-0.03245071694254875,
0.03494638204574585,
-0.0337730310857296,
-0.12958908081054688,
-4.342086032460483e-34,
0.013548363000154495,
0.008310511708259583,
0.010110162198543549,
0.0991298109292984,
0.031148182228207588,
0.04703504964709282,
0.020189736038446426,
0.020391691476106644,
0.014352861791849136,
0.043016545474529266,
0.004924515727907419,
0.07405158877372742,
0.004622939042747021,
0.06019865721464157,
-0.09535161405801773,
0.028306804597377777,
0.033361777663230896,
0.014088992029428482,
0.11197114735841751,
-0.02425388991832733,
-0.00805707834661007,
0.004295582417398691,
0.09925765544176102,
0.036484185606241226,
0.028676167130470276,
0.021891726180911064,
0.06959418952465057,
-0.030024822801351547,
-0.006971694529056549,
-0.055537544190883636,
-0.01168074645102024,
-0.02216758206486702,
0.06041806936264038,
0.0023838814813643694,
-0.04573341831564903,
-0.010866304859519005,
0.018167460337281227,
-0.026021279394626617,
-0.06690788269042969,
-0.030474793165922165,
-0.005296679213643074,
-0.009157086722552776,
-0.1316187083721161,
0.0022093486040830612,
-0.023599829524755478,
0.08365826308727264,
-0.02003074623644352,
0.058928508311510086,
-0.03325944393873215,
-0.034738678485155106,
-0.07264227420091629,
0.04518764093518257,
-0.007355544250458479,
0.05325573310256004,
0.008400768041610718,
0.038129985332489014,
0.009897529147565365,
0.0344109982252121,
0.038916803896427155,
0.07090895622968674,
-0.002956303069368005,
-0.036605704575777054,
-0.0361921526491642,
-0.05247732624411583,
-0.024475200101733208,
-0.028983859345316887,
0.0366767980158329,
0.034700412303209305,
0.0018135829595848918,
-0.06088117137551308,
-0.010508242063224316,
-0.006403653882443905,
0.07212583720684052,
0.01444779708981514,
0.030209822580218315,
0.02455892600119114,
0.13591520488262177,
-0.12706542015075684,
-0.07857786864042282,
0.050950709730386734,
-0.03370547294616699,
-0.044637564569711685,
-0.035067882388830185,
0.010428653098642826,
0.05429299175739288,
0.05862463638186455,
-0.07043243944644928,
-0.07738664746284485,
-0.11175041645765305,
-0.06250559538602829,
-0.021793672814965248,
0.03719569742679596,
0.07157763838768005,
-0.08605129271745682,
0.08704262226819992,
-4.5798895342841206e-8,
0.1304381936788559,
-0.0645909532904625,
-0.044162288308143616,
-0.06692543625831604,
-0.03121579810976982,
0.008981907740235329,
0.00799841433763504,
0.005974096246063709,
-0.10777748376131058,
-0.05305178835988045,
0.051253996789455414,
-0.09616949409246445,
-0.05778652802109718,
-0.014067071489989758,
0.06578192859888077,
-0.010321667417883873,
-0.013236790895462036,
-0.09236165136098862,
-0.09282059967517853,
0.011955193243920803,
-0.06818381696939468,
-0.000034011776733677834,
0.006634566932916641,
-0.04917937517166138,
0.011590231209993362,
-0.016459442675113678,
0.0030808201991021633,
-0.007960722781717777,
0.012847467325627804,
-0.05394972115755081,
-0.019142840057611465,
0.006451385095715523,
0.04278307035565376,
0.12263333052396774,
-0.09339282661676407,
0.0383877269923687,
-0.04361603781580925,
0.04468974843621254,
-0.06405340135097504,
0.04115626960992813,
-0.01873168721795082,
0.026463357731699944,
-0.05766383558511734,
0.04782281816005707,
-0.013545295223593712,
0.02544010616838932,
0.04786058887839317,
0.06735236197710037,
-0.04130164161324501,
0.01949325017631054,
0.03964058309793472,
0.02072906866669655,
-0.007645637262612581,
0.02736734412610531,
-0.03705941513180733,
-0.047981228679418564,
-0.08783437311649323,
-0.03550630062818527,
0.006904205307364464,
0.021338701248168945,
0.05822822079062462,
-0.10707565397024155,
-0.06849841773509979,
-0.0003436810802668333
] |
1402.5310
|
Donn Morrison
|
Donn Morrison
|
Toward automatic censorship detection in microblogs
|
13 pages. Updated with example cascades figure and typo fixes. To
appear at the International Workshop on Data Mining in Social Networks
(PAKDD-SocNet) 2014
| null | null | null |
cs.SI physics.soc-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Social media is an area where users often experience censorship through a
variety of means such as the restriction of search terms or active and
retroactive deletion of messages. In this paper we examine the feasibility of
automatically detecting censorship of microblogs. We use a network growing
model to simulate discussion over a microblog follow network and compare two
censorship strategies to simulate varying levels of message deletion. Using
topological features extracted from the resulting graphs, a classifier is
trained to detect whether or not a given communication graph has been censored.
The results show that censorship detection is feasible under empirically
measured levels of message deletion. The proposed framework can enable
automated censorship measurement and tracking, which, when combined with
aggregated citizen reports of censorship, can allow users to make informed
decisions about online communication habits.
|
[
{
"created": "Fri, 21 Feb 2014 14:47:20 GMT",
"version": "v1"
},
{
"created": "Thu, 27 Feb 2014 13:28:06 GMT",
"version": "v2"
}
] |
2014-02-28
|
[
[
"Morrison",
"Donn",
""
]
] |
[
-0.029162338003516197,
-0.10534016042947769,
-0.07600274682044983,
0.04893200471997261,
0.09457679092884064,
-0.04567335173487663,
0.019417954608798027,
-0.12371131032705307,
0.06192878633737564,
0.004360457882285118,
-0.00035232838126830757,
0.005828850902616978,
0.09904179722070694,
0.048226967453956604,
-0.035982027649879456,
0.0231761634349823,
0.012575031258165836,
0.008827856741845608,
-0.03517066314816475,
-0.0609605573117733,
0.06556949019432068,
0.0696595311164856,
0.02230473980307579,
0.012973503209650517,
0.04862850159406662,
-0.03218606114387512,
-0.03159673511981964,
0.0036441145930439234,
-0.007063602562993765,
0.04872828349471092,
0.038568947464227676,
-0.041578929871320724,
0.031129250302910805,
-0.0034732636995613575,
-0.015861589461565018,
-0.06765138357877731,
0.016163073480129242,
0.006704316008836031,
-0.01314008142799139,
-0.009251886047422886,
0.025485849007964134,
-0.03871249780058861,
0.017915941774845123,
0.00078189856139943,
0.022371895611286163,
0.06231899932026863,
-0.10782276839017868,
0.05107053741812706,
-0.09160781651735306,
0.00513198459520936,
0.010458078235387802,
-0.02297668159008026,
-0.006826724857091904,
0.06547121703624725,
-0.005114081781357527,
-0.07285376638174057,
-0.03974311053752899,
0.0013894138392060995,
0.007575979456305504,
-0.020196089521050453,
0.03565140813589096,
-0.10292018949985504,
-0.0014169843634590507,
-0.03220420330762863,
0.027714120224118233,
0.013015330769121647,
-0.025432957336306572,
0.08394428342580795,
0.03398331254720688,
0.07925164699554443,
-0.032766807824373245,
0.08139795064926147,
-0.0513816699385643,
0.11218027770519257,
0.022325675934553146,
0.03710713982582092,
0.02391025237739086,
0.006830953527241945,
-0.05044305697083473,
-0.015238462947309017,
-0.008832473307847977,
-0.063820980489254,
0.04269666597247124,
-0.0023172427900135517,
-0.05588263273239136,
-0.02523963712155819,
0.0015014271484687924,
-0.01912514679133892,
-0.033088527619838715,
0.08433571457862854,
0.006435992196202278,
0.10566094517707825,
0.06133076176047325,
0.0325210839509964,
-0.07448127865791321,
0.02982645109295845,
-0.0300338976085186,
-0.016991393640637398,
0.04410848394036293,
0.10082203149795532,
-0.0591789148747921,
-0.0007129515870474279,
0.02702292613685131,
-0.07179535180330276,
0.06260278075933456,
0.0803854838013649,
-0.009926526807248592,
0.023030197247862816,
0.008551174774765968,
0.051614221185445786,
-0.10424017161130905,
0.010428768582642078,
-0.04317105561494827,
-0.031673628836870193,
0.11826004087924957,
0.047031011432409286,
0.0965278223156929,
0.01921802945435047,
0.06312660872936249,
0.05065204203128815,
-0.006586897186934948,
-0.014751764014363289,
-0.014263439923524857,
-0.029840907081961632,
0.05851912125945091,
0.1132061630487442,
-0.03761574253439903,
1.3862847324957094e-33,
0.0629999116063118,
-0.03552505001425743,
-0.0596197135746479,
0.039488356560468674,
0.07125236839056015,
0.08514528721570969,
-0.06091516464948654,
0.007191214244812727,
0.015604137443006039,
-0.044835492968559265,
0.00853669922798872,
-0.014013970270752907,
0.05494283512234688,
0.0262269489467144,
0.05937084183096886,
-0.04815249145030975,
0.06030512973666191,
0.0077146971598267555,
0.04102032259106636,
-0.08381467312574387,
0.04418544843792915,
-0.02448263019323349,
0.05504932999610901,
0.02728666365146637,
0.006510849576443434,
-0.011278904974460602,
0.0449393130838871,
-0.07532299309968948,
0.02607567608356476,
0.019162509590387344,
-0.1344449520111084,
0.06597016751766205,
-0.007947620004415512,
-0.03251829743385315,
0.05884812772274017,
0.000048768579290481284,
-0.021490616723895073,
0.010113028809428215,
0.01163551490753889,
-0.03358965367078781,
-0.027364231646060944,
0.01873626373708248,
-0.095219187438488,
0.002228632103651762,
-0.03153681010007858,
0.09740805625915527,
-0.03420596942305565,
-0.08360091596841812,
-0.02206348441541195,
-0.07213696837425232,
0.12953326106071472,
-0.020874379202723503,
-0.014420890249311924,
-0.03198978304862976,
0.018787411972880363,
0.06429249793291092,
-0.006471885833889246,
-0.02576575055718422,
0.05047519877552986,
-0.05766242742538452,
0.048977915197610855,
0.02672513574361801,
0.05585157498717308,
-0.008837493136525154,
0.03519647195935249,
0.04101159796118736,
-0.029174406081438065,
0.05799946188926697,
-0.013290577568113804,
-0.05749250203371048,
0.04658545181155205,
0.015296385623514652,
-0.03048492781817913,
0.022219035774469376,
-0.09809684008359909,
0.027780527248978615,
-0.050708260387182236,
-0.02961091883480549,
0.009094493463635445,
-0.0028364546597003937,
0.08676823228597641,
-0.11250676959753036,
0.06963271647691727,
-0.07892381399869919,
-0.05890055373311043,
-0.10105045884847641,
0.0643320381641388,
0.04418147727847099,
0.0027937989216297865,
0.0004973695613443851,
-0.09516989439725876,
0.023680292069911957,
0.04902230575680733,
0.07302398234605789,
-0.010624713264405727,
-5.2918390909993315e-34,
-0.10259974747896194,
0.09533681720495224,
-0.044537704437971115,
0.052589695900678635,
-0.03854992613196373,
-0.0385410413146019,
-0.07457368075847626,
-0.006874093320220709,
0.004200119990855455,
-0.00538632832467556,
-0.06241869181394577,
-0.06983892619609833,
0.008467829786241055,
0.0035249916836619377,
0.01405391190201044,
-0.010824870318174362,
0.03568391501903534,
-0.04373758286237717,
-0.13172979652881622,
0.03519933670759201,
-0.029160141944885254,
-0.007774489000439644,
-0.1484355479478836,
0.0187747273594141,
-0.014495378360152245,
-0.051876313984394073,
-0.026394467800855637,
0.046111810952425,
0.025100218132138252,
0.018141085281968117,
-0.06834428012371063,
0.010501940734684467,
0.002782161347568035,
-0.047499582171440125,
0.034850914031267166,
-0.04336640611290932,
0.030107693746685982,
0.020110443234443665,
0.04052767902612686,
-0.03330877050757408,
0.06115669757127762,
0.026250720024108887,
-0.16321927309036255,
-0.0006078172591514885,
-0.04226472228765488,
0.052420925348997116,
-0.02283330261707306,
0.024915874004364014,
0.027196019887924194,
0.00403626961633563,
0.005666653160005808,
-0.051023829728364944,
0.04758920893073082,
-0.01916518062353134,
-0.013005170971155167,
-0.014926521107554436,
-0.03346395120024681,
0.022015154361724854,
0.05334406718611717,
0.019612779840826988,
-0.08801915496587753,
-0.05940971523523331,
-0.057856444269418716,
-0.032433729618787766,
0.054754823446273804,
-0.00971527211368084,
0.018968628719449043,
0.031779415905475616,
-0.08884991705417633,
0.07331842184066772,
0.13408921658992767,
0.006127747241407633,
-0.018520096316933632,
-0.003719719359651208,
0.07701235264539719,
0.001288462313823402,
0.055205654352903366,
0.039405081421136856,
-0.04457364231348038,
0.05587580054998398,
0.0033399583771824837,
0.029835989698767662,
0.01288051251322031,
-0.0010782907484099269,
0.0318625345826149,
-0.037439975887537,
-0.019918059930205345,
0.031863901764154434,
-0.002328957198187709,
0.03840852156281471,
0.09330721199512482,
-0.0672563910484314,
-0.11221818625926971,
0.028139086440205574,
0.03642944246530533,
-3.2184896525677686e-8,
-0.07201720029115677,
-0.09973965585231781,
-0.06657310575246811,
0.03385668620467186,
0.09822192043066025,
0.11434843391180038,
0.07606076449155807,
0.013246058486402035,
-0.00461363373324275,
-0.0037565985694527626,
0.023506682366132736,
0.003515999997034669,
-0.018134646117687225,
-0.017083793878555298,
-0.0022567538544535637,
-0.027537133544683456,
-0.02156234160065651,
-0.017356839030981064,
0.0018298658542335033,
-0.000608809117693454,
-0.024244125932455063,
0.008725029416382313,
0.018540112301707268,
0.020176319405436516,
-0.01155146211385727,
-0.0700894445180893,
-0.047198858112096786,
-0.0016637182561680675,
0.012523060664534569,
0.07074737548828125,
-0.0014316432643681765,
0.0038029365241527557,
-0.04701653867959976,
0.029405124485492706,
-0.013729263097047806,
0.18728117644786835,
-0.10716168582439423,
0.017997251823544502,
-0.021169494837522507,
0.06472662836313248,
0.0061730919405817986,
0.01825900562107563,
0.026766976341605186,
-0.021308016031980515,
0.015221222303807735,
0.003751633921638131,
0.006547386292368174,
-0.06892620772123337,
0.02916516736149788,
0.01732945628464222,
-0.044954292476177216,
-0.019924646243453026,
0.03179679438471794,
0.050369974225759506,
0.011180332861840725,
-0.018357058987021446,
0.010895879939198494,
-0.00492399325594306,
-0.044004280120134354,
0.00493543641641736,
0.04559338092803955,
-0.04295134171843529,
0.005733359605073929,
-0.035641860216856
] | null | null | null | null | null | null | null |
[
-0.029162338003516197,
-0.10534016042947769,
-0.07600274682044983,
0.04893200471997261,
0.09457679092884064,
-0.04567335173487663,
0.019417954608798027,
-0.12371131032705307,
0.06192878633737564,
0.004360457882285118,
-0.00035232838126830757,
0.005828850902616978,
0.09904179722070694,
0.048226967453956604,
-0.035982027649879456,
0.0231761634349823,
0.012575031258165836,
0.008827856741845608,
-0.03517066314816475,
-0.0609605573117733,
0.06556949019432068,
0.0696595311164856,
0.02230473980307579,
0.012973503209650517,
0.04862850159406662,
-0.03218606114387512,
-0.03159673511981964,
0.0036441145930439234,
-0.007063602562993765,
0.04872828349471092,
0.038568947464227676,
-0.041578929871320724,
0.031129250302910805,
-0.0034732636995613575,
-0.015861589461565018,
-0.06765138357877731,
0.016163073480129242,
0.006704316008836031,
-0.01314008142799139,
-0.009251886047422886,
0.025485849007964134,
-0.03871249780058861,
0.017915941774845123,
0.00078189856139943,
0.022371895611286163,
0.06231899932026863,
-0.10782276839017868,
0.05107053741812706,
-0.09160781651735306,
0.00513198459520936,
0.010458078235387802,
-0.02297668159008026,
-0.006826724857091904,
0.06547121703624725,
-0.005114081781357527,
-0.07285376638174057,
-0.03974311053752899,
0.0013894138392060995,
0.007575979456305504,
-0.020196089521050453,
0.03565140813589096,
-0.10292018949985504,
-0.0014169843634590507,
-0.03220420330762863,
0.027714120224118233,
0.013015330769121647,
-0.025432957336306572,
0.08394428342580795,
0.03398331254720688,
0.07925164699554443,
-0.032766807824373245,
0.08139795064926147,
-0.0513816699385643,
0.11218027770519257,
0.022325675934553146,
0.03710713982582092,
0.02391025237739086,
0.006830953527241945,
-0.05044305697083473,
-0.015238462947309017,
-0.008832473307847977,
-0.063820980489254,
0.04269666597247124,
-0.0023172427900135517,
-0.05588263273239136,
-0.02523963712155819,
0.0015014271484687924,
-0.01912514679133892,
-0.033088527619838715,
0.08433571457862854,
0.006435992196202278,
0.10566094517707825,
0.06133076176047325,
0.0325210839509964,
-0.07448127865791321,
0.02982645109295845,
-0.0300338976085186,
-0.016991393640637398,
0.04410848394036293,
0.10082203149795532,
-0.0591789148747921,
-0.0007129515870474279,
0.02702292613685131,
-0.07179535180330276,
0.06260278075933456,
0.0803854838013649,
-0.009926526807248592,
0.023030197247862816,
0.008551174774765968,
0.051614221185445786,
-0.10424017161130905,
0.010428768582642078,
-0.04317105561494827,
-0.031673628836870193,
0.11826004087924957,
0.047031011432409286,
0.0965278223156929,
0.01921802945435047,
0.06312660872936249,
0.05065204203128815,
-0.006586897186934948,
-0.014751764014363289,
-0.014263439923524857,
-0.029840907081961632,
0.05851912125945091,
0.1132061630487442,
-0.03761574253439903,
1.3862847324957094e-33,
0.0629999116063118,
-0.03552505001425743,
-0.0596197135746479,
0.039488356560468674,
0.07125236839056015,
0.08514528721570969,
-0.06091516464948654,
0.007191214244812727,
0.015604137443006039,
-0.044835492968559265,
0.00853669922798872,
-0.014013970270752907,
0.05494283512234688,
0.0262269489467144,
0.05937084183096886,
-0.04815249145030975,
0.06030512973666191,
0.0077146971598267555,
0.04102032259106636,
-0.08381467312574387,
0.04418544843792915,
-0.02448263019323349,
0.05504932999610901,
0.02728666365146637,
0.006510849576443434,
-0.011278904974460602,
0.0449393130838871,
-0.07532299309968948,
0.02607567608356476,
0.019162509590387344,
-0.1344449520111084,
0.06597016751766205,
-0.007947620004415512,
-0.03251829743385315,
0.05884812772274017,
0.000048768579290481284,
-0.021490616723895073,
0.010113028809428215,
0.01163551490753889,
-0.03358965367078781,
-0.027364231646060944,
0.01873626373708248,
-0.095219187438488,
0.002228632103651762,
-0.03153681010007858,
0.09740805625915527,
-0.03420596942305565,
-0.08360091596841812,
-0.02206348441541195,
-0.07213696837425232,
0.12953326106071472,
-0.020874379202723503,
-0.014420890249311924,
-0.03198978304862976,
0.018787411972880363,
0.06429249793291092,
-0.006471885833889246,
-0.02576575055718422,
0.05047519877552986,
-0.05766242742538452,
0.048977915197610855,
0.02672513574361801,
0.05585157498717308,
-0.008837493136525154,
0.03519647195935249,
0.04101159796118736,
-0.029174406081438065,
0.05799946188926697,
-0.013290577568113804,
-0.05749250203371048,
0.04658545181155205,
0.015296385623514652,
-0.03048492781817913,
0.022219035774469376,
-0.09809684008359909,
0.027780527248978615,
-0.050708260387182236,
-0.02961091883480549,
0.009094493463635445,
-0.0028364546597003937,
0.08676823228597641,
-0.11250676959753036,
0.06963271647691727,
-0.07892381399869919,
-0.05890055373311043,
-0.10105045884847641,
0.0643320381641388,
0.04418147727847099,
0.0027937989216297865,
0.0004973695613443851,
-0.09516989439725876,
0.023680292069911957,
0.04902230575680733,
0.07302398234605789,
-0.010624713264405727,
-5.2918390909993315e-34,
-0.10259974747896194,
0.09533681720495224,
-0.044537704437971115,
0.052589695900678635,
-0.03854992613196373,
-0.0385410413146019,
-0.07457368075847626,
-0.006874093320220709,
0.004200119990855455,
-0.00538632832467556,
-0.06241869181394577,
-0.06983892619609833,
0.008467829786241055,
0.0035249916836619377,
0.01405391190201044,
-0.010824870318174362,
0.03568391501903534,
-0.04373758286237717,
-0.13172979652881622,
0.03519933670759201,
-0.029160141944885254,
-0.007774489000439644,
-0.1484355479478836,
0.0187747273594141,
-0.014495378360152245,
-0.051876313984394073,
-0.026394467800855637,
0.046111810952425,
0.025100218132138252,
0.018141085281968117,
-0.06834428012371063,
0.010501940734684467,
0.002782161347568035,
-0.047499582171440125,
0.034850914031267166,
-0.04336640611290932,
0.030107693746685982,
0.020110443234443665,
0.04052767902612686,
-0.03330877050757408,
0.06115669757127762,
0.026250720024108887,
-0.16321927309036255,
-0.0006078172591514885,
-0.04226472228765488,
0.052420925348997116,
-0.02283330261707306,
0.024915874004364014,
0.027196019887924194,
0.00403626961633563,
0.005666653160005808,
-0.051023829728364944,
0.04758920893073082,
-0.01916518062353134,
-0.013005170971155167,
-0.014926521107554436,
-0.03346395120024681,
0.022015154361724854,
0.05334406718611717,
0.019612779840826988,
-0.08801915496587753,
-0.05940971523523331,
-0.057856444269418716,
-0.032433729618787766,
0.054754823446273804,
-0.00971527211368084,
0.018968628719449043,
0.031779415905475616,
-0.08884991705417633,
0.07331842184066772,
0.13408921658992767,
0.006127747241407633,
-0.018520096316933632,
-0.003719719359651208,
0.07701235264539719,
0.001288462313823402,
0.055205654352903366,
0.039405081421136856,
-0.04457364231348038,
0.05587580054998398,
0.0033399583771824837,
0.029835989698767662,
0.01288051251322031,
-0.0010782907484099269,
0.0318625345826149,
-0.037439975887537,
-0.019918059930205345,
0.031863901764154434,
-0.002328957198187709,
0.03840852156281471,
0.09330721199512482,
-0.0672563910484314,
-0.11221818625926971,
0.028139086440205574,
0.03642944246530533,
-3.2184896525677686e-8,
-0.07201720029115677,
-0.09973965585231781,
-0.06657310575246811,
0.03385668620467186,
0.09822192043066025,
0.11434843391180038,
0.07606076449155807,
0.013246058486402035,
-0.00461363373324275,
-0.0037565985694527626,
0.023506682366132736,
0.003515999997034669,
-0.018134646117687225,
-0.017083793878555298,
-0.0022567538544535637,
-0.027537133544683456,
-0.02156234160065651,
-0.017356839030981064,
0.0018298658542335033,
-0.000608809117693454,
-0.024244125932455063,
0.008725029416382313,
0.018540112301707268,
0.020176319405436516,
-0.01155146211385727,
-0.0700894445180893,
-0.047198858112096786,
-0.0016637182561680675,
0.012523060664534569,
0.07074737548828125,
-0.0014316432643681765,
0.0038029365241527557,
-0.04701653867959976,
0.029405124485492706,
-0.013729263097047806,
0.18728117644786835,
-0.10716168582439423,
0.017997251823544502,
-0.021169494837522507,
0.06472662836313248,
0.0061730919405817986,
0.01825900562107563,
0.026766976341605186,
-0.021308016031980515,
0.015221222303807735,
0.003751633921638131,
0.006547386292368174,
-0.06892620772123337,
0.02916516736149788,
0.01732945628464222,
-0.044954292476177216,
-0.019924646243453026,
0.03179679438471794,
0.050369974225759506,
0.011180332861840725,
-0.018357058987021446,
0.010895879939198494,
-0.00492399325594306,
-0.044004280120134354,
0.00493543641641736,
0.04559338092803955,
-0.04295134171843529,
0.005733359605073929,
-0.035641860216856
] |
1402.5311
|
Eldar Aharoni
|
Eldar Aharoni and Eyal Kushilevitz
|
On the Power of Multiplexing in Number-on-the-Forehead Protocols
| null | null | null | null |
cs.CC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We study the direct-sum problem for $k$-party ``Number On the Forehead''
(NOF) deterministic communication complexity. We prove several positive
results, showing that the complexity of computing a function $f$ in this model,
on $\ell$ instances, may be significantly cheaper than $\ell$ times the
complexity of computing $f$ on a single instance. Quite surprisingly, we show
that this is the case for ``most'' (boolean, $k$-argument) functions. We then
formalize two-types of sufficient conditions on a NOF protocol $Q$, for a
single instance, each of which guarantees some communication complexity savings
when appropriately extending $Q$ to work on $\ell$ instances. One such
condition refers to what each party needs to know about inputs of the other
parties, and the other condition, additionally, refers to the communication
pattern that the single-instance protocol $Q$ uses. In both cases, the tool
that we use is ``multiplexing'': we combine messages sent in parallel
executions of protocols for a single instance, into a single message for the
multi-instance (direct-sum) case, by xoring them with each other.
|
[
{
"created": "Fri, 21 Feb 2014 14:53:11 GMT",
"version": "v1"
}
] |
2014-02-24
|
[
[
"Aharoni",
"Eldar",
""
],
[
"Kushilevitz",
"Eyal",
""
]
] |
[
-0.004537107888609171,
0.037860289216041565,
0.010163901373744011,
-0.06481795012950897,
0.025243569165468216,
-0.03023601323366165,
0.09173299372196198,
-0.09608956426382065,
0.07346615940332413,
0.02068859525024891,
-0.04727498069405556,
-0.05619947239756584,
0.08221787214279175,
-0.0023950650356709957,
0.05837937071919441,
0.00981952901929617,
0.08297358453273773,
-0.013603664934635162,
-0.018141431733965874,
0.0005067877355031669,
-0.00636625848710537,
-0.09182779490947723,
-0.01106837298721075,
0.011105657555162907,
-0.0628427043557167,
-0.07504262030124664,
-0.07455797493457794,
-0.07855971902608871,
0.018003389239311218,
-0.04835248738527298,
0.007315461523830891,
0.08254507929086685,
0.026725180447101593,
0.04816792905330658,
-0.001936239073984325,
0.05373436212539673,
-0.0067688943818211555,
-0.023634932935237885,
-0.1279766708612442,
0.07133331894874573,
0.008750295266509056,
0.0028380630537867546,
-0.08309432864189148,
-0.03066275082528591,
-0.03607684373855591,
0.023741595447063446,
0.04544895887374878,
0.09132286161184311,
-0.05558091402053833,
-0.08517012745141983,
0.025568483397364616,
0.016051728278398514,
-0.07827717065811157,
0.016013694927096367,
0.07710027694702148,
-0.11777114868164062,
-0.06579083949327469,
-0.0063950601033866405,
-0.03994545713067055,
0.08091308176517487,
-0.05941062793135643,
-0.050813525915145874,
-0.011494138278067112,
0.01926388591527939,
0.05134834721684456,
0.021159732714295387,
0.04998987168073654,
0.04051118344068527,
-0.04676762968301773,
0.0933515653014183,
-0.00866528507322073,
-0.04489763826131821,
-0.0482872910797596,
0.012184234336018562,
0.008395162411034107,
-0.031065700575709343,
0.05278007313609123,
0.06199681758880615,
-0.014033566229045391,
-0.009284776635468006,
-0.0325273834168911,
0.02508012391626835,
-0.042589664459228516,
-0.008082184009253979,
0.08705311268568039,
-0.10415621101856232,
-0.057374708354473114,
-0.06409234553575516,
0.04446835815906525,
-0.0074471100233495235,
-0.10609111934900284,
0.0363064706325531,
0.016192752867937088,
0.09332334250211716,
0.04384979233145714,
-0.0042619118466973305,
0.0013999163638800383,
0.032466158270835876,
-0.00029044350958429277,
0.08922621607780457,
-0.0470847561955452,
0.044394150376319885,
0.04622846469283104,
-0.1081300675868988,
0.03487147390842438,
0.03747599944472313,
-0.04681316018104553,
-0.055164698511362076,
-0.028126010671257973,
-0.006347875110805035,
-0.01585349626839161,
0.024665798991918564,
-0.0027767133433371782,
0.017213424667716026,
-0.03762791305780411,
-0.003955966327339411,
0.013768174685537815,
0.010776786133646965,
0.026400506496429443,
-0.011856975965201855,
0.057552214711904526,
-0.04797286540269852,
0.0898255854845047,
-0.005140750668942928,
0.004816281609237194,
0.0647377073764801,
0.001193947158753872,
5.784212348585517e-34,
0.0008196716662496328,
0.07614466547966003,
-0.05053327605128288,
0.021459661424160004,
0.045425862073898315,
0.02019456960260868,
0.10225112736225128,
0.03870676830410957,
-0.020341573283076286,
-0.011552765965461731,
0.007268665824085474,
0.0825565978884697,
0.040852032601833344,
-0.02749762497842312,
0.07336060702800751,
-0.017714155837893486,
0.025034155696630478,
0.042772866785526276,
0.006818081252276897,
-0.026312483474612236,
0.11752036958932877,
0.005938857793807983,
-0.08883650600910187,
0.010632749646902084,
0.06829585880041122,
-0.010814863257110119,
0.037416644394397736,
-0.08946757763624191,
0.01383194513618946,
0.0188677329570055,
-0.08088253438472748,
0.0004341000458225608,
0.06694360077381134,
0.049402106553316116,
0.0004967149579897523,
0.0008264946518465877,
-0.004953148774802685,
-0.08195745199918747,
-0.003140246495604515,
-0.03857627511024475,
-0.04524828493595123,
0.03447842225432396,
-0.001187696005217731,
-0.02004254423081875,
-0.05060020461678505,
-0.027913322672247887,
-0.04414207488298416,
0.001126941409893334,
-0.0610058568418026,
-0.047041431069374084,
0.031124060973525047,
-0.007694000843912363,
0.03574239835143089,
-0.02381886914372444,
0.06667312979698181,
-0.006265441887080669,
-0.019062789157032967,
0.024067137390375137,
0.026977187022566795,
0.0998457595705986,
-0.06871321052312851,
0.009910672903060913,
-0.06266811490058899,
0.03666718676686287,
0.024291543290019035,
0.050049398094415665,
-0.10821375995874405,
-0.029425811022520065,
0.1230982169508934,
-0.05002693086862564,
-0.04074482619762421,
0.1214049756526947,
0.0021945168264210224,
-0.042132120579481125,
0.047660790383815765,
-0.0012438710546121001,
0.05280235782265663,
-0.10754920542240143,
-0.006085509434342384,
0.02984347566962242,
-0.03720561042428017,
0.024844016879796982,
0.0167709868401289,
0.017684953287243843,
-0.030585628002882004,
-0.03378019854426384,
0.009805860929191113,
0.04059319198131561,
-0.050631970167160034,
0.011210990138351917,
-0.06943187862634659,
-0.0037141127977520227,
0.010407287627458572,
-0.06368750333786011,
0.00537645909935236,
-1.6806373341492413e-33,
-0.046448059380054474,
-0.036306850612163544,
-0.05270598456263542,
0.10626455396413803,
0.04726313427090645,
-0.02939089573919773,
0.0265914648771286,
-0.04365527257323265,
-0.0234140045940876,
-0.023131880909204483,
-0.06601377576589584,
0.003921255003660917,
0.09856127947568893,
-0.03408157452940941,
0.009319623932242393,
-0.009561173617839813,
-0.010172701440751553,
0.024817461147904396,
0.011590514332056046,
0.02076934278011322,
0.0013469579862430692,
0.006776856258511543,
0.007298680488020182,
0.00018102617468684912,
0.028286676853895187,
0.06687876582145691,
-0.06763190031051636,
-0.04492946341633797,
0.01580321602523327,
0.011758333072066307,
-0.012444352731108665,
-0.12420047074556351,
-0.08062705397605896,
-0.047928012907505035,
0.022908886894583702,
0.008111820556223392,
0.04849271476268768,
0.1538439840078354,
-0.030149763450026512,
-0.013182887807488441,
0.048997506499290466,
-0.06203519180417061,
-0.0003531582187861204,
-0.018028557300567627,
-0.008070560172200203,
-0.04886757582426071,
-0.09240825474262238,
-0.06537281721830368,
0.03796172887086868,
-0.012937505729496479,
0.03308236971497536,
-0.016188519075512886,
-0.020330507308244705,
0.0319041833281517,
-0.06026550754904747,
-0.015162021853029728,
-0.0042549241334199905,
0.05007529631257057,
0.016001021489501,
-0.016935627907514572,
0.005863431841135025,
-0.0815262570977211,
-0.07386407256126404,
0.056951504200696945,
0.09014106541872025,
-0.030778659507632256,
-0.01622670702636242,
-0.10646779835224152,
0.059434983879327774,
0.04325158894062042,
0.03157730773091316,
0.07453251630067825,
-0.13410069048404694,
0.01380041241645813,
0.008488167077302933,
0.1009608581662178,
0.008467973209917545,
-0.018004056066274643,
-0.022168943658471107,
0.08673503994941711,
-0.017524316906929016,
0.04155122861266136,
0.01822117157280445,
-0.04677591100335121,
0.016672344878315926,
0.016492731869220734,
0.11157431453466415,
0.03157205134630203,
-0.01727236993610859,
-0.01813121698796749,
0.008435503579676151,
0.02182180993258953,
-0.03906305879354477,
-0.020273294299840927,
-0.05766419693827629,
-5.1986404514536844e-8,
0.006531828083097935,
-0.06577811390161514,
-0.015013789758086205,
-0.06963437050580978,
0.13137608766555786,
-0.015380858443677425,
-0.031013090163469315,
-0.009509975090622902,
0.02619088813662529,
0.018161920830607414,
0.06505218148231506,
0.12943322956562042,
0.02960747666656971,
-0.008434460498392582,
0.0027620356995612383,
0.05530235916376114,
-0.04077189788222313,
-0.09104152023792267,
-0.03538430109620094,
-0.008170697838068008,
0.009041300974786282,
0.014242321252822876,
-0.04728264734148979,
0.02108953334391117,
-0.05781365931034088,
-0.038536276668310165,
0.11304638534784317,
0.06190590560436249,
-0.004040062893182039,
0.011372411623597145,
-0.05382527410984039,
-0.02904646471142769,
0.012264600023627281,
0.04283246025443077,
-0.03349430859088898,
0.05119883269071579,
-0.08721764385700226,
0.01843447797000408,
-0.003151272190734744,
-0.012601981870830059,
-0.007225646171718836,
-0.018202917650341988,
-0.05506204441189766,
0.04267624765634537,
0.11011780053377151,
-0.057140693068504333,
-0.026835300028324127,
-0.07400551438331604,
-0.09454380720853806,
-0.02519521676003933,
0.014744830317795277,
0.055208127945661545,
-0.009149863384664059,
0.04540320485830307,
-0.004333563148975372,
0.02057376131415367,
0.00009521962783765048,
-0.10672874748706818,
0.11030518263578415,
0.02150546759366989,
-0.0076347230933606625,
0.0640702173113823,
0.01830318383872509,
0.028398768976330757
] | null | null | null | null | null | null | null |
[
-0.004537107888609171,
0.037860289216041565,
0.010163901373744011,
-0.06481795012950897,
0.025243569165468216,
-0.03023601323366165,
0.09173299372196198,
-0.09608956426382065,
0.07346615940332413,
0.02068859525024891,
-0.04727498069405556,
-0.05619947239756584,
0.08221787214279175,
-0.0023950650356709957,
0.05837937071919441,
0.00981952901929617,
0.08297358453273773,
-0.013603664934635162,
-0.018141431733965874,
0.0005067877355031669,
-0.00636625848710537,
-0.09182779490947723,
-0.01106837298721075,
0.011105657555162907,
-0.0628427043557167,
-0.07504262030124664,
-0.07455797493457794,
-0.07855971902608871,
0.018003389239311218,
-0.04835248738527298,
0.007315461523830891,
0.08254507929086685,
0.026725180447101593,
0.04816792905330658,
-0.001936239073984325,
0.05373436212539673,
-0.0067688943818211555,
-0.023634932935237885,
-0.1279766708612442,
0.07133331894874573,
0.008750295266509056,
0.0028380630537867546,
-0.08309432864189148,
-0.03066275082528591,
-0.03607684373855591,
0.023741595447063446,
0.04544895887374878,
0.09132286161184311,
-0.05558091402053833,
-0.08517012745141983,
0.025568483397364616,
0.016051728278398514,
-0.07827717065811157,
0.016013694927096367,
0.07710027694702148,
-0.11777114868164062,
-0.06579083949327469,
-0.0063950601033866405,
-0.03994545713067055,
0.08091308176517487,
-0.05941062793135643,
-0.050813525915145874,
-0.011494138278067112,
0.01926388591527939,
0.05134834721684456,
0.021159732714295387,
0.04998987168073654,
0.04051118344068527,
-0.04676762968301773,
0.0933515653014183,
-0.00866528507322073,
-0.04489763826131821,
-0.0482872910797596,
0.012184234336018562,
0.008395162411034107,
-0.031065700575709343,
0.05278007313609123,
0.06199681758880615,
-0.014033566229045391,
-0.009284776635468006,
-0.0325273834168911,
0.02508012391626835,
-0.042589664459228516,
-0.008082184009253979,
0.08705311268568039,
-0.10415621101856232,
-0.057374708354473114,
-0.06409234553575516,
0.04446835815906525,
-0.0074471100233495235,
-0.10609111934900284,
0.0363064706325531,
0.016192752867937088,
0.09332334250211716,
0.04384979233145714,
-0.0042619118466973305,
0.0013999163638800383,
0.032466158270835876,
-0.00029044350958429277,
0.08922621607780457,
-0.0470847561955452,
0.044394150376319885,
0.04622846469283104,
-0.1081300675868988,
0.03487147390842438,
0.03747599944472313,
-0.04681316018104553,
-0.055164698511362076,
-0.028126010671257973,
-0.006347875110805035,
-0.01585349626839161,
0.024665798991918564,
-0.0027767133433371782,
0.017213424667716026,
-0.03762791305780411,
-0.003955966327339411,
0.013768174685537815,
0.010776786133646965,
0.026400506496429443,
-0.011856975965201855,
0.057552214711904526,
-0.04797286540269852,
0.0898255854845047,
-0.005140750668942928,
0.004816281609237194,
0.0647377073764801,
0.001193947158753872,
5.784212348585517e-34,
0.0008196716662496328,
0.07614466547966003,
-0.05053327605128288,
0.021459661424160004,
0.045425862073898315,
0.02019456960260868,
0.10225112736225128,
0.03870676830410957,
-0.020341573283076286,
-0.011552765965461731,
0.007268665824085474,
0.0825565978884697,
0.040852032601833344,
-0.02749762497842312,
0.07336060702800751,
-0.017714155837893486,
0.025034155696630478,
0.042772866785526276,
0.006818081252276897,
-0.026312483474612236,
0.11752036958932877,
0.005938857793807983,
-0.08883650600910187,
0.010632749646902084,
0.06829585880041122,
-0.010814863257110119,
0.037416644394397736,
-0.08946757763624191,
0.01383194513618946,
0.0188677329570055,
-0.08088253438472748,
0.0004341000458225608,
0.06694360077381134,
0.049402106553316116,
0.0004967149579897523,
0.0008264946518465877,
-0.004953148774802685,
-0.08195745199918747,
-0.003140246495604515,
-0.03857627511024475,
-0.04524828493595123,
0.03447842225432396,
-0.001187696005217731,
-0.02004254423081875,
-0.05060020461678505,
-0.027913322672247887,
-0.04414207488298416,
0.001126941409893334,
-0.0610058568418026,
-0.047041431069374084,
0.031124060973525047,
-0.007694000843912363,
0.03574239835143089,
-0.02381886914372444,
0.06667312979698181,
-0.006265441887080669,
-0.019062789157032967,
0.024067137390375137,
0.026977187022566795,
0.0998457595705986,
-0.06871321052312851,
0.009910672903060913,
-0.06266811490058899,
0.03666718676686287,
0.024291543290019035,
0.050049398094415665,
-0.10821375995874405,
-0.029425811022520065,
0.1230982169508934,
-0.05002693086862564,
-0.04074482619762421,
0.1214049756526947,
0.0021945168264210224,
-0.042132120579481125,
0.047660790383815765,
-0.0012438710546121001,
0.05280235782265663,
-0.10754920542240143,
-0.006085509434342384,
0.02984347566962242,
-0.03720561042428017,
0.024844016879796982,
0.0167709868401289,
0.017684953287243843,
-0.030585628002882004,
-0.03378019854426384,
0.009805860929191113,
0.04059319198131561,
-0.050631970167160034,
0.011210990138351917,
-0.06943187862634659,
-0.0037141127977520227,
0.010407287627458572,
-0.06368750333786011,
0.00537645909935236,
-1.6806373341492413e-33,
-0.046448059380054474,
-0.036306850612163544,
-0.05270598456263542,
0.10626455396413803,
0.04726313427090645,
-0.02939089573919773,
0.0265914648771286,
-0.04365527257323265,
-0.0234140045940876,
-0.023131880909204483,
-0.06601377576589584,
0.003921255003660917,
0.09856127947568893,
-0.03408157452940941,
0.009319623932242393,
-0.009561173617839813,
-0.010172701440751553,
0.024817461147904396,
0.011590514332056046,
0.02076934278011322,
0.0013469579862430692,
0.006776856258511543,
0.007298680488020182,
0.00018102617468684912,
0.028286676853895187,
0.06687876582145691,
-0.06763190031051636,
-0.04492946341633797,
0.01580321602523327,
0.011758333072066307,
-0.012444352731108665,
-0.12420047074556351,
-0.08062705397605896,
-0.047928012907505035,
0.022908886894583702,
0.008111820556223392,
0.04849271476268768,
0.1538439840078354,
-0.030149763450026512,
-0.013182887807488441,
0.048997506499290466,
-0.06203519180417061,
-0.0003531582187861204,
-0.018028557300567627,
-0.008070560172200203,
-0.04886757582426071,
-0.09240825474262238,
-0.06537281721830368,
0.03796172887086868,
-0.012937505729496479,
0.03308236971497536,
-0.016188519075512886,
-0.020330507308244705,
0.0319041833281517,
-0.06026550754904747,
-0.015162021853029728,
-0.0042549241334199905,
0.05007529631257057,
0.016001021489501,
-0.016935627907514572,
0.005863431841135025,
-0.0815262570977211,
-0.07386407256126404,
0.056951504200696945,
0.09014106541872025,
-0.030778659507632256,
-0.01622670702636242,
-0.10646779835224152,
0.059434983879327774,
0.04325158894062042,
0.03157730773091316,
0.07453251630067825,
-0.13410069048404694,
0.01380041241645813,
0.008488167077302933,
0.1009608581662178,
0.008467973209917545,
-0.018004056066274643,
-0.022168943658471107,
0.08673503994941711,
-0.017524316906929016,
0.04155122861266136,
0.01822117157280445,
-0.04677591100335121,
0.016672344878315926,
0.016492731869220734,
0.11157431453466415,
0.03157205134630203,
-0.01727236993610859,
-0.01813121698796749,
0.008435503579676151,
0.02182180993258953,
-0.03906305879354477,
-0.020273294299840927,
-0.05766419693827629,
-5.1986404514536844e-8,
0.006531828083097935,
-0.06577811390161514,
-0.015013789758086205,
-0.06963437050580978,
0.13137608766555786,
-0.015380858443677425,
-0.031013090163469315,
-0.009509975090622902,
0.02619088813662529,
0.018161920830607414,
0.06505218148231506,
0.12943322956562042,
0.02960747666656971,
-0.008434460498392582,
0.0027620356995612383,
0.05530235916376114,
-0.04077189788222313,
-0.09104152023792267,
-0.03538430109620094,
-0.008170697838068008,
0.009041300974786282,
0.014242321252822876,
-0.04728264734148979,
0.02108953334391117,
-0.05781365931034088,
-0.038536276668310165,
0.11304638534784317,
0.06190590560436249,
-0.004040062893182039,
0.011372411623597145,
-0.05382527410984039,
-0.02904646471142769,
0.012264600023627281,
0.04283246025443077,
-0.03349430859088898,
0.05119883269071579,
-0.08721764385700226,
0.01843447797000408,
-0.003151272190734744,
-0.012601981870830059,
-0.007225646171718836,
-0.018202917650341988,
-0.05506204441189766,
0.04267624765634537,
0.11011780053377151,
-0.057140693068504333,
-0.026835300028324127,
-0.07400551438331604,
-0.09454380720853806,
-0.02519521676003933,
0.014744830317795277,
0.055208127945661545,
-0.009149863384664059,
0.04540320485830307,
-0.004333563148975372,
0.02057376131415367,
0.00009521962783765048,
-0.10672874748706818,
0.11030518263578415,
0.02150546759366989,
-0.0076347230933606625,
0.0640702173113823,
0.01830318383872509,
0.028398768976330757
] |
1402.5313
|
Aurelien Drezet
|
O. Mollet, S. Huant, and A. Drezet
|
Scanning plasmonic microscopy by image reconstruction from the Fourier
space
| null |
Optics Express vol. 20, pp. 28923-28928 (2012)
|
10.1364/OE.20.028923
| null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We demonstrate a simple scheme for high-resolution imaging of nanoplasmonic
structures that basically removes most of the resolution limiting allowed light
usually transmitted to the far field. This is achieved by implementing a
Fourier lens in a near-field scanning optical microscope (NSOM) operating in
the leakage-radiation microscopy (LRM) mode. The method consists of
reconstructing optical images solely from the plasmonic `forbidden' light
collected in the Fourier space. It is demonstrated by using a point-like
nanodiamond-based tip that illuminates a thin gold film patterned with a
sub-wavelength annular slit. The reconstructed image of the slit shows a
spatial resolution enhanced by a factor $\simeq 4$ compared to NSOM images
acquired directly in the real space.
