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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1401.5315
|
Mudhahir Al-Ajmi
|
Arbab I. Arbab and Mudhahir Al-Ajmi
|
The quaternionic commutator bracket and its implications
|
8 pages
|
Symmetry 2018, 10(10), 513
|
10.3390/sym10100513
| null |
physics.gen-ph quant-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A quaternionic commutator bracket for position and momentum shows that the
quaternionic wave function, \emph{viz.}
$\widetilde{\psi}=(\frac{i}{c}\,\psi_0\,,\vec{\psi})$, represents a state of a
particle with orbital angular momentum, $L=3\,\hbar$, resulting from the
internal structure of the particle. This angular momentum can be attributed to
spin of the particle. The vector $\vec{\psi}$, points along the direction of
$\vec{L}$. When a charged particle is placed in an electromagnetic fields the
interaction energy reveals that the magnetic moments interact with the electric
and magnetic fields giving rise to terms similar to Aharonov-Bohm and
Aharonov-Casher effects.
|
[
{
"created": "Tue, 21 Jan 2014 13:34:54 GMT",
"version": "v1"
},
{
"created": "Thu, 25 Oct 2018 09:55:10 GMT",
"version": "v2"
}
] |
2018-10-26
|
[
[
"Arbab",
"Arbab I.",
""
],
[
"Al-Ajmi",
"Mudhahir",
""
]
] |
[
-0.102051742374897,
0.03862408548593521,
-0.07023181766271591,
-0.042001668363809586,
-0.011781856417655945,
0.04790876805782318,
0.00970451533794403,
0.005511550232768059,
0.08972387760877609,
-0.010844682343304157,
0.08921872824430466,
-0.030681241303682327,
0.001022478099912405,
-0.05670401081442833,
0.02769636921584606,
0.06620502471923828,
-0.017351163551211357,
-0.04826691746711731,
-0.025970567017793655,
0.06677740812301636,
-0.06401557475328445,
-0.040439337491989136,
0.0028458056040108204,
-0.013217243365943432,
0.05497276782989502,
-0.006147677544504404,
0.10396534204483032,
0.014463591389358044,
-0.08840976655483246,
-0.02929692342877388,
0.12348649650812149,
0.027743224054574966,
0.05096951872110367,
0.02313396893441677,
-0.11133955419063568,
0.08964300900697708,
0.0010489654960110784,
0.010421868413686752,
0.03224797174334526,
-0.01750611513853073,
0.02591913752257824,
0.044577211141586304,
0.02063666842877865,
0.00011814234312623739,
0.020928258076310158,
0.06424077600240707,
0.07695816457271576,
0.03129049763083458,
-0.006134293507784605,
0.022447600960731506,
-0.044042084366083145,
-0.029609499499201775,
-0.034060683101415634,
0.017642948776483536,
-0.07556270807981491,
0.03647375479340553,
0.046934809535741806,
0.04384884983301163,
-0.05188896507024765,
-0.05544228106737137,
0.0024944767355918884,
0.012595830485224724,
0.05243084207177162,
0.014928516000509262,
0.013941628858447075,
-0.07764125615358353,
-0.023106228560209274,
0.007852290757000446,
-0.0028008492663502693,
-0.03385530412197113,
0.03276607021689415,
-0.03479277715086937,
-0.09060031920671463,
-0.09056869894266129,
-0.008475498296320438,
0.018326517194509506,
-0.04132591933012009,
0.023455660790205002,
0.07438106089830399,
-0.013504447415471077,
-0.09212756156921387,
-0.057523515075445175,
-0.017362721264362335,
0.014507920481264591,
0.04707180708646774,
0.05213278904557228,
-0.009517413564026356,
-0.05899682641029358,
-0.028643913567066193,
0.01672968827188015,
0.018651599064469337,
-0.0787496492266655,
-0.0962870866060257,
-0.030921509489417076,
0.12453372031450272,
0.03458567336201668,
0.01578046940267086,
-0.0039006834849715233,
0.015944145619869232,
-0.012887963093817234,
0.156720831990242,
-0.021881313994526863,
0.006852554157376289,
0.03111780434846878,
-0.058089397847652435,
0.003241264959797263,
0.10115672647953033,
-0.04261648282408714,
-0.04521522670984268,
-0.03712238371372223,
-0.05033944174647331,
-0.0073988065123558044,
0.002544061280786991,
-0.07839936017990112,
-0.11677056550979614,
0.08353745192289352,
0.03880222886800766,