|
[
{
"created": "Fri, 21 Feb 2014 14:55:41 GMT",
"version": "v1"
},
{
"created": "Tue, 25 Feb 2014 08:39:45 GMT",
"version": "v2"
}
] |
2015-06-18
|
[
[
"Mollet",
"O.",
""
],
[
"Huant",
"S.",
""
],
[
"Drezet",
"A.",
""
]
] |
[
0.00781625509262085,
0.05352913960814476,
0.01920207589864731,
0.012035722844302654,
0.05030941590666771,
-0.014165868051350117,
0.025403505191206932,
0.012919316999614239,
0.027347739785909653,
0.0760401263833046,
-0.01012174692004919,
-0.008002441376447678,
-0.09204486757516861,
-0.008213140070438385,
0.06822463124990463,
0.07173608988523483,
-0.03082115203142166,
-0.0339515395462513,
0.009002301841974258,
-0.02803991362452507,
0.12054185569286346,
-0.06518176198005676,
0.005793018266558647,
-0.04060329869389534,
-0.04821709170937538,
0.00990248005837202,
0.04180244356393814,
-0.00872761383652687,
-0.05652249976992607,
0.015120923519134521,
-0.021443234756588936,
0.09324894845485687,
-0.11176576465368271,
0.00443908479064703,
-0.014903023838996887,
-0.0481279157102108,
0.06966278702020645,
0.11769524216651917,
-0.031017858535051346,
-0.05798265337944031,
0.05838733911514282,
0.09509655833244324,
-0.07379315048456192,
-0.029218047857284546,
-0.010397707112133503,
-0.008662738837301731,
0.060629505664110184,
-0.0073499358259141445,
0.07127419114112854,
-0.0008908985182642937,
0.009128175675868988,
0.014095938764512539,
0.012350575998425484,
0.007729306351393461,
0.045459408313035965,
0.04212488606572151,
0.014821123331785202,
-0.0891086757183075,
0.029146352782845497,
0.08402562886476517,
0.03898900747299194,
-0.03081532008945942,
-0.017233598977327347,
-0.0165880024433136,
0.05418676137924194,
0.004902494139969349,
-0.00044517405331134796,
-0.07467196136713028,
0.02824799343943596,
-0.01777752861380577,
0.0025698342360556126,
0.014433620497584343,
-0.05101538449525833,
-0.0404830127954483,
-0.023575153201818466,
0.006373691372573376,
-0.027933919802308083,
0.07368745654821396,
0.06867672502994537,
0.04527309164404869,
0.006390330381691456,
0.007750054821372032,
0.022300221025943756,
0.07109244912862778,
-0.05613548681139946,
0.04318768158555031,
0.07808008044958115,
-0.02449452131986618,
-0.004846418742090464,
-0.029948733747005463,
-0.0625995397567749,
-0.11331471055746078,
-0.13509635627269745,
-0.02228553406894207,
-0.023687569424510002,
-0.10835979878902435,
0.09340950846672058,
-0.07675518840551376,
0.023762108758091927,
0.01542084664106369,
0.14003418385982513,
-0.004812436643987894,
-0.0144871287047863,
-0.022812245413661003,
-0.01906137727200985,
-0.0025963373482227325,
0.005229071248322725,
0.06351294368505478,
0.03640955686569214,
0.05196544528007507,
0.07204855978488922,
0.06479911506175995,
-0.01313584204763174,
0.028035255149006844,
0.06278961151838303,
-0.03137635812163353,
-0.037090662866830826,
0.04731914773583412,
-0.007174682803452015,
0.006849987432360649,
-0.07556042075157166,
0.062415145337581635,
-0.08950329571962357,
0.04064025357365608,
0.07621727883815765,
-0.020233454182744026,
-0.03413822129368782,
9.05596623440667e-34,
0.036277685314416885,
0.1036602258682251,
-0.001876777270808816,
-0.0022546318359673023,
0.05483076721429825,
-0.03324870020151138,
0.064871646463871,
0.09991562366485596,
0.00034493434941396117,
0.07073583453893661,
0.07608597725629807,
0.018122052773833275,
0.026443148031830788,
0.019902018830180168,
0.0505053848028183,
-0.028018545359373093,
0.0662873312830925,
0.05252799019217491,
-0.014614918269217014,
0.05485618859529495,
-0.07219940423965454,
-0.05934914946556091,
0.07875382155179977,
-0.0396074503660202,
0.017955554649233818,
0.043617554008960724,
-0.057374317198991776,
-0.04765026271343231,
0.12058179825544357,
0.013102313503623009,
0.006460284348577261,
0.10032747685909271,
0.10868232697248459,
0.02836228907108307,
0.01099518034607172,
-0.008567431010305882,
0.012818784452974796,
-0.049155108630657196,
-0.026203110814094543,
-0.07505658268928528,
0.059725672006607056,
0.045432526618242264,
0.03475905954837799,
0.034548841416835785,
0.0069518862292170525,
-0.0832366943359375,
-0.06136581301689148,
-0.01967514306306839,
-0.04141620546579361,
-0.01731707528233528,
-0.05442452430725098,
-0.016994712874293327,
-0.010769474320113659,
-0.06757095456123352,
0.03967985883355141,
-0.00280559784732759,
0.0008560035494156182,
-0.09015564620494843,
-0.04479798302054405,
-0.06949029862880707,
0.08083291351795197,
-0.05623191222548485,
-0.027826979756355286,
0.12606105208396912,
-0.007995818741619587,
0.022488463670015335,
-0.08551183342933655,
0.013425803743302822,
-0.016163667663931847,
0.07143670320510864,
-0.04780248925089836,
0.07534170150756836,
0.024280717596411705,
-0.02332358807325363,
-0.02199574001133442,
0.054286133497953415,
0.03610922023653984,
0.0148393539711833,
0.0534098781645298,
0.012899189256131649,
-0.030055344104766846,
-0.014437965117394924,
-0.036274585872888565,
-0.09469980001449585,
-0.11106182634830475,
-0.041277047246694565,
-0.005763370543718338,
-0.0030692785512655973,
-0.04438381269574165,
-0.07010843604803085,
0.006979404948651791,
-0.01641371101140976,
-0.05119873955845833,
-0.0074706352315843105,
-0.14229224622249603,
-3.008130267701551e-33,
0.017124561592936516,
-0.049690041691064835,
-0.008462036959826946,
-0.07253103703260422,
0.06662305444478989,
0.07181642204523087,
0.018278971314430237,
0.08221136033535004,
-0.03644407540559769,
0.012387312948703766,
0.0025182017125189304,
0.019249679520726204,
-0.07980900257825851,
-0.026113832369446754,
-0.09618999809026718,
-0.024605723097920418,
0.07341373711824417,
-0.03680383786559105,
0.025327879935503006,
-0.03938722610473633,
-0.07025876641273499,
0.06393085420131683,
0.09598244726657867,
-0.0014463989064097404,
-0.022402122616767883,
-0.005477281752973795,
0.009610851295292377,
-0.04960646107792854,
-0.08107979595661163,
-0.009822394698858261,
-0.015617766417562962,
-0.01265560369938612,
0.020417440682649612,
-0.07318562269210815,
0.003421704052016139,
0.011057112365961075,
0.07177092134952545,
-0.06413011997938156,
0.020529089495539665,
0.03218575567007065,
-0.009632892906665802,
0.007091402541846037,
-0.09319709241390228,
-0.012159813195466995,
0.0024764349218457937,
0.013762039132416248,
-0.0678534209728241,
0.028899962082505226,
0.006667313165962696,
0.059478241950273514,
-0.04086262360215187,
-0.03922201693058014,
-0.01959589123725891,
0.017103729769587517,
-0.07635580003261566,
0.001432083547115326,
-0.07012517750263214,
-0.018718549981713295,
0.007398092653602362,
0.05862540379166603,
-0.03679904341697693,
-0.05769508332014084,
-0.01285059005022049,
0.01742425747215748,
-0.011531470343470573,
0.056718550622463226,
0.03152996674180031,
0.11708343774080276,
0.009617856703698635,
0.04350309818983078,
0.0007146418211050332,
-0.0057268403470516205,
0.016130462288856506,
0.05770637094974518,
0.04877149313688278,
-0.01156241912394762,
-0.0049669151194393635,
-0.06313291192054749,
-0.011478434316813946,
0.06786955893039703,
0.032835375517606735,
0.013703728094696999,
-0.02935142256319523,
0.07255224138498306,
0.10097914934158325,
-0.0075517743825912476,
0.030943717807531357,
-0.02199641242623329,
-0.10590237379074097,
0.02016334980726242,
0.0284553412348032,
-0.02994115836918354,
0.03130535036325455,
-0.1550283282995224,
0.07480210065841675,
-4.500810746321804e-8,
0.07875850796699524,
0.015126158483326435,
0.020087506622076035,
-0.07057052850723267,
0.04327419772744179,
-0.057816993445158005,
-0.02746877260506153,
0.0047550988383591175,
-0.01850297674536705,
-0.06551007926464081,
-0.038211122155189514,
-0.049788765609264374,
-0.08718749135732651,
0.03145402669906616,
0.004272311460226774,
0.029791492968797684,
0.04038829356431961,
-0.028013113886117935,
0.020987750962376595,
0.0033229731488972902,
-0.10248815268278122,
0.019572431221604347,
0.03509014844894409,
-0.02635985054075718,
-0.005717750173062086,
-0.027953922748565674,
0.027092166244983673,
-0.057829614728689194,
0.0330028161406517,
0.08158697932958603,
-0.04457755759358406,
-0.014613667502999306,
0.0039002015255391598,
0.06439413130283356,
-0.060221582651138306,
-0.007941936142742634,
-0.016301989555358887,
-0.01109085138887167,
-0.07535368949174881,
-0.020435070618987083,
-0.020435141399502754,
0.02884812094271183,
-0.029652530327439308,
0.0035469084978103638,
0.0012024990282952785,
-0.007093553896993399,
0.09069966524839401,
0.02966277301311493,
-0.09394147992134094,
-0.0035067449789494276,
-0.07644468545913696,
0.06387633830308914,
-0.020221587270498276,
-0.08325836062431335,
-0.035688482224941254,
-0.03310774639248848,
-0.03933942690491676,
-0.07113175839185715,
-0.03489844873547554,
0.04003795236349106,
0.0008580426801927388,
-0.035419244319200516,
-0.029794860631227493,
0.013982349075376987
] | null | null | null | null | null | null | null |
[
0.00781625509262085,
0.05352913960814476,
0.01920207589864731,
0.012035722844302654,
0.05030941590666771,
-0.014165868051350117,
0.025403505191206932,
0.012919316999614239,
0.027347739785909653,
0.0760401263833046,
-0.01012174692004919,
-0.008002441376447678,
-0.09204486757516861,
-0.008213140070438385,
0.06822463124990463,
0.07173608988523483,
-0.03082115203142166,
-0.0339515395462513,
0.009002301841974258,
-0.02803991362452507,
0.12054185569286346,
-0.06518176198005676,
0.005793018266558647,
-0.04060329869389534,
-0.04821709170937538,
0.00990248005837202,
0.04180244356393814,
-0.00872761383652687,
-0.05652249976992607,
0.015120923519134521,
-0.021443234756588936,
0.09324894845485687,
-0.11176576465368271,
0.00443908479064703,
-0.014903023838996887,
-0.0481279157102108,
0.06966278702020645,
0.11769524216651917,
-0.031017858535051346,
-0.05798265337944031,
0.05838733911514282,
0.09509655833244324,
-0.07379315048456192,
-0.029218047857284546,
-0.010397707112133503,
-0.008662738837301731,
0.060629505664110184,
-0.0073499358259141445,
0.07127419114112854,
-0.0008908985182642937,
0.009128175675868988,
0.014095938764512539,
0.012350575998425484,
0.007729306351393461,
0.045459408313035965,
0.04212488606572151,
0.014821123331785202,
-0.0891086757183075,
0.029146352782845497,
0.08402562886476517,
0.03898900747299194,
-0.03081532008945942,
-0.017233598977327347,
-0.0165880024433136,
0.05418676137924194,
0.004902494139969349,
-0.00044517405331134796,
-0.07467196136713028,
0.02824799343943596,
-0.01777752861380577,
0.0025698342360556126,
0.014433620497584343,
-0.05101538449525833,
-0.0404830127954483,
-0.023575153201818466,
0.006373691372573376,
-0.027933919802308083,
0.07368745654821396,
0.06867672502994537,
0.04527309164404869,
0.006390330381691456,
0.007750054821372032,
0.022300221025943756,
0.07109244912862778,
-0.05613548681139946,
0.04318768158555031,
0.07808008044958115,
-0.02449452131986618,
-0.004846418742090464,
-0.029948733747005463,
-0.0625995397567749,
-0.11331471055746078,
-0.13509635627269745,
-0.02228553406894207,
-0.023687569424510002,
-0.10835979878902435,
0.09340950846672058,
-0.07675518840551376,
0.023762108758091927,
0.01542084664106369,
0.14003418385982513,
-0.004812436643987894,
-0.0144871287047863,
-0.022812245413661003,
-0.01906137727200985,
-0.0025963373482227325,
0.005229071248322725,
0.06351294368505478,
0.03640955686569214,
0.05196544528007507,
0.07204855978488922,
0.06479911506175995,
-0.01313584204763174,
0.028035255149006844,
0.06278961151838303,
-0.03137635812163353,
-0.037090662866830826,
0.04731914773583412,
-0.007174682803452015,
0.006849987432360649,
-0.07556042075157166,
0.062415145337581635,
-0.08950329571962357,
0.04064025357365608,
0.07621727883815765,
-0.020233454182744026,
-0.03413822129368782,
9.05596623440667e-34,
0.036277685314416885,
0.1036602258682251,
-0.001876777270808816,
-0.0022546318359673023,
0.05483076721429825,
-0.03324870020151138,
0.064871646463871,
0.09991562366485596,
0.00034493434941396117,
0.07073583453893661,
0.07608597725629807,
0.018122052773833275,
0.026443148031830788,
0.019902018830180168,
0.0505053848028183,
-0.028018545359373093,
0.0662873312830925,
0.05252799019217491,
-0.014614918269217014,
0.05485618859529495,
-0.07219940423965454,
-0.05934914946556091,
0.07875382155179977,
-0.0396074503660202,
0.017955554649233818,
0.043617554008960724,
-0.057374317198991776,
-0.04765026271343231,
0.12058179825544357,
0.013102313503623009,
0.006460284348577261,
0.10032747685909271,
0.10868232697248459,
0.02836228907108307,
0.01099518034607172,
-0.008567431010305882,
0.012818784452974796,
-0.049155108630657196,
-0.026203110814094543,
-0.07505658268928528,
0.059725672006607056,
0.045432526618242264,
0.03475905954837799,
0.034548841416835785,
0.0069518862292170525,
-0.0832366943359375,
-0.06136581301689148,
-0.01967514306306839,
-0.04141620546579361,
-0.01731707528233528,
-0.05442452430725098,
-0.016994712874293327,
-0.010769474320113659,
-0.06757095456123352,
0.03967985883355141,
-0.00280559784732759,
0.0008560035494156182,
-0.09015564620494843,
-0.04479798302054405,
-0.06949029862880707,
0.08083291351795197,
-0.05623191222548485,
-0.027826979756355286,
0.12606105208396912,
-0.007995818741619587,
0.022488463670015335,
-0.08551183342933655,
0.013425803743302822,
-0.016163667663931847,
0.07143670320510864,
-0.04780248925089836,
0.07534170150756836,
0.024280717596411705,
-0.02332358807325363,
-0.02199574001133442,
0.054286133497953415,
0.03610922023653984,
0.0148393539711833,
0.0534098781645298,
0.012899189256131649,
-0.030055344104766846,
-0.014437965117394924,
-0.036274585872888565,
-0.09469980001449585,
-0.11106182634830475,
-0.041277047246694565,
-0.005763370543718338,
-0.0030692785512655973,
-0.04438381269574165,
-0.07010843604803085,
0.006979404948651791,
-0.01641371101140976,
-0.05119873955845833,
-0.0074706352315843105,
-0.14229224622249603,
-3.008130267701551e-33,
0.017124561592936516,
-0.049690041691064835,
-0.008462036959826946,
-0.07253103703260422,
0.06662305444478989,
0.07181642204523087,
0.018278971314430237,
0.08221136033535004,
-0.03644407540559769,
0.012387312948703766,
0.0025182017125189304,
0.019249679520726204,
-0.07980900257825851,
-0.026113832369446754,
-0.09618999809026718,
-0.024605723097920418,
0.07341373711824417,
-0.03680383786559105,
0.025327879935503006,
-0.03938722610473633,
-0.07025876641273499,
0.06393085420131683,
0.09598244726657867,
-0.0014463989064097404,
-0.022402122616767883,
-0.005477281752973795,
0.009610851295292377,
-0.04960646107792854,
-0.08107979595661163,
-0.009822394698858261,
-0.015617766417562962,
-0.01265560369938612,
0.020417440682649612,
-0.07318562269210815,
0.003421704052016139,
0.011057112365961075,
0.07177092134952545,
-0.06413011997938156,
0.020529089495539665,
0.03218575567007065,
-0.009632892906665802,
0.007091402541846037,
-0.09319709241390228,
-0.012159813195466995,
0.0024764349218457937,
0.013762039132416248,
-0.0678534209728241,
0.028899962082505226,
0.006667313165962696,
0.059478241950273514,
-0.04086262360215187,
-0.03922201693058014,
-0.01959589123725891,
0.017103729769587517,
-0.07635580003261566,
0.001432083547115326,
-0.07012517750263214,
-0.018718549981713295,
0.007398092653602362,
0.05862540379166603,
-0.03679904341697693,
-0.05769508332014084,
-0.01285059005022049,
0.01742425747215748,
-0.011531470343470573,
0.056718550622463226,
0.03152996674180031,
0.11708343774080276,
0.009617856703698635,
0.04350309818983078,
0.0007146418211050332,
-0.0057268403470516205,
0.016130462288856506,
0.05770637094974518,
0.04877149313688278,
-0.01156241912394762,
-0.0049669151194393635,
-0.06313291192054749,
-0.011478434316813946,
0.06786955893039703,
0.032835375517606735,
0.013703728094696999,
-0.02935142256319523,
0.07255224138498306,
0.10097914934158325,
-0.0075517743825912476,
0.030943717807531357,
-0.02199641242623329,
-0.10590237379074097,
0.02016334980726242,
0.0284553412348032,
-0.02994115836918354,
0.03130535036325455,
-0.1550283282995224,
0.07480210065841675,
-4.500810746321804e-8,
0.07875850796699524,
0.015126158483326435,
0.020087506622076035,
-0.07057052850723267,
0.04327419772744179,
-0.057816993445158005,
-0.02746877260506153,
0.0047550988383591175,
-0.01850297674536705,
-0.06551007926464081,
-0.038211122155189514,
-0.049788765609264374,
-0.08718749135732651,
0.03145402669906616,
0.004272311460226774,
0.029791492968797684,
0.04038829356431961,
-0.028013113886117935,
0.020987750962376595,
0.0033229731488972902,
-0.10248815268278122,
0.019572431221604347,
0.03509014844894409,
-0.02635985054075718,
-0.005717750173062086,
-0.027953922748565674,
0.027092166244983673,
-0.057829614728689194,
0.0330028161406517,
0.08158697932958603,
-0.04457755759358406,
-0.014613667502999306,
0.0039002015255391598,
0.06439413130283356,
-0.060221582651138306,
-0.007941936142742634,
-0.016301989555358887,
-0.01109085138887167,
-0.07535368949174881,
-0.020435070618987083,
-0.020435141399502754,
0.02884812094271183,
-0.029652530327439308,
0.0035469084978103638,
0.0012024990282952785,
-0.007093553896993399,
0.09069966524839401,
0.02966277301311493,
-0.09394147992134094,
-0.0035067449789494276,
-0.07644468545913696,
0.06387633830308914,
-0.020221587270498276,
-0.08325836062431335,
-0.035688482224941254,
-0.03310774639248848,
-0.03933942690491676,
-0.07113175839185715,
-0.03489844873547554,
0.04003795236349106,
0.0008580426801927388,
-0.035419244319200516,
-0.029794860631227493,
0.013982349075376987
] |
1402.5318
|
Stefano Vercellati
|
Ilario Boscolo, Fabrizio Castelli, Marco Stellato, Stefano Vercellati
|
The parametric spring-mass system, its connection with non-linear
optics, and an approach for undergraduate students
|
11 pages, 11 figures,submitted to American Journal of Physics
| null | null | null |
physics.ed-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The spring-mass system studied in undergraduate physics laboratories may
exhibit complex dynamics due to the simultaneous action of gravitational and
elastic forces in addition to air friction. In the first part of this paper, we
describe a laboratory experiment aimed at beginner students which also gives
those with a more advanced background an opportunity to explore more complex
aspects of the motions involved. If students are not given predefined apparatus
but are allowed instead to design their own set-up for the experiment, they may
also learn something about the thought processes and experimental procedures
used in physics. In the second part of this paper, we present a systematic
study of the parametric behavior of the system because teachers have to master
its dynamics. The non-linear interaction between the vertical and the pendular
oscillations in a vertical spring-mass system depends on the ratio between the
frequencies of the two motions and on the motion's excitation. Systematic
experimental investigations, coupled with relevant simulations, highlight the
many aspects of physics involved in the partition of energy transfer between
the two modes. The different motion waveforms obtained by sweeping through the
resonance curve and by applying small and strong excitations are presented and
analyzed. The influence of the unavoidable spurious motions is investigated. An
analogy between the parametric interaction in a spring--mass system and that
found during frequency conversion in non-linear optical crystals is discussed.
|
[
{
"created": "Fri, 21 Feb 2014 15:06:27 GMT",
"version": "v1"
}
] |
2014-02-24
|
[
[
"Boscolo",
"Ilario",
""
],
[
"Castelli",
"Fabrizio",
""
],
[
"Stellato",
"Marco",
""
],
[
"Vercellati",
"Stefano",
""
]
] |
[
-0.05634988099336624,
-0.03991296887397766,
0.046213023364543915,
-0.00025131882284767926,
-0.062171198427677155,
-0.11097853630781174,
-0.018237315118312836,
-0.0025536150205880404,
0.09350807964801788,
0.06274070590734482,
0.07773105055093765,
0.008446106687188148,
-0.026119496673345566,
-0.021747497841715813,
0.0014940995024517179,
-0.02570245787501335,
0.02647404372692108,
0.07525299489498138,
-0.036814525723457336,
0.08010503649711609,
0.057040270417928696,
-0.06522161513566971,
-0.010621764697134495,
-0.028078926727175713,
0.008368906565010548,
0.08134513348340988,
-0.011775693856179714,
0.03870147466659546,
-0.0340682752430439,
-0.04903466999530792,
-0.042189836502075195,
-0.0279783234000206,
-0.059926070272922516,
-0.0435946099460125,
0.01739860139787197,
0.0021594148129224777,
0.06483569741249084,
0.015518329106271267,
-0.06921569257974625,
-0.019861919805407524,
-0.08634468168020248,
0.007648652419447899,
0.05182361975312233,
0.04478415474295616,
0.051329195499420166,
0.026396354660391808,
0.032983098179101944,
-0.02607058361172676,
-0.05198804661631584,
0.015831736847758293,
0.04347114637494087,
-0.07182514667510986,
0.006891447119414806,
0.027451690286397934,
0.0486520417034626,
0.021334083750844002,
0.036240994930267334,
-0.018035415560007095,
0.01668701507151127,
-0.10410640388727188,
-0.01653304696083069,
0.02237636037170887,
-0.069894939661026,
0.016763482242822647,
-0.009682971984148026,
-0.014657084830105305,
0.005425953771919012,
0.030538827180862427,
0.05568799749016762,
0.046445004642009735,
0.02949930727481842,
0.01919509842991829,
-0.007776342332363129,
0.056397221982479095,
0.03618386387825012,
-0.062227554619312286,
-0.07468538731336594,
0.11676457524299622,
0.035374172031879425,
0.05902235954999924,
0.05402626842260361,
-0.06318434327840805,
-0.06960030645132065,
-0.06256119906902313,
-0.028574107214808464,
-0.038441456854343414,
0.08608513325452805,
0.054583270102739334,
0.01837659440934658,
0.020271439105272293,
-0.05208970978856087,
0.056787360459566116,
-0.040550488978624344,
-0.004111455287784338,
0.06741370260715485,
-0.03558890148997307,
0.00955976638942957,
-0.03107268549501896,
0.0680256187915802,
0.06265395134687424,
-0.006506406702101231,
0.03967699781060219,
0.07856959849596024,
0.12084883451461792,
-0.033687155693769455,
-0.003954253159463406,
-0.01827584207057953,
-0.01795087940990925,
0.07075271010398865,
0.06530129164457321,
0.010079551488161087,
-0.01282508298754692,
0.002465818775817752,
0.06995964795351028,
0.028745636343955994,
-0.052236951887607574,
0.05517451465129852,
-0.018984684720635414,
-0.07585298269987106,
0.030496904626488686,
0.01877523958683014,
-0.06872175633907318,
-0.06439272314310074,
-0.012153680436313152,
0.015873674303293228,
-0.027166737243533134,
-0.06378573924303055,
1.56557076354114e-33,
0.05121583864092827,
0.006000539753586054,
0.034561578184366226,
0.023895857855677605,
0.014739138074219227,
-0.07201127707958221,
0.03588587045669556,
0.0911192074418068,
0.06555762887001038,
0.044972240924835205,
-0.036562856286764145,
0.03982012718915939,
-0.004065853543579578,
0.05644993111491203,
0.020079011097550392,
-0.023325413465499878,
0.01597033441066742,
-0.04455280676484108,
0.0081529151648283,
0.01865975558757782,
-0.0020553332287818193,
0.003489674534648657,
0.04356309399008751,
-0.03728112205862999,
-0.06400503218173981,
0.08079991489648819,
-0.031106479465961456,
0.002866569207981229,
0.021315358579158783,
0.007118791341781616,
0.009515337646007538,
-0.05178947374224663,
-0.09248194843530655,
-0.0023147345054894686,
0.0005000339588150382,
-0.00020267939544282854,
0.10608455538749695,
-0.023299051448702812,
-0.0059500387869775295,
-0.026235945522785187,
-0.018628181889653206,
-0.048710327595472336,
-0.006659120321273804,
0.0386655293405056,
0.00941992737352848,
0.006724166683852673,
0.11937722563743591,
0.050527580082416534,
0.011241530068218708,
-0.0008146665641106665,
-0.014395426958799362,
-0.040195345878601074,
-0.015719451010227203,
-0.014540891163051128,
0.038812533020973206,
0.025690501555800438,
0.020283987745642662,
0.019519368186593056,
-0.1376739889383316,
0.026734767481684685,
-0.059635844081640244,
0.05729874223470688,
0.08746961504220963,
0.0020632536616176367,
-0.0325850285589695,
-0.012851112522184849,
-0.13910312950611115,
0.02654687687754631,
0.05376037582755089,
-0.04847276955842972,
-0.03221988305449486,
0.02188079059123993,
-0.0450899675488472,
-0.021279655396938324,
0.0468018464744091,
0.015209993347525597,
0.01998687908053398,
-0.013365657068789005,
-0.06902878731489182,
0.021748274564743042,
0.10522904247045517,
-0.1485617756843567,
0.045741792768239975,
-0.07714561372995377,
-0.15818166732788086,
-0.017099620774388313,
0.03532424569129944,
-0.059149906039237976,
-0.011893839575350285,
-0.003967408090829849,
-0.0687691867351532,
0.03611759841442108,
0.009389667771756649,
0.028863638639450073,
0.06124953180551529,
-4.046989379617079e-33,
0.028011184185743332,
0.020897312089800835,
-0.016155492514371872,
0.05825376510620117,
0.07700444757938385,
0.15288439393043518,
-0.041071560233831406,
-0.020532047376036644,
-0.08174179494380951,
-0.07125210762023926,
-0.0007200008258223534,
-0.03270518779754639,
-0.046065427362918854,
0.03728301823139191,
0.017668884247541428,
0.009895812720060349,
-0.030001062899827957,
-0.0004292142402846366,
0.011147326789796352,
-0.0023221797309815884,
0.005719857290387154,
0.07993607223033905,
0.01500622183084488,
-0.04305754974484444,
0.03883625939488411,
0.002840728033334017,
0.0012513012625277042,
-0.07170508056879044,
-0.044184185564517975,
0.07758109271526337,
0.043985381722450256,
0.024806402623653412,
0.0882958397269249,
0.04435071721673012,
-0.05002383142709732,
0.0820155218243599,
0.06575648486614227,
0.06088459864258766,
0.026435434818267822,
-0.03492499887943268,
-0.004545121919363737,
0.033154312521219254,
0.1003890186548233,
-0.06460554152727127,
0.027088753879070282,
-0.01725180074572563,
-0.00759161077439785,
0.08711206167936325,
-0.06740295141935349,
-0.0238322913646698,
-0.03177669271826744,
-0.038466788828372955,
-0.04389841482043266,
-0.10262298583984375,
0.05962026119232178,
-0.0006996564334258437,
0.0269453264772892,
-0.04900187626481056,
0.03696208447217941,
0.011377853341400623,
0.0009856976103037596,
-0.06537966430187225,
-0.01084653940051794,
-0.067473866045475,
-0.005397126078605652,
-0.011946003884077072,
-0.04670712351799011,
-0.02518070489168167,
0.025020727887749672,
-0.020740699023008347,
-0.07549289613962173,
0.02072909288108349,
0.03498365730047226,
-0.054705917835235596,
0.05958462879061699,
0.028278548270463943,
0.050479061901569366,
-0.11060738563537598,
-0.0739559456706047,
-0.037178922444581985,
-0.03115774504840374,
-0.011672214604914188,
0.017601875588297844,
-0.0027170907706022263,
-0.1367988884449005,
-0.011925195343792439,
-0.12510700523853302,
0.00955068226903677,
-0.012177755124866962,
0.031985122710466385,
-0.009643897414207458,
0.07335923612117767,
0.07079071551561356,
-0.038071244955062866,
0.08209268748760223,
-6.13322299614083e-8,
0.015328274108469486,
-0.001754622207954526,
0.0002038961392827332,
0.038216765969991684,
-0.019790098071098328,
0.10675658285617828,
-0.024724021553993225,
-0.07555905729532242,
0.014450527727603912,
-0.06793001294136047,
0.018509499728679657,
-0.05195517838001251,
0.04453613981604576,
-0.017192088067531586,
0.0006335289217531681,
0.04763897508382797,
0.03760021924972534,
-0.03299960121512413,
-0.04729247838258743,
0.0162094347178936,
0.0709090307354927,
0.007930285297334194,
0.00009164852963294834,
0.01784331351518631,
0.03437027335166931,
-0.07922115921974182,
-0.04326930642127991,
0.08184190839529037,
-0.05641140788793564,
0.033518873155117035,
-0.04869595170021057,
-0.009488193318247795,
-0.08475111424922943,
-0.06665866076946259,
-0.07444825768470764,
0.03259090334177017,
-0.029629629105329514,
0.03606483340263367,
0.0022115828469395638,
0.020882919430732727,
-0.025776535272598267,
0.025756260380148888,
-0.12462561577558517,
0.021897301077842712,
-0.008147208020091057,
0.012008064426481724,
-0.09794257581233978,
-0.08200833201408386,
-0.0039321365766227245,
0.12279976159334183,
-0.038786523044109344,
0.01515632402151823,
-0.005205300636589527,
-0.0009730056044645607,
0.010392331518232822,
0.09578567743301392,
-0.09407755732536316,
0.020813537761569023,
-0.05947795882821083,
-0.008253566920757294,
0.03941022977232933,
0.05314212292432785,
-0.09316062927246094,
-0.0147496797144413
] | null | null | null | null | null | null | null |
[
-0.05634988099336624,
-0.03991296887397766,
0.046213023364543915,
-0.00025131882284767926,
-0.062171198427677155,
-0.11097853630781174,
-0.018237315118312836,
-0.0025536150205880404,
0.09350807964801788,
0.06274070590734482,
0.07773105055093765,
0.008446106687188148,
-0.026119496673345566,
-0.021747497841715813,
0.0014940995024517179,
-0.02570245787501335,
0.02647404372692108,
0.07525299489498138,
-0.036814525723457336,
0.08010503649711609,
0.057040270417928696,
-0.06522161513566971,
-0.010621764697134495,
-0.028078926727175713,
0.008368906565010548,
0.08134513348340988,
-0.011775693856179714,
0.03870147466659546,
-0.0340682752430439,
-0.04903466999530792,
-0.042189836502075195,
-0.0279783234000206,
-0.059926070272922516,
-0.0435946099460125,
0.01739860139787197,
0.0021594148129224777,
0.06483569741249084,
0.015518329106271267,
-0.06921569257974625,
-0.019861919805407524,
-0.08634468168020248,
0.007648652419447899,
0.05182361975312233,
0.04478415474295616,
0.051329195499420166,
0.026396354660391808,
0.032983098179101944,
-0.02607058361172676,
-0.05198804661631584,
0.015831736847758293,
0.04347114637494087,
-0.07182514667510986,
0.006891447119414806,
0.027451690286397934,
0.0486520417034626,
0.021334083750844002,
0.036240994930267334,
-0.018035415560007095,
0.01668701507151127,
-0.10410640388727188,
-0.01653304696083069,
0.02237636037170887,
-0.069894939661026,
0.016763482242822647,
-0.009682971984148026,
-0.014657084830105305,
0.005425953771919012,
0.030538827180862427,
0.05568799749016762,
0.046445004642009735,
0.02949930727481842,
0.01919509842991829,
-0.007776342332363129,
0.056397221982479095,
0.03618386387825012,
-0.062227554619312286,
-0.07468538731336594,
0.11676457524299622,
0.035374172031879425,
0.05902235954999924,
0.05402626842260361,
-0.06318434327840805,
-0.06960030645132065,
-0.06256119906902313,
-0.028574107214808464,
-0.038441456854343414,
0.08608513325452805,
0.054583270102739334,
0.01837659440934658,
0.020271439105272293,
-0.05208970978856087,
0.056787360459566116,
-0.040550488978624344,
-0.004111455287784338,
0.06741370260715485,
-0.03558890148997307,
0.00955976638942957,
-0.03107268549501896,
0.0680256187915802,
0.06265395134687424,
-0.006506406702101231,
0.03967699781060219,
0.07856959849596024,
0.12084883451461792,
-0.033687155693769455,
-0.003954253159463406,
-0.01827584207057953,
-0.01795087940990925,
0.07075271010398865,
0.06530129164457321,
0.010079551488161087,
-0.01282508298754692,
0.002465818775817752,
0.06995964795351028,
0.028745636343955994,
-0.052236951887607574,
0.05517451465129852,
-0.018984684720635414,
-0.07585298269987106,
0.030496904626488686,
0.01877523958683014,
-0.06872175633907318,
-0.06439272314310074,
-0.012153680436313152,
0.015873674303293228,
-0.027166737243533134,
-0.06378573924303055,
1.56557076354114e-33,
0.05121583864092827,
0.006000539753586054,
0.034561578184366226,
0.023895857855677605,
0.014739138074219227,
-0.07201127707958221,
0.03588587045669556,
0.0911192074418068,
0.06555762887001038,
0.044972240924835205,
-0.036562856286764145,
0.03982012718915939,
-0.004065853543579578,
0.05644993111491203,
0.020079011097550392,
-0.023325413465499878,
0.01597033441066742,
-0.04455280676484108,
0.0081529151648283,
0.01865975558757782,
-0.0020553332287818193,
0.003489674534648657,
0.04356309399008751,
-0.03728112205862999,
-0.06400503218173981,
0.08079991489648819,
-0.031106479465961456,
0.002866569207981229,
0.021315358579158783,
0.007118791341781616,
0.009515337646007538,
-0.05178947374224663,
-0.09248194843530655,
-0.0023147345054894686,
0.0005000339588150382,
-0.00020267939544282854,
0.10608455538749695,
-0.023299051448702812,
-0.0059500387869775295,
-0.026235945522785187,
-0.018628181889653206,
-0.048710327595472336,
-0.006659120321273804,
0.0386655293405056,
0.00941992737352848,
0.006724166683852673,
0.11937722563743591,
0.050527580082416534,
0.011241530068218708,
-0.0008146665641106665,
-0.014395426958799362,
-0.040195345878601074,
-0.015719451010227203,
-0.014540891163051128,
0.038812533020973206,
0.025690501555800438,
0.020283987745642662,
0.019519368186593056,
-0.1376739889383316,
0.026734767481684685,
-0.059635844081640244,
0.05729874223470688,
0.08746961504220963,
0.0020632536616176367,
-0.0325850285589695,
-0.012851112522184849,
-0.13910312950611115,
0.02654687687754631,
0.05376037582755089,
-0.04847276955842972,
-0.03221988305449486,
0.02188079059123993,
-0.0450899675488472,
-0.021279655396938324,
0.0468018464744091,
0.015209993347525597,
0.01998687908053398,
-0.013365657068789005,
-0.06902878731489182,
0.021748274564743042,
0.10522904247045517,
-0.1485617756843567,
0.045741792768239975,
-0.07714561372995377,
-0.15818166732788086,
-0.017099620774388313,
0.03532424569129944,
-0.059149906039237976,
-0.011893839575350285,
-0.003967408090829849,
-0.0687691867351532,
0.03611759841442108,
0.009389667771756649,
0.028863638639450073,
0.06124953180551529,
-4.046989379617079e-33,
0.028011184185743332,
0.020897312089800835,
-0.016155492514371872,
0.05825376510620117,
0.07700444757938385,
0.15288439393043518,
-0.041071560233831406,
-0.020532047376036644,
-0.08174179494380951,
-0.07125210762023926,
-0.0007200008258223534,
-0.03270518779754639,
-0.046065427362918854,
0.03728301823139191,
0.017668884247541428,
0.009895812720060349,
-0.030001062899827957,
-0.0004292142402846366,
0.011147326789796352,
-0.0023221797309815884,
0.005719857290387154,
0.07993607223033905,
0.01500622183084488,
-0.04305754974484444,
0.03883625939488411,
0.002840728033334017,
0.0012513012625277042,
-0.07170508056879044,
-0.044184185564517975,
0.07758109271526337,
0.043985381722450256,
0.024806402623653412,
0.0882958397269249,
0.04435071721673012,
-0.05002383142709732,
0.0820155218243599,
0.06575648486614227,
0.06088459864258766,
0.026435434818267822,
-0.03492499887943268,
-0.004545121919363737,
0.033154312521219254,
0.1003890186548233,
-0.06460554152727127,
0.027088753879070282,
-0.01725180074572563,
-0.00759161077439785,
0.08711206167936325,
-0.06740295141935349,
-0.0238322913646698,
-0.03177669271826744,
-0.038466788828372955,
-0.04389841482043266,
-0.10262298583984375,
0.05962026119232178,
-0.0006996564334258437,
0.0269453264772892,
-0.04900187626481056,
0.03696208447217941,
0.011377853341400623,
0.0009856976103037596,
-0.06537966430187225,
-0.01084653940051794,
-0.067473866045475,
-0.005397126078605652,
-0.011946003884077072,
-0.04670712351799011,
-0.02518070489168167,
0.025020727887749672,
-0.020740699023008347,
-0.07549289613962173,
0.02072909288108349,
0.03498365730047226,
-0.054705917835235596,
0.05958462879061699,
0.028278548270463943,
0.050479061901569366,
-0.11060738563537598,
-0.0739559456706047,
-0.037178922444581985,
-0.03115774504840374,
-0.011672214604914188,
0.017601875588297844,
-0.0027170907706022263,
-0.1367988884449005,
-0.011925195343792439,
-0.12510700523853302,
0.00955068226903677,
-0.012177755124866962,
0.031985122710466385,
-0.009643897414207458,
0.07335923612117767,
0.07079071551561356,
-0.038071244955062866,
0.08209268748760223,
-6.13322299614083e-8,
0.015328274108469486,
-0.001754622207954526,
0.0002038961392827332,
0.038216765969991684,
-0.019790098071098328,
0.10675658285617828,
-0.024724021553993225,
-0.07555905729532242,
0.014450527727603912,
-0.06793001294136047,
0.018509499728679657,
-0.05195517838001251,
0.04453613981604576,
-0.017192088067531586,
0.0006335289217531681,
0.04763897508382797,
0.03760021924972534,
-0.03299960121512413,
-0.04729247838258743,
0.0162094347178936,
0.0709090307354927,
0.007930285297334194,
0.00009164852963294834,
0.01784331351518631,
0.03437027335166931,
-0.07922115921974182,
-0.04326930642127991,
0.08184190839529037,
-0.05641140788793564,
0.033518873155117035,
-0.04869595170021057,
-0.009488193318247795,
-0.08475111424922943,
-0.06665866076946259,
-0.07444825768470764,
0.03259090334177017,
-0.029629629105329514,
0.03606483340263367,
0.0022115828469395638,
0.020882919430732727,
-0.025776535272598267,
0.025756260380148888,
-0.12462561577558517,
0.021897301077842712,
-0.008147208020091057,
0.012008064426481724,
-0.09794257581233978,
-0.08200833201408386,
-0.0039321365766227245,
0.12279976159334183,
-0.038786523044109344,
0.01515632402151823,
-0.005205300636589527,
-0.0009730056044645607,
0.010392331518232822,
0.09578567743301392,
-0.09407755732536316,
0.020813537761569023,
-0.05947795882821083,
-0.008253566920757294,
0.03941022977232933,
0.05314212292432785,
-0.09316062927246094,
-0.0147496797144413
] |
1402.5322
|
Xinlu Xu
|
X. L. Xu (1), Y. P. Wu (1), C. J. Zhang (1), F. Li (1), Y. Wan (1), J.
F. Hua (1), C.-H. Pai (1), W. Lu (1,2), P. Yu (2), C. Joshi (2) and W. B.
Mori (2) ((1) Tsinghua University, China (2) University of California Los
Angeles)
|
Low emittance electron beam generation from a laser wakefield
accelerator using two laser pulses with different wavelengths
|
18 pages (one column), 7 figures
| null |
10.1103/PhysRevSTAB.17.061301
| null |
physics.acc-ph physics.plasm-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Ionization injection triggered by short wavelength laser pulses inside a
nonlinear wakefield driven by a longer wavelength laser is examined via
multi-dimensional particle-in-cell simulations. We find that very bright
electron beams can be generated through this two-color scheme in either
collinear propagating or transverse colliding geometry. For a fixed laser
intensity $I$, lasers with longer/shorter wavelength $\lambda$ have
larger/smaller ponderomotive potential ($\propto I \lambda^2$). The two color
scheme utilizes this property to separate the injection process from the
wakefield excitation process. Very strong wakes can be generated at relatively
low laser intensities by using a longer wavelength laser driver (e.g. a $10
\micro\meter$ CO$_2$ laser) due to its very large ponderomotive potential. On
the other hand, short wavelength laser can produce electrons with very small
residual momenta ($p_\perp\sim a_0\sim \sqrt{I}\lambda$) inside the wake,
leading to electron beams with very small normalized emittances (tens of
$\nano\meter$). Using particle-in-cell simulations we show that a $\sim10
\femto\second$ electron beam with $\sim4 \pico\coulomb$ of charge and a
normalized emittance of $\sim 50 \nano\meter$ can be generated by combining a
10 $\micro\meter $ driving laser with a 400 $\nano\meter$ injection laser,
which is an improvement of more than one order of magnitude compared to the
typical results obtained when a single wavelength laser used for both the wake
formation and ionization injection.
|
[
{
"created": "Fri, 21 Feb 2014 15:16:18 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Xu",
"X. L.",
""
],
[
"Wu",
"Y. P.",
""
],
[
"Zhang",
"C. J.",
""
],
[
"Li",
"F.",
""
],
[
"Wan",
"Y.",
""
],
[
"Hua",
"J. F.",
""
],
[
"Pai",
"C. -H.",
""
],
[
"Lu",
"W.",
""
],
[
"Yu",
"P.",
""
],
[
"Joshi",
"C.",
""
],
[
"Mori",
"W. B.",
""
]
] |
[
0.011412866413593292,
0.03402424231171608,
-0.009965470060706139,
0.09170185774564743,
-0.0992138534784317,
-0.0799662321805954,
-0.0011103545548394322,
0.004354544449597597,
0.015002698637545109,
0.010977625846862793,
-0.01741836406290531,
-0.006278306245803833,
0.022730886936187744,
-0.040335413068532944,
0.077297642827034,
0.016223380342125893,
0.08279895037412643,
-0.018488284200429916,
-0.012553366832435131,
0.07090778648853302,
0.03167762607336044,
-0.05924343317747116,
-0.026550911366939545,
-0.022448843345046043,
-0.013074241578578949,
-0.0789833813905716,
0.009172366932034492,
-0.02130831405520439,
-0.02080560475587845,
0.001596893067471683,
0.060991283506155014,
0.010601293295621872,
-0.136036679148674,
-0.01826643757522106,
0.03022434189915657,
-0.04157211259007454,
0.03683968633413315,
0.03388279303908348,
0.016908783465623856,
0.017271555960178375,
0.13185414671897888,
-0.0015454229433089495,
0.0040365420281887054,
0.004101926926523447,
0.03033721074461937,
-0.021087659522891045,
0.08017317950725555,
-0.09791391342878342,
-0.08071931451559067,
-0.01887078396975994,
-0.051364243030548096,
0.05050916224718094,
-0.04730804264545441,
-0.054718948900699615,
-0.04164591431617737,
-0.015670835971832275,
-0.029371799901127815,
0.04762912914156914,
0.06735764443874359,
0.021211199462413788,
-0.0514991357922554,
-0.048961300402879715,
0.013947620056569576,
-0.005476407241076231,
0.012185339815914631,
-0.10669312626123428,
0.011884083040058613,
-0.02877391129732132,
-0.01267930492758751,
-0.003447376424446702,
0.018098995089530945,
0.019496586173772812,
-0.039894577115774155,
0.0054463171400129795,
0.04463202506303787,
-0.003230815986171365,
0.025041542947292328,
0.07762407511472702,
-0.03177918866276741,
0.04763462394475937,
0.05280956253409386,
0.02898467890918255,
-0.02816808968782425,
0.032650355249643326,
-0.05216735601425171,
0.09353350847959518,
0.07472120225429535,
0.030509967356920242,
-0.03371649235486984,
-0.04388640448451042,
-0.006816963665187359,
-0.07804447412490845,
-0.030335547402501106,
0.017568694427609444,
0.00826504547148943,
-0.0585002526640892,
0.09867137670516968,
-0.03322404995560646,
-0.028102481737732887,
-0.0029244001489132643,
0.11979178339242935,
-0.04907122254371643,
-0.0010104423854500055,
0.027910510078072548,
-0.04888908937573433,
-0.005937390029430389,
0.016486719250679016,
0.0927092432975769,
-0.08585412800312042,
0.03902353718876839,
0.12253402918577194,
-0.011152016930282116,
-0.029247017577290535,
-0.04747238755226135,
0.09446004033088684,
0.08677855134010315,
-0.02477552555501461,
-0.0021383201237767935,
0.08311537653207779,
-0.0047585503198206425,
-0.04049025475978851,
-0.03528420254588127,
0.009005269035696983,
0.030848274007439613,
0.05082562565803528,
0.035480350255966187,
0.020842477679252625,
2.0831717829349023e-33,
0.006132659502327442,
0.07246596366167068,
-0.05624385550618172,
0.000045903576392447576,
0.0018464152235537767,
-0.03351706638932228,
0.04773227125406265,
0.008546766825020313,
-0.09866666048765182,
-0.038125887513160706,
0.024979541078209877,
0.05768263712525368,
0.06224499270319939,
0.030727284029126167,
0.015994030982255936,
-0.01312352530658245,
-0.05071275681257248,
0.045693639665842056,
-0.021207621321082115,
0.07914509624242783,
0.05521285533905029,
0.004076323471963406,
0.05022141709923744,
0.08401890844106674,
-0.011114346794784069,
0.05719495192170143,
-0.04019930586218834,
-0.014202870428562164,
-0.06708849966526031,
-0.02611101046204567,
0.09485691785812378,
0.11936618387699127,
-0.003278662683442235,
0.034854430705308914,
-0.010624328628182411,
0.006836152635514736,
-0.04691227152943611,
0.030944133177399635,
0.03594454377889633,
-0.0117029445245862,
-0.10183804482221603,
0.0779988169670105,
-0.001964532770216465,
0.01865491457283497,
0.024133892729878426,
-0.1013500764966011,
-0.0478481724858284,
-0.04037512093782425,
-0.028316602110862732,
-0.04781178757548332,
-0.0164474043995142,
0.005085732787847519,
-0.004165347665548325,
0.04142886772751808,
0.05657292157411575,
0.04649929702281952,
0.10224362462759018,
0.011639437638223171,
0.07200982421636581,
-0.03365110978484154,
-0.0300751943141222,
-0.0661930963397026,
0.00871568638831377,
0.05166071653366089,
-0.03619726002216339,
0.054049596190452576,
-0.0566946379840374,
-0.004649081267416477,
0.013421843759715557,
0.02640853077173233,
0.03230470046401024,
0.023099012672901154,
0.042043108493089676,
-0.12090052664279938,
0.11016365140676498,
-0.0038924352265894413,
0.0027777464129030704,
0.08517661690711975,
-0.010313427075743675,
0.05227288976311684,
0.05295775458216667,
-0.07082650065422058,
-0.10630897432565689,
-0.0030266859102994204,
-0.04150860384106636,
-0.05040780082345009,
-0.12774567306041718,
-0.0299324169754982,
-0.09122434258460999,
-0.013989483937621117,
0.025975625962018967,
-0.0517556294798851,
0.0029024584218859673,
-0.06712524592876434,
-0.08023899048566818,
-3.3287722494982464e-33,
0.06625007838010788,
0.02093609608709812,
-0.03889070451259613,
0.027009712532162666,
0.04605230689048767,
0.06212461739778519,
0.05170619860291481,
0.021313833072781563,
-0.03896276280283928,
-0.006606667302548885,
0.020338313654065132,
0.10919268429279327,
-0.010621643625199795,
0.07403882592916489,
-0.02118050307035446,
-0.10116079449653625,
0.0107556888833642,
0.015378321520984173,
0.09938273578882217,
-0.04866254702210426,
0.0671868547797203,
-0.0022105977404862642,
0.003215587232261896,
-0.024747878313064575,
0.10607919096946716,
-0.02249947376549244,
-0.04431220144033432,
-0.03025754727423191,
-0.009646883234381676,
-0.09560145437717438,
-0.0900006964802742,
-0.016164595261216164,
-0.0023104993160814047,
0.017173921689391136,
-0.030362851917743683,
0.052628692239522934,
0.00757637619972229,
0.010937395505607128,
0.002486150711774826,
-0.05236147716641426,
0.01629018783569336,
0.01411126833409071,
0.0037262809928506613,
0.017245888710021973,
-0.000021488682250492275,
0.021446336060762405,
-0.019416820257902145,
0.009255985729396343,
0.04778234660625458,
0.04185556620359421,
-0.07358723133802414,
-0.02913571335375309,
-0.027009520679712296,
0.06174272298812866,
-0.055366918444633484,
-0.05961541086435318,
0.0419282540678978,
0.030123159289360046,
0.045836254954338074,
-0.0027098029386252165,
-0.11894514411687851,
-0.028711259365081787,
0.09217018634080887,
-0.04661216959357262,
-0.05823773890733719,
-0.036131907254457474,
-0.0904993936419487,
0.0310863945633173,
-0.015831870958209038,
-0.07129323482513428,
0.041446663439273834,
0.006726215127855539,
0.07820078730583191,
0.0000882291205925867,
-0.04292343929409981,
-0.0021735995542258024,
0.05099546164274216,
-0.0630682185292244,
-0.04167511686682701,
-0.022030964493751526,
-0.007402552757412195,
0.01149094756692648,
-0.009018090553581715,
-0.019903894513845444,
0.08019191026687622,
-0.006176205351948738,
0.01702207699418068,
-0.0020933563355356455,
-0.03497505933046341,
0.003460911801084876,
0.071522556245327,
0.007098845671862364,
0.09748388826847076,
-0.07916426658630371,
0.07327741384506226,
-5.004019243415314e-8,
0.017304517328739166,
-0.005627430509775877,
-0.03365185111761093,
0.06750989705324173,
0.06899013370275497,
-0.01412427332252264,
-0.02777678892016411,
0.05689746513962746,
0.016298815608024597,
-0.029447952285408974,
0.03239685669541359,
-0.002205095486715436,
0.002239389345049858,
0.0021685571409761906,
0.08355817198753357,
0.06914030015468597,
-0.044009458273649216,
-0.1438310295343399,
0.0004359878075774759,
0.03880874812602997,
-0.04409683868288994,
-0.046225406229496,
-0.0014803841477259994,
-0.0004992493195459247,
-0.03490421921014786,
0.024513812735676765,
-0.05453372746706009,
-0.03491094708442688,
-0.04742421209812164,
-0.014201764017343521,
-0.0936921238899231,
-0.00914661306887865,
0.03197674825787544,
0.04656948521733284,
-0.08920414745807648,
-0.0784926787018776,
0.0009369414765387774,
0.05749783664941788,
-0.015137678012251854,
-0.04701261594891548,
-0.05942865461111069,
-0.007337383925914764,
-0.004390651360154152,
-0.04318104684352875,
-0.013776881620287895,
0.0965796709060669,
-0.06809473037719727,
-0.0941888615489006,
-0.027719616889953613,
0.06389371305704117,
-0.05643026903271675,
0.004576659295707941,
-0.001643011230044067,
-0.11933010071516037,
-0.06395415216684341,
0.015327075496315956,
-0.04278959333896637,
-0.02274906262755394,
0.07244082540273666,
0.015944695100188255,
0.11257532984018326,
-0.0010021945927292109,
0.03995742276310921,
0.012714171782135963
] | null | null | null | null | null | null | null |
[
0.011412866413593292,
0.03402424231171608,
-0.009965470060706139,
0.09170185774564743,
-0.0992138534784317,
-0.0799662321805954,
-0.0011103545548394322,
0.004354544449597597,
0.015002698637545109,
0.010977625846862793,
-0.01741836406290531,
-0.006278306245803833,
0.022730886936187744,
-0.040335413068532944,
0.077297642827034,
0.016223380342125893,
0.08279895037412643,
-0.018488284200429916,
-0.012553366832435131,
0.07090778648853302,
0.03167762607336044,
-0.05924343317747116,
-0.026550911366939545,
-0.022448843345046043,
-0.013074241578578949,
-0.0789833813905716,
0.009172366932034492,
-0.02130831405520439,
-0.02080560475587845,
0.001596893067471683,
0.060991283506155014,
0.010601293295621872,
-0.136036679148674,
-0.01826643757522106,
0.03022434189915657,
-0.04157211259007454,
0.03683968633413315,
0.03388279303908348,
0.016908783465623856,
0.017271555960178375,
0.13185414671897888,
-0.0015454229433089495,
0.0040365420281887054,
0.004101926926523447,
0.03033721074461937,
-0.021087659522891045,
0.08017317950725555,
-0.09791391342878342,
-0.08071931451559067,
-0.01887078396975994,
-0.051364243030548096,
0.05050916224718094,
-0.04730804264545441,
-0.054718948900699615,
-0.04164591431617737,
-0.015670835971832275,
-0.029371799901127815,
0.04762912914156914,
0.06735764443874359,
0.021211199462413788,
-0.0514991357922554,
-0.048961300402879715,
0.013947620056569576,
-0.005476407241076231,
0.012185339815914631,
-0.10669312626123428,
0.011884083040058613,
-0.02877391129732132,
-0.01267930492758751,
-0.003447376424446702,
0.018098995089530945,
0.019496586173772812,
-0.039894577115774155,
0.0054463171400129795,
0.04463202506303787,
-0.003230815986171365,
0.025041542947292328,
0.07762407511472702,
-0.03177918866276741,
0.04763462394475937,
0.05280956253409386,
0.02898467890918255,
-0.02816808968782425,
0.032650355249643326,
-0.05216735601425171,
0.09353350847959518,
0.07472120225429535,
0.030509967356920242,
-0.03371649235486984,
-0.04388640448451042,
-0.006816963665187359,
-0.07804447412490845,
-0.030335547402501106,
0.017568694427609444,
0.00826504547148943,
-0.0585002526640892,
0.09867137670516968,
-0.03322404995560646,
-0.028102481737732887,
-0.0029244001489132643,
0.11979178339242935,
-0.04907122254371643,
-0.0010104423854500055,
0.027910510078072548,
-0.04888908937573433,
-0.005937390029430389,
0.016486719250679016,
0.0927092432975769,
-0.08585412800312042,
0.03902353718876839,
0.12253402918577194,
-0.011152016930282116,
-0.029247017577290535,
-0.04747238755226135,
0.09446004033088684,
0.08677855134010315,
-0.02477552555501461,
-0.0021383201237767935,
0.08311537653207779,
-0.0047585503198206425,
-0.04049025475978851,
-0.03528420254588127,
0.009005269035696983,
0.030848274007439613,
0.05082562565803528,
0.035480350255966187,
0.020842477679252625,
2.0831717829349023e-33,
0.006132659502327442,
0.07246596366167068,
-0.05624385550618172,
0.000045903576392447576,
0.0018464152235537767,
-0.03351706638932228,
0.04773227125406265,
0.008546766825020313,
-0.09866666048765182,
-0.038125887513160706,
0.024979541078209877,
0.05768263712525368,
0.06224499270319939,
0.030727284029126167,
0.015994030982255936,
-0.01312352530658245,
-0.05071275681257248,
0.045693639665842056,
-0.021207621321082115,
0.07914509624242783,
0.05521285533905029,
0.004076323471963406,
0.05022141709923744,
0.08401890844106674,
-0.011114346794784069,
0.05719495192170143,
-0.04019930586218834,
-0.014202870428562164,
-0.06708849966526031,
-0.02611101046204567,
0.09485691785812378,
0.11936618387699127,
-0.003278662683442235,
0.034854430705308914,
-0.010624328628182411,
0.006836152635514736,
-0.04691227152943611,
0.030944133177399635,
0.03594454377889633,
-0.0117029445245862,
-0.10183804482221603,
0.0779988169670105,
-0.001964532770216465,
0.01865491457283497,
0.024133892729878426,
-0.1013500764966011,
-0.0478481724858284,
-0.04037512093782425,
-0.028316602110862732,
-0.04781178757548332,
-0.0164474043995142,
0.005085732787847519,
-0.004165347665548325,
0.04142886772751808,
0.05657292157411575,
0.04649929702281952,
0.10224362462759018,
0.011639437638223171,
0.07200982421636581,
-0.03365110978484154,
-0.0300751943141222,
-0.0661930963397026,
0.00871568638831377,
0.05166071653366089,
-0.03619726002216339,
0.054049596190452576,
-0.0566946379840374,
-0.004649081267416477,
0.013421843759715557,
0.02640853077173233,
0.03230470046401024,
0.023099012672901154,
0.042043108493089676,
-0.12090052664279938,
0.11016365140676498,
-0.0038924352265894413,
0.0027777464129030704,
0.08517661690711975,
-0.010313427075743675,
0.05227288976311684,
0.05295775458216667,
-0.07082650065422058,
-0.10630897432565689,
-0.0030266859102994204,
-0.04150860384106636,
-0.05040780082345009,
-0.12774567306041718,
-0.0299324169754982,
-0.09122434258460999,
-0.013989483937621117,
0.025975625962018967,
-0.0517556294798851,
0.0029024584218859673,
-0.06712524592876434,
-0.08023899048566818,
-3.3287722494982464e-33,
0.06625007838010788,
0.02093609608709812,
-0.03889070451259613,
0.027009712532162666,
0.04605230689048767,
0.06212461739778519,
0.05170619860291481,
0.021313833072781563,
-0.03896276280283928,
-0.006606667302548885,
0.020338313654065132,
0.10919268429279327,
-0.010621643625199795,
0.07403882592916489,
-0.02118050307035446,
-0.10116079449653625,
0.0107556888833642,
0.015378321520984173,
0.09938273578882217,
-0.04866254702210426,
0.0671868547797203,
-0.0022105977404862642,
0.003215587232261896,
-0.024747878313064575,
0.10607919096946716,
-0.02249947376549244,
-0.04431220144033432,
-0.03025754727423191,
-0.009646883234381676,
-0.09560145437717438,
-0.0900006964802742,
-0.016164595261216164,
-0.0023104993160814047,
0.017173921689391136,
-0.030362851917743683,
0.052628692239522934,
0.00757637619972229,
0.010937395505607128,
0.002486150711774826,
-0.05236147716641426,
0.01629018783569336,
0.01411126833409071,
0.0037262809928506613,
0.017245888710021973,
-0.000021488682250492275,
0.021446336060762405,
-0.019416820257902145,
0.009255985729396343,
0.04778234660625458,
0.04185556620359421,
-0.07358723133802414,
-0.02913571335375309,
-0.027009520679712296,
0.06174272298812866,
-0.055366918444633484,
-0.05961541086435318,
0.0419282540678978,
0.030123159289360046,
0.045836254954338074,
-0.0027098029386252165,
-0.11894514411687851,
-0.028711259365081787,
0.09217018634080887,
-0.04661216959357262,
-0.05823773890733719,
-0.036131907254457474,
-0.0904993936419487,
0.0310863945633173,
-0.015831870958209038,
-0.07129323482513428,
0.041446663439273834,
0.006726215127855539,
0.07820078730583191,
0.0000882291205925867,
-0.04292343929409981,
-0.0021735995542258024,
0.05099546164274216,
-0.0630682185292244,
-0.04167511686682701,
-0.022030964493751526,
-0.007402552757412195,
0.01149094756692648,
-0.009018090553581715,
-0.019903894513845444,
0.08019191026687622,
-0.006176205351948738,
0.01702207699418068,
-0.0020933563355356455,
-0.03497505933046341,
0.003460911801084876,
0.071522556245327,
0.007098845671862364,
0.09748388826847076,
-0.07916426658630371,
0.07327741384506226,
-5.004019243415314e-8,
0.017304517328739166,
-0.005627430509775877,
-0.03365185111761093,
0.06750989705324173,
0.06899013370275497,
-0.01412427332252264,
-0.02777678892016411,
0.05689746513962746,
0.016298815608024597,
-0.029447952285408974,
0.03239685669541359,
-0.002205095486715436,
0.002239389345049858,
0.0021685571409761906,
0.08355817198753357,
0.06914030015468597,
-0.044009458273649216,
-0.1438310295343399,
0.0004359878075774759,
0.03880874812602997,
-0.04409683868288994,
-0.046225406229496,
-0.0014803841477259994,
-0.0004992493195459247,
-0.03490421921014786,
0.024513812735676765,
-0.05453372746706009,
-0.03491094708442688,
-0.04742421209812164,
-0.014201764017343521,
-0.0936921238899231,
-0.00914661306887865,
0.03197674825787544,
0.04656948521733284,
-0.08920414745807648,
-0.0784926787018776,
0.0009369414765387774,
0.05749783664941788,
-0.015137678012251854,
-0.04701261594891548,
-0.05942865461111069,
-0.007337383925914764,
-0.004390651360154152,
-0.04318104684352875,
-0.013776881620287895,
0.0965796709060669,
-0.06809473037719727,
-0.0941888615489006,
-0.027719616889953613,
0.06389371305704117,
-0.05643026903271675,
0.004576659295707941,
-0.001643011230044067,
-0.11933010071516037,
-0.06395415216684341,
0.015327075496315956,
-0.04278959333896637,
-0.02274906262755394,
0.07244082540273666,
0.015944695100188255,
0.11257532984018326,
-0.0010021945927292109,
0.03995742276310921,
0.012714171782135963
] |
1402.5323
|
Francis Bell III
|
Francis Bell, Chunyu Zhao, Ahmet Sacan
|
PDBCirclePlot: A Novel Visualization Method for Protein Structures
|
Application note, 5 pages, 1 figure
| null | null | null |
q-bio.QM cs.CE q-bio.BM
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Interactive molecular graphics applications facilitate analysis of three
dimensional protein structures. Naturally, non-interactive 2-D snapshots of the
protein structures do not convey the same level of geometric detail. Several
2-D visualization methods have been in use to summarize structural information,
including contact maps and 2-D cartoon views. We present a new approach for 2-D
visualization of protein structures where amino acid residues are displayed on
a circle and spatially close residues are depicted by links. Furthermore,
residue-specific properties, such as conservation, accessibility, temperature
factor, can be displayed as plots on the same circular view.