0.0771043673157692,
0.05048690363764763,
0.01872161775827408,
0.05118357762694359,
0.040298063308000565,
0.001046274323016405,
0.021780019626021385,
0.04133748635649681,
0.004623121581971645,
-0.0529036745429039,
-2.1341858500376895e-33,
-0.004254872445017099,
0.028888069093227386,
-0.007553985342383385,
0.040876440703868866,
0.0014824384124949574,
-0.01997584104537964,
0.030024083331227303,
-0.016136791557073593,
0.002180686453357339,
-0.00410884665325284,
-0.021461065858602524,
0.03038797155022621,
0.13262249529361725,
-0.03943968564271927,
-0.0448509119451046,
-0.02590985782444477,
-0.15644575655460358,
-0.037929218262434006,
0.011965077370405197,
-0.022559188306331635,
0.05669569596648216,
0.023773280903697014,
-0.05509239435195923,
0.0768473818898201,
-0.054197538644075394,
0.01792808063328266,
0.0725298598408699,
0.031706199049949646,
-0.06608617305755615,
0.007943138480186462,
0.042908284813165665,
0.03438139334321022,
-0.06299540400505066,
-0.08840364962816238,
-0.002622592495754361,
0.08012808859348297,
-0.020883988589048386,
-0.030622849240899086,
0.015425738878548145,
0.06498923897743225,
-0.005387218203395605,
-0.09499621391296387,
-0.028583694249391556,
0.012830915860831738,
0.003963513299822807,
-0.023740394040942192,
0.03442852571606636,
-0.04713556170463562,
0.022721316665410995,
-0.037629298865795135,
0.051877811551094055,
-0.14380721747875214,
0.03422236070036888,
-0.011433864012360573,
0.07890482991933823,
-0.03311922028660774,
-0.04229434207081795,
0.0681711807847023,
-0.13669322431087494,
-0.06393755972385406,
-0.03174975514411926,
0.03488205373287201,
0.0536191463470459,
-0.022125190123915672,
-0.05998634174466133,
-0.10174495726823807,
0.0328117236495018,
0.0675201490521431,
0.01175105944275856,
0.1019495353102684,
0.02693001553416252,
0.06645624339580536,
-0.004125273786485195,
0.013696148991584778,
-0.043766170740127563,
0.13028351962566376,
-0.09915970265865326,
-0.026719411835074425,
0.03272296115756035,
0.05629129707813263,
0.00444377027451992,
-0.0563342310488224,
0.010029066354036331,
0.012830673716962337,
-0.023157242685556412,
-0.028723927214741707,
-0.08373600989580154,
-0.12290430814027786,
0.00794187281280756,
0.015220730565488338,
0.023658713325858116,
0.04023583233356476,
-0.018957914784550667,
0.015184544026851654,
-0.000505210307892412,
-1.598704826883951e-33,
-0.058077361434698105,
-0.02700302191078663,
0.040975719690322876,
0.00471458351239562,
-0.022833414375782013,
-0.011667413637042046,
-0.02743409387767315,
0.02934875339269638,
0.009538368321955204,
-0.039080530405044556,
-0.05884203687310219,
0.0018367533339187503,
0.036830976605415344,
-0.015153603628277779,
-0.0052697863429784775,
0.03619794920086861,
-0.058914098888635635,
0.03200753778219223,
0.02558787353336811,
-0.02400888502597809,
0.05940154194831848,
0.015371824614703655,
0.05661666393280029,
-0.02466374821960926,
0.02867802605032921,
0.0546611025929451,
0.011794080957770348,
-0.036143966019153595,
0.08857821673154831,
0.050926629453897476,
-0.006501014810055494,
-0.13357651233673096,
0.000652009155601263,
0.02109353244304657,
-0.04048752784729004,
0.0829763188958168,
-0.04964369907975197,
-0.024394109845161438,
0.04243035614490509,
-0.04180588945746422,
-0.051828742027282715,
0.036550212651491165,
0.1366310864686966,
-0.013109467923641205,
-0.032258596271276474,
0.03214066103100777,
-0.016143929213285446,
0.027248384431004524,
-0.0492631271481514,
-0.013955503702163696,
-0.030191082507371902,
0.03939984738826752,
-0.003568246029317379,
0.049883756786584854,
-0.06254859268665314,
0.05382779985666275,
0.012762242928147316,
-0.03201702609658241,
0.039301399141550064,
0.0048739793710410595,
-0.05892869085073471,
0.005622119642794132,
0.014999778009951115,
-0.006106614600867033,
-0.0627804771065712,
0.06190967932343483,
0.04516109079122543,
0.05003994330763817,
0.00968170166015625,