|
[
{
"created": "Thu, 20 Feb 2014 20:35:48 GMT",
"version": "v1"
}
] |
2014-02-24
|
[
[
"Bell",
"Francis",
""
],
[
"Zhao",
"Chunyu",
""
],
[
"Sacan",
"Ahmet",
""
]
] |
[
0.008658108301460743,
-0.06897018104791641,
-0.04419657588005066,
-0.11414328962564468,
0.0888412669301033,
-0.06351835280656815,
-0.050481680780649185,
0.058773353695869446,
0.09531329572200775,
-0.041203271597623825,
0.002272797981277108,
-0.003716645995154977,
-0.02491936646401882,
0.12743854522705078,
-0.019338877871632576,
-0.013630920089781284,
-0.07438064366579056,
0.02500814199447632,
-0.009499150328338146,
-0.041073109954595566,
0.0442233569920063,
-0.026180202141404152,
-0.011690031737089157,
-0.0474289208650589,
0.029551751911640167,
0.04345046728849411,
0.030079049989581108,
0.04444308578968048,
0.014035986736416817,
-0.02002032846212387,
-0.035625655204057693,
-0.04890631511807442,
0.004243435338139534,
0.00047019877820275724,
0.00538590457290411,
-0.0027311518788337708,
0.011323334649205208,
0.06502526998519897,
-0.053186628967523575,
-0.04918726533651352,
0.03300860524177551,
0.08255858719348907,
0.06525103002786636,
0.00204850803129375,
-0.005348551087081432,
0.05784843862056732,
-0.07883906364440918,
0.0018595134606584907,
0.06173323094844818,
-0.0009568972745910287,
-0.07221703976392746,
-0.11467638611793518,
-0.013872715644538403,
-0.04493631049990654,
0.02184094861149788,
0.06341398507356644,
-0.0028676893562078476,
-0.10945376753807068,
0.005231150891631842,
-0.00787192489951849,
0.04034050554037094,
0.042668651789426804,
0.040875133126974106,
0.003396422602236271,
0.0933542251586914,
0.02513863891363144,
0.07889936119318008,
-0.005392281338572502,
0.019568806514143944,
-0.011306547559797764,
-0.08167330920696259,
-0.0003109884273726493,
-0.020612942054867744,
-0.048475224524736404,
0.021571658551692963,
0.0036261328496038914,
-0.13522516191005707,
0.003286962863057852,
-0.028126047924160957,
-0.10491060465574265,
0.04317295923829079,
0.03857769817113876,
0.07701455056667328,
0.12044321000576019,
-0.08839719742536545,
0.03261212632060051,
0.00009291015157941729,
-0.05129005014896393,
0.02344481460750103,
0.01238041277974844,
0.060140255838632584,
0.0351363942027092,
-0.0005119091947562993,
-0.006703725550323725,
-0.10063929855823517,
-0.032445989549160004,
0.09212751686573029,
-0.03719298541545868,
-0.007245227228850126,
0.0009206068934872746,
0.05043240636587143,
-0.05318471044301987,
0.07395317405462265,
-0.07435150444507599,
0.030904410406947136,
-0.042262494564056396,
0.005192064680159092,
0.00015836475358810276,
0.05921221897006035,
0.04695329815149307,
0.03942691907286644,
0.015608737245202065,
0.003248444991186261,
0.01546184066683054,
0.02246679924428463,
-0.014805890619754791,
-0.012809512205421925,
-0.07018840312957764,
0.059379693120718,
-0.02240731753408909,
0.03750414028763771,
0.0281039047986269,
-0.006583383306860924,
0.006082324311137199,
0.02232755348086357,
-0.010217283852398396,
-0.09410599619150162,
-1.410807105857297e-33,
0.07765121012926102,
0.038933925330638885,
0.023159846663475037,
0.05165329948067665,
-0.008024062030017376,
-0.08940664678812027,
-0.04760698974132538,
-0.054636400192976,
0.0020281951874494553,
0.05068666860461235,
-0.03514315187931061,
0.05368921533226967,
0.06809253990650177,
0.060110826045274734,
-0.015634790062904358,
-0.028270771726965904,
0.07938230037689209,
0.07347540557384491,
-0.04866527393460274,
0.044742707163095474,
-0.09420132637023926,
0.030896317213773727,
0.03922731429338455,
0.009698851965367794,
0.07391200214624405,
0.08737260103225708,
-0.08811023086309433,
0.018805794417858124,
0.00700439652428031,
-0.01065061241388321,
-0.030097151175141335,
-0.009389965794980526,
-0.10844364762306213,
-0.052126701921224594,
0.029452266171574593,
-0.04952247813344002,
-0.002926646964624524,
-0.06715711951255798,
-0.01894259825348854,
0.014872082509100437,
0.032887719571590424,
-0.08075319975614548,
-0.028609808534383774,
-0.003716355422511697,
-0.004053550306707621,
0.04854332283139229,
0.011815368197858334,
0.047205183655023575,
-0.07336881756782532,
-0.011489041149616241,
0.013519472442567348,
-0.013131348416209221,
0.0494239516556263,
-0.031927093863487244,
-0.010119158774614334,
-0.029080357402563095,
-0.00939206127077341,
-0.04270132631063461,
0.002816899446770549,
0.06063773110508919,
-0.05532126501202583,
0.08742453902959824,
-0.07016931474208832,
-0.0005635600537061691,
-0.048285048454999924,
0.004949306603521109,
-0.1464923471212387,
-0.019106734544038773,
0.054391250014305115,
0.11373636871576309,
-0.08790802955627441,
-0.004957040771842003,
0.071353018283844,
-0.004400421865284443,
-0.014941418543457985,
-0.002516532316803932,
-0.06088113784790039,
-0.011058036237955093,
0.01084877084940672,
0.07942865043878555,
-0.014659833163022995,
-0.08726216107606888,
-0.004145373124629259,
-0.09503216296434402,
-0.07076245546340942,
-0.12138999253511429,
0.11189521849155426,
-0.045706916600465775,
-0.06586845219135284,
-0.08414198458194733,
-0.005400617606937885,
0.0036811961326748133,
0.055253688246011734,
0.0213119275867939,
0.0014475404750555754,
-9.379235446077454e-34,
0.029208935797214508,
-0.024753965437412262,
0.045112334191799164,
-0.014075996354222298,
-0.052782196551561356,
0.029673928394913673,
0.019083086401224136,
0.0199485644698143,
0.04197642579674721,
-0.03994256630539894,
0.05086805671453476,
-0.018818356096744537,
-0.023919982835650444,
-0.012242603115737438,
0.07210074365139008,
0.02183118835091591,
-0.013652238063514233,
-0.030225468799471855,
-0.021123403683304787,
-0.003601910313591361,
-0.02854839712381363,
-0.06845604628324509,
-0.010829630307853222,
-0.005060364957898855,
-0.03328949585556984,
0.08721911907196045,
0.017521558329463005,
-0.1337035447359085,
-0.0032721676398068666,
0.04672807827591896,
-0.06696633994579315,
-0.03553247079253197,
0.053361259400844574,
-0.010122932493686676,
0.009851446375250816,
0.029123375192284584,
0.017772231251001358,
-0.10087145864963531,
0.07054687291383743,
-0.05675900727510452,
-0.0014956267550587654,
0.014671391807496548,
0.01459469273686409,
0.016193963587284088,
0.011846750974655151,
0.07518203556537628,
0.016284329816699028,
0.05330192297697067,
-0.06530886143445969,
-0.021148383617401123,
-0.01341196522116661,
-0.0007089865393936634,
0.07915713638067245,
-0.11386508494615555,
-0.008665607310831547,
-0.09120350331068039,
-0.056278474628925323,
0.03465483337640762,
0.06741947680711746,
0.019709991291165352,
-0.06252752244472504,
-0.10298750549554825,
-0.05423705279827118,
0.012223546393215656,
-0.05015680193901062,
-0.030149413272738457,
0.04852363094687462,
-0.07014643400907516,
-0.033228497952222824,
0.004724282305687666,
0.024779334664344788,
0.02982836775481701,
0.03391743823885918,
0.0204987321048975,
0.03226631134748459,
-0.04553544521331787,
0.017904775217175484,
0.06039062887430191,
-0.0036078535486012697,
0.016534440219402313,
0.04091644659638405,
0.017504649236798286,
0.0015194134321063757,
0.04918818175792694,
0.08151739090681076,
0.0631982684135437,
-0.06304944306612015,
0.04480855539441109,
0.058601055294275284,
-0.015345269814133644,
0.020381206646561623,
0.024638323113322258,
-0.009644278325140476,
0.16160468757152557,
0.14272305369377136,
-3.358911726536462e-8,
0.10354989022016525,
-0.02886834368109703,
0.06265602260828018,
-0.08659929037094116,
0.025372765958309174,
0.05492628365755081,
0.03788520395755768,
0.05032728612422943,
-0.03810365870594978,
0.027149656787514687,
0.006125923246145248,
0.0206055399030447,
-0.092422716319561,
-0.002849229145795107,
0.027753565460443497,
0.10790318995714188,
-0.005486847832798958,
-0.04880741611123085,
-0.006101942155510187,
0.022539911791682243,
-0.043649476021528244,
0.01891293004155159,
-0.04432889074087143,
0.014825060963630676,
-0.03818751126527786,
-0.01954249106347561,
-0.04797523841261864,
0.02570415288209915,
-0.03664762154221535,
-0.08254972100257874,
0.02032517082989216,
0.014552407898008823,
0.045130349695682526,
0.026780422776937485,
0.032391857355833054,
-0.06330642849206924,
-0.07647480070590973,
0.023755697533488274,
-0.06532557308673859,
0.028025487437844276,
-0.011562892235815525,
0.04216374084353447,
-0.020910734310746193,
-0.03384963795542717,
0.05660652369260788,
0.05877448245882988,
0.0465879924595356,
0.041507840156555176,
-0.05293767899274826,
-0.01001671515405178,
-0.08407600224018097,
-0.006516630761325359,
0.012995131313800812,
0.004534957930445671,
-0.028813926503062248,
-0.04935750737786293,
-0.05619461089372635,
-0.02053864672780037,
0.03038642182946205,
0.012179399840533733,
-0.02955433540046215,
0.03494298830628395,
-0.0269505362957716,
-0.03723529726266861
] | null | null | null | null | null | null | null |
[
0.008658108301460743,
-0.06897018104791641,
-0.04419657588005066,
-0.11414328962564468,
0.0888412669301033,
-0.06351835280656815,
-0.050481680780649185,
0.058773353695869446,
0.09531329572200775,
-0.041203271597623825,
0.002272797981277108,
-0.003716645995154977,
-0.02491936646401882,
0.12743854522705078,
-0.019338877871632576,
-0.013630920089781284,
-0.07438064366579056,
0.02500814199447632,
-0.009499150328338146,
-0.041073109954595566,
0.0442233569920063,
-0.026180202141404152,
-0.011690031737089157,
-0.0474289208650589,
0.029551751911640167,
0.04345046728849411,
0.030079049989581108,
0.04444308578968048,
0.014035986736416817,
-0.02002032846212387,
-0.035625655204057693,
-0.04890631511807442,
0.004243435338139534,
0.00047019877820275724,
0.00538590457290411,
-0.0027311518788337708,
0.011323334649205208,
0.06502526998519897,
-0.053186628967523575,
-0.04918726533651352,
0.03300860524177551,
0.08255858719348907,
0.06525103002786636,
0.00204850803129375,
-0.005348551087081432,
0.05784843862056732,
-0.07883906364440918,
0.0018595134606584907,
0.06173323094844818,
-0.0009568972745910287,
-0.07221703976392746,
-0.11467638611793518,
-0.013872715644538403,
-0.04493631049990654,
0.02184094861149788,
0.06341398507356644,
-0.0028676893562078476,
-0.10945376753807068,
0.005231150891631842,
-0.00787192489951849,
0.04034050554037094,
0.042668651789426804,
0.040875133126974106,
0.003396422602236271,
0.0933542251586914,
0.02513863891363144,
0.07889936119318008,
-0.005392281338572502,
0.019568806514143944,
-0.011306547559797764,
-0.08167330920696259,
-0.0003109884273726493,
-0.020612942054867744,
-0.048475224524736404,
0.021571658551692963,
0.0036261328496038914,
-0.13522516191005707,
0.003286962863057852,
-0.028126047924160957,
-0.10491060465574265,
0.04317295923829079,
0.03857769817113876,
0.07701455056667328,
0.12044321000576019,
-0.08839719742536545,
0.03261212632060051,
0.00009291015157941729,
-0.05129005014896393,
0.02344481460750103,
0.01238041277974844,
0.060140255838632584,
0.0351363942027092,
-0.0005119091947562993,
-0.006703725550323725,
-0.10063929855823517,
-0.032445989549160004,
0.09212751686573029,
-0.03719298541545868,
-0.007245227228850126,
0.0009206068934872746,
0.05043240636587143,
-0.05318471044301987,
0.07395317405462265,
-0.07435150444507599,
0.030904410406947136,
-0.042262494564056396,
0.005192064680159092,
0.00015836475358810276,
0.05921221897006035,
0.04695329815149307,
0.03942691907286644,
0.015608737245202065,
0.003248444991186261,
0.01546184066683054,
0.02246679924428463,
-0.014805890619754791,
-0.012809512205421925,
-0.07018840312957764,
0.059379693120718,
-0.02240731753408909,
0.03750414028763771,
0.0281039047986269,
-0.006583383306860924,
0.006082324311137199,
0.02232755348086357,
-0.010217283852398396,
-0.09410599619150162,
-1.410807105857297e-33,
0.07765121012926102,
0.038933925330638885,
0.023159846663475037,
0.05165329948067665,
-0.008024062030017376,
-0.08940664678812027,
-0.04760698974132538,
-0.054636400192976,
0.0020281951874494553,
0.05068666860461235,
-0.03514315187931061,
0.05368921533226967,
0.06809253990650177,
0.060110826045274734,
-0.015634790062904358,
-0.028270771726965904,
0.07938230037689209,
0.07347540557384491,
-0.04866527393460274,
0.044742707163095474,
-0.09420132637023926,
0.030896317213773727,
0.03922731429338455,
0.009698851965367794,
0.07391200214624405,
0.08737260103225708,
-0.08811023086309433,
0.018805794417858124,
0.00700439652428031,
-0.01065061241388321,
-0.030097151175141335,
-0.009389965794980526,
-0.10844364762306213,
-0.052126701921224594,
0.029452266171574593,
-0.04952247813344002,
-0.002926646964624524,
-0.06715711951255798,
-0.01894259825348854,
0.014872082509100437,
0.032887719571590424,
-0.08075319975614548,
-0.028609808534383774,
-0.003716355422511697,
-0.004053550306707621,
0.04854332283139229,
0.011815368197858334,
0.047205183655023575,
-0.07336881756782532,
-0.011489041149616241,
0.013519472442567348,
-0.013131348416209221,
0.0494239516556263,
-0.031927093863487244,
-0.010119158774614334,
-0.029080357402563095,
-0.00939206127077341,
-0.04270132631063461,
0.002816899446770549,
0.06063773110508919,
-0.05532126501202583,
0.08742453902959824,
-0.07016931474208832,
-0.0005635600537061691,
-0.048285048454999924,
0.004949306603521109,
-0.1464923471212387,
-0.019106734544038773,
0.054391250014305115,
0.11373636871576309,
-0.08790802955627441,
-0.004957040771842003,
0.071353018283844,
-0.004400421865284443,
-0.014941418543457985,
-0.002516532316803932,
-0.06088113784790039,
-0.011058036237955093,
0.01084877084940672,
0.07942865043878555,
-0.014659833163022995,
-0.08726216107606888,
-0.004145373124629259,
-0.09503216296434402,
-0.07076245546340942,
-0.12138999253511429,
0.11189521849155426,
-0.045706916600465775,
-0.06586845219135284,
-0.08414198458194733,
-0.005400617606937885,
0.0036811961326748133,
0.055253688246011734,
0.0213119275867939,
0.0014475404750555754,
-9.379235446077454e-34,
0.029208935797214508,
-0.024753965437412262,
0.045112334191799164,
-0.014075996354222298,
-0.052782196551561356,
0.029673928394913673,
0.019083086401224136,
0.0199485644698143,
0.04197642579674721,
-0.03994256630539894,
0.05086805671453476,
-0.018818356096744537,
-0.023919982835650444,
-0.012242603115737438,
0.07210074365139008,
0.02183118835091591,
-0.013652238063514233,
-0.030225468799471855,
-0.021123403683304787,
-0.003601910313591361,
-0.02854839712381363,
-0.06845604628324509,
-0.010829630307853222,
-0.005060364957898855,
-0.03328949585556984,
0.08721911907196045,
0.017521558329463005,
-0.1337035447359085,
-0.0032721676398068666,
0.04672807827591896,
-0.06696633994579315,
-0.03553247079253197,
0.053361259400844574,
-0.010122932493686676,
0.009851446375250816,
0.029123375192284584,
0.017772231251001358,
-0.10087145864963531,
0.07054687291383743,
-0.05675900727510452,
-0.0014956267550587654,
0.014671391807496548,
0.01459469273686409,
0.016193963587284088,
0.011846750974655151,
0.07518203556537628,
0.016284329816699028,
0.05330192297697067,
-0.06530886143445969,
-0.021148383617401123,
-0.01341196522116661,
-0.0007089865393936634,
0.07915713638067245,
-0.11386508494615555,
-0.008665607310831547,
-0.09120350331068039,
-0.056278474628925323,
0.03465483337640762,
0.06741947680711746,
0.019709991291165352,
-0.06252752244472504,
-0.10298750549554825,
-0.05423705279827118,
0.012223546393215656,
-0.05015680193901062,
-0.030149413272738457,
0.04852363094687462,
-0.07014643400907516,
-0.033228497952222824,
0.004724282305687666,
0.024779334664344788,
0.02982836775481701,
0.03391743823885918,
0.0204987321048975,
0.03226631134748459,
-0.04553544521331787,
0.017904775217175484,
0.06039062887430191,
-0.0036078535486012697,
0.016534440219402313,
0.04091644659638405,
0.017504649236798286,
0.0015194134321063757,
0.04918818175792694,
0.08151739090681076,
0.0631982684135437,
-0.06304944306612015,
0.04480855539441109,
0.058601055294275284,
-0.015345269814133644,
0.020381206646561623,
0.024638323113322258,
-0.009644278325140476,
0.16160468757152557,
0.14272305369377136,
-3.358911726536462e-8,
0.10354989022016525,
-0.02886834368109703,
0.06265602260828018,
-0.08659929037094116,
0.025372765958309174,
0.05492628365755081,
0.03788520395755768,
0.05032728612422943,
-0.03810365870594978,
0.027149656787514687,
0.006125923246145248,
0.0206055399030447,
-0.092422716319561,
-0.002849229145795107,
0.027753565460443497,
0.10790318995714188,
-0.005486847832798958,
-0.04880741611123085,
-0.006101942155510187,
0.022539911791682243,
-0.043649476021528244,
0.01891293004155159,
-0.04432889074087143,
0.014825060963630676,
-0.03818751126527786,
-0.01954249106347561,
-0.04797523841261864,
0.02570415288209915,
-0.03664762154221535,
-0.08254972100257874,
0.02032517082989216,
0.014552407898008823,
0.045130349695682526,
0.026780422776937485,
0.032391857355833054,
-0.06330642849206924,
-0.07647480070590973,
0.023755697533488274,
-0.06532557308673859,
0.028025487437844276,
-0.011562892235815525,
0.04216374084353447,
-0.020910734310746193,
-0.03384963795542717,
0.05660652369260788,
0.05877448245882988,
0.0465879924595356,
0.041507840156555176,
-0.05293767899274826,
-0.01001671515405178,
-0.08407600224018097,
-0.006516630761325359,
0.012995131313800812,
0.004534957930445671,
-0.028813926503062248,
-0.04935750737786293,
-0.05619461089372635,
-0.02053864672780037,
0.03038642182946205,
0.012179399840533733,
-0.02955433540046215,
0.03494298830628395,
-0.0269505362957716,
-0.03723529726266861
] |
1402.5324
|
Alexander Jones
|
Alex D. Jones, Ben Adcock, Anders C. Hansen
|
On Asymptotic Incoherence and its Implications for Compressed Sensing of
Inverse Problems
| null | null | null | null |
cs.IT math.IT math.NA
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Recently, it has been shown that incoherence is an unrealistic assumption for
compressed sensing when applied to many inverse problems. Instead, the key
property that permits efficient recovery in such problems is so-called local
incoherence. Similarly, the standard notion of sparsity is also inadequate for
many real world problems. In particular, in many applications, the optimal
sampling strategy depends on asymptotic incoherence and the signal sparsity
structure. The purpose of this paper is to study asymptotic incoherence and its
implications towards the design of optimal sampling strategies and efficient
sparsity bases. It is determined how fast asymptotic incoherence can decay in
general for isometries. Furthermore it is shown that Fourier sampling and
wavelet sparsity, whilst globally coherent, yield optimal asymptotic
incoherence as a power law up to a constant factor. Sharp bounds on the
asymptotic incoherence for Fourier sampling with polynomial bases are also
provided. A numerical experiment is also presented to demonstrate the role of
asymptotic incoherence in finding good subsampling strategies.
|
[
{
"created": "Fri, 21 Feb 2014 15:36:15 GMT",
"version": "v1"
},
{
"created": "Tue, 7 Jul 2015 22:12:01 GMT",
"version": "v2"
}
] |
2015-07-09
|
[
[
"Jones",
"Alex D.",
""
],
[
"Adcock",
"Ben",
""
],
[
"Hansen",
"Anders C.",
""
]
] |
[
-0.08598566800355911,
0.002217081608250737,
0.023221686482429504,
-0.0004736588161904365,
0.03455880284309387,
-0.08297550678253174,
0.06227770820260048,
-0.031527385115623474,
0.05818798020482063,
-0.05578155443072319,
-0.02109382301568985,
0.025791028514504433,
0.005237895995378494,
-0.04749196395277977,
-0.0050236135721206665,
-0.032607994973659515,
0.05247156322002411,
0.060322634875774384,
-0.04845442622900009,
-0.010630927048623562,
0.007213070522993803,
-0.04794750735163689,
-0.0027489433996379375,
-0.022868063300848007,
0.0844883844256401,
-0.09223982691764832,
0.003313755616545677,
-0.04323194548487663,
0.0204826258122921,
0.008521093986928463,
0.053041789680719376,
0.013505754061043262,
0.027575528249144554,
-0.09063109755516052,
0.014120155945420265,
0.038174763321876526,
0.03929430991411209,
0.010935250669717789,
-0.0029867759440094233,
0.06865745782852173,
0.013465827330946922,
0.10364850610494614,
-0.02751503325998783,
0.031477853655815125,
-0.0143691785633564,
-0.018232038244605064,
0.061433982104063034,
-0.030842304229736328,
0.05242496728897095,
0.04207207262516022,
0.039445072412490845,
0.055530987679958344,
-0.07849302887916565,
-0.05606112256646156,
-0.02201525866985321,
-0.09126513451337814,
-0.0752132385969162,
0.011811153031885624,
-0.012646844610571861,
0.06940065324306488,
-0.006852200720459223,
-0.041852716356515884,
0.012343943119049072,
0.018698085099458694,
-0.00865821074694395,
0.021814430132508278,
0.13825975358486176,
-0.02073797583580017,
0.03683709725737572,
0.11595943570137024,
-0.07308999449014664,
0.025920439511537552,
-0.045710764825344086,
0.09518717229366302,
0.004198015201836824,
0.021704746410250664,
-0.09021351486444473,
-0.0012386554153636098,
0.04310387372970581,
-0.02980753965675831,
0.028223160654306412,
0.005014392547309399,
-0.006664040964096785,
-0.0847950130701065,
0.03500090539455414,
-0.014542661607265472,
-0.0607885904610157,
0.023000387474894524,
0.05701981112360954,
-0.07473886758089066,
-0.0725976899266243,
-0.03958778455853462,
-0.05851655453443527,
0.05035914108157158,
0.04884113371372223,
-0.040677960962057114,
0.0839177593588829,
0.07764118909835815,
0.016544261947274208,
0.1219727024435997,
0.01827852800488472,
-0.004062792286276817,
-0.040425196290016174,
0.08176380395889282,
-0.03099970705807209,
-0.046503931283950806,
-0.028615135699510574,
0.0030413265340030193,
0.009312957525253296,
0.032769136130809784,
0.025011232122778893,
-0.05103849992156029,
0.014590241014957428,
0.07516700029373169,
0.03988353908061981,
-0.0759812667965889,
0.07649294286966324,
0.06618780642747879,
-0.010114900767803192,
-0.022374117746949196,
-0.032451603561639786,
-0.10562031716108322,
-0.03508846461772919,
0.024713829159736633,
0.05234428495168686,
0.04040353745222092,
0.012851335108280182,
6.168082610309508e-33,
-0.016854848712682724,
0.15969523787498474,
0.05050142854452133,
-0.04569745063781738,
-0.028335662558674812,
0.03965776041150093,
0.10048406571149826,
0.0569801963865757,
0.014936075545847416,
0.08018367737531662,
-0.05062979832291603,
0.03376761078834534,
0.0016324573662132025,
0.022276921197772026,
0.039919283241033554,
0.026147833094000816,
0.024169914424419403,
0.0408211424946785,
-0.005065727513283491,
-0.10065996646881104,
0.0323779322206974,
-0.016640717163681984,
-0.021782783791422844,
-0.020137345418334007,
-0.04791903868317604,
-0.06409317255020142,
-0.047255899757146835,
-0.009706808254122734,
-0.07898519933223724,
-0.0034143675584346056,
-0.0703086256980896,
0.03681031987071037,
0.014197824522852898,
-0.026345793157815933,
0.010935983620584011,
-0.025267817080020905,
0.10978959500789642,
0.0008161435252986848,
-0.10023873299360275,
-0.014623216353356838,
0.035690587013959885,
0.06521353125572205,
0.09481258690357208,
-0.08519069105386734,
-0.02552866004407406,
-0.09031292796134949,
0.01286422461271286,
-0.026632266119122505,
-0.009431341663002968,
-0.0031626387499272823,
-0.04982507973909378,
-0.0672197937965393,
-0.03806193917989731,
0.016230976209044456,
0.055163998156785965,
-0.03944823518395424,
-0.023118898272514343,
-0.010836056433618069,
0.03887787461280823,
0.1072196215391159,
-0.06929812580347061,
-0.029152842238545418,
0.04804236814379692,
-0.012848414480686188,
0.03217993676662445,
0.07452715933322906,
-0.038809556514024734,
-0.05395376309752464,
-0.015722403302788734,
-0.00639122910797596,
0.05626819282770157,
0.004379099700599909,
-0.08109080791473389,
-0.01383250206708908,
-0.0015956966672092676,
0.026469646021723747,
0.06198044493794441,
0.025666428729891777,
-0.04994839057326317,
-0.01726343482732773,
-0.06263408809900284,
-0.056011006236076355,
0.010137805715203285,
-0.04990061745047569,
-0.08664079755544662,
-0.009916386567056179,
0.04873554781079292,
-0.07853931933641434,
-0.014392387121915817,
-0.08969894051551819,
-0.09869556128978729,
0.058570731431245804,
-0.059461113065481186,
-0.06241612508893013,
-0.02192431315779686,
-6.135486151961206e-33,
0.047139327973127365,
0.038010887801647186,
0.010541148483753204,
-0.03565967455506325,
-0.049745555967092514,
-0.01724286563694477,
0.03157837316393852,
-0.0034104769583791494,
0.012338412925601006,
-0.08376684039831161,
-0.11104409396648407,
-0.02893652580678463,
0.05659106373786926,
-0.015805276110768318,
-0.06633066385984421,
0.07960809022188187,
0.01451080571860075,
-0.043139103800058365,
-0.039780888706445694,
-0.0024033826775848866,
-0.03760525956749916,
0.034060753881931305,
-0.01086067408323288,
0.051295019686222076,
-0.014725498855113983,
0.054039906710386276,
-0.07386060059070587,
-0.006064402870833874,
0.012570692226290703,
-0.037024885416030884,
-0.0693868026137352,
-0.05911505967378616,
-0.01807122491300106,
-0.05127950757741928,
-0.013188554905354977,
0.04145142436027527,
-0.012653527781367302,
0.13695743680000305,
-0.03202293813228607,
0.03185587003827095,
-0.0015555231366306543,
0.06203717365860939,
-0.0020523734856396914,
-0.0016742838779464364,
0.054060548543930054,
-0.14026318490505219,
0.002127341227605939,
0.02581866830587387,
0.0010832204716280103,
0.009002014994621277,
0.00485434103757143,
0.02548547461628914,
0.014962476678192616,
0.0896226167678833,
-0.017378931865096092,
0.039950817823410034,
-0.07411615550518036,
0.05118874832987785,
0.07306110858917236,
0.014301679097115993,
-0.008128097280859947,
-0.007682062219828367,
-0.06993627548217773,
0.04109570384025574,
0.007452070713043213,
0.026790544390678406,
-0.013945486396551132,
-0.0035551940090954304,
0.012164285406470299,
0.03357080742716789,
-0.09736704081296921,
-0.03887364640831947,
0.02959062159061432,
0.06633982807397842,
-0.021684378385543823,
0.0005444372072815895,
0.024065397679805756,
-0.0512736514210701,
-0.10405319184064865,
0.038115791976451874,
0.01219571940600872,
0.04146100953221321,
-0.03915102779865265,
0.03708876296877861,
-0.02766423113644123,
0.055248457938432693,
-0.009779810905456543,
-0.0562729611992836,
0.03025459498167038,
-0.05350375920534134,
0.09235142171382904,
0.04147351160645485,
0.0589960552752018,
0.021489765495061874,
0.08454863727092743,
-4.795536057145e-8,
-0.025437738746404648,
0.060007017105817795,
0.017222372815012932,
-0.05264018848538399,
0.04249734804034233,
-0.04433916136622429,
-0.002816632390022278,
-0.07123684883117676,
-0.05274301767349243,
-0.13939130306243896,
0.0716889351606369,
-0.05503316968679428,
-0.06799057126045227,
0.006474979687482119,
-0.040385741740465164,
0.015342756174504757,
-0.0012723859399557114,
0.012955022975802422,
-0.00009559825411997736,
0.0528738908469677,
-0.0660339891910553,
0.02868267148733139,
-0.01107579655945301,
-0.03537850081920624,
0.06732696294784546,
0.006586029194295406,
0.03305808827280998,
-0.011754740960896015,
0.06679151952266693,
0.07391003519296646,
-0.08688368648290634,
0.035186517983675,
0.10386061668395996,
0.03155789524316788,
0.051933418959379196,
-0.00042325208778493106,
0.03051176108419895,
-0.014477039687335491,
-0.13866116106510162,
-0.10371098667383194,
-0.06665477901697159,
0.015888946130871773,
-0.050661198794841766,
-0.027094373479485512,
0.09020185470581055,
0.027202356606721878,
0.0898783802986145,
-0.02779330685734749,
0.024437181651592255,
0.008673563599586487,
0.014869499020278454,
0.013071006163954735,
-0.01467850711196661,
-0.007830304093658924,
0.00772094028070569,
0.006358616054058075,
-0.055142708122730255,
0.010412061586976051,
0.03732997551560402,
0.0256799329072237,
0.01968441717326641,
0.046280305832624435,
-0.07031157612800598,
0.012561232782900333
] | null | null | null | null | null | null | null |
[
-0.08598566800355911,
0.002217081608250737,
0.023221686482429504,
-0.0004736588161904365,
0.03455880284309387,
-0.08297550678253174,
0.06227770820260048,
-0.031527385115623474,
0.05818798020482063,
-0.05578155443072319,
-0.02109382301568985,
0.025791028514504433,
0.005237895995378494,
-0.04749196395277977,
-0.0050236135721206665,
-0.032607994973659515,
0.05247156322002411,
0.060322634875774384,
-0.04845442622900009,
-0.010630927048623562,
0.007213070522993803,
-0.04794750735163689,
-0.0027489433996379375,
-0.022868063300848007,
0.0844883844256401,
-0.09223982691764832,
0.003313755616545677,
-0.04323194548487663,
0.0204826258122921,
0.008521093986928463,
0.053041789680719376,
0.013505754061043262,
0.027575528249144554,
-0.09063109755516052,
0.014120155945420265,
0.038174763321876526,
0.03929430991411209,
0.010935250669717789,
-0.0029867759440094233,
0.06865745782852173,
0.013465827330946922,
0.10364850610494614,
-0.02751503325998783,
0.031477853655815125,
-0.0143691785633564,
-0.018232038244605064,
0.061433982104063034,
-0.030842304229736328,
0.05242496728897095,
0.04207207262516022,
0.039445072412490845,
0.055530987679958344,
-0.07849302887916565,
-0.05606112256646156,
-0.02201525866985321,
-0.09126513451337814,
-0.0752132385969162,
0.011811153031885624,
-0.012646844610571861,
0.06940065324306488,
-0.006852200720459223,
-0.041852716356515884,
0.012343943119049072,
0.018698085099458694,
-0.00865821074694395,
0.021814430132508278,
0.13825975358486176,
-0.02073797583580017,
0.03683709725737572,
0.11595943570137024,
-0.07308999449014664,
0.025920439511537552,
-0.045710764825344086,
0.09518717229366302,
0.004198015201836824,
0.021704746410250664,
-0.09021351486444473,
-0.0012386554153636098,
0.04310387372970581,
-0.02980753965675831,
0.028223160654306412,
0.005014392547309399,
-0.006664040964096785,
-0.0847950130701065,
0.03500090539455414,
-0.014542661607265472,
-0.0607885904610157,
0.023000387474894524,
0.05701981112360954,
-0.07473886758089066,
-0.0725976899266243,
-0.03958778455853462,
-0.05851655453443527,
0.05035914108157158,
0.04884113371372223,
-0.040677960962057114,
0.0839177593588829,
0.07764118909835815,
0.016544261947274208,
0.1219727024435997,
0.01827852800488472,
-0.004062792286276817,
-0.040425196290016174,
0.08176380395889282,
-0.03099970705807209,
-0.046503931283950806,
-0.028615135699510574,
0.0030413265340030193,
0.009312957525253296,
0.032769136130809784,
0.025011232122778893,
-0.05103849992156029,
0.014590241014957428,
0.07516700029373169,
0.03988353908061981,
-0.0759812667965889,
0.07649294286966324,
0.06618780642747879,
-0.010114900767803192,
-0.022374117746949196,
-0.032451603561639786,
-0.10562031716108322,
-0.03508846461772919,
0.024713829159736633,
0.05234428495168686,
0.04040353745222092,
0.012851335108280182,
6.168082610309508e-33,
-0.016854848712682724,
0.15969523787498474,
0.05050142854452133,
-0.04569745063781738,
-0.028335662558674812,
0.03965776041150093,
0.10048406571149826,
0.0569801963865757,
0.014936075545847416,
0.08018367737531662,
-0.05062979832291603,
0.03376761078834534,
0.0016324573662132025,
0.022276921197772026,
0.039919283241033554,
0.026147833094000816,
0.024169914424419403,
0.0408211424946785,
-0.005065727513283491,
-0.10065996646881104,
0.0323779322206974,
-0.016640717163681984,
-0.021782783791422844,
-0.020137345418334007,
-0.04791903868317604,
-0.06409317255020142,
-0.047255899757146835,
-0.009706808254122734,
-0.07898519933223724,
-0.0034143675584346056,
-0.0703086256980896,
0.03681031987071037,
0.014197824522852898,
-0.026345793157815933,
0.010935983620584011,
-0.025267817080020905,
0.10978959500789642,
0.0008161435252986848,
-0.10023873299360275,
-0.014623216353356838,
0.035690587013959885,
0.06521353125572205,
0.09481258690357208,
-0.08519069105386734,
-0.02552866004407406,
-0.09031292796134949,
0.01286422461271286,
-0.026632266119122505,
-0.009431341663002968,
-0.0031626387499272823,
-0.04982507973909378,
-0.0672197937965393,
-0.03806193917989731,
0.016230976209044456,
0.055163998156785965,
-0.03944823518395424,
-0.023118898272514343,
-0.010836056433618069,
0.03887787461280823,
0.1072196215391159,
-0.06929812580347061,
-0.029152842238545418,
0.04804236814379692,
-0.012848414480686188,
0.03217993676662445,
0.07452715933322906,
-0.038809556514024734,
-0.05395376309752464,
-0.015722403302788734,
-0.00639122910797596,
0.05626819282770157,
0.004379099700599909,
-0.08109080791473389,
-0.01383250206708908,
-0.0015956966672092676,
0.026469646021723747,
0.06198044493794441,
0.025666428729891777,
-0.04994839057326317,
-0.01726343482732773,
-0.06263408809900284,
-0.056011006236076355,
0.010137805715203285,
-0.04990061745047569,
-0.08664079755544662,
-0.009916386567056179,
0.04873554781079292,
-0.07853931933641434,
-0.014392387121915817,
-0.08969894051551819,
-0.09869556128978729,
0.058570731431245804,
-0.059461113065481186,
-0.06241612508893013,
-0.02192431315779686,
-6.135486151961206e-33,
0.047139327973127365,
0.038010887801647186,
0.010541148483753204,
-0.03565967455506325,
-0.049745555967092514,
-0.01724286563694477,
0.03157837316393852,
-0.0034104769583791494,
0.012338412925601006,
-0.08376684039831161,
-0.11104409396648407,
-0.02893652580678463,
0.05659106373786926,
-0.015805276110768318,
-0.06633066385984421,
0.07960809022188187,
0.01451080571860075,
-0.043139103800058365,
-0.039780888706445694,
-0.0024033826775848866,
-0.03760525956749916,
0.034060753881931305,
-0.01086067408323288,
0.051295019686222076,
-0.014725498855113983,
0.054039906710386276,
-0.07386060059070587,
-0.006064402870833874,
0.012570692226290703,
-0.037024885416030884,
-0.0693868026137352,
-0.05911505967378616,
-0.01807122491300106,
-0.05127950757741928,
-0.013188554905354977,
0.04145142436027527,
-0.012653527781367302,
0.13695743680000305,
-0.03202293813228607,
0.03185587003827095,
-0.0015555231366306543,
0.06203717365860939,
-0.0020523734856396914,
-0.0016742838779464364,
0.054060548543930054,
-0.14026318490505219,
0.002127341227605939,
0.02581866830587387,
0.0010832204716280103,
0.009002014994621277,
0.00485434103757143,
0.02548547461628914,
0.014962476678192616,
0.0896226167678833,
-0.017378931865096092,
0.039950817823410034,
-0.07411615550518036,
0.05118874832987785,
0.07306110858917236,
0.014301679097115993,
-0.008128097280859947,
-0.007682062219828367,
-0.06993627548217773,
0.04109570384025574,
0.007452070713043213,
0.026790544390678406,
-0.013945486396551132,
-0.0035551940090954304,
0.012164285406470299,
0.03357080742716789,
-0.09736704081296921,
-0.03887364640831947,
0.02959062159061432,
0.06633982807397842,
-0.021684378385543823,
0.0005444372072815895,
0.024065397679805756,
-0.0512736514210701,
-0.10405319184064865,
0.038115791976451874,
0.01219571940600872,
0.04146100953221321,
-0.03915102779865265,
0.03708876296877861,
-0.02766423113644123,
0.055248457938432693,
-0.009779810905456543,
-0.0562729611992836,
0.03025459498167038,
-0.05350375920534134,
0.09235142171382904,
0.04147351160645485,
0.0589960552752018,
0.021489765495061874,
0.08454863727092743,
-4.795536057145e-8,
-0.025437738746404648,
0.060007017105817795,
0.017222372815012932,
-0.05264018848538399,
0.04249734804034233,
-0.04433916136622429,
-0.002816632390022278,
-0.07123684883117676,
-0.05274301767349243,
-0.13939130306243896,
0.0716889351606369,
-0.05503316968679428,
-0.06799057126045227,
0.006474979687482119,
-0.040385741740465164,
0.015342756174504757,
-0.0012723859399557114,
0.012955022975802422,
-0.00009559825411997736,
0.0528738908469677,
-0.0660339891910553,
0.02868267148733139,
-0.01107579655945301,
-0.03537850081920624,
0.06732696294784546,
0.006586029194295406,
0.03305808827280998,
-0.011754740960896015,
0.06679151952266693,
0.07391003519296646,
-0.08688368648290634,
0.035186517983675,
0.10386061668395996,
0.03155789524316788,
0.051933418959379196,
-0.00042325208778493106,
0.03051176108419895,
-0.014477039687335491,
-0.13866116106510162,
-0.10371098667383194,
-0.06665477901697159,
0.015888946130871773,
-0.050661198794841766,
-0.027094373479485512,
0.09020185470581055,
0.027202356606721878,
0.0898783802986145,
-0.02779330685734749,
0.024437181651592255,
0.008673563599586487,
0.014869499020278454,
0.013071006163954735,
-0.01467850711196661,
-0.007830304093658924,
0.00772094028070569,
0.006358616054058075,
-0.055142708122730255,
0.010412061586976051,
0.03732997551560402,
0.0256799329072237,
0.01968441717326641,
0.046280305832624435,
-0.07031157612800598,
0.012561232782900333
] |
1402.5326
|
Cheuk Ting Li
|
Cheuk Ting Li and Ayfer \"Ozg\"ur
|
Channel Diversity needed for Vector Space Interference Alignment
|
22 pages, 4 figures. Presented in part at the IEEE International
Symposium on Information Theory, Honolulu, USA, June 2014. Published in IEEE
Transactions on Information Theory (Volume: 62, Issue: 4, April 2016)
|
IEEE Transactions on Information Theory (Volume: 62, Issue: 4,
April 2016)
|
10.1109/TIT.2016.2529844
| null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We consider vector space interference alignment strategies over the $K$-user
interference channel and derive an upper bound on the achievable degrees of
freedom as a function of the channel diversity $L$, where the channel diversity
is modeled by $L$ real-valued parallel channels with coefficients drawn from a
non-degenerate joint distribution. The seminal work of Cadambe and Jafar shows
that when $L$ is unbounded, vector space interference alignment can achieve
$1/2$ degrees of freedom per user independent of the number of users $K$.
However wireless channels have limited diversity in practice, dictated by their
coherence time and bandwidth, and an important question is the number of
degrees of freedom achievable at finite $L$. When $K=3$ and if $L$ is finite,
Bresler et al show that the number of degrees of freedom achievable with vector
space interference alignment is bounded away from $1/2$, and the gap decreases
inversely proportional to $L$. In this paper, we show that when $K\geq4$, the
gap is significantly larger. In particular, the gap to the optimal $1/2$
degrees of freedom per user can decrease at most like $1/\sqrt{L}$, and when
$L$ is smaller than the order of $2^{(K-2)(K-3)}$, it decays at most like
$1/\sqrt[4]{L}$.