-0.03674950450658798,
0.12127922475337982,
-0.05279399827122688,
-0.027826381847262383,
-0.0053306929767131805,
-0.035538893193006516,
0.004832681268453598,
0.10043103247880936,
-0.02320815622806549,
-0.025519246235489845,
-0.03565111756324768,
0.046115510165691376,
-0.004719390533864498,
0.010033146478235722,
-0.07502054423093796,
-0.026105988770723343,
0.021467478945851326,
-0.11233042925596237,
-0.03368941694498062,
0.00325650698505342,
-0.03606933355331421,
-0.02128637582063675,
0.11092957109212875,
-0.013142809271812439,
0.06997498869895935,
0.04131711274385452,
-6.060932378204598e-8,
0.028086058795452118,
-0.01511741615831852,
-0.0017810307908803225,
-0.050523191690444946,
0.04929477348923683,
-0.019354667514562607,
-0.03638142719864845,
-0.006050078663975,
-0.048473794013261795,
-0.01518161315470934,
-0.014305904507637024,
0.02874092012643814,
-0.061099011451005936,
-0.09344641119241714,
0.13674475252628326,
0.01812625490128994,
-0.021273203194141388,
-0.04953356459736824,
0.01141841895878315,
-0.022348318248987198,
0.014716152101755142,
-0.0000933882620302029,
0.019498400390148163,
0.010696767829358578,
-0.06674584746360779,
0.09136500954627991,
0.05007403716444969,
0.0005803061067126691,
0.03339858725667,
0.02225174382328987,
-0.002621155697852373,
0.06364589929580688,
0.07007661461830139,
-0.02999366819858551,
-0.14178790152072906,
0.027619250118732452,
-0.07682158797979355,
-0.08017321676015854,
0.004146095365285873,
0.001713731326162815,
-0.03530110418796539,
0.022704709321260452,
-0.022219708189368248,
-0.02136104181408882,
-0.0058453320525586605,
-0.0011048541637137532,
-0.04974060505628586,
0.0072974939830601215,
-0.01936660148203373,
0.01605670340359211,
-0.08582831919193268,
0.008283836767077446,
0.0032710349187254906,
0.07996353507041931,
-0.04812706634402275,
0.04787963256239891,
0.010297213681042194,
-0.03547854721546173,
0.06773916631937027,
-0.07190119475126266,
0.03324102237820625,
0.03055824525654316,
0.011422760784626007,
0.047442056238651276
] | null | null | null | null | null | null | null |
[
-0.102051742374897,
0.03862408548593521,
-0.07023181766271591,
-0.042001668363809586,
-0.011781856417655945,
0.04790876805782318,
0.00970451533794403,
0.005511550232768059,
0.08972387760877609,
-0.010844682343304157,
0.08921872824430466,
-0.030681241303682327,
0.001022478099912405,
-0.05670401081442833,
0.02769636921584606,
0.06620502471923828,
-0.017351163551211357,
-0.04826691746711731,
-0.025970567017793655,
0.06677740812301636,
-0.06401557475328445,
-0.040439337491989136,
0.0028458056040108204,
-0.013217243365943432,
0.05497276782989502,
-0.006147677544504404,
0.10396534204483032,
0.014463591389358044,
-0.08840976655483246,
-0.02929692342877388,
0.12348649650812149,
0.027743224054574966,
0.05096951872110367,
0.02313396893441677,
-0.11133955419063568,
0.08964300900697708,
0.0010489654960110784,
0.010421868413686752,
0.03224797174334526,
-0.01750611513853073,
0.02591913752257824,
0.044577211141586304,
0.02063666842877865,
0.00011814234312623739,
0.020928258076310158,
0.06424077600240707,
0.07695816457271576,
0.03129049763083458,
-0.006134293507784605,
0.022447600960731506,
-0.044042084366083145,
-0.029609499499201775,
-0.034060683101415634,
0.017642948776483536,
-0.07556270807981491,
0.03647375479340553,
0.046934809535741806,
0.04384884983301163,
-0.05188896507024765,
-0.05544228106737137,
0.0024944767355918884,
0.012595830485224724,
0.05243084207177162,
0.014928516000509262,
0.013941628858447075,
-0.07764125615358353,
-0.023106228560209274,
0.007852290757000446,
-0.0028008492663502693,
-0.03385530412197113,
0.03276607021689415,
-0.03479277715086937,
-0.09060031920671463,
-0.09056869894266129,
-0.008475498296320438,
0.018326517194509506,
-0.04132591933012009,
0.023455660790205002,
0.07438106089830399,
-0.013504447415471077,
-0.09212756156921387,
-0.057523515075445175,
-0.017362721264362335,
0.014507920481264591,
0.04707180708646774,
0.05213278904557228,
-0.009517413564026356,
-0.05899682641029358,
-0.028643913567066193,
0.01672968827188015,
0.018651599064469337,
-0.0787496492266655,
-0.0962870866060257,
-0.030921509489417076,
0.12453372031450272,
0.03458567336201668,
0.01578046940267086,
-0.0039006834849715233,
0.015944145619869232,
-0.012887963093817234,
0.156720831990242,
-0.021881313994526863,
0.006852554157376289,
0.03111780434846878,
-0.058089397847652435,
0.003241264959797263,
0.10115672647953033,
-0.04261648282408714,
-0.04521522670984268,
-0.03712238371372223,
-0.05033944174647331,
-0.0073988065123558044,
0.002544061280786991,
-0.07839936017990112,
-0.11677056550979614,
0.08353745192289352,
0.03880222886800766,
0.0771043673157692,
0.05048690363764763,
0.01872161775827408,
0.05118357762694359,
0.040298063308000565,
0.001046274323016405,
0.021780019626021385,
0.04133748635649681,
0.004623121581971645,
-0.0529036745429039,
-2.1341858500376895e-33,
-0.004254872445017099,
0.028888069093227386,
-0.007553985342383385,
0.040876440703868866,
0.0014824384124949574,
-0.01997584104537964,
0.030024083331227303,
-0.016136791557073593,
0.002180686453357339,
-0.00410884665325284,
-0.021461065858602524,
0.03038797155022621,
0.13262249529361725,
-0.03943968564271927,
-0.0448509119451046,
-0.02590985782444477,
-0.15644575655460358,
-0.037929218262434006,
0.011965077370405197,
-0.022559188306331635,
0.05669569596648216,
0.023773280903697014,
-0.05509239435195923,
0.0768473818898201,
-0.054197538644075394,
0.01792808063328266,
0.0725298598408699,
0.031706199049949646,
-0.06608617305755615,
0.007943138480186462,
0.042908284813165665,
0.03438139334321022,
-0.06299540400505066,
-0.08840364962816238,
-0.002622592495754361,
0.08012808859348297,
-0.020883988589048386,
-0.030622849240899086,
0.015425738878548145,
0.06498923897743225,
-0.005387218203395605,
-0.09499621391296387,
-0.028583694249391556,
0.012830915860831738,
0.003963513299822807,
-0.023740394040942192,
0.03442852571606636,
-0.04713556170463562,
0.022721316665410995,
-0.037629298865795135,
0.051877811551094055,
-0.14380721747875214,
0.03422236070036888,
-0.011433864012360573,
0.07890482991933823,
-0.03311922028660774,
-0.04229434207081795,
0.0681711807847023,
-0.13669322431087494,
-0.06393755972385406,
-0.03174975514411926,
0.03488205373287201,
0.0536191463470459,
-0.022125190123915672,
-0.05998634174466133,
-0.10174495726823807,
0.0328117236495018,
0.0675201490521431,
0.01175105944275856,
0.1019495353102684,
0.02693001553416252,
0.06645624339580536,
-0.004125273786485195,
0.013696148991584778,
-0.043766170740127563,
0.13028351962566376,
-0.09915970265865326,
-0.026719411835074425,
0.03272296115756035,
0.05629129707813263,
0.00444377027451992,
-0.0563342310488224,
0.010029066354036331,
0.012830673716962337,
-0.023157242685556412,
-0.028723927214741707,
-0.08373600989580154,
-0.12290430814027786,
0.00794187281280756,
0.015220730565488338,
0.023658713325858116,
0.04023583233356476,
-0.018957914784550667,
0.015184544026851654,
-0.000505210307892412,
-1.598704826883951e-33,
-0.058077361434698105,
-0.02700302191078663,
0.040975719690322876,
0.00471458351239562,
-0.022833414375782013,
-0.011667413637042046,
-0.02743409387767315,
0.02934875339269638,
0.009538368321955204,
-0.039080530405044556,
-0.05884203687310219,
0.0018367533339187503,
0.036830976605415344,
-0.015153603628277779,
-0.0052697863429784775,
0.03619794920086861,
-0.058914098888635635,
0.03200753778219223,
0.02558787353336811,
-0.02400888502597809,
0.05940154194831848,
0.015371824614703655,
0.05661666393280029,
-0.02466374821960926,
0.02867802605032921,
0.0546611025929451,
0.011794080957770348,
-0.036143966019153595,
0.08857821673154831,
0.050926629453897476,
-0.006501014810055494,
-0.13357651233673096,
0.000652009155601263,