|
[
{
"created": "Fri, 21 Feb 2014 15:39:29 GMT",
"version": "v1"
},
{
"created": "Wed, 26 Nov 2014 23:51:17 GMT",
"version": "v2"
},
{
"created": "Tue, 1 Sep 2015 02:14:20 GMT",
"version": "v3"
},
{
"created": "Wed, 7 Sep 2016 09:54:53 GMT",
"version": "v4"
}
] |
2016-09-08
|
[
[
"Li",
"Cheuk Ting",
""
],
[
"Özgür",
"Ayfer",
""
]
] |
[
0.0032975736539810896,
-0.08137191087007523,
-0.06618285924196243,
-0.09527405351400375,
-0.015218157321214676,
0.034790996462106705,
0.04375893250107765,
-0.052160657942295074,
0.07662934809923172,
0.017114756628870964,
-0.026396628469228745,
0.07661053538322449,
0.032578982412815094,
-0.07041724026203156,
0.005653110332787037,
-0.03658551350235939,
0.008853644132614136,
-0.0213653352111578,
-0.10465547442436218,
0.014405638910830021,
0.039966881275177,
-0.02876688539981842,
0.001962630543857813,
-0.011682198382914066,
0.02318510226905346,
-0.07154249399900436,
0.14785347878932953,
-0.03042585588991642,
0.007412828505039215,
-0.02570980414748192,
0.043233927339315414,
0.026588646695017815,
0.03239268437027931,
-0.0653267651796341,
-0.07125246524810791,
-0.06300172954797745,
-0.05886396765708923,
-0.0044441609643399715,
-0.004631976597011089,
0.11992959678173065,
-0.030153172090649605,
0.07856450974941254,
-0.05278436467051506,
0.0498388297855854,
-0.04791472107172012,
-0.003062616800889373,
-0.012395719066262245,
0.017536595463752747,
0.03094617649912834,
-0.09374787658452988,
-0.00846517737954855,
0.06509438157081604,
-0.030112305656075478,
0.09027457982301712,
-0.03798426687717438,
-0.1349174529314041,
-0.10011454671621323,
0.055763378739356995,
0.01090952567756176,
0.08067139238119125,
0.04305644705891609,
0.008011195808649063,
0.027089644223451614,
0.004748504143208265,
-0.0023555075749754906,
-0.03561394661664963,
0.019254714250564575,
0.10990498960018158,
-0.06250113248825073,
0.056700244545936584,
-0.06857388466596603,
0.021680649369955063,
-0.03198476508259773,
0.023078912869095802,
0.1154903769493103,
0.06583556532859802,
0.048108480870723724,
0.039345819503068924,
0.09073705971240997,
-0.01979227177798748,
0.014578694477677345,
0.014117645099759102,
-0.028858259320259094,
-0.04240533336997032,
0.03787810727953911,
-0.02997555024921894,
-0.07296580821275711,
-0.0020857052877545357,
0.09382648766040802,
-0.03158820793032646,
-0.0899721086025238,
0.03515646979212761,
0.022880060598254204,
0.05853981524705887,
-0.01678229309618473,
-0.01964322291314602,
0.0769805833697319,
-0.004432859364897013,
0.030804650858044624,
0.05736745148897171,
0.010358508676290512,
-0.03616076707839966,
0.03799259290099144,
-0.043497439473867416,
-0.02025103010237217,
-0.0335310697555542,
0.02349182777106762,
0.022474946454167366,
0.02327490597963333,
-0.03004639968276024,
0.019281091168522835,
0.05192720517516136,
-0.06966082006692886,
0.07349435985088348,
-0.015146704390645027,
-0.006576843094080687,
0.06848794966936111,
0.0017478058580309153,
0.09441738575696945,
-0.020772024989128113,
-0.025927582755684853,
-0.03722653537988663,
0.01372811570763588,
0.04311269149184227,
-0.01930006965994835,
0.06525475531816483,
0.009083176963031292,
3.926568432240982e-33,
-0.043336473405361176,
0.06297601759433746,
-0.03216160461306572,
0.07344367355108261,
0.05086035281419754,
0.013629680499434471,
-0.044339749962091446,
0.019419686868786812,
0.015409823507070541,
0.06453564763069153,
-0.09287747740745544,
0.03228599205613136,
0.015849100425839424,
-0.036729779094457626,
0.0810367688536644,
0.009150342084467411,
-0.04227009788155556,
0.002649762900546193,
-0.028881032019853592,
0.010504508391022682,
0.07464863359928131,
-0.08530540019273758,
-0.06554204970598221,
0.034966107457876205,
0.02855667844414711,
-0.07583002746105194,
-0.05735039710998535,
-0.11005379259586334,
-0.00915447622537613,
0.020405471324920654,
-0.07883071154356003,
-0.000897235528100282,
0.07727453857660294,
0.05117587745189667,
0.013037221506237984,
-0.008762858808040619,
-0.09381144493818283,
-0.056920889765024185,
-0.06723292171955109,
-0.03655098006129265,
-0.04690081253647804,
0.02465027943253517,
0.004850021097809076,
-0.059123244136571884,
0.010785803198814392,
-0.1374267041683197,
0.07556560635566711,
0.00917028822004795,
-0.02941630594432354,
-0.002890044590458274,
0.010872612707316875,
0.11929682642221451,
-0.061441387981176376,
0.02155747264623642,
0.11926506459712982,
-0.0011182661401107907,
-0.020811615511775017,
0.059888046234846115,
0.05766871199011803,
0.04317418858408928,
-0.07837003469467163,
-0.001954374136403203,
0.0337279811501503,
0.04967796429991722,
0.08951930701732635,
-0.07034450024366379,
-0.05294790118932724,
0.010028508491814137,
0.050883445888757706,
0.03464749455451965,
-0.036548811942338943,
-0.027580324560403824,
-0.03487042337656021,
-0.12699127197265625,
-0.04332756623625755,
-0.0038896824698895216,
0.0748555138707161,
-0.048649463802576065,
0.006414842791855335,
0.041502680629491806,
0.0035081610549241304,
-0.0038972762413322926,
-0.028856441378593445,
-0.05452720448374748,
-0.10681585222482681,
-0.02229228802025318,
0.005847330670803785,
-0.02538660727441311,
-0.07006441056728363,
0.03396611288189888,
0.025801796466112137,
0.06246853247284889,
-0.011656690388917923,
-0.008583777584135532,
0.014717727899551392,
-4.5757370241925136e-33,
-0.0594748817384243,
0.0014707485679537058,
0.07277220487594604,
-0.0474814847111702,
0.002320611383765936,
0.00593398604542017,
0.08484389632940292,
0.0155507056042552,
-0.0592958889901638,
-0.07279253005981445,
-0.031730059534311295,
-0.012409060262143612,
0.03956702724099159,
0.055929020047187805,
-0.007339952513575554,
0.035985928028821945,
0.05241420492529869,
0.07897290587425232,
0.011842234060168266,
-0.01940356194972992,
0.07357282191514969,
0.0010739333229139447,
0.0231458842754364,
0.002310448559001088,
0.036589279770851135,
-0.014872798696160316,
-0.03754328936338425,
0.03754917532205582,
0.012419591657817364,
0.01787259615957737,
0.018759163096547127,
-0.0874122828245163,
-0.06462480872869492,
-0.057302288711071014,
0.025874048471450806,
-0.05104917660355568,
-0.014627797529101372,
0.1088649183511734,
0.0032129394821822643,
0.06666959822177887,
0.0381324328482151,
-0.038392968475818634,
-0.04913486912846565,
-0.016176331788301468,
0.0482763908803463,
-0.020726799964904785,
-0.028964368626475334,
-0.05715082213282585,
-0.020157400518655777,
-0.017252694815397263,
0.05024795979261398,
0.017476610839366913,
-0.03381431847810745,
0.0029104012064635754,
-0.013186871074140072,
-0.01794477179646492,
0.01861657202243805,
0.031213048845529556,
0.05629122629761696,
-0.001274550100788474,
0.01121481228619814,
-0.05080851912498474,
-0.003491427516564727,
0.0787154957652092,
0.07156483829021454,
0.006559097673743963,
-0.01560414768755436,
0.015050296671688557,
-0.02925933338701725,
0.06962994486093521,
0.02139345183968544,
-0.06304313242435455,
-0.06702980399131775,
-0.03316350281238556,
-0.014085335657000542,
0.060779910534620285,
0.05477936565876007,
-0.052578750997781754,
-0.03819401189684868,
0.023410994559526443,
-0.027432486414909363,
0.10408151894807816,
-0.015456554479897022,
0.011751928366720676,
-0.05479392036795616,
0.038379866629838943,
0.050531983375549316,
-0.005251885857433081,
-0.030318353325128555,
-0.06720251590013504,
0.038202669471502304,
0.026451008394360542,
-0.07906980812549591,
-0.012522338889539242,
0.0481548011302948,
-5.299089522736722e-8,
-0.08724547177553177,
0.0017592150252312422,
-0.04125317186117172,
0.0022119160275906324,
0.02372889593243599,
-0.053826022893190384,
-0.0019793054088950157,
-0.0461999736726284,
0.020699413493275642,
0.021573206409811974,
0.039565928280353546,
0.08398236334323883,
-0.011458830907940865,
0.106033556163311,
0.021431824192404747,
-0.02552003227174282,
-0.11652316153049469,
-0.059026118367910385,
0.021618345752358437,
0.060687847435474396,
0.028774026781320572,
0.022482696920633316,
-0.005905541591346264,
0.02725866809487343,
-0.05004275217652321,
0.011467044241726398,
0.02422189898788929,
-0.009852524846792221,
0.028749559074640274,
-0.07577380537986755,
-0.04129105433821678,
0.007504174020141363,
0.03429441154003143,
0.031218482181429863,
-0.05546065419912338,
0.07139965146780014,
-0.11803571879863739,
0.03538311645388603,
-0.07767010480165482,
0.0074844867922365665,
-0.018791597336530685,
0.021593064069747925,
0.06481283158063889,
0.03422081843018532,
0.02954399771988392,
-0.02310599759221077,
0.025513483211398125,
0.05902083218097687,
0.002965438412502408,
-0.07593441754579544,
-0.04792399704456329,
0.05073060095310211,
0.00669767614454031,
-0.04337184876203537,
0.03581926226615906,
-0.02092590183019638,
0.006950770504772663,
-0.09506773203611374,
0.053590014576911926,
-0.09891989827156067,
-0.08534311503171921,
0.03770477697253227,
-0.14069780707359314,
0.003402179107069969
] | null | null | null | null | null | null | null |
[
0.0032975736539810896,
-0.08137191087007523,
-0.06618285924196243,
-0.09527405351400375,
-0.015218157321214676,
0.034790996462106705,
0.04375893250107765,
-0.052160657942295074,
0.07662934809923172,
0.017114756628870964,
-0.026396628469228745,
0.07661053538322449,
0.032578982412815094,
-0.07041724026203156,
0.005653110332787037,
-0.03658551350235939,
0.008853644132614136,
-0.0213653352111578,
-0.10465547442436218,
0.014405638910830021,
0.039966881275177,
-0.02876688539981842,
0.001962630543857813,
-0.011682198382914066,
0.02318510226905346,
-0.07154249399900436,
0.14785347878932953,
-0.03042585588991642,
0.007412828505039215,
-0.02570980414748192,
0.043233927339315414,
0.026588646695017815,
0.03239268437027931,
-0.0653267651796341,
-0.07125246524810791,
-0.06300172954797745,
-0.05886396765708923,
-0.0044441609643399715,
-0.004631976597011089,
0.11992959678173065,
-0.030153172090649605,
0.07856450974941254,
-0.05278436467051506,
0.0498388297855854,
-0.04791472107172012,
-0.003062616800889373,
-0.012395719066262245,
0.017536595463752747,
0.03094617649912834,
-0.09374787658452988,
-0.00846517737954855,
0.06509438157081604,
-0.030112305656075478,
0.09027457982301712,
-0.03798426687717438,
-0.1349174529314041,
-0.10011454671621323,
0.055763378739356995,
0.01090952567756176,
0.08067139238119125,
0.04305644705891609,
0.008011195808649063,
0.027089644223451614,
0.004748504143208265,
-0.0023555075749754906,
-0.03561394661664963,
0.019254714250564575,
0.10990498960018158,
-0.06250113248825073,
0.056700244545936584,
-0.06857388466596603,
0.021680649369955063,
-0.03198476508259773,
0.023078912869095802,
0.1154903769493103,
0.06583556532859802,
0.048108480870723724,
0.039345819503068924,
0.09073705971240997,
-0.01979227177798748,
0.014578694477677345,
0.014117645099759102,
-0.028858259320259094,
-0.04240533336997032,
0.03787810727953911,
-0.02997555024921894,
-0.07296580821275711,
-0.0020857052877545357,
0.09382648766040802,
-0.03158820793032646,
-0.0899721086025238,
0.03515646979212761,
0.022880060598254204,
0.05853981524705887,
-0.01678229309618473,
-0.01964322291314602,
0.0769805833697319,
-0.004432859364897013,
0.030804650858044624,
0.05736745148897171,
0.010358508676290512,
-0.03616076707839966,
0.03799259290099144,
-0.043497439473867416,
-0.02025103010237217,
-0.0335310697555542,
0.02349182777106762,
0.022474946454167366,
0.02327490597963333,
-0.03004639968276024,
0.019281091168522835,
0.05192720517516136,
-0.06966082006692886,
0.07349435985088348,
-0.015146704390645027,
-0.006576843094080687,
0.06848794966936111,
0.0017478058580309153,
0.09441738575696945,
-0.020772024989128113,
-0.025927582755684853,
-0.03722653537988663,
0.01372811570763588,
0.04311269149184227,
-0.01930006965994835,
0.06525475531816483,
0.009083176963031292,
3.926568432240982e-33,
-0.043336473405361176,
0.06297601759433746,
-0.03216160461306572,
0.07344367355108261,
0.05086035281419754,
0.013629680499434471,
-0.044339749962091446,
0.019419686868786812,
0.015409823507070541,
0.06453564763069153,
-0.09287747740745544,
0.03228599205613136,
0.015849100425839424,
-0.036729779094457626,
0.0810367688536644,
0.009150342084467411,
-0.04227009788155556,
0.002649762900546193,
-0.028881032019853592,
0.010504508391022682,
0.07464863359928131,
-0.08530540019273758,
-0.06554204970598221,
0.034966107457876205,
0.02855667844414711,
-0.07583002746105194,
-0.05735039710998535,
-0.11005379259586334,
-0.00915447622537613,
0.020405471324920654,
-0.07883071154356003,
-0.000897235528100282,
0.07727453857660294,
0.05117587745189667,
0.013037221506237984,
-0.008762858808040619,
-0.09381144493818283,
-0.056920889765024185,
-0.06723292171955109,
-0.03655098006129265,
-0.04690081253647804,
0.02465027943253517,
0.004850021097809076,
-0.059123244136571884,
0.010785803198814392,
-0.1374267041683197,
0.07556560635566711,
0.00917028822004795,
-0.02941630594432354,
-0.002890044590458274,
0.010872612707316875,
0.11929682642221451,
-0.061441387981176376,
0.02155747264623642,
0.11926506459712982,
-0.0011182661401107907,
-0.020811615511775017,
0.059888046234846115,
0.05766871199011803,
0.04317418858408928,
-0.07837003469467163,
-0.001954374136403203,
0.0337279811501503,
0.04967796429991722,
0.08951930701732635,
-0.07034450024366379,
-0.05294790118932724,
0.010028508491814137,
0.050883445888757706,
0.03464749455451965,
-0.036548811942338943,
-0.027580324560403824,
-0.03487042337656021,
-0.12699127197265625,
-0.04332756623625755,
-0.0038896824698895216,
0.0748555138707161,
-0.048649463802576065,
0.006414842791855335,
0.041502680629491806,
0.0035081610549241304,
-0.0038972762413322926,
-0.028856441378593445,
-0.05452720448374748,
-0.10681585222482681,
-0.02229228802025318,
0.005847330670803785,
-0.02538660727441311,
-0.07006441056728363,
0.03396611288189888,
0.025801796466112137,
0.06246853247284889,
-0.011656690388917923,
-0.008583777584135532,
0.014717727899551392,
-4.5757370241925136e-33,
-0.0594748817384243,
0.0014707485679537058,
0.07277220487594604,
-0.0474814847111702,
0.002320611383765936,
0.00593398604542017,
0.08484389632940292,
0.0155507056042552,
-0.0592958889901638,
-0.07279253005981445,
-0.031730059534311295,
-0.012409060262143612,
0.03956702724099159,
0.055929020047187805,
-0.007339952513575554,
0.035985928028821945,
0.05241420492529869,
0.07897290587425232,
0.011842234060168266,
-0.01940356194972992,
0.07357282191514969,
0.0010739333229139447,
0.0231458842754364,
0.002310448559001088,
0.036589279770851135,
-0.014872798696160316,
-0.03754328936338425,
0.03754917532205582,
0.012419591657817364,
0.01787259615957737,
0.018759163096547127,
-0.0874122828245163,
-0.06462480872869492,
-0.057302288711071014,
0.025874048471450806,
-0.05104917660355568,
-0.014627797529101372,
0.1088649183511734,
0.0032129394821822643,
0.06666959822177887,
0.0381324328482151,
-0.038392968475818634,
-0.04913486912846565,
-0.016176331788301468,
0.0482763908803463,
-0.020726799964904785,
-0.028964368626475334,
-0.05715082213282585,
-0.020157400518655777,
-0.017252694815397263,
0.05024795979261398,
0.017476610839366913,
-0.03381431847810745,
0.0029104012064635754,
-0.013186871074140072,
-0.01794477179646492,
0.01861657202243805,
0.031213048845529556,
0.05629122629761696,
-0.001274550100788474,
0.01121481228619814,
-0.05080851912498474,
-0.003491427516564727,
0.0787154957652092,
0.07156483829021454,
0.006559097673743963,
-0.01560414768755436,
0.015050296671688557,
-0.02925933338701725,
0.06962994486093521,
0.02139345183968544,
-0.06304313242435455,
-0.06702980399131775,
-0.03316350281238556,
-0.014085335657000542,
0.060779910534620285,
0.05477936565876007,
-0.052578750997781754,
-0.03819401189684868,
0.023410994559526443,
-0.027432486414909363,
0.10408151894807816,
-0.015456554479897022,
0.011751928366720676,
-0.05479392036795616,
0.038379866629838943,
0.050531983375549316,
-0.005251885857433081,
-0.030318353325128555,
-0.06720251590013504,
0.038202669471502304,
0.026451008394360542,
-0.07906980812549591,
-0.012522338889539242,
0.0481548011302948,
-5.299089522736722e-8,
-0.08724547177553177,
0.0017592150252312422,
-0.04125317186117172,
0.0022119160275906324,
0.02372889593243599,
-0.053826022893190384,
-0.0019793054088950157,
-0.0461999736726284,
0.020699413493275642,
0.021573206409811974,
0.039565928280353546,
0.08398236334323883,
-0.011458830907940865,
0.106033556163311,
0.021431824192404747,
-0.02552003227174282,
-0.11652316153049469,
-0.059026118367910385,
0.021618345752358437,
0.060687847435474396,
0.028774026781320572,
0.022482696920633316,
-0.005905541591346264,
0.02725866809487343,
-0.05004275217652321,
0.011467044241726398,
0.02422189898788929,
-0.009852524846792221,
0.028749559074640274,
-0.07577380537986755,
-0.04129105433821678,
0.007504174020141363,
0.03429441154003143,
0.031218482181429863,
-0.05546065419912338,
0.07139965146780014,
-0.11803571879863739,
0.03538311645388603,
-0.07767010480165482,
0.0074844867922365665,
-0.018791597336530685,
0.021593064069747925,
0.06481283158063889,
0.03422081843018532,
0.02954399771988392,
-0.02310599759221077,
0.025513483211398125,
0.05902083218097687,
0.002965438412502408,
-0.07593441754579544,
-0.04792399704456329,
0.05073060095310211,
0.00669767614454031,
-0.04337184876203537,
0.03581926226615906,
-0.02092590183019638,
0.006950770504772663,
-0.09506773203611374,
0.053590014576911926,
-0.09891989827156067,
-0.08534311503171921,
0.03770477697253227,
-0.14069780707359314,
0.003402179107069969
] |
1402.5329
|
Thierry Lahaye
|
Florence Nogrette, Henning Labuhn, Sylvain Ravets, Daniel Barredo,
Lucas B\'eguin, Aline Vernier, Thierry Lahaye, Antoine Browaeys
|
Single-atom trapping in holographic 2D arrays of microtraps with
arbitrary geometries
|
9 pages, 10 figures
|
Phys. Rev. X 4, 021034 (2014)
|
10.1103/PhysRevX.4.021034
| null |
physics.atom-ph cond-mat.quant-gas quant-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We demonstrate single-atom trapping in two-dimensional arrays of microtraps
with arbitrary geometries. We generate the arrays using a Spatial Light
Modulator (SLM), with which we imprint an appropriate phase pattern on an
optical dipole trap beam prior to focusing. We trap single $^{87}{\rm Rb}$
atoms in the sites of arrays containing up to $\sim100$ microtraps separated by
distances as small as $3\;\mu$m, with complex structures such as triangular,
honeycomb or kagome lattices. Using a closed-loop optimization of the
uniformity of the trap depths ensures that all trapping sites are equivalent.
This versatile system opens appealing applications in quantum information
processing and quantum simulation, e.g. for simulating frustrated quantum
magnetism using Rydberg atoms.
|
[
{
"created": "Fri, 21 Feb 2014 15:46:16 GMT",
"version": "v1"
}
] |
2014-05-27
|
[
[
"Nogrette",
"Florence",
""
],
[
"Labuhn",
"Henning",
""
],
[
"Ravets",
"Sylvain",
""
],
[
"Barredo",
"Daniel",
""
],
[
"Béguin",
"Lucas",
""
],
[
"Vernier",
"Aline",
""
],
[
"Lahaye",
"Thierry",
""
],
[
"Browaeys",
"Antoine",
""
]
] |
[
0.06050592660903931,
0.01194546464830637,
-0.028486305847764015,
0.02502688765525818,
-0.03275591880083084,
-0.00524973263964057,
0.05516636744141579,
-0.05592367798089981,
0.01943817362189293,
-0.033285222947597504,
-0.037528544664382935,
-0.01611277461051941,
-0.023992588743567467,
-0.034348975867033005,
0.0559399351477623,
0.06791656464338303,
-0.006780310068279505,
-0.006058568134903908,
0.05297674238681793,
0.05680639296770096,
0.06525792926549911,
-0.12739381194114685,
-0.034215670078992844,
-0.03389155492186546,
-0.03730088099837303,
0.06756361573934555,
0.07244215905666351,
-0.032864369451999664,
0.011884755454957485,
-0.003035970265045762,
0.05150254815816879,
0.017334269359707832,
-0.09522967785596848,
-0.04480395093560219,
0.048784829676151276,
-0.07755514979362488,
-0.06402698159217834,
-0.01373237743973732,
0.010190153494477272,
0.008275936357676983,
0.05585944652557373,
0.09665829688310623,
-0.04055254906415939,
0.015214224345982075,
-0.06795233488082886,
0.03067184053361416,
0.09710869193077087,
0.0640709400177002,
-0.0061059631407260895,
-0.13340573012828827,
-0.03514747694134712,
0.04703690484166145,
0.05042901262640953,
0.04611578211188316,
0.033178847283124924,
-0.0059680999256670475,
0.00048402341781184077,
-0.04307636246085167,
-0.03090566396713257,
-0.08640752732753754,
0.001070733880624175,
-0.01842094212770462,
-0.03895328938961029,
-0.0027805098798125982,
0.03831537440419197,
0.014277538284659386,
-0.02654280699789524,
-0.008465692400932312,
0.10565870255231857,
0.008542574942111969,
-0.04830671101808548,
-0.04933015629649162,
-0.007811089977622032,
0.07040807604789734,
0.07014153152704239,
0.03179753199219704,
0.011807763017714024,
0.029181741178035736,
0.03411702811717987,
0.07560012489557266,
-0.012140139937400818,
-0.049780383706092834,
-0.021192919462919235,
0.01187196932733059,
0.024650925770401955,
0.04100937396287918,
-0.0026319732423871756,
0.02093956433236599,
0.04644559323787689,
-0.12763379514217377,
0.003919151145964861,
-0.07411810755729675,
0.03682873770594597,
-0.07982110977172852,
0.004105325322598219,
-0.09257113188505173,
0.07233075797557831,
0.01824367791414261,
-0.04335673898458481,
0.012527677230536938,
0.14346234500408173,
0.0030102627351880074,
0.0024979221634566784,
0.017750252038240433,
-0.04561019316315651,
-0.03772825375199318,
0.046442169696092606,
0.04740593209862709,
-0.08207567036151886,
0.003412015037611127,
0.036454834043979645,
0.027504945173859596,
0.07076645642518997,
0.038205586373806,
0.01814495399594307,
-0.005328941158950329,
0.03150560334324837,
0.06809539347887039,
-0.010264371521770954,
0.09014079719781876,
0.01000956166535616,
0.004608980379998684,
0.012651283293962479,
0.061275094747543335,
0.03176519274711609,
0.0517183281481266,
-0.12276455760002136,
-1.054116202069736e-33,
0.07077939063310623,
0.05975652486085892,
-0.011667278595268726,
0.05014241486787796,
0.023928577080368996,
-0.05313880369067192,
0.03803270682692528,
-0.020919527858495712,
-0.026752889156341553,
0.09943526983261108,
0.04139092564582825,
-0.041031528264284134,
0.05950961261987686,
0.002033278113231063,
0.05750798061490059,
-0.024177169427275658,
0.03181562200188637,
0.008697419427335262,
0.0641312450170517,
0.050779130309820175,
-0.028228556737303734,
0.017771748825907707,
-0.00454175379127264,
-0.01504193153232336,
-0.08337660133838654,
0.06888432800769806,
-0.02109157107770443,
-0.04259388521313667,
-0.006183023564517498,
-0.004694892559200525,
0.0029470743611454964,
0.10318349301815033,
-0.058778081089258194,
0.04049269109964371,
0.0844188779592514,
-0.04935185983777046,
0.010944739915430546,
-0.02769860252737999,
-0.02159816585481167,
-0.07262573391199112,
-0.023830926045775414,
0.009248732589185238,
0.05312052741646767,
0.03284212201833725,
0.07387435436248779,
-0.03696718066930771,
-0.00824448000639677,
-0.01945970207452774,
0.03376036137342453,
-0.03640267252922058,
0.03714930638670921,
-0.07232889533042908,
-0.03065851889550686,
0.028534285724163055,
0.0926564410328865,
-0.031788166612386703,
0.03248896822333336,
-0.041263338178396225,
0.014414983801543713,
-0.04753578454256058,
-0.011887975968420506,
-0.04425476863980293,
0.012611103244125843,
0.04470730200409889,
-0.03992008417844772,
-0.0009038616553880274,
-0.08378421515226364,
-0.02280089259147644,
0.012106711976230145,
0.08700073510408401,
0.012941962108016014,
0.06034138426184654,
0.07923192530870438,
0.003492591204121709,
0.06802360713481903,
0.00676933117210865,
0.0832156389951706,
-0.08447258174419403,
0.041149891912937164,
0.040409620851278305,
0.059245385229587555,
-0.10807712376117706,
-0.05584420636296272,
-0.018161267042160034,
-0.04516574367880821,
-0.05043638497591019,
-0.0310128815472126,
-0.05954257398843765,
-0.08485443145036697,
-0.04516300559043884,
0.019449910148978233,
-0.031008591875433922,
-0.007273030001670122,
-0.062449317425489426,
-0.12517495453357697,
-6.149050897592215e-34,
-0.025147169828414917,
-0.057029470801353455,
-0.0038438187912106514,
-0.029227333143353462,
0.010469150729477406,
0.03493862226605415,
0.03540435805916786,
-0.027901744470000267,
0.0144705381244421,
0.03117440640926361,
-0.05264629051089287,
0.026665009558200836,
0.0008633980178274214,
0.0758790448307991,
-0.008942031301558018,
0.05780579522252083,
0.13294705748558044,
-0.04489537328481674,
0.07910019159317017,
-0.02102876640856266,
0.018456868827342987,
-0.002670364687219262,
0.04026225954294205,
0.0027681184001266956,
0.021267211064696312,
0.017438577488064766,
0.09983326494693756,
0.01966077834367752,
-0.0013995154295116663,
-0.029026880860328674,
-0.006182857323437929,
0.025449922308325768,
0.03320048004388809,
-0.015165315940976143,
-0.050719134509563446,
-0.0203920379281044,
0.00600983202457428,
0.020871136337518692,
-0.023043192923069,
-0.09918355196714401,
-0.056676510721445084,
-0.04954507201910019,
-0.049699295312166214,
0.028470003977417946,
0.05809386447072029,
-0.025901738554239273,
-0.07372744381427765,
0.017340295016765594,
-0.0700715184211731,
-0.05238453671336174,
-0.12258772552013397,
-0.046846430748701096,
-0.020647741854190826,
-0.02829607017338276,
-0.037511806935071945,
-0.03842254355549812,
-0.03570430725812912,
0.05036948621273041,
0.13056205213069916,
0.09094487130641937,
-0.027120988816022873,
0.006379052996635437,
0.008635240606963634,
-0.04791303724050522,
0.02211051620543003,
-0.007987940683960915,
0.040508486330509186,
0.0024933284148573875,
-0.04916885495185852,
0.004127096384763718,
0.07243512570858002,
0.004047655034810305,
0.06083758920431137,
-0.013187291100621223,
0.04041048884391785,
0.024833690375089645,
0.05141722783446312,
-0.004841881338506937,
0.02737385779619217,
0.003868666011840105,
-0.01935059204697609,
-0.00782335177063942,
-0.08482074737548828,
-0.02087497152388096,
0.0002579059510026127,
0.05250826105475426,
-0.012279869057238102,
0.0072290487587451935,
-0.044080521911382675,
-0.008786761201918125,
0.010397341102361679,
0.015001819469034672,
0.11765604466199875,
-0.0896649956703186,
0.10357888787984848,
-4.0526835221044166e-8,
0.09911011904478073,
0.0004139782104175538,
-0.03244755044579506,
-0.025943800806999207,
-0.02629917301237583,
0.012648883275687695,
-0.04237474501132965,
-0.03349214047193527,
-0.02574869431555271,
-0.09957998991012573,
0.058707013726234436,
-0.06920967996120453,
-0.02186778001487255,
0.11800727248191833,
0.08667305111885071,
0.02380170300602913,
-0.024674907326698303,
-0.082684725522995,
-0.04979173094034195,
0.04274559020996094,
-0.07494278997182846,
0.04148392006754875,
0.047950971871614456,
-0.041420646011829376,
-0.026519041508436203,
-0.011077743954956532,
-0.04939969256520271,
-0.040170278400182724,
0.030265970155596733,
-0.014752625487744808,
0.03332342207431793,
-0.007813164964318275,
0.10569018125534058,
0.14497481286525726,
-0.13987137377262115,
-0.014930585399270058,
-0.050831254571676254,
0.015027903020381927,
-0.007762648165225983,
-0.04970800504088402,
-0.08039411902427673,
0.013558645732700825,
-0.043595362454652786,
-0.012757636606693268,
-0.032561466097831726,
0.031932711601257324,
-0.017091915011405945,
0.010974619537591934,
-0.01051454059779644,
0.04881243407726288,
-0.028914861381053925,
0.03603364899754524,
-0.04344708472490311,
0.015094323083758354,
0.00929688848555088,
-0.06547600775957108,
-0.03925890102982521,
-0.04841005802154541,
0.04577000439167023,
0.023891698569059372,
-0.020421456545591354,
-0.04720160365104675,
-0.1433752328157425,
0.011528815142810345
] | null | null | null | null | null | null | null |
[
0.06050592660903931,
0.01194546464830637,
-0.028486305847764015,
0.02502688765525818,
-0.03275591880083084,
-0.00524973263964057,
0.05516636744141579,
-0.05592367798089981,
0.01943817362189293,
-0.033285222947597504,
-0.037528544664382935,
-0.01611277461051941,
-0.023992588743567467,
-0.034348975867033005,
0.0559399351477623,
0.06791656464338303,
-0.006780310068279505,
-0.006058568134903908,
0.05297674238681793,
0.05680639296770096,
0.06525792926549911,
-0.12739381194114685,
-0.034215670078992844,
-0.03389155492186546,
-0.03730088099837303,
0.06756361573934555,
0.07244215905666351,
-0.032864369451999664,
0.011884755454957485,
-0.003035970265045762,
0.05150254815816879,
0.017334269359707832,
-0.09522967785596848,
-0.04480395093560219,
0.048784829676151276,
-0.07755514979362488,
-0.06402698159217834,
-0.01373237743973732,
0.010190153494477272,
0.008275936357676983,
0.05585944652557373,
0.09665829688310623,
-0.04055254906415939,
0.015214224345982075,
-0.06795233488082886,
0.03067184053361416,
0.09710869193077087,
0.0640709400177002,
-0.0061059631407260895,
-0.13340573012828827,
-0.03514747694134712,
0.04703690484166145,
0.05042901262640953,
0.04611578211188316,
0.033178847283124924,
-0.0059680999256670475,
0.00048402341781184077,
-0.04307636246085167,
-0.03090566396713257,
-0.08640752732753754,
0.001070733880624175,
-0.01842094212770462,
-0.03895328938961029,
-0.0027805098798125982,
0.03831537440419197,
0.014277538284659386,
-0.02654280699789524,
-0.008465692400932312,
0.10565870255231857,
0.008542574942111969,
-0.04830671101808548,
-0.04933015629649162,
-0.007811089977622032,
0.07040807604789734,
0.07014153152704239,
0.03179753199219704,
0.011807763017714024,
0.029181741178035736,
0.03411702811717987,
0.07560012489557266,
-0.012140139937400818,
-0.049780383706092834,
-0.021192919462919235,
0.01187196932733059,
0.024650925770401955,
0.04100937396287918,
-0.0026319732423871756,
0.02093956433236599,
0.04644559323787689,
-0.12763379514217377,
0.003919151145964861,
-0.07411810755729675,
0.03682873770594597,
-0.07982110977172852,
0.004105325322598219,
-0.09257113188505173,
0.07233075797557831,
0.01824367791414261,
-0.04335673898458481,
0.012527677230536938,
0.14346234500408173,
0.0030102627351880074,
0.0024979221634566784,
0.017750252038240433,
-0.04561019316315651,
-0.03772825375199318,
0.046442169696092606,
0.04740593209862709,
-0.08207567036151886,
0.003412015037611127,
0.036454834043979645,
0.027504945173859596,
0.07076645642518997,
0.038205586373806,
0.01814495399594307,
-0.005328941158950329,
0.03150560334324837,
0.06809539347887039,
-0.010264371521770954,
0.09014079719781876,
0.01000956166535616,
0.004608980379998684,
0.012651283293962479,
0.061275094747543335,
0.03176519274711609,
0.0517183281481266,
-0.12276455760002136,
-1.054116202069736e-33,
0.07077939063310623,
0.05975652486085892,
-0.011667278595268726,
0.05014241486787796,
0.023928577080368996,
-0.05313880369067192,
0.03803270682692528,
-0.020919527858495712,
-0.026752889156341553,
0.09943526983261108,
0.04139092564582825,
-0.041031528264284134,
0.05950961261987686,
0.002033278113231063,
0.05750798061490059,
-0.024177169427275658,
0.03181562200188637,
0.008697419427335262,
0.0641312450170517,
0.050779130309820175,
-0.028228556737303734,
0.017771748825907707,
-0.00454175379127264,
-0.01504193153232336,
-0.08337660133838654,
0.06888432800769806,
-0.02109157107770443,
-0.04259388521313667,
-0.006183023564517498,
-0.004694892559200525,
0.0029470743611454964,
0.10318349301815033,
-0.058778081089258194,
0.04049269109964371,
0.0844188779592514,
-0.04935185983777046,
0.010944739915430546,
-0.02769860252737999,
-0.02159816585481167,
-0.07262573391199112,
-0.023830926045775414,
0.009248732589185238,
0.05312052741646767,
0.03284212201833725,
0.07387435436248779,
-0.03696718066930771,
-0.00824448000639677,
-0.01945970207452774,
0.03376036137342453,
-0.03640267252922058,
0.03714930638670921,
-0.07232889533042908,
-0.03065851889550686,
0.028534285724163055,
0.0926564410328865,
-0.031788166612386703,
0.03248896822333336,
-0.041263338178396225,
0.014414983801543713,
-0.04753578454256058,
-0.011887975968420506,
-0.04425476863980293,
0.012611103244125843,
0.04470730200409889,
-0.03992008417844772,
-0.0009038616553880274,
-0.08378421515226364,
-0.02280089259147644,
0.012106711976230145,
0.08700073510408401,
0.012941962108016014,
0.06034138426184654,
0.07923192530870438,
0.003492591204121709,
0.06802360713481903,
0.00676933117210865,
0.0832156389951706,
-0.08447258174419403,
0.041149891912937164,
0.040409620851278305,
0.059245385229587555,
-0.10807712376117706,
-0.05584420636296272,
-0.018161267042160034,
-0.04516574367880821,
-0.05043638497591019,
-0.0310128815472126,
-0.05954257398843765,
-0.08485443145036697,
-0.04516300559043884,
0.019449910148978233,
-0.031008591875433922,
-0.007273030001670122,
-0.062449317425489426,
-0.12517495453357697,
-6.149050897592215e-34,
-0.025147169828414917,
-0.057029470801353455,
-0.0038438187912106514,
-0.029227333143353462,
0.010469150729477406,
0.03493862226605415,
0.03540435805916786,
-0.027901744470000267,
0.0144705381244421,
0.03117440640926361,
-0.05264629051089287,
0.026665009558200836,
0.0008633980178274214,
0.0758790448307991,
-0.008942031301558018,
0.05780579522252083,
0.13294705748558044,
-0.04489537328481674,
0.07910019159317017,
-0.02102876640856266,
0.018456868827342987,
-0.002670364687219262,
0.04026225954294205,
0.0027681184001266956,
0.021267211064696312,
0.017438577488064766,
0.09983326494693756,
0.01966077834367752,
-0.0013995154295116663,
-0.029026880860328674,
-0.006182857323437929,
0.025449922308325768,
0.03320048004388809,
-0.015165315940976143,
-0.050719134509563446,
-0.0203920379281044,
0.00600983202457428,
0.020871136337518692,
-0.023043192923069,
-0.09918355196714401,
-0.056676510721445084,
-0.04954507201910019,
-0.049699295312166214,
0.028470003977417946,
0.05809386447072029,
-0.025901738554239273,
-0.07372744381427765,
0.017340295016765594,
-0.0700715184211731,
-0.05238453671336174,
-0.12258772552013397,
-0.046846430748701096,
-0.020647741854190826,
-0.02829607017338276,
-0.037511806935071945,
-0.03842254355549812,
-0.03570430725812912,
0.05036948621273041,
0.13056205213069916,
0.09094487130641937,
-0.027120988816022873,
0.006379052996635437,
0.008635240606963634,
-0.04791303724050522,
0.02211051620543003,
-0.007987940683960915,
0.040508486330509186,
0.0024933284148573875,
-0.04916885495185852,
0.004127096384763718,
0.07243512570858002,
0.004047655034810305,
0.06083758920431137,
-0.013187291100621223,
0.04041048884391785,
0.024833690375089645,
0.05141722783446312,
-0.004841881338506937,
0.02737385779619217,
0.003868666011840105,
-0.01935059204697609,
-0.00782335177063942,
-0.08482074737548828,
-0.02087497152388096,
0.0002579059510026127,
0.05250826105475426,
-0.012279869057238102,
0.0072290487587451935,
-0.044080521911382675,
-0.008786761201918125,
0.010397341102361679,
0.015001819469034672,
0.11765604466199875,
-0.0896649956703186,
0.10357888787984848,
-4.0526835221044166e-8,
0.09911011904478073,
0.0004139782104175538,
-0.03244755044579506,
-0.025943800806999207,
-0.02629917301237583,
0.012648883275687695,
-0.04237474501132965,
-0.03349214047193527,
-0.02574869431555271,
-0.09957998991012573,
0.058707013726234436,
-0.06920967996120453,
-0.02186778001487255,
0.11800727248191833,
0.08667305111885071,
0.02380170300602913,
-0.024674907326698303,
-0.082684725522995,
-0.04979173094034195,
0.04274559020996094,
-0.07494278997182846,
0.04148392006754875,
0.047950971871614456,
-0.041420646011829376,
-0.026519041508436203,
-0.011077743954956532,
-0.04939969256520271,
-0.040170278400182724,
0.030265970155596733,
-0.014752625487744808,
0.03332342207431793,
-0.007813164964318275,
0.10569018125534058,
0.14497481286525726,
-0.13987137377262115,
-0.014930585399270058,
-0.050831254571676254,
0.015027903020381927,
-0.007762648165225983,
-0.04970800504088402,
-0.08039411902427673,
0.013558645732700825,
-0.043595362454652786,
-0.012757636606693268,
-0.032561466097831726,
0.031932711601257324,
-0.017091915011405945,
0.010974619537591934,
-0.01051454059779644,
0.04881243407726288,
-0.028914861381053925,
0.03603364899754524,
-0.04344708472490311,
0.015094323083758354,
0.00929688848555088,
-0.06547600775957108,
-0.03925890102982521,
-0.04841005802154541,
0.04577000439167023,
0.023891698569059372,
-0.020421456545591354,
-0.04720160365104675,
-0.1433752328157425,
0.011528815142810345
] |
1402.5339
|
Maria Paola Santisi D'Avila
|
Mauro Schulz, Maria Paola Santisi D'Avila (JAD)
|
Analysis of reinforced concrete beams by the equivalent section method
|
2011 FIB Symposium, Czech Republic (2011)
| null |
10.1002/suco.201190012
| null |
physics.class-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This research investigates the analysis of reinforced concrete beams
subjected to combined axial load, bending moment and shear force.
Cross-sections of general shape are divided, along the height, into plane
elements. The biaxial behavior is represented according to the smeared rotating
crack approach. Using traditionally accepted hypotheses for beams, the shear
flow is determined by applying the Jouravski formula to an "equivalent
section", which takes into account the nonlinear material behavior. The
"Equivalent Section Method", originally proposed by Diaz (1980) and Diaz and
Schulz (1981), is improved and simplified. The formulation is implemented
applying the bidimensional constitutive model A, proposed by Vecchio and
Collins (1993). The tension-stiffening effect is considered as adopted by Polak
and Vecchio (1993). Shear slip at crack surfaces, Poisson's ratio and other
secondary effects are not considered. Validation is undertaken by comparison
with experimental results obtained by other researchers. The examples include
reinforced and prestressed concrete beams, for normal and high strength
concrete. The formulation satisfactorily predicts the ultimate capacity under
different load combinations. The whole set of equilibrium, compatibility and
constitutive equations are satisfied, the stiffness derivatives are explicitly
calculated and the algorithms show good convergence.