0.02109353244304657,
-0.04048752784729004,
0.0829763188958168,
-0.04964369907975197,
-0.024394109845161438,
0.04243035614490509,
-0.04180588945746422,
-0.051828742027282715,
0.036550212651491165,
0.1366310864686966,
-0.013109467923641205,
-0.032258596271276474,
0.03214066103100777,
-0.016143929213285446,
0.027248384431004524,
-0.0492631271481514,
-0.013955503702163696,
-0.030191082507371902,
0.03939984738826752,
-0.003568246029317379,
0.049883756786584854,
-0.06254859268665314,
0.05382779985666275,
0.012762242928147316,
-0.03201702609658241,
0.039301399141550064,
0.0048739793710410595,
-0.05892869085073471,
0.005622119642794132,
0.014999778009951115,
-0.006106614600867033,
-0.0627804771065712,
0.06190967932343483,
0.04516109079122543,
0.05003994330763817,
0.00968170166015625,
-0.03674950450658798,
0.12127922475337982,
-0.05279399827122688,
-0.027826381847262383,
-0.0053306929767131805,
-0.035538893193006516,
0.004832681268453598,
0.10043103247880936,
-0.02320815622806549,
-0.025519246235489845,
-0.03565111756324768,
0.046115510165691376,
-0.004719390533864498,
0.010033146478235722,
-0.07502054423093796,
-0.026105988770723343,
0.021467478945851326,
-0.11233042925596237,
-0.03368941694498062,
0.00325650698505342,
-0.03606933355331421,
-0.02128637582063675,
0.11092957109212875,
-0.013142809271812439,
0.06997498869895935,
0.04131711274385452,
-6.060932378204598e-8,
0.028086058795452118,
-0.01511741615831852,
-0.0017810307908803225,
-0.050523191690444946,
0.04929477348923683,
-0.019354667514562607,
-0.03638142719864845,
-0.006050078663975,
-0.048473794013261795,
-0.01518161315470934,
-0.014305904507637024,
0.02874092012643814,
-0.061099011451005936,
-0.09344641119241714,
0.13674475252628326,
0.01812625490128994,
-0.021273203194141388,
-0.04953356459736824,
0.01141841895878315,
-0.022348318248987198,
0.014716152101755142,
-0.0000933882620302029,
0.019498400390148163,
0.010696767829358578,
-0.06674584746360779,
0.09136500954627991,
0.05007403716444969,
0.0005803061067126691,
0.03339858725667,
0.02225174382328987,
-0.002621155697852373,
0.06364589929580688,
0.07007661461830139,
-0.02999366819858551,
-0.14178790152072906,
0.027619250118732452,
-0.07682158797979355,
-0.08017321676015854,
0.004146095365285873,
0.001713731326162815,
-0.03530110418796539,
0.022704709321260452,
-0.022219708189368248,
-0.02136104181408882,
-0.0058453320525586605,
-0.0011048541637137532,
-0.04974060505628586,
0.0072974939830601215,
-0.01936660148203373,
0.01605670340359211,
-0.08582831919193268,
0.008283836767077446,
0.0032710349187254906,
0.07996353507041931,
-0.04812706634402275,
0.04787963256239891,
0.010297213681042194,
-0.03547854721546173,
0.06773916631937027,
-0.07190119475126266,
0.03324102237820625,
0.03055824525654316,
0.011422760784626007,
0.047442056238651276
] |
1401.5316
|
Hsin-Hao Su
|
Hsin-Hao Su
|
A Distributed Minimum Cut Approximation Scheme
| null | null | null | null |
cs.DS cs.DC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper, we study the problem of approximating the minimum cut in a
distributed message-passing model, the CONGEST model. The minimum cut problem
has been well-studied in the context of centralized algorithms. However, there
were no known non-trivial algorithms in the distributed model until the recent
work of Ghaffari and Kuhn. They gave algorithms for finding cuts of size
$O(\epsilon^{-1}\lambda)$ and $(2+\epsilon)\lambda$ in
$O(D)+\tilde{O}(n^{1/2+\epsilon})$ rounds and $\tilde{O}(D+\sqrt{n})$ rounds
respectively, where $\lambda$ is the size of the minimum cut. This matches the
lower bound they provided up to a polylogarithmic factor. Yet, no scheme that
achieves $(1+\epsilon)$-approximation ratio is known. We give a distributed
algorithm that finds a cut of size $(1+\epsilon)\lambda$ in
$\tilde{O}(D+\sqrt{n})$ time, which is optimal up to polylogarithmic factors.
|
[
{
"created": "Tue, 21 Jan 2014 13:39:38 GMT",
"version": "v1"
}
] |
2014-01-22
|
[
[
"Su",
"Hsin-Hao",
""
]
] |
[
-0.016094988211989403,
-0.012367592193186283,
0.05378662049770355,
-0.029310548678040504,
0.016715288162231445,
-0.09066109359264374,
-0.008803680539131165,
0.017746612429618835,
0.078248992562294,
0.047034021466970444,
-0.019151294603943825,
0.06217147782444954,
0.023170670494437218,
0.028146224096417427,
0.008854921907186508,
-0.048443667590618134,
0.08057010918855667,
0.05126921460032463,
-0.053445156663656235,
0.0018853009678423405,
0.03837234154343605,
-0.019368203356862068,
-0.023176919668912888,
0.03243907168507576,
0.12063593417406082,
-0.13438650965690613,
0.0040443288162350655,
-0.06599970906972885,
0.002694556023925543,
-0.010641430504620075,
0.01636689342558384,
0.014328009448945522,
0.07247944176197052,
0.028586173430085182,
-0.028959210962057114,
0.02633749134838581,
0.020243963226675987,
0.015309839509427547,
0.04433552548289299,
0.03902740776538849,
0.00394181115552783,
0.06379430741071701,
0.0351201668381691,
-0.039898984134197235,
-0.0651332214474678,
-0.027454696595668793,
-0.007761848159134388,
0.03126341104507446,
-0.051223043352365494,
-0.0488990843296051,
-0.059565309435129166,
0.011582527309656143,
-0.017697768285870552,
0.07812871783971786,
-0.021754499524831772,
-0.14351624250411987,
-0.015434741042554379,
-0.06888913363218307,
-0.003061119932681322,
0.025425489991903305,
0.020715635269880295,
-0.06999602168798447,
-0.028986165300011635,
-0.04420706257224083,
-0.022547628730535507,
0.002091805450618267,
0.11719662696123123,
0.006396048236638308,
-0.024650929495692253,
-0.006109463516622782,
0.011814483441412449,
0.043476250022649765,
-0.0845891535282135,
0.03214602544903755,
-0.004048970527946949,
-0.08221713453531265,
0.043088819831609726,
0.019038287922739983,
-0.014082340523600578,
-0.006877311039716005,
-0.01827685907483101,
0.05458831042051315,
0.00560208223760128,
-0.045759622007608414,
-0.03635500371456146,
-0.048504188656806946,
-0.012939427979290485,
0.03437311574816704,
0.07365944981575012,
-0.10223307460546494,
-0.03206716850399971,
0.055994514375925064,
-0.10523813217878342,
0.03323313593864441,
0.022128183394670486,
-0.02500590868294239,
0.01966947503387928,
-0.0011241075117141008,
0.019092604517936707,
0.09791908413171768,
0.03661758080124855,
0.07198316603899002,
0.017626775428652763,
-0.1194244846701622,
0.06255976110696793,
0.01704690419137478,
0.0025403285399079323,
0.02474101446568966,
-0.033301930874586105,
-0.008459963835775852,
0.02234664186835289,
0.07345607131719589,
-0.003613887121900916,
0.028067680075764656,
0.0614967979490757,
-0.04036711901426315,
0.051182821393013,
0.008429698646068573,
0.025637302547693253,
0.047526635229587555,
0.00696976576000452,
0.01880706660449505,
0.05404721200466156,
0.028869764879345894,
0.07940448075532913,
0.13484831154346466,
0.026292070746421814,
1.6222249994759664e-33,
0.046715665608644485,
0.07788847386837006,
0.05191310867667198,
-0.04266371950507164,
0.07054462283849716,
0.05190872773528099,
0.04206421971321106,
0.020362580195069313,
-0.007166508585214615,
-0.020041869953274727,
-0.0869392529129982,
-0.05185382068157196,
0.07240844517946243,
-0.02355455607175827,
0.12250954657793045,
-0.10606997460126877,
0.05245809257030487,
0.022602982819080353,
0.0015645952662453055,