|
[
{
"created": "Mon, 10 Feb 2014 07:17:23 GMT",
"version": "v1"
}
] |
2014-02-24
|
[
[
"Schulz",
"Mauro",
"",
"JAD"
],
[
"D'Avila",
"Maria Paola Santisi",
"",
"JAD"
]
] |
[
-0.034756243228912354,
-0.07085628062486649,
0.07066795974969864,
-0.04526474326848984,
-0.0050443559885025024,
-0.018960895016789436,
-0.06855598092079163,
0.05683427304029465,
0.04332385212182999,
-0.017068512737751007,
-0.014682727865874767,
-0.005048624239861965,
0.034539565443992615,
0.0071486798115074635,
-0.018646903336048126,
0.03276820853352547,
-0.0190849918872118,
0.07599784433841705,
-0.09312254190444946,
0.08677609264850616,
0.08775755017995834,
-0.057744815945625305,
-0.050301264971494675,
0.010397592559456825,
0.06400971114635468,
0.02723216451704502,
-0.06426721811294556,
0.04508185014128685,
0.0317172035574913,
0.005567814689129591,
0.00006053824836271815,
0.05629381909966469,
-0.0036873286589980125,
0.05673786625266075,
-0.06838560849428177,
-0.05348622426390648,
-0.013459054753184319,
-0.03713423013687134,
-0.07332498580217361,
-0.009056570939719677,
-0.11571836471557617,
0.02545642852783203,
-0.024209069088101387,
0.05891944468021393,
0.040712662041187286,
0.007352589629590511,
-0.05070582404732704,
-0.04495895281434059,
-0.045725829899311066,
0.08072826266288757,
-0.05375273525714874,
0.05575662478804588,
0.040868207812309265,
0.05799553543329239,
0.02477252297103405,
-0.025565536692738533,
-0.015036686323583126,
0.044295534491539,
0.0844537541270256,
0.03318294137716293,
0.03545239567756653,
-0.01900036819279194,
-0.013453704304993153,
-0.020381083711981773,
0.056211184710264206,
0.02979920245707035,
-0.09116169810295105,
0.02607041597366333,
-0.018954643979668617,
0.03441257402300835,
0.018919378519058228,
0.010241814889013767,
0.012890389189124107,
-0.028198791667819023,
-0.06066757068037987,
0.004769791848957539,
0.006473326589912176,
0.05262482538819313,
-0.08278033882379532,
0.01855996809899807,
-0.019105080515146255,
-0.02425018697977066,
0.01072562113404274,
-0.07954990863800049,
0.04045410826802254,
-0.006818272173404694,
-0.05074717104434967,
0.057450585067272186,
-0.0011371425352990627,
0.06694546341896057,
0.06580226868391037,
0.048773523420095444,
-0.051405537873506546,
0.007836717180907726,
0.13673356175422668,
-0.0012143052881583571,
-0.03598251938819885,
-0.05437913537025452,
-0.026084493845701218,
0.07053829729557037,
-0.042430777102708817,
0.010879267007112503,
0.09542027860879898,
0.006389111280441284,
-0.04016120731830597,
-0.016142085194587708,
-0.061994995921850204,
0.02320864051580429,
-0.020332956686615944,
0.034308746457099915,
0.09736313670873642,
-0.044600002467632294,
0.013401555828750134,
-0.04390842467546463,
-0.015177820809185505,
-0.08752109110355377,
-0.015727750957012177,
-0.053246259689331055,
0.023217475041747093,
-0.012610990554094315,
0.1057257205247879,
-0.035729728639125824,
0.005231331568211317,
0.011530974879860878,
-0.02533651515841484,
-0.05583681911230087,
-0.07925359904766083,
7.573568675683915e-34,
-0.04095787554979324,
-0.02056313492357731,
-0.0036478950642049313,
0.018583986908197403,
-0.1112280935049057,
-0.050665389746427536,
0.035992104560136795,
0.07599899917840958,
0.007813475094735622,
-0.06032900512218475,
-0.00937171932309866,
0.08106421679258347,
0.04571669176220894,
0.007946230471134186,
0.007744106464087963,
0.06093291938304901,
0.05948665365576744,
0.04865004122257233,
0.08894865959882736,
0.11968938261270523,
-0.04030509665608406,
-0.04607481136918068,
0.04219730198383331,
-0.0730537697672844,
-0.038363344967365265,
-0.08242897689342499,
0.05593870207667351,
-0.02243531309068203,
-0.15595462918281555,
0.013035676442086697,
-0.04402480274438858,
0.01514253206551075,
0.011298869736492634,
0.06993522495031357,
-0.08939629048109055,
-0.02177310548722744,
0.028405483812093735,
-0.028111642226576805,
-0.041131362318992615,
0.0390334278345108,
-0.05192285031080246,
0.0021778419613838196,
0.09217313677072525,
0.00589264091104269,
0.03265663608908653,
-0.003943958319723606,
-0.05529049411416054,
0.03231160342693329,
-0.005512109026312828,
-0.004095137119293213,
-0.0012720307568088174,
0.08137402683496475,
-0.02677229233086109,
-0.07427024096250534,
0.034638721495866776,
0.020459305495023727,
0.009879179298877716,
0.08707332611083984,
-0.031373489648103714,
0.0619097463786602,
-0.05464364215731621,
-0.03743164613842964,
-0.009856601245701313,
-0.017110027372837067,
-0.000934875919483602,
-0.01708928681910038,
-0.0957619920372963,
0.005648710764944553,
-0.042675845324993134,
-0.00962516013532877,
0.014932765625417233,
-0.036533672362565994,
-0.04074745997786522,
0.07109344750642776,
-0.04958873242139816,
-0.02620508335530758,
-0.06996338814496994,
0.03928500786423683,
-0.034685567021369934,
0.04584497585892677,
-0.034668657928705215,
0.05041749030351639,
-0.0034995388705283403,
0.024730810895562172,
-0.017970280721783638,
0.09244367480278015,
0.06035950407385826,
0.04586246982216835,
-0.022126976400613785,
-0.039667513221502304,
-0.010406354442238808,
-0.07307502627372742,
0.07445518672466278,
0.048023771494627,
0.0868091881275177,
-3.35368170947614e-33,
-0.01437145285308361,
0.06916793435811996,
-0.11131064593791962,
0.04383419454097748,
0.06688075512647629,
0.055517785251140594,
-0.08368802070617676,
-0.04347817972302437,
-0.007088534068316221,
-0.04350507631897926,
0.066546730697155,
-0.032291993498802185,
-0.05600810423493385,
0.10364831984043121,
0.06664171069860458,
0.033369287848472595,
-0.07220038026571274,
-0.03067406266927719,
-0.10199175029993057,
0.049719441682100296,
0.0782223790884018,
0.031728535890579224,
-0.044339004904031754,
0.025058694183826447,
-0.009316429495811462,
-0.04471427574753761,
-0.06913662701845169,
-0.055700574070215225,
-0.029649734497070312,
0.0930851623415947,
-0.04712831228971481,
-0.06869635730981827,
-0.04379810765385628,
0.07458173483610153,
0.01767122931778431,
0.08951083570718765,
-0.027421647682785988,
0.019483372569084167,
0.10183821618556976,
-0.04605099558830261,
-0.012865087017416954,
0.08846265077590942,
0.0608493909239769,
0.010914082638919353,
-0.09507281333208084,
-0.05954628437757492,
0.04798121750354767,
-0.023213854059576988,
-0.0019635765347629786,
-0.054834868758916855,
0.019404591992497444,
0.06591450423002243,
0.03663591668009758,
-0.07615357637405396,
0.012418273836374283,
0.01898517832159996,
-0.04808549955487251,
-0.05483602359890938,
-0.013820801861584187,
-0.0022399320732802153,
-0.029790284112095833,
0.0034794220700860023,
-0.003028757404536009,
-0.05877157673239708,
-0.010190647095441818,
-0.022162996232509613,
-0.05643182992935181,
-0.10039602220058441,
-0.0862659215927124,
-0.001281379722058773,
-0.09806415438652039,
0.02034696564078331,
0.0806109756231308,
0.04383635148406029,
0.05240383371710777,
-0.00877495389431715,
0.05276928097009659,
0.03173336759209633,
-0.045882511883974075,
0.07389002293348312,
-0.0377928800880909,
-0.008797027170658112,
-0.004363995976746082,
0.011598918586969376,
-0.06730083376169205,
-0.022383930161595345,
0.025588834658265114,
0.0005124628078192472,
0.00409499229863286,
-0.044411495327949524,
0.02909325435757637,
0.04515622556209564,
0.011962038464844227,
-0.0023923637345433235,
0.09534085541963577,
-5.7851512025308693e-8,
0.007321801967918873,
-0.09535899013280869,
-0.13310474157333374,
-0.0036647652741521597,
0.016080595552921295,
0.05955873429775238,
-0.06153716519474983,
-0.02326451614499092,
-0.06617298722267151,
-0.03636712580919266,
0.01959570124745369,
0.015733832493424416,
-0.008457195945084095,
0.004325659479945898,
-0.10287639498710632,
-0.015303117223083973,
0.040588393807411194,
-0.027194518595933914,
-0.027482137084007263,
0.01295084785670042,
0.015525474213063717,
-0.04046190530061722,
0.023572806268930435,
0.015379417687654495,
-0.010685856454074383,
-0.052004482597112656,
-0.041908178478479385,
0.008590501733124256,
0.04422830045223236,
0.07861614227294922,
-0.0061378758400678635,
-0.04052795469760895,
-0.10569871962070465,
-0.023210803046822548,
0.06618115305900574,
0.027570990845561028,
0.05042644217610359,
-0.029244789853692055,
-0.024825721979141235,
0.027054203674197197,
0.07442539185285568,
0.01209160964936018,
0.04070840775966644,
0.01735037751495838,
0.11328175663948059,
0.06018657982349396,
-0.08892720937728882,
-0.03659241273999214,
0.021118219941854477,
-0.018063537776470184,
0.012529718689620495,
0.030107101425528526,
-0.01608235202729702,
0.07591364532709122,
0.017254265025258064,
0.031803008168935776,
0.039555873721838,
0.014324871823191643,
0.04827714338898659,
-0.028849247843027115,
0.05484069883823395,
0.0982440859079361,
0.019860826432704926,
-0.05656837299466133
] | null | null | null | null | null | null | null |
[
-0.034756243228912354,
-0.07085628062486649,
0.07066795974969864,
-0.04526474326848984,
-0.0050443559885025024,
-0.018960895016789436,
-0.06855598092079163,
0.05683427304029465,
0.04332385212182999,
-0.017068512737751007,
-0.014682727865874767,
-0.005048624239861965,
0.034539565443992615,
0.0071486798115074635,
-0.018646903336048126,
0.03276820853352547,
-0.0190849918872118,
0.07599784433841705,
-0.09312254190444946,
0.08677609264850616,
0.08775755017995834,
-0.057744815945625305,
-0.050301264971494675,
0.010397592559456825,
0.06400971114635468,
0.02723216451704502,
-0.06426721811294556,
0.04508185014128685,
0.0317172035574913,
0.005567814689129591,
0.00006053824836271815,
0.05629381909966469,
-0.0036873286589980125,
0.05673786625266075,
-0.06838560849428177,
-0.05348622426390648,
-0.013459054753184319,
-0.03713423013687134,
-0.07332498580217361,
-0.009056570939719677,
-0.11571836471557617,
0.02545642852783203,
-0.024209069088101387,
0.05891944468021393,
0.040712662041187286,
0.007352589629590511,
-0.05070582404732704,
-0.04495895281434059,
-0.045725829899311066,
0.08072826266288757,
-0.05375273525714874,
0.05575662478804588,
0.040868207812309265,
0.05799553543329239,
0.02477252297103405,
-0.025565536692738533,
-0.015036686323583126,
0.044295534491539,
0.0844537541270256,
0.03318294137716293,
0.03545239567756653,
-0.01900036819279194,
-0.013453704304993153,
-0.020381083711981773,
0.056211184710264206,
0.02979920245707035,
-0.09116169810295105,
0.02607041597366333,
-0.018954643979668617,
0.03441257402300835,
0.018919378519058228,
0.010241814889013767,
0.012890389189124107,
-0.028198791667819023,
-0.06066757068037987,
0.004769791848957539,
0.006473326589912176,
0.05262482538819313,
-0.08278033882379532,
0.01855996809899807,
-0.019105080515146255,
-0.02425018697977066,
0.01072562113404274,
-0.07954990863800049,
0.04045410826802254,
-0.006818272173404694,
-0.05074717104434967,
0.057450585067272186,
-0.0011371425352990627,
0.06694546341896057,
0.06580226868391037,
0.048773523420095444,
-0.051405537873506546,
0.007836717180907726,
0.13673356175422668,
-0.0012143052881583571,
-0.03598251938819885,
-0.05437913537025452,
-0.026084493845701218,
0.07053829729557037,
-0.042430777102708817,
0.010879267007112503,
0.09542027860879898,
0.006389111280441284,
-0.04016120731830597,
-0.016142085194587708,
-0.061994995921850204,
0.02320864051580429,
-0.020332956686615944,
0.034308746457099915,
0.09736313670873642,
-0.044600002467632294,
0.013401555828750134,
-0.04390842467546463,
-0.015177820809185505,
-0.08752109110355377,
-0.015727750957012177,
-0.053246259689331055,
0.023217475041747093,
-0.012610990554094315,
0.1057257205247879,
-0.035729728639125824,
0.005231331568211317,
0.011530974879860878,
-0.02533651515841484,
-0.05583681911230087,
-0.07925359904766083,
7.573568675683915e-34,
-0.04095787554979324,
-0.02056313492357731,
-0.0036478950642049313,
0.018583986908197403,
-0.1112280935049057,
-0.050665389746427536,
0.035992104560136795,
0.07599899917840958,
0.007813475094735622,
-0.06032900512218475,
-0.00937171932309866,
0.08106421679258347,
0.04571669176220894,
0.007946230471134186,
0.007744106464087963,
0.06093291938304901,
0.05948665365576744,
0.04865004122257233,
0.08894865959882736,
0.11968938261270523,
-0.04030509665608406,
-0.04607481136918068,
0.04219730198383331,
-0.0730537697672844,
-0.038363344967365265,
-0.08242897689342499,
0.05593870207667351,
-0.02243531309068203,
-0.15595462918281555,
0.013035676442086697,
-0.04402480274438858,
0.01514253206551075,
0.011298869736492634,
0.06993522495031357,
-0.08939629048109055,
-0.02177310548722744,
0.028405483812093735,
-0.028111642226576805,
-0.041131362318992615,
0.0390334278345108,
-0.05192285031080246,
0.0021778419613838196,
0.09217313677072525,
0.00589264091104269,
0.03265663608908653,
-0.003943958319723606,
-0.05529049411416054,
0.03231160342693329,
-0.005512109026312828,
-0.004095137119293213,
-0.0012720307568088174,
0.08137402683496475,
-0.02677229233086109,
-0.07427024096250534,
0.034638721495866776,
0.020459305495023727,
0.009879179298877716,
0.08707332611083984,
-0.031373489648103714,
0.0619097463786602,
-0.05464364215731621,
-0.03743164613842964,
-0.009856601245701313,
-0.017110027372837067,
-0.000934875919483602,
-0.01708928681910038,
-0.0957619920372963,
0.005648710764944553,
-0.042675845324993134,
-0.00962516013532877,
0.014932765625417233,
-0.036533672362565994,
-0.04074745997786522,
0.07109344750642776,
-0.04958873242139816,
-0.02620508335530758,
-0.06996338814496994,
0.03928500786423683,
-0.034685567021369934,
0.04584497585892677,
-0.034668657928705215,
0.05041749030351639,
-0.0034995388705283403,
0.024730810895562172,
-0.017970280721783638,
0.09244367480278015,
0.06035950407385826,
0.04586246982216835,
-0.022126976400613785,
-0.039667513221502304,
-0.010406354442238808,
-0.07307502627372742,
0.07445518672466278,
0.048023771494627,
0.0868091881275177,
-3.35368170947614e-33,
-0.01437145285308361,
0.06916793435811996,
-0.11131064593791962,
0.04383419454097748,
0.06688075512647629,
0.055517785251140594,
-0.08368802070617676,
-0.04347817972302437,
-0.007088534068316221,
-0.04350507631897926,
0.066546730697155,
-0.032291993498802185,
-0.05600810423493385,
0.10364831984043121,
0.06664171069860458,
0.033369287848472595,
-0.07220038026571274,
-0.03067406266927719,
-0.10199175029993057,
0.049719441682100296,
0.0782223790884018,
0.031728535890579224,
-0.044339004904031754,
0.025058694183826447,
-0.009316429495811462,
-0.04471427574753761,
-0.06913662701845169,
-0.055700574070215225,
-0.029649734497070312,
0.0930851623415947,
-0.04712831228971481,
-0.06869635730981827,
-0.04379810765385628,
0.07458173483610153,
0.01767122931778431,
0.08951083570718765,
-0.027421647682785988,
0.019483372569084167,
0.10183821618556976,
-0.04605099558830261,
-0.012865087017416954,
0.08846265077590942,
0.0608493909239769,
0.010914082638919353,
-0.09507281333208084,
-0.05954628437757492,
0.04798121750354767,
-0.023213854059576988,
-0.0019635765347629786,
-0.054834868758916855,
0.019404591992497444,
0.06591450423002243,
0.03663591668009758,
-0.07615357637405396,
0.012418273836374283,
0.01898517832159996,
-0.04808549955487251,
-0.05483602359890938,
-0.013820801861584187,
-0.0022399320732802153,
-0.029790284112095833,
0.0034794220700860023,
-0.003028757404536009,
-0.05877157673239708,
-0.010190647095441818,
-0.022162996232509613,
-0.05643182992935181,
-0.10039602220058441,
-0.0862659215927124,
-0.001281379722058773,
-0.09806415438652039,
0.02034696564078331,
0.0806109756231308,
0.04383635148406029,
0.05240383371710777,
-0.00877495389431715,
0.05276928097009659,
0.03173336759209633,
-0.045882511883974075,
0.07389002293348312,
-0.0377928800880909,
-0.008797027170658112,
-0.004363995976746082,
0.011598918586969376,
-0.06730083376169205,
-0.022383930161595345,
0.025588834658265114,
0.0005124628078192472,
0.00409499229863286,
-0.044411495327949524,
0.02909325435757637,
0.04515622556209564,
0.011962038464844227,
-0.0023923637345433235,
0.09534085541963577,
-5.7851512025308693e-8,
0.007321801967918873,
-0.09535899013280869,
-0.13310474157333374,
-0.0036647652741521597,
0.016080595552921295,
0.05955873429775238,
-0.06153716519474983,
-0.02326451614499092,
-0.06617298722267151,
-0.03636712580919266,
0.01959570124745369,
0.015733832493424416,
-0.008457195945084095,
0.004325659479945898,
-0.10287639498710632,
-0.015303117223083973,
0.040588393807411194,
-0.027194518595933914,
-0.027482137084007263,
0.01295084785670042,
0.015525474213063717,
-0.04046190530061722,
0.023572806268930435,
0.015379417687654495,
-0.010685856454074383,
-0.052004482597112656,
-0.041908178478479385,
0.008590501733124256,
0.04422830045223236,
0.07861614227294922,
-0.0061378758400678635,
-0.04052795469760895,
-0.10569871962070465,
-0.023210803046822548,
0.06618115305900574,
0.027570990845561028,
0.05042644217610359,
-0.029244789853692055,
-0.024825721979141235,
0.027054203674197197,
0.07442539185285568,
0.01209160964936018,
0.04070840775966644,
0.01735037751495838,
0.11328175663948059,
0.06018657982349396,
-0.08892720937728882,
-0.03659241273999214,
0.021118219941854477,
-0.018063537776470184,
0.012529718689620495,
0.030107101425528526,
-0.01608235202729702,
0.07591364532709122,
0.017254265025258064,
0.031803008168935776,
0.039555873721838,
0.014324871823191643,
0.04827714338898659,
-0.028849247843027115,
0.05484069883823395,
0.0982440859079361,
0.019860826432704926,
-0.05656837299466133
] |
1402.5350
|
Celso de Araujo Duarte
|
Celso de Araujo Duarte
|
The classical geometrization of the electromagnetism
|
17 pages, no figures
|
International Journal of Geometric Methods in Modern Physics, 2015
|
10.1142/S0219887815600221
| null |
physics.gen-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Following the line of the history, if by one side the electromagnetic theory
was consolidated on the 19th century, the emergence of the special and the
general relativity theories on the 20th century opened possibilities of further
developments, with the search for the unification of the gravitation and the
electromagnetism on a single unified theory. Some attempts to the
geometrization of the electromagnetism emerged in this context, where these
first models resided strictly on a classical basis. Posteriorly, they were
followed by more complete and embracing quantum field theories. The present
work reconsiders the classical viewpoint, with the purpose of showing that at
first order of approximation the electromagnetism constitutes a geometric
structure aside other phenomena as gravitation, and that magnetic monopoles do
not exist at least up to this order of approximation. Even though being
limited, the model is consistent and offers the possibility of an experimental
test of validity.
|
[
{
"created": "Wed, 29 Jan 2014 23:07:58 GMT",
"version": "v1"
},
{
"created": "Mon, 10 Mar 2014 02:08:37 GMT",
"version": "v2"
},
{
"created": "Wed, 11 Feb 2015 01:43:12 GMT",
"version": "v3"
},
{
"created": "Mon, 6 Jul 2015 16:34:12 GMT",
"version": "v4"
},
{
"created": "Thu, 13 Aug 2015 20:23:25 GMT",
"version": "v5"
}
] |
2019-11-14
|
[
[
"Duarte",
"Celso de Araujo",
""
]
] |
[
-0.10079007595777512,
-0.0013215994695201516,
-0.0016883298521861434,
0.014149225316941738,
-0.016179077327251434,
0.0018183871870860457,
-0.04805350303649902,
0.02721117064356804,
0.019227296113967896,
-0.031075267121195793,
0.051272984594106674,
0.058180708438158035,
-0.04646956920623779,
0.042537447065114975,
0.012732422910630703,
-0.10529246926307678,
-0.00733470031991601,
-0.008075093850493431,
-0.04635189473628998,
0.05387905240058899,
-0.07757776975631714,
-0.018165340647101402,
-0.030593369156122208,
-0.010509098879992962,
0.018231365829706192,
-0.018689554184675217,
0.0366615355014801,
-0.04826639965176582,
-0.056236907839775085,
-0.020722951740026474,
0.03155077248811722,
0.011179604567587376,
-0.005260046571493149,
0.029204729944467545,
-0.0019753670785576105,
0.061359256505966187,
0.045666612684726715,
-0.029057418927550316,
0.007944050244987011,
0.0006657935446128249,
-0.058151621371507645,
0.0005050412728451192,
0.05837632715702057,
0.061437588185071945,
0.03118005394935608,
-0.0167867261916399,
0.09092660993337631,
-0.024762267246842384,
-0.026986755430698395,
-0.03458096832036972,
0.060254380106925964,
0.011724520474672318,
0.0012479783035814762,
-0.051637787371873856,
0.07960925251245499,
0.01193438470363617,
0.004699577111750841,
-0.05183405056595802,
-0.06971869617700577,
-0.0534551702439785,
-0.027213413268327713,
0.025790521875023842,
-0.04925836995244026,
0.03431492671370506,
0.05421621724963188,
-0.02649911865592003,
-0.03400706499814987,
-0.0655670315027237,
0.0181870236992836,
0.06188006326556206,
0.001177156693302095,
0.003001057542860508,
-0.1308475285768509,
-0.05625035986304283,
-0.027846086770296097,
0.07272908091545105,
0.05050155520439148,
0.09077610820531845,
0.04025569185614586,
0.02573992870748043,
-0.04767348989844322,
0.02965434454381466,
-0.043370094150304794,
-0.04990553483366966,
-0.030865445733070374,
0.06318525969982147,
-0.0033760692458599806,
-0.02489251270890236,
-0.03927092254161835,
-0.0855347067117691,
0.12159711867570877,
-0.0891842395067215,
-0.12528908252716064,
-0.029419468715786934,
0.047960955649614334,
0.05990185961127281,
-0.04339634254574776,
-0.02542962320148945,
0.02266579121351242,
0.013628642074763775,
0.11326627433300018,
-0.032250192016363144,
0.0475819930434227,
0.11446691304445267,
0.07771213352680206,
-0.04522399231791496,
0.04962111636996269,
-0.012876425869762897,
-0.034998007118701935,
-0.023660695180296898,
0.009160892106592655,
0.0018811761401593685,
-0.013832229189574718,
-0.038153477013111115,
-0.06248769909143448,
0.009357408620417118,
0.04896305873990059,
0.08005385845899582,
0.006796136498451233,
0.08316823095083237,
0.015085859224200249,
0.05203322321176529,
-0.0050023868680000305,
0.025650646537542343,
-0.013153966516256332,
0.07014355808496475,
-0.048534587025642395,
2.256773013097161e-33,
-0.01824273355305195,
-0.013330766931176186,
0.04774138331413269,
0.10439085960388184,
0.024960214272141457,
0.06845219433307648,
0.021546395495533943,
0.0969114676117897,
0.047804661095142365,
0.006486370228230953,
-0.0629689022898674,
0.058167196810245514,
0.0986139178276062,
-0.022193672135472298,
-0.058014798909425735,
-0.012685376219451427,
-0.02357415296137333,
-0.05334588512778282,
0.06472836434841156,
-0.04437848553061485,
-0.02061394602060318,
0.05220644176006317,
0.034031424671411514,
-0.028264185413718224,
-0.10056740045547485,
0.03758399188518524,
0.0054977466352283955,
0.03721734881401062,
-0.0370880551636219,
0.017983058467507362,
-0.0791601687669754,
0.021197671070694923,
-0.08402101695537567,
0.07462235540151596,
-0.06238185614347458,
0.011670113541185856,
0.026340937241911888,
-0.06505461037158966,
-0.013775930739939213,
-0.08827962726354599,
0.018366310745477676,
0.015130927786231041,
-0.06791622936725616,
-0.0872143805027008,
0.08235840499401093,
0.054809585213661194,
0.07405328005552292,
0.005404828116297722,
0.018411552533507347,
0.015799283981323242,
0.004884560592472553,
0.0208893995732069,
-0.09318259358406067,
-0.010184350423514843,
0.04126966372132301,
0.02221543714404106,
-0.08065180480480194,
-0.004737191367894411,
-0.10037238150835037,
-0.024416569620370865,
0.011142346076667309,
0.08175299316644669,
0.019548889249563217,
-0.007768899668008089,
-0.00815596804022789,
-0.010333893820643425,
0.015822986140847206,
-0.05802188441157341,
-0.03118516504764557,
0.06923594325780869,
-0.021001148968935013,
0.056518685072660446,
-0.04308557137846947,
0.04257906600832939,
-0.011359751224517822,
0.009887751191854477,
0.043079447001218796,
-0.025822993367910385,
0.06268703937530518,
0.011455130763351917,
-0.07495617866516113,
-0.003661810653284192,
0.026924017816781998,
0.0029086614958941936,
-0.0354762002825737,
-0.0026013220194727182,
-0.016354743391275406,
0.024380160495638847,
0.05366264656186104,
-0.015043145045638084,
-0.08848416805267334,
0.069161556661129,
0.012082071974873543,
-0.09153210371732712,
-0.06095026060938835,
-5.661069856280778e-33,
-0.031029727309942245,
-0.0919332206249237,
-0.00835106335580349,
-0.04251020774245262,
0.025256788358092308,
-0.026859041303396225,
-0.08627640455961227,
-0.04440205544233322,
-0.04651607573032379,
0.0033276600297540426,
0.04802289232611656,
0.01105433888733387,
0.048238739371299744,
-0.07685237377882004,
-0.005351877771317959,
0.007187278475612402,
-0.06166612356901169,
-0.025920003652572632,
-0.01957024820148945,
0.0426054410636425,
0.06070835515856743,
-0.002802773378789425,
-0.01999218948185444,
-0.04810820519924164,
-0.0021687077824026346,
0.01403552945703268,
0.05655995011329651,
-0.049923308193683624,
-0.06952590495347977,
0.07173282653093338,
-0.03200730308890343,
-0.04254986345767975,
-0.002571876859292388,
0.016089826822280884,
-0.029323440045118332,
0.009984430857002735,
0.0027135140262544155,
0.053488291800022125,
0.008344793692231178,
-0.03171704337000847,
-0.11542878299951553,
0.14548666775226593,
0.09335890412330627,
-0.05123186483979225,
0.08458056300878525,
-0.05998463183641434,
-0.026124531403183937,
0.07582493871450424,
-0.11469601094722748,
-0.055987097322940826,
-0.09361068159341812,
-0.031120415776968002,
0.026143258437514305,
0.0027701708022505045,
-0.1369069367647171,
0.033534593880176544,
0.05381102114915848,
-0.04829338937997818,
0.04034590721130371,
0.0380743034183979,
-0.03233296424150467,
-0.035531312227249146,
0.009448785334825516,
-0.012496189214289188,
-0.0015627057291567326,
0.05055897682905197,
0.01941932551562786,
0.049698539078235626,
-0.009659569710493088,
-0.018296226859092712,
-0.02760128863155842,
-0.05375625938177109,
-0.05422166362404823,
0.03344342112541199,
-0.020477836951613426,
0.04320158809423447,
0.14620041847229004,
-0.04076114669442177,
0.042662113904953,
-0.1019880473613739,
0.04172157123684883,
0.08312281221151352,
0.048424240201711655,
-0.018619101494550705,
0.03427402675151825,
-0.02285226248204708,
-0.09601159393787384,
-0.03154313564300537,
0.05572829768061638,
-0.022407257929444313,
-0.07646821439266205,
-0.006999533623456955,
0.03274345397949219,
0.06790041923522949,
0.02731533721089363,
-5.0873993018285546e-8,
-0.02928871661424637,
0.12071667611598969,
-0.04069941118359566,
0.03966466709971428,
-0.01656230352818966,
0.04227249696850777,
-0.03073991648852825,
-0.05443832650780678,
-0.03209782764315605,
-0.0321158692240715,
-0.06443900614976883,
0.026079030707478523,
-0.051879577338695526,
0.0718674287199974,
0.009398214519023895,
0.002312621334567666,
-0.009865333326160908,
-0.043390002101659775,
-0.028283124789595604,
0.11922328174114227,
0.07935335487127304,
0.0951782613992691,
0.027105629444122314,
-0.0634421780705452,
0.008298814296722412,
0.04897800832986832,
-0.0005951441125944257,
0.021646371111273766,
-0.021365216001868248,
0.0233144611120224,
-0.017951350659132004,
0.024240970611572266,
-0.009384789504110813,
0.004709578584879637,
-0.04802096635103226,
-0.0032445362303406,
-0.013525831513106823,
-0.01488674059510231,
-0.048426248133182526,
-0.027829216793179512,
0.023590559139847755,
0.022879954427480698,
-0.02577998861670494,
0.015354475937783718,
0.02391982078552246,
0.02405063807964325,
-0.04121251404285431,
-0.04062706232070923,
-0.03776289522647858,
0.14871999621391296,
-0.056456346064805984,
0.10654710978269577,
-0.025896446779370308,
-0.015774128958582878,
-0.07333194464445114,
0.019188696518540382,
-0.01188209280371666,
-0.08068066090345383,
-0.0848047211766243,
-0.047348812222480774,
0.050562936812639236,
0.0384766049683094,
0.006719427183270454,
0.0463486984372139
] | null | null | null | null | null | null | null |
[
-0.10079007595777512,
-0.0013215994695201516,
-0.0016883298521861434,
0.014149225316941738,
-0.016179077327251434,
0.0018183871870860457,
-0.04805350303649902,
0.02721117064356804,
0.019227296113967896,
-0.031075267121195793,
0.051272984594106674,
0.058180708438158035,
-0.04646956920623779,
0.042537447065114975,
0.012732422910630703,
-0.10529246926307678,
-0.00733470031991601,
-0.008075093850493431,
-0.04635189473628998,
0.05387905240058899,
-0.07757776975631714,
-0.018165340647101402,
-0.030593369156122208,
-0.010509098879992962,
0.018231365829706192,
-0.018689554184675217,
0.0366615355014801,
-0.04826639965176582,
-0.056236907839775085,
-0.020722951740026474,
0.03155077248811722,
0.011179604567587376,
-0.005260046571493149,
0.029204729944467545,
-0.0019753670785576105,
0.061359256505966187,
0.045666612684726715,
-0.029057418927550316,
0.007944050244987011,
0.0006657935446128249,
-0.058151621371507645,
0.0005050412728451192,
0.05837632715702057,
0.061437588185071945,
0.03118005394935608,
-0.0167867261916399,
0.09092660993337631,
-0.024762267246842384,
-0.026986755430698395,
-0.03458096832036972,
0.060254380106925964,
0.011724520474672318,
0.0012479783035814762,
-0.051637787371873856,
0.07960925251245499,
0.01193438470363617,
0.004699577111750841,
-0.05183405056595802,
-0.06971869617700577,
-0.0534551702439785,
-0.027213413268327713,
0.025790521875023842,
-0.04925836995244026,
0.03431492671370506,
0.05421621724963188,
-0.02649911865592003,
-0.03400706499814987,
-0.0655670315027237,
0.0181870236992836,
0.06188006326556206,
0.001177156693302095,
0.003001057542860508,
-0.1308475285768509,
-0.05625035986304283,
-0.027846086770296097,
0.07272908091545105,
0.05050155520439148,
0.09077610820531845,
0.04025569185614586,
0.02573992870748043,
-0.04767348989844322,
0.02965434454381466,
-0.043370094150304794,
-0.04990553483366966,
-0.030865445733070374,
0.06318525969982147,
-0.0033760692458599806,
-0.02489251270890236,
-0.03927092254161835,
-0.0855347067117691,
0.12159711867570877,
-0.0891842395067215,
-0.12528908252716064,
-0.029419468715786934,
0.047960955649614334,
0.05990185961127281,
-0.04339634254574776,
-0.02542962320148945,
0.02266579121351242,
0.013628642074763775,
0.11326627433300018,
-0.032250192016363144,
0.0475819930434227,
0.11446691304445267,
0.07771213352680206,
-0.04522399231791496,
0.04962111636996269,
-0.012876425869762897,
-0.034998007118701935,
-0.023660695180296898,
0.009160892106592655,
0.0018811761401593685,
-0.013832229189574718,
-0.038153477013111115,
-0.06248769909143448,
0.009357408620417118,
0.04896305873990059,
0.08005385845899582,
0.006796136498451233,
0.08316823095083237,
0.015085859224200249,
0.05203322321176529,
-0.0050023868680000305,
0.025650646537542343,
-0.013153966516256332,
0.07014355808496475,
-0.048534587025642395,
2.256773013097161e-33,
-0.01824273355305195,
-0.013330766931176186,
0.04774138331413269,
0.10439085960388184,
0.024960214272141457,
0.06845219433307648,
0.021546395495533943,
0.0969114676117897,
0.047804661095142365,
0.006486370228230953,
-0.0629689022898674,
0.058167196810245514,
0.0986139178276062,
-0.022193672135472298,
-0.058014798909425735,
-0.012685376219451427,
-0.02357415296137333,
-0.05334588512778282,
0.06472836434841156,
-0.04437848553061485,
-0.02061394602060318,
0.05220644176006317,
0.034031424671411514,
-0.028264185413718224,
-0.10056740045547485,
0.03758399188518524,
0.0054977466352283955,
0.03721734881401062,
-0.0370880551636219,
0.017983058467507362,
-0.0791601687669754,
0.021197671070694923,
-0.08402101695537567,
0.07462235540151596,
-0.06238185614347458,
0.011670113541185856,
0.026340937241911888,
-0.06505461037158966,
-0.013775930739939213,
-0.08827962726354599,
0.018366310745477676,
0.015130927786231041,
-0.06791622936725616,
-0.0872143805027008,
0.08235840499401093,
0.054809585213661194,
0.07405328005552292,
0.005404828116297722,
0.018411552533507347,
0.015799283981323242,
0.004884560592472553,
0.0208893995732069,
-0.09318259358406067,
-0.010184350423514843,
0.04126966372132301,
0.02221543714404106,
-0.08065180480480194,
-0.004737191367894411,
-0.10037238150835037,
-0.024416569620370865,
0.011142346076667309,
0.08175299316644669,
0.019548889249563217,
-0.007768899668008089,
-0.00815596804022789,
-0.010333893820643425,
0.015822986140847206,
-0.05802188441157341,
-0.03118516504764557,
0.06923594325780869,
-0.021001148968935013,
0.056518685072660446,
-0.04308557137846947,
0.04257906600832939,
-0.011359751224517822,
0.009887751191854477,
0.043079447001218796,
-0.025822993367910385,
0.06268703937530518,
0.011455130763351917,
-0.07495617866516113,
-0.003661810653284192,
0.026924017816781998,
0.0029086614958941936,
-0.0354762002825737,
-0.0026013220194727182,
-0.016354743391275406,
0.024380160495638847,
0.05366264656186104,
-0.015043145045638084,
-0.08848416805267334,
0.069161556661129,
0.012082071974873543,
-0.09153210371732712,
-0.06095026060938835,
-5.661069856280778e-33,
-0.031029727309942245,
-0.0919332206249237,
-0.00835106335580349,
-0.04251020774245262,
0.025256788358092308,
-0.026859041303396225,
-0.08627640455961227,
-0.04440205544233322,
-0.04651607573032379,
0.0033276600297540426,
0.04802289232611656,
0.01105433888733387,
0.048238739371299744,
-0.07685237377882004,
-0.005351877771317959,
0.007187278475612402,
-0.06166612356901169,
-0.025920003652572632,
-0.01957024820148945,
0.0426054410636425,
0.06070835515856743,
-0.002802773378789425,
-0.01999218948185444,
-0.04810820519924164,
-0.0021687077824026346,
0.01403552945703268,
0.05655995011329651,
-0.049923308193683624,
-0.06952590495347977,
0.07173282653093338,
-0.03200730308890343,
-0.04254986345767975,
-0.002571876859292388,
0.016089826822280884,
-0.029323440045118332,
0.009984430857002735,
0.0027135140262544155,
0.053488291800022125,
0.008344793692231178,
-0.03171704337000847,
-0.11542878299951553,
0.14548666775226593,
0.09335890412330627,
-0.05123186483979225,
0.08458056300878525,
-0.05998463183641434,
-0.026124531403183937,
0.07582493871450424,
-0.11469601094722748,
-0.055987097322940826,
-0.09361068159341812,
-0.031120415776968002,
0.026143258437514305,
0.0027701708022505045,
-0.1369069367647171,
0.033534593880176544,
0.05381102114915848,
-0.04829338937997818,
0.04034590721130371,
0.0380743034183979,
-0.03233296424150467,
-0.035531312227249146,
0.009448785334825516,
-0.012496189214289188,
-0.0015627057291567326,
0.05055897682905197,
0.01941932551562786,
0.049698539078235626,
-0.009659569710493088,
-0.018296226859092712,
-0.02760128863155842,
-0.05375625938177109,
-0.05422166362404823,
0.03344342112541199,
-0.020477836951613426,
0.04320158809423447,
0.14620041847229004,
-0.04076114669442177,
0.042662113904953,
-0.1019880473613739,
0.04172157123684883,
0.08312281221151352,
0.048424240201711655,
-0.018619101494550705,
0.03427402675151825,
-0.02285226248204708,
-0.09601159393787384,
-0.03154313564300537,
0.05572829768061638,
-0.022407257929444313,
-0.07646821439266205,
-0.006999533623456955,
0.03274345397949219,
0.06790041923522949,
0.02731533721089363,
-5.0873993018285546e-8,
-0.02928871661424637,
0.12071667611598969,
-0.04069941118359566,
0.03966466709971428,
-0.01656230352818966,
0.04227249696850777,
-0.03073991648852825,
-0.05443832650780678,
-0.03209782764315605,
-0.0321158692240715,
-0.06443900614976883,
0.026079030707478523,
-0.051879577338695526,
0.0718674287199974,
0.009398214519023895,
0.002312621334567666,
-0.009865333326160908,
-0.043390002101659775,
-0.028283124789595604,
0.11922328174114227,
0.07935335487127304,
0.0951782613992691,
0.027105629444122314,
-0.0634421780705452,
0.008298814296722412,
0.04897800832986832,
-0.0005951441125944257,
0.021646371111273766,
-0.021365216001868248,
0.0233144611120224,
-0.017951350659132004,
0.024240970611572266,
-0.009384789504110813,
0.004709578584879637,
-0.04802096635103226,
-0.0032445362303406,
-0.013525831513106823,
-0.01488674059510231,
-0.048426248133182526,
-0.027829216793179512,
0.023590559139847755,
0.022879954427480698,
-0.02577998861670494,
0.015354475937783718,
0.02391982078552246,
0.02405063807964325,
-0.04121251404285431,
-0.04062706232070923,
-0.03776289522647858,
0.14871999621391296,
-0.056456346064805984,
0.10654710978269577,
-0.025896446779370308,
-0.015774128958582878,
-0.07333194464445114,
0.019188696518540382,
-0.01188209280371666,
-0.08068066090345383,
-0.0848047211766243,
-0.047348812222480774,
0.050562936812639236,
0.0384766049683094,
0.006719427183270454,
0.0463486984372139
] |
1402.5351
|
Jian-Jun Shu
|
Jian-Jun Shu
|
On generalized Tian Ji's horse racing strategy
| null |
Interdisciplinary Science Reviews, Vol. 37, No. 2, pp. 187-193,
2012
|
10.1179/0308018812Z.00000000014
| null |
cs.GT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Tian Ji's horse racing strategy, a famous Chinese legend, constitutes a
promising concept to be applied to important issues in today's competitive
environment; this strategy is elaborated on and analyzed by examining the
general case. The mathematical formulation concerning the calculation of
winning, drawing or losing combinations and probabilities is presented to
illustrate the interesting insights on how ancient philosophies could promote
thinking in business competitiveness, in particular, the wisdom behind
sacrificing the part for the benefit of the whole or sacrificing the short-term
objectives in order to gain the long-term goal.