-0.027507731691002846,
0.0517682246863842,
-0.040621813386678696,
-0.009808133356273174,
0.016237596049904823,
-0.0008444173727184534,
-0.03828277438879013,
0.0022998256608843803,
-0.08837617933750153,
0.01063841488212347,
0.05910243093967438,
-0.086978480219841,
0.04893960803747177,
0.03560852259397507,
0.08900859951972961,
-0.021734250709414482,
0.016525933519005775,
-0.025874441489577293,
-0.038516342639923096,
-0.006142158526927233,
-0.05187132582068443,
-0.010336692444980145,
0.06332536786794662,
-0.050607699900865555,
-0.043769437819719315,
-0.07080548256635666,
-0.0779678076505661,
-0.03421531990170479,
0.04344407841563225,
-0.031025787815451622,
-0.016163595020771027,
0.08759741485118866,
0.025624103844165802,
-0.0249487292021513,
0.01415906473994255,
0.05199373513460159,
-0.0233400147408247,
0.015299206599593163,
-0.06357079744338989,
0.04994293674826622,
0.09894116967916489,
0.016041630879044533,
-0.046885911375284195,
-0.04369229078292847,
0.038221217691898346,
-0.0008505574660375714,
-0.006438898853957653,
-0.05963422358036041,
-0.0443737730383873,
0.06232750788331032,
-0.048725374042987823,
-0.027558287605643272,
-0.03586947172880173,
-0.023255346342921257,
0.018542993813753128,
0.02255682647228241,
-0.040567073971033096,
0.08615677803754807,
-0.04000247269868851,
0.02299763262271881,
-0.07155676186084747,
-0.013960858806967735,
0.024472370743751526,
0.008660560473799706,
-0.08911929279565811,
0.014588886871933937,
-0.04378274083137512,
0.03439733758568764,
0.10073290020227432,
-0.08658282458782196,
-0.07655014842748642,
-0.15683618187904358,
-0.06066175177693367,
0.06600901484489441,
0.042046744376420975,
0.062183499336242676,
-1.1041102523166963e-33,
-0.07171034812927246,
-0.009465289302170277,
0.0330456979572773,
0.08016260713338852,
0.09948277473449707,
-0.07306256145238876,
-0.01921752654016018,
-0.005999598652124405,
-0.004851245786994696,
-0.05598972737789154,
-0.08919667452573776,
0.015141704119741917,
0.02642977237701416,
0.07751669734716415,
0.005371697247028351,
-0.07815425843000412,
0.11444532871246338,
-0.007971611805260181,
0.05342625826597214,
0.01716061495244503,
0.011845705099403858,
-0.061669185757637024,
-0.04800989851355553,
0.05376885086297989,
0.0383920781314373,
0.027387795969843864,
-0.0666096955537796,
0.03374509885907173,
-0.029562706127762794,
-0.000839265005197376,
-0.07414751499891281,
-0.028826473280787468,
-0.07922345399856567,
-0.015190782956779003,
-0.03477519005537033,
-0.00458088843151927,
-0.08454091846942902,
0.11345136165618896,
-0.03248903155326843,
0.12710891664028168,
0.023968476802110672,
-0.06307769566774368,
-0.06720197200775146,
0.03317386656999588,
0.00801786407828331,
-0.007187735754996538,
-0.060572244226932526,
-0.004459795076400042,
-0.05838927626609802,
0.002775592263787985,
-0.020742615684866905,
0.0018230563728138804,
0.06875166296958923,
0.12070473283529282,
0.0060425736010074615,
0.033186379820108414,
-0.0428127758204937,
0.061267297714948654,
0.0047870720736682415,
-0.0030064964666962624,
-0.036606837064027786,
-0.004782048985362053,
-0.04428430274128914,
0.08091698586940765,
0.04867373779416084,
-0.03445347025990486,
0.036771636456251144,
0.016990775242447853,
-0.03899615257978439,
0.010287621058523655,
-0.003333041910082102,
0.0748252123594284,
0.04185695946216583,
0.04373657703399658,
-0.03080703876912594,
0.04588859900832176,