|
[
{
"created": "Fri, 21 Feb 2014 17:01:23 GMT",
"version": "v1"
},
{
"created": "Fri, 28 Feb 2014 14:38:20 GMT",
"version": "v2"
},
{
"created": "Mon, 24 Apr 2017 17:37:43 GMT",
"version": "v3"
}
] |
2017-04-25
|
[
[
"Shu",
"Jian-Jun",
""
]
] |
[
-0.021540259942412376,
0.08765777945518494,
0.001999504631385207,
-0.08208204805850983,
-0.046368151903152466,
0.06074266508221626,
0.05731431767344475,
0.059733059257268906,
0.01497167069464922,
0.001817727112211287,
-0.012236048467457294,
0.00736993458122015,
0.05508825555443764,
-0.016940822824835777,
-0.01425128523260355,
-0.07136955857276917,
-0.06421545892953873,
0.04613841697573662,
-0.046206023544073105,
-0.05567358061671257,
-0.024328194558620453,
-0.11520236730575562,
-0.009415253065526485,
0.00017167444457300007,
-0.038078825920820236,
-0.007532290183007717,
-0.017552578821778297,
0.006962657906115055,
-0.001207918394356966,
-0.002122734673321247,
-0.04113041236996651,
0.03163013979792595,
0.08941319584846497,
-0.0069752284325659275,
-0.0542704202234745,
0.02345968782901764,
-0.07334639877080917,
-0.04627317190170288,
-0.002421764424070716,
-0.0076318890787661076,
0.04096992686390877,
-0.06665544211864471,
-0.028863931074738503,
-0.007245119661092758,
0.07300128787755966,
0.04928604140877724,
0.007242171093821526,
-0.047548845410346985,
0.022183585911989212,
-0.005895103327929974,
-0.11991016566753387,
-0.01321617141366005,
-0.008880868554115295,
-0.0839734748005867,
0.06059883162379265,
0.053162042051553726,
-0.024376343935728073,
0.04585648700594902,
-0.017959564924240112,
-0.025866178795695305,
-0.000004866621566179674,
0.012019211426377296,
0.010032710619270802,
0.037138499319553375,
-0.030007533729076385,
-0.05058513954281807,
-0.08207005262374878,
0.09468730539083481,
-0.12040713429450989,
0.08930140733718872,
0.05514707416296005,
-0.021301444619894028,
-0.005409549921751022,
-0.045627202838659286,
-0.013968962244689465,
0.04783749580383301,
-0.007405049167573452,
-0.06377147883176804,
-0.044390346854925156,
-0.011467809788882732,
0.029997332021594048,
-0.02222004160284996,
0.0025205309502780437,
0.008351831696927547,
0.04949113354086876,
0.04598545655608177,
0.002050946466624737,
-0.041757263243198395,
0.10314926505088806,
-0.08511272817850113,
-0.009718239307403564,
-0.028110947459936142,
-0.014499797485768795,
0.06989786773920059,
0.041824158281087875,
0.12126059085130692,
-0.06598543375730515,
0.02921370230615139,
0.032485462725162506,
0.04280329868197441,
0.07872749865055084,
0.05050281062722206,
0.04510029777884483,
-0.0473349504172802,
0.024881679564714432,
-0.011333250440657139,
-0.030919458717107773,
0.020149750635027885,
0.027567053213715553,
0.013558978214859962,
-0.019032640382647514,
-0.048264533281326294,
0.06352459639310837,
0.031249387189745903,
-0.055024661123752594,
0.03319820016622543,
-0.10731732100248337,
0.08915546536445618,
-0.03987456485629082,
-0.00370386871509254,
-0.0007047553663142025,
0.031110074371099472,
0.020541032776236534,
-0.07300843298435211,
-0.06217615678906441,
-0.019667552784085274,
0.03158043324947357,
-3.616096588795311e-34,
-0.08078788965940475,
-0.12441512197256088,
-0.000870657037012279,
0.02638646960258484,
-0.056064337491989136,
-0.046341847628355026,
-0.0003515256103128195,
-0.04493089020252228,
0.0009995626751333475,
0.001109976670704782,
-0.028151027858257294,
0.04928460717201233,
-0.015629956498742104,
-0.01700395718216896,
0.1319543570280075,
-0.010255775414407253,
-0.09614595770835876,
-0.06651356816291809,
0.06683171540498734,
-0.034433361142873764,
0.07601557672023773,
0.024334605783224106,
-0.008791509084403515,
-0.10188724100589752,
0.05397692322731018,
0.017576342448592186,
0.039708368480205536,
-0.06343962997198105,
-0.052879124879837036,
0.03323440998792648,
-0.025903871282935143,
-0.00009804094588616863,
-0.11538226157426834,
-0.010434693656861782,
-0.017775895074009895,
0.04070571810007095,
-0.023907875642180443,
-0.05865401402115822,
-0.0007333941175602376,
0.06592932343482971,
-0.1009429395198822,
-0.05666443705558777,
-0.02285972237586975,
0.00993230752646923,
-0.06390976905822754,
0.11060382425785065,
0.03263251855969429,
0.05496138334274292,
-0.03588578477501869,
0.0130302170291543,
-0.03065015934407711,
-0.06200040876865387,
0.12268022447824478,
-0.03615657985210419,
0.03837750107049942,
-0.04788940027356148,
-0.03628329932689667,
-0.04090870916843414,
-0.12018398195505142,
-0.030934611335396767,
-0.030191780999302864,
0.011875873431563377,
-0.01883803680539131,
0.05289923772215843,
-0.11264284700155258,
0.0740189179778099,
-0.03483659401535988,
0.0063964975997805595,
-0.003805274609476328,
-0.012265543453395367,
0.04811938852071762,
-0.030575349926948547,
-0.0789199024438858,
-0.092060886323452,
0.022017953917384148,
-0.04007740691304207,
-0.01186368241906166,
-0.021524356678128242,
-0.022310946136713028,
-0.024216894060373306,
-0.012612971477210522,
-0.006526541896164417,
-0.047135572880506516,
-0.031939100474119186,
0.06476084142923355,
0.10439983010292053,
0.14063651859760284,
-0.024704497307538986,
0.017168961465358734,
0.002758053597062826,
-0.03780783712863922,
0.005190744064748287,
-0.029782693833112717,
0.07829990983009338,
-0.001256873831152916,
-1.738398555154756e-33,
-0.06248880922794342,
0.05405621975660324,
0.04159734770655632,
0.047588031738996506,
0.09609097242355347,
-0.035546351224184036,
0.05091971531510353,
-0.09038063883781433,
-0.035188913345336914,
0.016597965732216835,
-0.11210902035236359,
-0.002355999778956175,
0.04829780012369156,
0.05455818027257919,
-0.029525967314839363,
-0.10012265294790268,
0.029357997700572014,
0.07371663302183151,
-0.04219343513250351,
-0.024104438722133636,
0.05068644881248474,
-0.013408822938799858,
-0.09846606105566025,
-0.056887347251176834,
0.017244793474674225,
0.057764992117881775,
0.014061118476092815,
-0.09194343537092209,
-0.043616101145744324,
-0.008607185445725918,
-0.01876893825829029,
-0.0417461097240448,
-0.036619480699300766,
0.05234998092055321,
-0.02437163144350052,
0.028787191957235336,
0.06579569727182388,
-0.05538907274603844,
-0.023881634697318077,
-0.013609476387500763,
-0.005236123222857714,
-0.06997036933898926,
0.06824841350317001,
-0.00042858024244196713,
0.0169722568243742,
0.027119150385260582,
0.028715496882796288,
-0.004215391818434,
0.0030016652308404446,
0.05026158317923546,
0.0606660433113575,
0.05562256649136543,
-0.01697201281785965,
-0.03472444415092468,
-0.017633918672800064,
0.022158203646540642,
0.016243182122707367,
-0.05141957849264145,
-0.0086716553196311,
0.06718020886182785,
0.0322195403277874,
0.014800578355789185,
-0.005178350489586592,
0.12530167400836945,
-0.010031990706920624,
0.06534963101148605,
0.007627912797033787,
0.046990733593702316,
0.009756281040608883,
-0.0947253555059433,
-0.045187778770923615,
0.11890903860330582,
-0.036121100187301636,
0.029903188347816467,
-0.07692675292491913,
0.10391983389854431,
-0.04261067882180214,
0.06572063267230988,
0.12527714669704437,
0.03669454902410507,
0.018445905297994614,
-0.041149552911520004,
0.04981911554932594,
0.013457061722874641,
-0.050928037613630295,
0.02827414497733116,
-0.03717491403222084,
0.03367270529270172,
0.03371094539761543,
-0.06402596086263657,
0.03691036254167557,
-0.01276458241045475,
0.0552709735929966,
0.033577971160411835,
-0.034216318279504776,
-4.5687741589972575e-8,
-0.02398655004799366,
-0.0009221079526469111,
0.015605083666741848,
0.06376054137945175,
0.02097518928349018,
0.005373894702643156,
-0.02231859788298607,
-0.060499951243400574,
0.02340007945895195,
0.06241391599178314,
0.048172105103731155,
0.029920335859060287,
-0.034992292523384094,
0.13318826258182526,
-0.021391358226537704,
-0.021660417318344116,
0.05175543203949928,
0.0168183371424675,
-0.013392407447099686,
0.020206192508339882,
0.09123888611793518,
0.02691739611327648,
-0.03418288379907608,
-0.04284486547112465,
-0.06061448156833649,
-0.011042960919439793,
-0.0674496740102768,
0.047544464468955994,
-0.016544612124562263,
-0.003635244909673929,
-0.0031352280639111996,
-0.002007391769438982,
0.007577546406537294,
-0.061256419867277145,
0.020372571423649788,
0.03168953210115433,
-0.055550459772348404,
0.06283852458000183,
0.0661403089761734,
-0.023145344108343124,
-0.07535577565431595,
0.014897719025611877,
0.07157222926616669,
0.04812946170568466,
0.07216007262468338,
-0.027232985943555832,
0.013431881554424763,
0.024308517575263977,
-0.018983494490385056,
-0.03637830540537834,
-0.014386691153049469,
0.004526813980191946,
0.08552451431751251,
-0.03680279850959778,
0.05065929517149925,
-0.006728464737534523,
0.025630103424191475,
0.02452280931174755,
-0.1034497395157814,
-0.0037248674780130386,
0.007953183725476265,
-0.05324181914329529,
-0.008417046628892422,
0.05622357130050659
] | null | null | null | null | null | null | null |
[
-0.021540259942412376,
0.08765777945518494,
0.001999504631385207,
-0.08208204805850983,
-0.046368151903152466,
0.06074266508221626,
0.05731431767344475,
0.059733059257268906,
0.01497167069464922,
0.001817727112211287,
-0.012236048467457294,
0.00736993458122015,
0.05508825555443764,
-0.016940822824835777,
-0.01425128523260355,
-0.07136955857276917,
-0.06421545892953873,
0.04613841697573662,
-0.046206023544073105,
-0.05567358061671257,
-0.024328194558620453,
-0.11520236730575562,
-0.009415253065526485,
0.00017167444457300007,
-0.038078825920820236,
-0.007532290183007717,
-0.017552578821778297,
0.006962657906115055,
-0.001207918394356966,
-0.002122734673321247,
-0.04113041236996651,
0.03163013979792595,
0.08941319584846497,
-0.0069752284325659275,
-0.0542704202234745,
0.02345968782901764,
-0.07334639877080917,
-0.04627317190170288,
-0.002421764424070716,
-0.0076318890787661076,
0.04096992686390877,
-0.06665544211864471,
-0.028863931074738503,
-0.007245119661092758,
0.07300128787755966,
0.04928604140877724,
0.007242171093821526,
-0.047548845410346985,
0.022183585911989212,
-0.005895103327929974,
-0.11991016566753387,
-0.01321617141366005,
-0.008880868554115295,
-0.0839734748005867,
0.06059883162379265,
0.053162042051553726,
-0.024376343935728073,
0.04585648700594902,
-0.017959564924240112,
-0.025866178795695305,
-0.000004866621566179674,
0.012019211426377296,
0.010032710619270802,
0.037138499319553375,
-0.030007533729076385,
-0.05058513954281807,
-0.08207005262374878,
0.09468730539083481,
-0.12040713429450989,
0.08930140733718872,
0.05514707416296005,
-0.021301444619894028,
-0.005409549921751022,
-0.045627202838659286,
-0.013968962244689465,
0.04783749580383301,
-0.007405049167573452,
-0.06377147883176804,
-0.044390346854925156,
-0.011467809788882732,
0.029997332021594048,
-0.02222004160284996,
0.0025205309502780437,
0.008351831696927547,
0.04949113354086876,
0.04598545655608177,
0.002050946466624737,
-0.041757263243198395,
0.10314926505088806,
-0.08511272817850113,
-0.009718239307403564,
-0.028110947459936142,
-0.014499797485768795,
0.06989786773920059,
0.041824158281087875,
0.12126059085130692,
-0.06598543375730515,
0.02921370230615139,
0.032485462725162506,
0.04280329868197441,
0.07872749865055084,
0.05050281062722206,
0.04510029777884483,
-0.0473349504172802,
0.024881679564714432,
-0.011333250440657139,
-0.030919458717107773,
0.020149750635027885,
0.027567053213715553,
0.013558978214859962,
-0.019032640382647514,
-0.048264533281326294,
0.06352459639310837,
0.031249387189745903,
-0.055024661123752594,
0.03319820016622543,
-0.10731732100248337,
0.08915546536445618,
-0.03987456485629082,
-0.00370386871509254,
-0.0007047553663142025,
0.031110074371099472,
0.020541032776236534,
-0.07300843298435211,
-0.06217615678906441,
-0.019667552784085274,
0.03158043324947357,
-3.616096588795311e-34,
-0.08078788965940475,
-0.12441512197256088,
-0.000870657037012279,
0.02638646960258484,
-0.056064337491989136,
-0.046341847628355026,
-0.0003515256103128195,
-0.04493089020252228,
0.0009995626751333475,
0.001109976670704782,
-0.028151027858257294,
0.04928460717201233,
-0.015629956498742104,
-0.01700395718216896,
0.1319543570280075,
-0.010255775414407253,
-0.09614595770835876,
-0.06651356816291809,
0.06683171540498734,
-0.034433361142873764,
0.07601557672023773,
0.024334605783224106,
-0.008791509084403515,
-0.10188724100589752,
0.05397692322731018,
0.017576342448592186,
0.039708368480205536,
-0.06343962997198105,
-0.052879124879837036,
0.03323440998792648,
-0.025903871282935143,
-0.00009804094588616863,
-0.11538226157426834,
-0.010434693656861782,
-0.017775895074009895,
0.04070571810007095,
-0.023907875642180443,
-0.05865401402115822,
-0.0007333941175602376,
0.06592932343482971,
-0.1009429395198822,
-0.05666443705558777,
-0.02285972237586975,
0.00993230752646923,
-0.06390976905822754,
0.11060382425785065,
0.03263251855969429,
0.05496138334274292,
-0.03588578477501869,
0.0130302170291543,
-0.03065015934407711,
-0.06200040876865387,
0.12268022447824478,
-0.03615657985210419,
0.03837750107049942,
-0.04788940027356148,
-0.03628329932689667,
-0.04090870916843414,
-0.12018398195505142,
-0.030934611335396767,
-0.030191780999302864,
0.011875873431563377,
-0.01883803680539131,
0.05289923772215843,
-0.11264284700155258,
0.0740189179778099,
-0.03483659401535988,
0.0063964975997805595,
-0.003805274609476328,
-0.012265543453395367,
0.04811938852071762,
-0.030575349926948547,
-0.0789199024438858,
-0.092060886323452,
0.022017953917384148,
-0.04007740691304207,
-0.01186368241906166,
-0.021524356678128242,
-0.022310946136713028,
-0.024216894060373306,
-0.012612971477210522,
-0.006526541896164417,
-0.047135572880506516,
-0.031939100474119186,
0.06476084142923355,
0.10439983010292053,
0.14063651859760284,
-0.024704497307538986,
0.017168961465358734,
0.002758053597062826,
-0.03780783712863922,
0.005190744064748287,
-0.029782693833112717,
0.07829990983009338,
-0.001256873831152916,
-1.738398555154756e-33,
-0.06248880922794342,
0.05405621975660324,
0.04159734770655632,
0.047588031738996506,
0.09609097242355347,
-0.035546351224184036,
0.05091971531510353,
-0.09038063883781433,
-0.035188913345336914,
0.016597965732216835,
-0.11210902035236359,
-0.002355999778956175,
0.04829780012369156,
0.05455818027257919,
-0.029525967314839363,
-0.10012265294790268,
0.029357997700572014,
0.07371663302183151,
-0.04219343513250351,
-0.024104438722133636,
0.05068644881248474,
-0.013408822938799858,
-0.09846606105566025,
-0.056887347251176834,
0.017244793474674225,
0.057764992117881775,
0.014061118476092815,
-0.09194343537092209,
-0.043616101145744324,
-0.008607185445725918,
-0.01876893825829029,
-0.0417461097240448,
-0.036619480699300766,
0.05234998092055321,
-0.02437163144350052,
0.028787191957235336,
0.06579569727182388,
-0.05538907274603844,
-0.023881634697318077,
-0.013609476387500763,
-0.005236123222857714,
-0.06997036933898926,
0.06824841350317001,
-0.00042858024244196713,
0.0169722568243742,
0.027119150385260582,
0.028715496882796288,
-0.004215391818434,
0.0030016652308404446,
0.05026158317923546,
0.0606660433113575,
0.05562256649136543,
-0.01697201281785965,
-0.03472444415092468,
-0.017633918672800064,
0.022158203646540642,
0.016243182122707367,
-0.05141957849264145,
-0.0086716553196311,
0.06718020886182785,
0.0322195403277874,
0.014800578355789185,
-0.005178350489586592,
0.12530167400836945,
-0.010031990706920624,
0.06534963101148605,
0.007627912797033787,
0.046990733593702316,
0.009756281040608883,
-0.0947253555059433,
-0.045187778770923615,
0.11890903860330582,
-0.036121100187301636,
0.029903188347816467,
-0.07692675292491913,
0.10391983389854431,
-0.04261067882180214,
0.06572063267230988,
0.12527714669704437,
0.03669454902410507,
0.018445905297994614,
-0.041149552911520004,
0.04981911554932594,
0.013457061722874641,
-0.050928037613630295,
0.02827414497733116,
-0.03717491403222084,
0.03367270529270172,
0.03371094539761543,
-0.06402596086263657,
0.03691036254167557,
-0.01276458241045475,
0.0552709735929966,
0.033577971160411835,
-0.034216318279504776,
-4.5687741589972575e-8,
-0.02398655004799366,
-0.0009221079526469111,
0.015605083666741848,
0.06376054137945175,
0.02097518928349018,
0.005373894702643156,
-0.02231859788298607,
-0.060499951243400574,
0.02340007945895195,
0.06241391599178314,
0.048172105103731155,
0.029920335859060287,
-0.034992292523384094,
0.13318826258182526,
-0.021391358226537704,
-0.021660417318344116,
0.05175543203949928,
0.0168183371424675,
-0.013392407447099686,
0.020206192508339882,
0.09123888611793518,
0.02691739611327648,
-0.03418288379907608,
-0.04284486547112465,
-0.06061448156833649,
-0.011042960919439793,
-0.0674496740102768,
0.047544464468955994,
-0.016544612124562263,
-0.003635244909673929,
-0.0031352280639111996,
-0.002007391769438982,
0.007577546406537294,
-0.061256419867277145,
0.020372571423649788,
0.03168953210115433,
-0.055550459772348404,
0.06283852458000183,
0.0661403089761734,
-0.023145344108343124,
-0.07535577565431595,
0.014897719025611877,
0.07157222926616669,
0.04812946170568466,
0.07216007262468338,
-0.027232985943555832,
0.013431881554424763,
0.024308517575263977,
-0.018983494490385056,
-0.03637830540537834,
-0.014386691153049469,
0.004526813980191946,
0.08552451431751251,
-0.03680279850959778,
0.05065929517149925,
-0.006728464737534523,
0.025630103424191475,
0.02452280931174755,
-0.1034497395157814,
-0.0037248674780130386,
0.007953183725476265,
-0.05324181914329529,
-0.008417046628892422,
0.05622357130050659
] |
1402.5358
|
J\'anos P\'anovics
|
Tam\'as K\'adek and J\'anos P\'anovics
|
Extended Breadth-First Search Algorithm
|
5 pages, 1 figure, 1 table
|
International Journal of Computer Science Issues, Volume 10, Issue
6, No 2, ISSN (Print): 1694-0814, ISSN (Online): 1694-0784, November 2013,
pp. 78-82
| null | null |
cs.AI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The task of artificial intelligence is to provide representation techniques
for describing problems, as well as search algorithms that can be used to
answer our questions. A widespread and elaborated model is state-space
representation, which, however, has some shortcomings. Classical search
algorithms are not applicable in practice when the state space contains even
only a few tens of thousands of states. We can give remedy to this problem by
defining some kind of heuristic knowledge. In case of classical state-space
representation, heuristic must be defined so that it qualifies an arbitrary
state based on its "goodness," which is obviously not trivial. In our paper, we
introduce an algorithm that gives us the ability to handle huge state spaces
and to use a heuristic concept which is easier to embed into search algorithms.
|
[
{
"created": "Fri, 21 Feb 2014 17:21:52 GMT",
"version": "v1"
}
] |
2014-02-24
|
[
[
"Kádek",
"Tamás",
""
],
[
"Pánovics",
"János",
""
]
] |
[
-0.0255802683532238,
0.06412506103515625,
-0.0011719852918758988,
-0.016812579706311226,
-0.05723986029624939,
0.019294120371341705,
0.04016429930925369,
0.002344611333683133,
-0.038793064653873444,
-0.020788969472050667,
-0.0674206018447876,
-0.04658825322985649,
0.10095568001270294,
0.12848569452762604,
-0.06202341243624687,
-0.01002040971070528,
0.05191818252205849,
-0.010980997234582901,
-0.036876194179058075,
-0.06230943277478218,
0.09556247293949127,
-0.003679970046505332,
-0.06417548656463623,
-0.03660354018211365,
0.00369978416711092,
0.08625219762325287,
0.03905830532312393,
-0.10229634493589401,
-0.01165763195604086,
-0.01446765661239624,
0.07724110782146454,
-0.028666825965046883,
0.0533200278878212,
-0.0018879614071920514,
0.0418614037334919,
0.020681917667388916,
-0.1543097198009491,
-0.00798261072486639,
-0.057001255452632904,
-0.06847045570611954,
-0.0026388049591332674,
0.05791877582669258,
0.04304063320159912,
0.05419193580746651,
0.05437041446566582,
0.02267550118267536,
-0.003561686724424362,
-0.04814603924751282,
0.05752432718873024,
-0.03605770692229271,
-0.1532437950372696,
0.025995824486017227,
-0.028024347499012947,
0.0013489901321008801,
0.027062369510531425,
-0.030736451968550682,
0.03301328793168068,
-0.03859224170446396,
-0.0744708850979805,
-0.08944690227508545,
0.026001835241913795,
-0.057373225688934326,
0.08260991424322128,
-0.007725811563432217,
0.0686885416507721,
0.03297016769647598,
0.008319886401295662,
0.05537556856870651,
0.005891072563827038,
-0.01045823935419321,
0.002386739244684577,
0.12650932371616364,
-0.024404456838965416,
0.09713710844516754,
0.0476871058344841,
0.025236409157514572,
0.0006054349942132831,
-0.009567083790898323,
0.06967771798372269,
0.011699928902089596,
-0.0304360743612051,
-0.07838187366724014,
-0.028359750285744667,
0.07045452296733856,
0.04757814109325409,
-0.024057121947407722,
-0.06162899360060692,
-0.02821282111108303,
0.08106965571641922,
-0.018194887787103653,
-0.04774656519293785,
-0.12976400554180145,
0.03724931180477142,
-0.046786658465862274,
0.024032166227698326,
0.03465253859758377,
0.06029605492949486,
0.005500757601112127,
0.0071234023198485374,
0.055489737540483475,
0.00762229785323143,
0.06128779053688049,
0.0758289322257042,
-0.08075007796287537,
-0.001826113904826343,
0.04889342561364174,
-0.05020281672477722,
-0.018388528376817703,
0.010082399472594261,
-0.14957107603549957,
-0.027562787756323814,
0.00421283720061183,
0.010344360955059528,
0.009112504310905933,
0.024582363665103912,
0.011340505443513393,
0.002438877010717988,
0.010011658072471619,
-0.01272498071193695,
0.04092820733785629,
0.010144155472517014,
-0.007413026411086321,
-0.006658853963017464,
0.10198427736759186,
0.02406233549118042,
0.04410047084093094,
-0.06621088087558746,
1.5385796683718333e-33,
-0.0722087025642395,
0.0007736414554528892,
0.02529175952076912,
0.06686654686927795,
-0.02693743072450161,
0.002097286516800523,
0.035953182727098465,
0.03718927502632141,
0.026833295822143555,
-0.029253404587507248,
-0.029351254925131798,
0.039883099496364594,
0.011271708644926548,
0.027003353461623192,
0.056405287235975266,
-0.05909925699234009,
-0.0067268055863678455,
0.02893013134598732,
-0.07131015509366989,
-0.08617899566888809,
-0.04457270726561546,
0.016741417348384857,
0.009665070101618767,
-0.08844628930091858,
0.031062297523021698,
-0.019604986533522606,
0.023981794714927673,
-0.10096937417984009,
-0.03910466656088829,
-0.024173064157366753,
-0.10746431350708008,
0.07697027176618576,
-0.02265840210020542,
0.06554269790649414,
0.064957395195961,
-0.009718429297208786,
-0.03646957874298096,
-0.008023330010473728,
0.01843884587287903,
-0.0422663539648056,
-0.02301376685500145,
0.019520889967679977,
-0.00968641322106123,
0.046635571867227554,
0.026122575625777245,
-0.009802493266761303,
-0.028535181656479836,
-0.08332091569900513,
-0.03830636665225029,
-0.026259783655405045,
0.020591484382748604,
0.0336628332734108,
-0.04149124026298523,
-0.08133980631828308,
0.10908658057451248,
0.0057227350771427155,
0.028087016195058823,
0.06997782737016678,
0.035299286246299744,
0.06644745171070099,
-0.007681460585445166,
-0.022360561415553093,
0.05944903939962387,
0.06151696294546127,
0.006139049306511879,
0.018434135243296623,
0.011192671954631805,
0.04962332546710968,
0.09818191826343536,
0.07047116011381149,
0.012395310215651989,
0.031713444739580154,
0.009951155632734299,
-0.034732718020677567,
0.01057825330644846,
-0.024850426241755486,
0.0874936431646347,
-0.0649757981300354,
-0.09906141459941864,
-0.05622374266386032,
0.00398212531581521,
-0.08978457003831863,
-0.05358373373746872,
0.004003343638032675,
0.05493345484137535,
-0.056695181876420975,
0.001280312892049551,
-0.07595910876989365,
-0.05566657707095146,
-0.052383143454790115,
-0.058427758514881134,
0.027933526784181595,
-0.002459081122651696,
0.02397194504737854,
0.04622901976108551,
-3.425825838547935e-33,
-0.03154991194605827,
-0.03013179823756218,
0.003972940146923065,
0.014942396432161331,
-0.01241107564419508,
-0.11681414395570755,
0.001971263438463211,
-0.0038160267286002636,
-0.007438505068421364,
0.078722283244133,
-0.08288072049617767,
-0.021732822060585022,
0.09442707896232605,
-0.01569758728146553,
-0.08004544675350189,
0.08316253125667572,
0.08442670106887817,
-0.03130238130688667,
0.0012844603043049574,
0.07550818473100662,
-0.07913468033075333,
0.07833846658468246,
-0.13016316294670105,
0.04113162308931351,
-0.025251643732190132,
0.07118754088878632,
-0.016784561797976494,
-0.06493055820465088,
0.016529401764273643,
0.06958998739719391,
-0.04819215461611748,
-0.09845302999019623,
-0.09112408012151718,
0.007976451888680458,
-0.09268123656511307,
-0.02988480217754841,
0.0260235033929348,
0.010381903499364853,
-0.019762743264436722,
0.07982562482357025,
0.02210400626063347,
-0.037378180772066116,
0.0324983075261116,
-0.030318686738610268,
0.003759106621146202,
0.010098230093717575,
-0.07167414575815201,
0.06131706014275551,
0.010125558823347092,
-0.024594426155090332,
-0.019677914679050446,
0.008160950616002083,
-0.04538490250706673,
0.025486107915639877,
-0.0253558699041605,
0.05829068273305893,
-0.08910087496042252,
0.05544780567288399,
0.030182795599102974,
0.00003537891461746767,
-0.03744995966553688,
-0.07617591321468353,
0.043423257768154144,
0.07010919600725174,
-0.09356053918600082,
-0.05558958649635315,
-0.0841355174779892,
0.012173437513411045,
-0.029620224609971046,
-0.0010608251905068755,
0.031865231692790985,
-0.03595472127199173,
-0.005344966892153025,
0.09017722308635712,
-0.0015751855680719018,
0.04181481525301933,
0.06652431935071945,
-0.0024983303155750036,
0.05821068212389946,
-0.005438061431050301,
-0.06953118741512299,
0.011239205487072468,
0.048070479184389114,
0.001224783482030034,
-0.004585211165249348,
0.08019669353961945,
0.006580421235412359,
0.04462239518761635,
0.04966010898351669,
-0.006429303903132677,
0.018466927111148834,
0.058164190500974655,
0.0061040399596095085,
-0.0003486032655928284,
-0.0578865110874176,
-5.004747904990836e-8,
-0.09137073904275894,
-0.05268872529268265,
0.0626993179321289,
-0.034699857234954834,
0.11076126247644424,
0.008373952470719814,
-0.004439779557287693,
0.02098330482840538,
-0.04468444734811783,
-0.06667603552341461,
0.05627763271331787,
0.016673145815730095,
-0.03839540109038353,
-0.014072985388338566,
-0.03221157193183899,
0.008942246437072754,
-0.027371834963560104,
0.0159163661301136,
-0.021087080240249634,
0.0936417356133461,
0.013357697054743767,
0.009822375141084194,
-0.03517409414052963,
0.09162589907646179,
-0.006276867818087339,
-0.006782306358218193,
0.025978773832321167,
0.01721210964024067,
-0.004464567638933659,
0.049837928265333176,
-0.018356170505285263,
0.030028341338038445,
0.023425612598657608,
-0.013229158706963062,
0.06259206682443619,
0.06117723137140274,
-0.031126782298088074,
-0.029479263350367546,
0.005781475454568863,
-0.08034363389015198,
0.019001608714461327,
0.062195949256420135,
0.0008741543861106038,
0.040432948619127274,
0.09378091990947723,
-0.006528216879814863,
0.027733763679862022,
-0.03369165584445,
0.008717774413526058,
-0.05192194879055023,
-0.08857470750808716,
-0.03390092775225639,
-0.10015436261892319,
0.01944870315492153,
0.007960015907883644,
0.039658211171627045,
0.03467712551355362,
-0.0381576307117939,
0.020153455436229706,
-0.046936798840761185,
0.015575886704027653,
0.058445874601602554,
-0.0023562239948660135,
0.040957145392894745
] | null | null | null | null | null | null | null |
[
-0.0255802683532238,
0.06412506103515625,
-0.0011719852918758988,
-0.016812579706311226,
-0.05723986029624939,
0.019294120371341705,
0.04016429930925369,
0.002344611333683133,
-0.038793064653873444,
-0.020788969472050667,
-0.0674206018447876,
-0.04658825322985649,
0.10095568001270294,
0.12848569452762604,
-0.06202341243624687,
-0.01002040971070528,
0.05191818252205849,
-0.010980997234582901,
-0.036876194179058075,
-0.06230943277478218,
0.09556247293949127,
-0.003679970046505332,
-0.06417548656463623,
-0.03660354018211365,
0.00369978416711092,
0.08625219762325287,
0.03905830532312393,
-0.10229634493589401,
-0.01165763195604086,
-0.01446765661239624,
0.07724110782146454,
-0.028666825965046883,
0.0533200278878212,
-0.0018879614071920514,
0.0418614037334919,
0.020681917667388916,
-0.1543097198009491,
-0.00798261072486639,
-0.057001255452632904,
-0.06847045570611954,
-0.0026388049591332674,
0.05791877582669258,
0.04304063320159912,
0.05419193580746651,
0.05437041446566582,
0.02267550118267536,
-0.003561686724424362,
-0.04814603924751282,
0.05752432718873024,
-0.03605770692229271,
-0.1532437950372696,
0.025995824486017227,
-0.028024347499012947,
0.0013489901321008801,
0.027062369510531425,
-0.030736451968550682,
0.03301328793168068,
-0.03859224170446396,
-0.0744708850979805,
-0.08944690227508545,
0.026001835241913795,
-0.057373225688934326,
0.08260991424322128,
-0.007725811563432217,
0.0686885416507721,
0.03297016769647598,
0.008319886401295662,
0.05537556856870651,
0.005891072563827038,
-0.01045823935419321,
0.002386739244684577,
0.12650932371616364,
-0.024404456838965416,
0.09713710844516754,
0.0476871058344841,
0.025236409157514572,
0.0006054349942132831,
-0.009567083790898323,
0.06967771798372269,
0.011699928902089596,
-0.0304360743612051,
-0.07838187366724014,
-0.028359750285744667,
0.07045452296733856,
0.04757814109325409,
-0.024057121947407722,
-0.06162899360060692,
-0.02821282111108303,
0.08106965571641922,
-0.018194887787103653,
-0.04774656519293785,
-0.12976400554180145,
0.03724931180477142,
-0.046786658465862274,
0.024032166227698326,
0.03465253859758377,
0.06029605492949486,
0.005500757601112127,
0.0071234023198485374,
0.055489737540483475,
0.00762229785323143,
0.06128779053688049,
0.0758289322257042,
-0.08075007796287537,
-0.001826113904826343,
0.04889342561364174,
-0.05020281672477722,
-0.018388528376817703,
0.010082399472594261,
-0.14957107603549957,
-0.027562787756323814,
0.00421283720061183,
0.010344360955059528,
0.009112504310905933,
0.024582363665103912,
0.011340505443513393,
0.002438877010717988,
0.010011658072471619,
-0.01272498071193695,
0.04092820733785629,
0.010144155472517014,
-0.007413026411086321,
-0.006658853963017464,
0.10198427736759186,
0.02406233549118042,
0.04410047084093094,
-0.06621088087558746,
1.5385796683718333e-33,
-0.0722087025642395,
0.0007736414554528892,
0.02529175952076912,
0.06686654686927795,
-0.02693743072450161,
0.002097286516800523,
0.035953182727098465,
0.03718927502632141,
0.026833295822143555,
-0.029253404587507248,
-0.029351254925131798,
0.039883099496364594,
0.011271708644926548,
0.027003353461623192,
0.056405287235975266,
-0.05909925699234009,
-0.0067268055863678455,
0.02893013134598732,
-0.07131015509366989,
-0.08617899566888809,
-0.04457270726561546,
0.016741417348384857,
0.009665070101618767,
-0.08844628930091858,
0.031062297523021698,
-0.019604986533522606,
0.023981794714927673,
-0.10096937417984009,
-0.03910466656088829,
-0.024173064157366753,
-0.10746431350708008,
0.07697027176618576,
-0.02265840210020542,
0.06554269790649414,
0.064957395195961,
-0.009718429297208786,
-0.03646957874298096,
-0.008023330010473728,
0.01843884587287903,
-0.0422663539648056,
-0.02301376685500145,
0.019520889967679977,
-0.00968641322106123,
0.046635571867227554,
0.026122575625777245,
-0.009802493266761303,
-0.028535181656479836,
-0.08332091569900513,
-0.03830636665225029,
-0.026259783655405045,
0.020591484382748604,
0.0336628332734108,
-0.04149124026298523,
-0.08133980631828308,
0.10908658057451248,
0.0057227350771427155,
0.028087016195058823,
0.06997782737016678,
0.035299286246299744,
0.06644745171070099,
-0.007681460585445166,
-0.022360561415553093,
0.05944903939962387,
0.06151696294546127,
0.006139049306511879,
0.018434135243296623,
0.011192671954631805,
0.04962332546710968,
0.09818191826343536,
0.07047116011381149,
0.012395310215651989,
0.031713444739580154,
0.009951155632734299,
-0.034732718020677567,
0.01057825330644846,
-0.024850426241755486,
0.0874936431646347,
-0.0649757981300354,
-0.09906141459941864,
-0.05622374266386032,
0.00398212531581521,
-0.08978457003831863,
-0.05358373373746872,
0.004003343638032675,
0.05493345484137535,
-0.056695181876420975,
0.001280312892049551,
-0.07595910876989365,
-0.05566657707095146,
-0.052383143454790115,
-0.058427758514881134,
0.027933526784181595,
-0.002459081122651696,
0.02397194504737854,
0.04622901976108551,
-3.425825838547935e-33,
-0.03154991194605827,
-0.03013179823756218,
0.003972940146923065,
0.014942396432161331,
-0.01241107564419508,
-0.11681414395570755,
0.001971263438463211,
-0.0038160267286002636,
-0.007438505068421364,
0.078722283244133,
-0.08288072049617767,
-0.021732822060585022,
0.09442707896232605,
-0.01569758728146553,
-0.08004544675350189,
0.08316253125667572,
0.08442670106887817,
-0.03130238130688667,
0.0012844603043049574,
0.07550818473100662,
-0.07913468033075333,
0.07833846658468246,
-0.13016316294670105,
0.04113162308931351,
-0.025251643732190132,
0.07118754088878632,
-0.016784561797976494,
-0.06493055820465088,
0.016529401764273643,
0.06958998739719391,
-0.04819215461611748,
-0.09845302999019623,
-0.09112408012151718,
0.007976451888680458,
-0.09268123656511307,
-0.02988480217754841,
0.0260235033929348,
0.010381903499364853,
-0.019762743264436722,
0.07982562482357025,
0.02210400626063347,
-0.037378180772066116,
0.0324983075261116,
-0.030318686738610268,
0.003759106621146202,
0.010098230093717575,
-0.07167414575815201,
0.06131706014275551,
0.010125558823347092,
-0.024594426155090332,
-0.019677914679050446,
0.008160950616002083,
-0.04538490250706673,
0.025486107915639877,
-0.0253558699041605,
0.05829068273305893,
-0.08910087496042252,
0.05544780567288399,
0.030182795599102974,
0.00003537891461746767,
-0.03744995966553688,
-0.07617591321468353,
0.043423257768154144,
0.07010919600725174,
-0.09356053918600082,
-0.05558958649635315,
-0.0841355174779892,
0.012173437513411045,
-0.029620224609971046,
-0.0010608251905068755,
0.031865231692790985,
-0.03595472127199173,
-0.005344966892153025,
0.09017722308635712,
-0.0015751855680719018,
0.04181481525301933,
0.06652431935071945,
-0.0024983303155750036,
0.05821068212389946,
-0.005438061431050301,
-0.06953118741512299,
0.011239205487072468,
0.048070479184389114,
0.001224783482030034,
-0.004585211165249348,
0.08019669353961945,
0.006580421235412359,
0.04462239518761635,
0.04966010898351669,
-0.006429303903132677,
0.018466927111148834,
0.058164190500974655,
0.0061040399596095085,
-0.0003486032655928284,
-0.0578865110874176,
-5.004747904990836e-8,
-0.09137073904275894,
-0.05268872529268265,
0.0626993179321289,
-0.034699857234954834,
0.11076126247644424,
0.008373952470719814,
-0.004439779557287693,
0.02098330482840538,
-0.04468444734811783,
-0.06667603552341461,
0.05627763271331787,
0.016673145815730095,
-0.03839540109038353,
-0.014072985388338566,
-0.03221157193183899,
0.008942246437072754,
-0.027371834963560104,
0.0159163661301136,
-0.021087080240249634,
0.0936417356133461,
0.013357697054743767,
0.009822375141084194,
-0.03517409414052963,
0.09162589907646179,
-0.006276867818087339,
-0.006782306358218193,
0.025978773832321167,
0.01721210964024067,
-0.004464567638933659,
0.049837928265333176,
-0.018356170505285263,
0.030028341338038445,
0.023425612598657608,
-0.013229158706963062,
0.06259206682443619,
0.06117723137140274,
-0.031126782298088074,
-0.029479263350367546,
0.005781475454568863,
-0.08034363389015198,
0.019001608714461327,
0.062195949256420135,
0.0008741543861106038,
0.040432948619127274,
0.09378091990947723,
-0.006528216879814863,
0.027733763679862022,
-0.03369165584445,
0.008717774413526058,
-0.05192194879055023,
-0.08857470750808716,
-0.03390092775225639,
-0.10015436261892319,
0.01944870315492153,
0.007960015907883644,
0.039658211171627045,
0.03467712551355362,
-0.0381576307117939,
0.020153455436229706,
-0.046936798840761185,
0.015575886704027653,
0.058445874601602554,
-0.0023562239948660135,
0.040957145392894745
] |
1402.5359
|
Parthajit Mohapatra
|
Parthajit Mohapatra and Chandra R. Murthy
|
On the Capacity of the 2-User Interference Channel with Transmitter
Cooperation and Secrecy Constraints
|
77 pages, part of it has been accepted for publication in SPAWC 2013
and NCC 2014. Accepted, IEEE Transactions on Information Theory, May 2016
| null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper studies the value of limited rate cooperation between the
transmitters for managing interference and simultaneously ensuring secrecy, in
the 2-user Gaussian symmetric interference channel (GSIC). First, the problem
is studied in the symmetric linear deterministic IC (SLDIC) setting, and
achievable schemes are proposed, based on interference cancelation, relaying of
the other user's data bits, and transmission of random bits. In the proposed
achievable scheme, the limited rate cooperative link is used to share a
combination of data bits and random bits depending on the model parameters.
Outer bounds on the secrecy rate are also derived, using a novel partitioning
of the encoded messages and outputs depending on the relative strength of the
signal and the interference. The inner and outer bounds are derived under all
possible parameter settings. It is found that, for some parameter settings, the
inner and outer bounds match, yielding the capacity of the SLDIC under
transmitter cooperation and secrecy constraints. In some other scenarios, the
achievable rate matches with the capacity region of the 2-user SLDIC without
secrecy constraints derived by Wang and Tse [1]; thus, the proposed scheme
offers secrecy for free, in these cases. Inspired by the achievable schemes and
outer bounds in the deterministic case, achievable schemes and outer bounds are
derived in the Gaussian case. The proposed achievable scheme for the Gaussian
case is based on Marton's coding scheme and stochastic encoding along with
dummy message transmission. One of the key techniques used in the achievable
scheme for both the models is interference cancelation, which simultaneously
offers two seemingly conflicting benefits: it cancels interference and ensures
secrecy. Many of the results derived in this paper extend to the asymmetric
case also.
|
[
{
"created": "Fri, 21 Feb 2014 17:23:35 GMT",
"version": "v1"
},
{
"created": "Tue, 16 Sep 2014 12:53:38 GMT",
"version": "v2"
},
{
"created": "Mon, 13 Jun 2016 09:35:14 GMT",
"version": "v3"
}
] |
2016-06-14
|
[
[
"Mohapatra",
"Parthajit",
""
],
[
"Murthy",
"Chandra R.",
""
]
] |
[
0.021990636363625526,
-0.025693194940686226,
-0.03143708407878876,
-0.00020598511036951095,
0.01109389215707779,
0.028978753834962845,
0.10552014410495758,
-0.07353368401527405,
0.03251325711607933,
0.02526426687836647,
0.06548162549734116,
0.06789786368608475,
0.10117656737565994,
-0.052205890417099,
0.021436011418700218,
-0.027329755946993828,
0.1040218397974968,
-0.04259926825761795,
-0.08138826489448547,
0.005404808092862368,
0.12928089499473572,
-0.0931335911154747,
-0.02335650660097599,
0.0019123328384011984,
-0.020515983924269676,
-0.09780983626842499,
0.09663810580968857,
-0.02534685842692852,
-0.03893204778432846,
0.012215642258524895,
0.04212181270122528,
-0.02563709020614624,
-0.019982649013400078,
-0.05445984750986099,
-0.08713889867067337,
-0.08316660672426224,
0.003317292546853423,
0.021671835333108902,
0.05254366993904114,
0.0487661138176918,
-0.05404970794916153,
-0.016126472502946854,
-0.10602710396051407,
0.03767886757850647,
-0.0743936151266098,
0.05641875043511391,
0.06888848543167114,
-0.0008546449244022369,
-0.03001648560166359,
-0.014534801244735718,
0.06290637701749802,
0.1072598546743393,
-0.028075015172362328,
0.01581036113202572,
0.03388272225856781,
-0.07318702340126038,
-0.11358245462179184,
0.003710216609761119,
-0.0352824404835701,
0.06672753393650055,
-0.043956827372312546,
0.035557590425014496,
-0.01239318773150444,
-0.01911788061261177,
0.0065569099970161915,
-0.0015547764487564564,
0.03845607861876488,
0.06369763612747192,
-0.029306093230843544,
0.013697639107704163,
-0.07308399677276611,
-0.02970833331346512,
0.003076499095186591,
-0.050340600311756134,
0.02364250458776951,
0.039170991629362106,
-0.021387506276369095,
-0.008907834067940712,
0.0167465191334486,
-0.010814408771693707,
0.037610024213790894,
0.00635735597461462,
0.05352785065770149,
-0.05731524899601936,
0.02613779529929161,
-0.012157242745161057,
0.025344984605908394,
0.02314472571015358,
0.06541578471660614,
-0.07307726889848709,
-0.0475565567612648,
0.010073354467749596,
0.03136787936091423,
0.06419169902801514,
0.020325133576989174,
-0.03539285063743591,
-0.003269821172580123,
-0.005750501994043589,
-0.06206266209483147,
0.05766915902495384,
-0.005736065097153187,
-0.04568682610988617,
0.07183798402547836,
-0.062203940004110336,
0.010336988605558872,
0.04426102712750435,
-0.005812392104417086,
0.00915302149951458,
-0.0058920360170304775,
0.07974285632371902,
-0.016048450022935867,
0.10402857512235641,
-0.05808917433023453,
-0.02558906562626362,
-0.013845742680132389,
0.12656593322753906,
-0.017651353031396866,
0.08387027680873871,
0.05722590163350105,
0.013155997730791569,
0.02648920565843582,
-0.03907852992415428,
0.04038776457309723,
0.05548184737563133,
-0.0343981571495533,
0.030437398701906204,
0.0002615206176415086,
1.436114489040043e-33,
-0.039495088160037994,
0.005492296069860458,
-0.07364930212497711,
0.016906030476093292,
0.01678750105202198,
0.08589011430740356,
0.035308074206113815,
0.022662248462438583,
-0.041808128356933594,
0.06738091260194778,
-0.0583268404006958,
-0.03852246701717377,
-0.0019687155727297068,
-0.020646648481488228,
0.0533255934715271,
0.07994624227285385,
-0.022088829427957535,
0.00745570519939065,
0.0976952388882637,
-0.04337373375892639,
0.039623014628887177,
-0.03794286400079727,
0.006253685802221298,
-0.047198276966810226,
0.019895192235708237,
-0.07876387983560562,
-0.04499965161085129,
-0.15213912725448608,
0.07637248188257217,
0.02925281412899494,
-0.05146891623735428,
0.08244999498128891,
0.08472499251365662,
0.04941268637776375,
0.03305210545659065,
0.048662394285202026,
-0.00814314279705286,
-0.05649112910032272,
0.013123232871294022,
-0.059150200337171555,
0.007854663766920567,
-0.028318600729107857,
0.01876441016793251,
-0.05690828338265419,
-0.0352058969438076,
-0.047247979789972305,
0.03987814858555794,
0.007784564048051834,
-0.06762586534023285,
-0.05066433921456337,
0.017438620328903198,
0.03276214003562927,
-0.10061291605234146,
0.016973616555333138,
0.08021602779626846,
-0.10076531767845154,
-0.010197282768785954,
0.012467711232602596,
0.01712867245078087,
0.11716651171445847,
-0.044653311371803284,
0.030371109023690224,
0.034132424741983414,
-0.014373895712196827,
0.016913028433918953,
0.022211823612451553,
-0.06934978812932968,
-0.05276374891400337,
0.030492039397358894,
-0.0032080027740448713,
-0.047846127301454544,
-0.028556805104017258,
0.02690611034631729,
-0.01234462857246399,
-0.08006972819566727,
-0.004211775492876768,
0.03481782600283623,
0.015264934860169888,
0.08139468729496002,
0.03560451790690422,
-0.021631045266985893,
-0.030948055908083916,
-0.05001874640583992,
0.03677216172218323,
-0.09047180414199829,
0.022483428940176964,
-0.11364642530679703,
0.09146064519882202,
-0.11075654625892639,
0.02548900432884693,
-0.05961540341377258,
0.011923790909349918,
0.023336105048656464,
0.036235421895980835,
0.030451575294137,
-3.2757831682150855e-33,
-0.031407032161951065,
0.0356188602745533,
-0.02412739023566246,
0.005662041716277599,
0.010996243916451931,
-0.014937558211386204,
0.006204822566360235,
-0.05373220890760422,
-0.05229610204696655,
0.04363483935594559,
-0.040355414152145386,
-0.008760198019444942,
0.07536310702562332,
-0.013685484416782856,
0.004370438866317272,
-0.03688989207148552,
0.04844823479652405,
0.11366889625787735,
-0.001563768251799047,
-0.019354984164237976,
0.010620906949043274,
0.04631227254867554,
0.0024928732309490442,
-0.008438751101493835,
0.11277859658002853,
0.010454301722347736,
-0.04990806058049202,
0.11833324283361435,
0.05072068050503731,
0.05776232108473778,
-0.044423218816518784,
-0.04181928560137749,
0.0017456907080486417,
-0.09818660467863083,
0.0011248164810240269,
-0.042192261666059494,
0.024118810892105103,
0.11305446177721024,
-0.04393872618675232,
0.04533636197447777,
-0.001273862668313086,
-0.010821151547133923,
0.02234937995672226,
0.05577358976006508,
0.09225065261125565,
-0.028487730771303177,
-0.014765136875212193,
-0.021999115124344826,
-0.020264217630028725,
-0.03233056142926216,
0.05233943462371826,
-0.05650545656681061,
0.030194126069545746,
-0.02679917775094509,
-0.04804615303874016,
0.01937912218272686,
-0.05532892420887947,
0.051370423287153244,
0.04173116758465767,
0.013015195727348328,
0.06333170086145401,
0.02217160165309906,
-0.03190331906080246,
-0.01575307920575142,
0.017270764335989952,
-0.016807468608021736,
0.014073078520596027,
-0.00864031258970499,
0.04205125942826271,
0.095156729221344,
-0.03708378225564957,
-0.016155434772372246,
0.04063498601317406,
0.00005618897557724267,
0.059593573212623596,
0.06693238765001297,
-0.04362059384584427,
-0.06771653890609741,
0.0031168858986347914,
0.04586242511868477,
0.006019254215061665,
0.07631675153970718,
0.015782665461301804,
0.015546556562185287,
-0.016472836956381798,
0.017297441139817238,
0.10395929217338562,
-0.022516872733831406,
-0.009990987367928028,
-0.09679582715034485,
-0.04108888655900955,
0.032848600298166275,
-0.04656215384602547,
0.031572483479976654,
0.021713923662900925,
-5.3195805094219395e-8,
0.037151116877794266,
-0.02865278162062168,
-0.005779414437711239,
-0.09469825029373169,
0.012965807691216469,
-0.0015266689006239176,
-0.02377122826874256,
-0.12365520000457764,
0.025770924985408783,
-0.019036883488297462,
0.02494814246892929,
0.06745653599500656,
-0.008733488619327545,
-0.006588973570615053,
-0.029539991170167923,
-0.04545842856168747,
-0.062013473361730576,
-0.0844457820057869,
-0.0025432549882680178,
-0.054157666862010956,
0.010336093604564667,
-0.07808660715818405,
-0.03573116287589073,
0.029549913480877876,
-0.007891574874520302,
0.0037950510159134865,
0.059449512511491776,
-0.015888351947069168,
0.012721315957605839,
0.090023934841156,
-0.061627548187971115,
-0.1054624542593956,
0.03411705419421196,
0.06609752029180527,
-0.09469012916088104,
0.0332140251994133,
-0.04082672297954559,
-0.07843544334173203,
0.015788903459906578,
-0.015677766874432564,
0.06993868947029114,
-0.013214163482189178,
0.0107577508315444,
0.04928543046116829,
0.07644094526767731,
0.02899961918592453,
0.06555039435625076,
-0.09046048671007156,
-0.05712049454450607,
0.002078137593343854,
-0.0002046601293841377,
0.021425608545541763,
-0.01761588640511036,
0.0553814060986042,
-0.009898507036268711,
-0.02234446257352829,
0.008364572189748287,
-0.048264265060424805,
0.032118164002895355,
-0.037654511630535126,
-0.04857800900936127,
0.07922074943780899,
-0.14518164098262787,
-0.05774599686264992
] | null | null | null | null | null | null | null |
[
0.021990636363625526,
-0.025693194940686226,
-0.03143708407878876,
-0.00020598511036951095,
0.01109389215707779,
0.028978753834962845,
0.10552014410495758,
-0.07353368401527405,
0.03251325711607933,
0.02526426687836647,
0.06548162549734116,
0.06789786368608475,
0.10117656737565994,
-0.052205890417099,
0.021436011418700218,
-0.027329755946993828,
0.1040218397974968,
-0.04259926825761795,
-0.08138826489448547,
0.005404808092862368,
0.12928089499473572,
-0.0931335911154747,
-0.02335650660097599,
0.0019123328384011984,
-0.020515983924269676,
-0.09780983626842499,
0.09663810580968857,
-0.02534685842692852,
-0.03893204778432846,
0.012215642258524895,
0.04212181270122528,
-0.02563709020614624,
-0.019982649013400078,
-0.05445984750986099,
-0.08713889867067337,
-0.08316660672426224,
0.003317292546853423,
0.021671835333108902,
0.05254366993904114,
0.0487661138176918,
-0.05404970794916153,
-0.016126472502946854,
-0.10602710396051407,
0.03767886757850647,
-0.0743936151266098,
0.05641875043511391,
0.06888848543167114,
-0.0008546449244022369,
-0.03001648560166359,
-0.014534801244735718,
0.06290637701749802,
0.1072598546743393,
-0.028075015172362328,
0.01581036113202572,
0.03388272225856781,
-0.07318702340126038,
-0.11358245462179184,
0.003710216609761119,
-0.0352824404835701,
0.06672753393650055,
-0.043956827372312546,
0.035557590425014496,
-0.01239318773150444,
-0.01911788061261177,
0.0065569099970161915,
-0.0015547764487564564,
0.03845607861876488,
0.06369763612747192,
-0.029306093230843544,
0.013697639107704163,
-0.07308399677276611,
-0.02970833331346512,
0.003076499095186591,
-0.050340600311756134,
0.02364250458776951,
0.039170991629362106,
-0.021387506276369095,
-0.008907834067940712,
0.0167465191334486,
-0.010814408771693707,
0.037610024213790894,
0.00635735597461462,
0.05352785065770149,
-0.05731524899601936,
0.02613779529929161,
-0.012157242745161057,
0.025344984605908394,
0.02314472571015358,
0.06541578471660614,
-0.07307726889848709,
-0.0475565567612648,
0.010073354467749596,
0.03136787936091423,
0.06419169902801514,
0.020325133576989174,
-0.03539285063743591,
-0.003269821172580123,
-0.005750501994043589,
-0.06206266209483147,
0.05766915902495384,
-0.005736065097153187,
-0.04568682610988617,
0.07183798402547836,
-0.062203940004110336,
0.010336988605558872,
0.04426102712750435,
-0.005812392104417086,
0.00915302149951458,
-0.0058920360170304775,
0.07974285632371902,
-0.016048450022935867,
0.10402857512235641,
-0.05808917433023453,
-0.02558906562626362,
-0.013845742680132389,
0.12656593322753906,
-0.017651353031396866,
0.08387027680873871,
0.05722590163350105,
0.013155997730791569,
0.02648920565843582,
-0.03907852992415428,
0.04038776457309723,
0.05548184737563133,
-0.0343981571495533,
0.030437398701906204,
0.0002615206176415086,
1.436114489040043e-33,
-0.039495088160037994,
0.005492296069860458,
-0.07364930212497711,
0.016906030476093292,
0.01678750105202198,
0.08589011430740356,
0.035308074206113815,
0.022662248462438583,
-0.041808128356933594,
0.06738091260194778,
-0.0583268404006958,
-0.03852246701717377,
-0.0019687155727297068,
-0.020646648481488228,
0.0533255934715271,
0.07994624227285385,
-0.022088829427957535,
0.00745570519939065,
0.0976952388882637,
-0.04337373375892639,
0.039623014628887177,
-0.03794286400079727,
0.006253685802221298,
-0.047198276966810226,
0.019895192235708237,
-0.07876387983560562,
-0.04499965161085129,
-0.15213912725448608,
0.07637248188257217,
0.02925281412899494,
-0.05146891623735428,
0.08244999498128891,
0.08472499251365662,
0.04941268637776375,
0.03305210545659065,
0.048662394285202026,
-0.00814314279705286,
-0.05649112910032272,
0.013123232871294022,
-0.059150200337171555,
0.007854663766920567,
-0.028318600729107857,
0.01876441016793251,
-0.05690828338265419,
-0.0352058969438076,
-0.047247979789972305,
0.03987814858555794,
0.007784564048051834,
-0.06762586534023285,
-0.05066433921456337,
0.017438620328903198,
0.03276214003562927,
-0.10061291605234146,
0.016973616555333138,
0.08021602779626846,
-0.10076531767845154,
-0.010197282768785954,
0.012467711232602596,
0.01712867245078087,
0.11716651171445847,
-0.044653311371803284,
0.030371109023690224,
0.034132424741983414,
-0.014373895712196827,
0.016913028433918953,
0.022211823612451553,
-0.06934978812932968,
-0.05276374891400337,
0.030492039397358894,
-0.0032080027740448713,
-0.047846127301454544,
-0.028556805104017258,
0.02690611034631729,
-0.01234462857246399,
-0.08006972819566727,
-0.004211775492876768,
0.03481782600283623,
0.015264934860169888,
0.08139468729496002,
0.03560451790690422,
-0.021631045266985893,
-0.030948055908083916,
-0.05001874640583992,
0.03677216172218323,
-0.09047180414199829,
0.022483428940176964,
-0.11364642530679703,
0.09146064519882202,
-0.11075654625892639,
0.02548900432884693,
-0.05961540341377258,
0.011923790909349918,
0.023336105048656464,
0.036235421895980835,
0.030451575294137,
-3.2757831682150855e-33,
-0.031407032161951065,
0.0356188602745533,
-0.02412739023566246,
0.005662041716277599,
0.010996243916451931,
-0.014937558211386204,
0.006204822566360235,
-0.05373220890760422,
-0.05229610204696655,
0.04363483935594559,
-0.040355414152145386,
-0.008760198019444942,
0.07536310702562332,
-0.013685484416782856,
0.004370438866317272,
-0.03688989207148552,
0.04844823479652405,
0.11366889625787735,
-0.001563768251799047,
-0.019354984164237976,
0.010620906949043274,
0.04631227254867554,
0.0024928732309490442,
-0.008438751101493835,
0.11277859658002853,
0.010454301722347736,
-0.04990806058049202,
0.11833324283361435,
0.05072068050503731,
0.05776232108473778,
-0.044423218816518784,
-0.04181928560137749,
0.0017456907080486417,
-0.09818660467863083,
0.0011248164810240269,
-0.042192261666059494,
0.024118810892105103,
0.11305446177721024,
-0.04393872618675232,
0.04533636197447777,
-0.001273862668313086,
-0.010821151547133923,
0.02234937995672226,
0.05577358976006508,
0.09225065261125565,
-0.028487730771303177,
-0.014765136875212193,
-0.021999115124344826,
-0.020264217630028725,
-0.03233056142926216,
0.05233943462371826,
-0.05650545656681061,
0.030194126069545746,
-0.02679917775094509,
-0.04804615303874016,
0.01937912218272686,
-0.05532892420887947,
0.051370423287153244,
0.04173116758465767,
0.013015195727348328,
0.06333170086145401,
0.02217160165309906,
-0.03190331906080246,
-0.01575307920575142,
0.017270764335989952,
-0.016807468608021736,
0.014073078520596027,
-0.00864031258970499,
0.04205125942826271,
0.095156729221344,
-0.03708378225564957,
-0.016155434772372246,
0.04063498601317406,
0.00005618897557724267,
0.059593573212623596,
0.06693238765001297,
-0.04362059384584427,
-0.06771653890609741,
0.0031168858986347914,
0.04586242511868477,
0.006019254215061665,
0.07631675153970718,
0.015782665461301804,
0.015546556562185287,
-0.016472836956381798,
0.017297441139817238,
0.10395929217338562,
-0.022516872733831406,
-0.009990987367928028,
-0.09679582715034485,
-0.04108888655900955,
0.032848600298166275,
-0.04656215384602547,
0.031572483479976654,
0.021713923662900925,
-5.3195805094219395e-8,
0.037151116877794266,
-0.02865278162062168,
-0.005779414437711239,
-0.09469825029373169,
0.012965807691216469,
-0.0015266689006239176,
-0.02377122826874256,
-0.12365520000457764,
0.025770924985408783,
-0.019036883488297462,
0.02494814246892929,
0.06745653599500656,
-0.008733488619327545,
-0.006588973570615053,
-0.029539991170167923,
-0.04545842856168747,
-0.062013473361730576,
-0.0844457820057869,
-0.0025432549882680178,
-0.054157666862010956,
0.010336093604564667,
-0.07808660715818405,
-0.03573116287589073,
0.029549913480877876,
-0.007891574874520302,
0.0037950510159134865,
0.059449512511491776,
-0.015888351947069168,
0.012721315957605839,
0.090023934841156,
-0.061627548187971115,
-0.1054624542593956,
0.03411705419421196,
0.06609752029180527,
-0.09469012916088104,
0.0332140251994133,
-0.04082672297954559,
-0.07843544334173203,
0.015788903459906578,
-0.015677766874432564,
0.06993868947029114,
-0.013214163482189178,
0.0107577508315444,
0.04928543046116829,
0.07644094526767731,
0.02899961918592453,
0.06555039435625076,
-0.09046048671007156,
-0.05712049454450607,
0.002078137593343854,
-0.0002046601293841377,
0.021425608545541763,
-0.01761588640511036,
0.0553814060986042,
-0.009898507036268711,
-0.02234446257352829,
0.008364572189748287,
-0.048264265060424805,
0.032118164002895355,
-0.037654511630535126,
-0.04857800900936127,
0.07922074943780899,
-0.14518164098262787,
-0.05774599686264992
] |
1402.5360
|
Chanabasayya Vastrad M
|
Doreswamy, Chanabasayya M. Vastrad
|
Important Molecular Descriptors Selection Using Self Tuned Reweighted
Sampling Method for Prediction of Antituberculosis Activity
|
published 2013
| null | null | null |
cs.LG stat.AP stat.ML
|
http://creativecommons.org/licenses/by/3.0/
|
In this paper, a new descriptor selection method for selecting an optimal
combination of important descriptors of sulfonamide derivatives data, named
self tuned reweighted sampling (STRS), is developed. descriptors are defined as
the descriptors with large absolute coefficients in a multivariate linear
regression model such as partial least squares(PLS). In this study, the
absolute values of regression coefficients of PLS model are used as an index
for evaluating the importance of each descriptor Then, based on the importance
level of each descriptor, STRS sequentially selects N subsets of descriptors
from N Monte Carlo (MC) sampling runs in an iterative and competitive manner.
In each sampling run, a fixed ratio (e.g. 80%) of samples is first randomly
selected to establish a regresson model. Next, based on the regression
coefficients, a two-step procedure including rapidly decreasing function (RDF)
based enforced descriptor selection and self tuned sampling (STS) based
competitive descriptor selection is adopted to select the important
descriptorss. After running the loops, a number of subsets of descriptors are
obtained and root mean squared error of cross validation (RMSECV) of PLS models
established with subsets of descriptors is computed. The subset of descriptors
with the lowest RMSECV is considered as the optimal descriptor subset. The
performance of the proposed algorithm is evaluated by sulfanomide derivative
dataset. The results reveal an good characteristic of STRS that it can usually
locate an optimal combination of some important descriptors which are
interpretable to the biologically of interest. Additionally, our study shows
that better prediction is obtained by STRS when compared to full descriptor set
PLS modeling, Monte Carlo uninformative variable elimination (MC-UVE).
|
[
{
"created": "Fri, 21 Feb 2014 17:24:53 GMT",
"version": "v1"
}
] |
2014-02-24
|
[
[
"Doreswamy",
"",
""
],
[
"Vastrad",
"Chanabasayya M.",
""
]
] |
[
-0.05075986310839653,
-0.08760622888803482,
-0.0028592876624315977,
0.022326631471514702,
0.08780613541603088,
-0.028229184448719025,
-0.041351884603500366,
0.04840796813368797,
0.06935703754425049,
-0.043997325003147125,
-0.03511713072657585,
0.014586133882403374,
-0.023296384140849113,
-0.0004539928340818733,
0.00739692710340023,
-0.04779276251792908,
0.08634944260120392,
0.08222731947898865,
-0.06412757188081741,
-0.05333821475505829,
0.05886601656675339,
-0.005908357445150614,
-0.04088444262742996,
-0.008848230354487896,
-0.01656304858624935,
-0.028743311762809753,
-0.008020862936973572,
0.04653942957520485,
-0.06074553728103638,
0.016467353329062462,
0.010330278426408768,
-0.002599094994366169,
0.03686442971229553,
-0.07461585849523544,
-0.05276792496442795,
-0.01919262483716011,
-0.04355590417981148,
0.001207142136991024,
-0.03454747423529625,
0.03597331792116165,
-0.06194048374891281,
-0.011136909015476704,
0.008207597769796848,
0.023986518383026123,
0.10077840089797974,
0.002994236070662737,
-0.011712368577718735,
0.051177360117435455,
0.03369507938623428,
0.04078473895788193,
-0.023166047409176826,
0.03442899510264397,
-0.03648318722844124,
-0.01724294386804104,
0.030791012570261955,
-0.06373763829469681,
0.00022270351473707706,
-0.10735908895730972,
0.04044961556792259,
-0.003264297964051366,
-0.05942417308688164,
-0.09483781456947327,
0.056799571961164474,
0.01432506088167429,
0.04338867589831352,
0.0037855785340070724,
0.001875622314400971,
-0.003989634569734335,
0.018087664619088173,
0.05399831384420395,
-0.08859183639287949,
0.047057390213012695,
-0.04096337780356407,
0.01594807766377926,
0.004872314631938934,
0.06302119046449661,
-0.029235702008008957,
-0.00959972757846117,
0.06950192898511887,
-0.09416201710700989,
0.006529028061777353,
0.052983932197093964,
0.01022790651768446,
-0.010194682516157627,
0.06855630874633789,
0.007777281571179628,
0.04872465133666992,
-0.0020502826664596796,
0.09046432375907898,
0.05758247151970863,
0.04842362925410271,
-0.000005909798346692696,
-0.0715446025133133,
0.012569233775138855,
-0.052180901169776917,
-0.03399254009127617,
-0.03922710940241814,
0.0072098709642887115,
0.03257960081100464,
0.03620320186018944,
0.011738973669707775,
0.010148150846362114,
0.05524067580699921,
0.039222124963998795,
0.008738633245229721,
-0.06249741092324257,
0.09280955791473389,
0.02587236277759075,
0.049999769777059555,
-0.040775202214717865,
-0.0936039388179779,
0.04801788553595543,
0.04866822063922882,
0.02072959579527378,
-0.030125247314572334,
0.010271240025758743,
0.030272146686911583,
0.012164338491857052,
0.046109605580568314,
0.018719419836997986,
0.010200309567153454,
-0.019279535859823227,
-0.012221051380038261,
-0.02568041905760765,
0.10194104164838791,
0.009300541132688522,
-0.09526313841342926,
7.711101147388138e-33,
-0.05939337611198425,
0.05018770322203636,
0.05685142055153847,
-0.05172749608755112,
-0.10350476950407028,
-0.04956699162721634,
-0.03380672261118889,
0.05782241001725197,
0.010638270527124405,
0.04446437954902649,
-0.049450360238552094,
0.041631586849689484,
-0.03755554184317589,
0.05941417068243027,
0.05898489058017731,
0.03393953666090965,
0.026008285582065582,
0.09373937547206879,
0.023896271362900734,
-0.05761343613266945,
0.04133779928088188,
-0.028920629993081093,
-0.021224748343229294,
-0.06917769461870193,
0.0004934334428980947,
0.09468299150466919,
-0.02287282980978489,
0.01580587774515152,
-0.08119373023509979,
0.02162274904549122,
0.053597792983055115,
-0.04282016307115555,
-0.011633707210421562,
-0.050714511424303055,
0.02875988371670246,
-0.04396247863769531,
-0.00040860314038582146,
0.0007573306211270392,
0.0120113929733634,
0.0545194074511528,
-0.019710779190063477,
-0.01593908667564392,
-0.001243441365659237,
0.0011359945638105273,
-0.04759787395596504,
-0.046892207115888596,
-0.01798122189939022,
-0.002243867376819253,
0.0021006364841014147,
-0.03279172256588936,
-0.047245196998119354,
-0.018284184858202934,
-0.07164172828197479,
-0.01749906875193119,
-0.00021885702153667808,
0.049440693110227585,
-0.05638667941093445,
-0.05595891550183296,
-0.0077733914367854595,
0.07645388692617416,
-0.1459416300058365,
0.050142887979745865,
-0.03566469997167587,
-0.05313187092542648,
0.11876313388347626,
-0.014599133282899857,
0.07023221254348755,
0.017452707514166832,
0.01104958076030016,
0.055035751312971115,
0.04938280209898949,
-0.03041294403374195,
-0.03923114761710167,
-0.032169219106435776,
0.0642780140042305,
0.002718015806749463,
0.09784506261348724,
0.02846566215157509,
0.03013584017753601,
0.0106124896556139,
-0.07508527487516403,
0.07747465372085571,
-0.0967576801776886,
-0.13410800695419312,
-0.013476739637553692,
-0.023596329614520073,
0.025693822652101517,
-0.09426983445882797,
0.019788160920143127,
-0.01725711300969124,
-0.0967724546790123,
0.025463366881012917,
-0.08857064694166183,
-0.017509303987026215,
-0.011597583070397377,
-7.965157068011513e-33,
-0.013773564249277115,
-0.02653343230485916,
0.0954798236489296,
0.05955048277974129,
-0.041460227221250534,
-0.032141707837581635,
-0.05524298921227455,
-0.04515254497528076,
0.0719195231795311,
-0.059374578297138214,
-0.05424320325255394,
-0.06018614023923874,
0.05106882378458977,
-0.05160994082689285,
0.06370191276073456,
0.17290320992469788,
-0.05270375311374664,
0.007106093689799309,
-0.05807746574282646,
0.027617627754807472,
0.03091352991759777,
0.06528784334659576,
0.0296056866645813,
0.021809333935379982,
-0.10582141578197479,
-0.03168640285730362,
0.014963215216994286,
0.04740263894200325,
-0.009181994944810867,
-0.07906358689069748,
-0.006877608131617308,
-0.004335283767431974,
-0.05029167979955673,
0.05863627418875694,
0.0021400353871285915,
0.0003963155613746494,
-0.02874200977385044,
-0.002749095903709531,
-0.0059141116216778755,
0.14630213379859924,
0.038602396845817566,
0.06985122710466385,
-0.0425850972533226,
-0.027752146124839783,
0.008996234275400639,
-0.07101507484912872,
0.0032003438100218773,
0.018178515136241913,
0.1109035462141037,
0.006951866205781698,
-0.03731267899274826,
-0.01601431891322136,
-0.04612142592668533,
0.10406390577554703,
-0.0018319127848371863,
-0.04542003199458122,
-0.06015489250421524,
-0.003932542633265257,
-0.014532661065459251,
0.041335802525281906,
0.04970058053731918,
0.008995559997856617,
-0.07188662141561508,
-0.02128594182431698,
-0.02071681059896946,
-0.04299141466617584,
0.03590971603989601,
-0.018703488633036613,
0.02160642109811306,
0.00238932971842587,
-0.08431179076433182,
-0.09675278514623642,
0.07460729777812958,
-0.020217016339302063,
-0.10157746076583862,
-0.04489082098007202,
-0.0005677689332515001,
-0.00651964545249939,
-0.04579361900687218,
0.03385060653090477,
-0.007918322458863258,
0.020339731127023697,
0.018556365743279457,
-0.009043504483997822,
-0.02556913159787655,
0.09364531934261322,
0.020789092406630516,
-0.0013525218237191439,
0.030660171061754227,
-0.08594227582216263,
0.011416591703891754,
0.004067747388035059,
0.08041980117559433,
0.08437391370534897,
-0.04874056205153465,
-5.754977294714081e-8,
-0.027124671265482903,
0.03831415995955467,
0.05153350532054901,
0.023529062047600746,
0.010967593640089035,
-0.004989494103938341,
-0.02624000795185566,
0.01224721223115921,
-0.10547719895839691,
0.017076268792152405,
0.14212661981582642,
-0.013195673003792763,
-0.05657488852739334,
0.020997917279601097,
0.04851280897855759,
-0.03487193211913109,
0.05120812729001045,
0.050418853759765625,
0.009951379150152206,
-0.025266868993639946,
0.0035692898090928793,
0.04714924097061157,
0.008706560358405113,
-0.06917876750230789,
0.048606615513563156,
-0.03583720326423645,
0.022890513762831688,
-0.13202081620693207,
0.07296901941299438,
0.09810901433229446,
0.04309668391942978,
0.02948790043592453,
0.006955315824598074,
-0.04060119763016701,
0.11353620141744614,
-0.0005565585452131927,
0.023274162784218788,
-0.02029687538743019,
0.06841608881950378,
0.06503702700138092,
0.03457869961857796,
0.08924393355846405,
-0.09644395112991333,
0.04536597430706024,
0.056003328412771225,
0.008360110223293304,
0.022259049117565155,
-0.07608436793088913,
-0.012951153330504894,
-0.02831108495593071,
0.037728264927864075,
-0.11848217993974686,
-0.018145481124520302,
0.05288736894726753,
0.0533510223031044,
0.0012674577301368117,
-0.02299809269607067,
0.018119918182492256,
0.0036281568463891745,
0.015351618640124798,
0.04984058067202568,
-0.06577641516923904,
-0.030290868133306503,
-0.04341981187462807
] | null | null | null | null | null | null | null |
[
-0.05075986310839653,
-0.08760622888803482,
-0.0028592876624315977,
0.022326631471514702,
0.08780613541603088,
-0.028229184448719025,
-0.041351884603500366,
0.04840796813368797,
0.06935703754425049,
-0.043997325003147125,
-0.03511713072657585,
0.014586133882403374,
-0.023296384140849113,
-0.0004539928340818733,
0.00739692710340023,
-0.04779276251792908,
0.08634944260120392,
0.08222731947898865,
-0.06412757188081741,
-0.05333821475505829,
0.05886601656675339,
-0.005908357445150614,
-0.04088444262742996,
-0.008848230354487896,
-0.01656304858624935,
-0.028743311762809753,
-0.008020862936973572,
0.04653942957520485,
-0.06074553728103638,
0.016467353329062462,
0.010330278426408768,
-0.002599094994366169,
0.03686442971229553,
-0.07461585849523544,
-0.05276792496442795,
-0.01919262483716011,
-0.04355590417981148,
0.001207142136991024,
-0.03454747423529625,
0.03597331792116165,
-0.06194048374891281,
-0.011136909015476704,
0.008207597769796848,
0.023986518383026123,
0.10077840089797974,
0.002994236070662737,
-0.011712368577718735,
0.051177360117435455,
0.03369507938623428,
0.04078473895788193,
-0.023166047409176826,
0.03442899510264397,
-0.03648318722844124,
-0.01724294386804104,
0.030791012570261955,
-0.06373763829469681,
0.00022270351473707706,
-0.10735908895730972,
0.04044961556792259,
-0.003264297964051366,
-0.05942417308688164,
-0.09483781456947327,
0.056799571961164474,
0.01432506088167429,
0.04338867589831352,
0.0037855785340070724,
0.001875622314400971,
-0.003989634569734335,
0.018087664619088173,
0.05399831384420395,
-0.08859183639287949,
0.047057390213012695,
-0.04096337780356407,
0.01594807766377926,
0.004872314631938934,
0.06302119046449661,
-0.029235702008008957,
-0.00959972757846117,
0.06950192898511887,
-0.09416201710700989,
0.006529028061777353,
0.052983932197093964,
0.01022790651768446,
-0.010194682516157627,
0.06855630874633789,
0.007777281571179628,
0.04872465133666992,
-0.0020502826664596796,
0.09046432375907898,
0.05758247151970863,
0.04842362925410271,
-0.000005909798346692696,
-0.0715446025133133,
0.012569233775138855,
-0.052180901169776917,
-0.03399254009127617,
-0.03922710940241814,
0.0072098709642887115,
0.03257960081100464,
0.03620320186018944,
0.011738973669707775,
0.010148150846362114,
0.05524067580699921,
0.039222124963998795,
0.008738633245229721,
-0.06249741092324257,
0.09280955791473389,
0.02587236277759075,
0.049999769777059555,
-0.040775202214717865,
-0.0936039388179779,
0.04801788553595543,
0.04866822063922882,
0.02072959579527378,
-0.030125247314572334,
0.010271240025758743,
0.030272146686911583,
0.012164338491857052,
0.046109605580568314,
0.018719419836997986,
0.010200309567153454,
-0.019279535859823227,
-0.012221051380038261,
-0.02568041905760765,
0.10194104164838791,
0.009300541132688522,
-0.09526313841342926,
7.711101147388138e-33,
-0.05939337611198425,
0.05018770322203636,
0.05685142055153847,
-0.05172749608755112,
-0.10350476950407028,
-0.04956699162721634,
-0.03380672261118889,
0.05782241001725197,
0.010638270527124405,
0.04446437954902649,
-0.049450360238552094,
0.041631586849689484,
-0.03755554184317589,
0.05941417068243027,
0.05898489058017731,
0.03393953666090965,
0.026008285582065582,
0.09373937547206879,
0.023896271362900734,
-0.05761343613266945,
0.04133779928088188,
-0.028920629993081093,
-0.021224748343229294,
-0.06917769461870193,
0.0004934334428980947,
0.09468299150466919,
-0.02287282980978489,
0.01580587774515152,
-0.08119373023509979,
0.02162274904549122,
0.053597792983055115,
-0.04282016307115555,
-0.011633707210421562,
-0.050714511424303055,
0.02875988371670246,
-0.04396247863769531,
-0.00040860314038582146,
0.0007573306211270392,
0.0120113929733634,
0.0545194074511528,
-0.019710779190063477,
-0.01593908667564392,
-0.001243441365659237,
0.0011359945638105273,
-0.04759787395596504,
-0.046892207115888596,
-0.01798122189939022,
-0.002243867376819253,
0.0021006364841014147,
-0.03279172256588936,
-0.047245196998119354,
-0.018284184858202934,
-0.07164172828197479,
-0.01749906875193119,
-0.00021885702153667808,
0.049440693110227585,
-0.05638667941093445,
-0.05595891550183296,
-0.0077733914367854595,
0.07645388692617416,
-0.1459416300058365,
0.050142887979745865,
-0.03566469997167587,
-0.05313187092542648,
0.11876313388347626,
-0.014599133282899857,
0.07023221254348755,
0.017452707514166832,
0.01104958076030016,
0.055035751312971115,
0.04938280209898949,
-0.03041294403374195,
-0.03923114761710167,
-0.032169219106435776,
0.0642780140042305,
0.002718015806749463,
0.09784506261348724,
0.02846566215157509,
0.03013584017753601,
0.0106124896556139,
-0.07508527487516403,
0.07747465372085571,
-0.0967576801776886,
-0.13410800695419312,
-0.013476739637553692,
-0.023596329614520073,
0.025693822652101517,
-0.09426983445882797,
0.019788160920143127,
-0.01725711300969124,
-0.0967724546790123,
0.025463366881012917,
-0.08857064694166183,
-0.017509303987026215,
-0.011597583070397377,
-7.965157068011513e-33,
-0.013773564249277115,
-0.02653343230485916,
0.0954798236489296,
0.05955048277974129,
-0.041460227221250534,
-0.032141707837581635,
-0.05524298921227455,
-0.04515254497528076,
0.0719195231795311,
-0.059374578297138214,
-0.05424320325255394,
-0.06018614023923874,
0.05106882378458977,
-0.05160994082689285,
0.06370191276073456,
0.17290320992469788,
-0.05270375311374664,
0.007106093689799309,
-0.05807746574282646,
0.027617627754807472,
0.03091352991759777,
0.06528784334659576,
0.0296056866645813,
0.021809333935379982,
-0.10582141578197479,
-0.03168640285730362,
0.014963215216994286,
0.04740263894200325,
-0.009181994944810867,
-0.07906358689069748,
-0.006877608131617308,
-0.004335283767431974,
-0.05029167979955673,
0.05863627418875694,
0.0021400353871285915,
0.0003963155613746494,
-0.02874200977385044,
-0.002749095903709531,
-0.0059141116216778755,
0.14630213379859924,
0.038602396845817566,
0.06985122710466385,
-0.0425850972533226,
-0.027752146124839783,
0.008996234275400639,
-0.07101507484912872,
0.0032003438100218773,
0.018178515136241913,
0.1109035462141037,
0.006951866205781698,
-0.03731267899274826,
-0.01601431891322136,
-0.04612142592668533,
0.10406390577554703,
-0.0018319127848371863,
-0.04542003199458122,
-0.06015489250421524,
-0.003932542633265257,
-0.014532661065459251,
0.041335802525281906,
0.04970058053731918,
0.008995559997856617,
-0.07188662141561508,
-0.02128594182431698,
-0.02071681059896946,
-0.04299141466617584,
0.03590971603989601,
-0.018703488633036613,
0.02160642109811306,
0.00238932971842587,
-0.08431179076433182,
-0.09675278514623642,
0.07460729777812958,
-0.020217016339302063,
-0.10157746076583862,
-0.04489082098007202,
-0.0005677689332515001,
-0.00651964545249939,
-0.04579361900687218,
0.03385060653090477,
-0.007918322458863258,
0.020339731127023697,
0.018556365743279457,
-0.009043504483997822,
-0.02556913159787655,
0.09364531934261322,
0.020789092406630516,
-0.0013525218237191439,
0.030660171061754227,
-0.08594227582216263,
0.011416591703891754,
0.004067747388035059,
0.08041980117559433,
0.08437391370534897,
-0.04874056205153465,
-5.754977294714081e-8,
-0.027124671265482903,
0.03831415995955467,
0.05153350532054901,
0.023529062047600746,
0.010967593640089035,
-0.004989494103938341,
-0.02624000795185566,
0.01224721223115921,
-0.10547719895839691,
0.017076268792152405,
0.14212661981582642,
-0.013195673003792763,
-0.05657488852739334,
0.020997917279601097,
0.04851280897855759,
-0.03487193211913109,
0.05120812729001045,
0.050418853759765625,
0.009951379150152206,
-0.025266868993639946,
0.0035692898090928793,
0.04714924097061157,
0.008706560358405113,
-0.06917876750230789,
0.048606615513563156,
-0.03583720326423645,
0.022890513762831688,
-0.13202081620693207,
0.07296901941299438,
0.09810901433229446,
0.04309668391942978,
0.02948790043592453,
0.006955315824598074,
-0.04060119763016701,
0.11353620141744614,
-0.0005565585452131927,
0.023274162784218788,
-0.02029687538743019,
0.06841608881950378,
0.06503702700138092,
0.03457869961857796,
0.08924393355846405,
-0.09644395112991333,
0.04536597430706024,
0.056003328412771225,
0.008360110223293304,
0.022259049117565155,
-0.07608436793088913,
-0.012951153330504894,
-0.02831108495593071,
0.037728264927864075,
-0.11848217993974686,
-0.018145481124520302,
0.05288736894726753,
0.0533510223031044,
0.0012674577301368117,
-0.02299809269607067,
0.018119918182492256,
0.0036281568463891745,
0.015351618640124798,
0.04984058067202568,
-0.06577641516923904,
-0.030290868133306503,
-0.04341981187462807
] |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.