-0.02020418830215931,
0.03415731340646744,
-0.0282474122941494,
0.08643150329589844,
-0.027207501232624054,
0.013181280344724655,
-0.012356999330222607,
-0.09445615112781525,
0.04743238538503647,
-0.03645103797316551,
0.1197504922747612,
-0.0629524290561676,
-0.018674250692129135,
-0.08826115727424622,
-0.049197908490896225,
0.003970100544393063,
0.041261639446020126,
0.015370184555649757,
-0.02158314734697342,
-5.0526185901844656e-8,
-0.02679886668920517,
0.005476663820445538,
-0.06741822510957718,
0.0016859204042702913,
0.12351951003074646,
0.045385558158159256,
0.00925364624708891,
-0.0332467220723629,
-0.037011537700891495,
-0.026627715677022934,
0.08733931183815002,
0.016278432682156563,
0.007653438486158848,
0.05008023977279663,
-0.05898062512278557,
-0.03197503089904785,
-0.03316548466682434,
-0.06594473868608475,
-0.031696517020463943,
-0.031761396676301956,
0.002130111213773489,
0.027706986293196678,
0.035265106707811356,
-0.06528311967849731,
-0.024694278836250305,
-0.028628215193748474,
0.040893446654081345,
0.05934002995491028,
0.01010297890752554,
0.03211752697825432,
-0.08920691907405853,
0.04068673774600029,
0.035551778972148895,
0.00977693498134613,
-0.008769146166741848,
0.045717716217041016,
0.029157260432839394,
0.01289930660277605,
-0.007342520635575056,
-0.033132147043943405,
0.0843135342001915,
-0.05224289745092392,
-0.010289625264704227,
-0.07100849598646164,
0.1287367045879364,
-0.021629299968481064,
0.005200978834182024,
0.0024866655003279448,
-0.018087659031152725,
0.03180808946490288,
0.034593574702739716,
0.06112164258956909,
-0.04315268248319626,
0.05690253898501396,
-0.007666875142604113,
-0.0054898690432310104,
-0.04493037238717079,
-0.08773331344127655,
0.003535629017278552,
-0.04266279935836792,
-0.03130176663398743,
-0.03929414972662926,
-0.03423922136425972,
0.04816712811589241
] | null | null | null | null | null | null | null |
[
-0.016094988211989403,
-0.012367592193186283,
0.05378662049770355,
-0.029310548678040504,
0.016715288162231445,
-0.09066109359264374,
-0.008803680539131165,
0.017746612429618835,
0.078248992562294,
0.047034021466970444,
-0.019151294603943825,
0.06217147782444954,
0.023170670494437218,
0.028146224096417427,
0.008854921907186508,
-0.048443667590618134,
0.08057010918855667,
0.05126921460032463,
-0.053445156663656235,
0.0018853009678423405,
0.03837234154343605,
-0.019368203356862068,
-0.023176919668912888,
0.03243907168507576,
0.12063593417406082,
-0.13438650965690613,
0.0040443288162350655,
-0.06599970906972885,
0.002694556023925543,
-0.010641430504620075,
0.01636689342558384,
0.014328009448945522,
0.07247944176197052,
0.028586173430085182,
-0.028959210962057114,
0.02633749134838581,
0.020243963226675987,
0.015309839509427547,
0.04433552548289299,
0.03902740776538849,
0.00394181115552783,
0.06379430741071701,
0.0351201668381691,
-0.039898984134197235,
-0.0651332214474678,
-0.027454696595668793,
-0.007761848159134388,
0.03126341104507446,
-0.051223043352365494,
-0.0488990843296051,
-0.059565309435129166,
0.011582527309656143,
-0.017697768285870552,
0.07812871783971786,
-0.021754499524831772,
-0.14351624250411987,
-0.015434741042554379,
-0.06888913363218307,
-0.003061119932681322,
0.025425489991903305,
0.020715635269880295,
-0.06999602168798447,
-0.028986165300011635,
-0.04420706257224083,
-0.022547628730535507,
0.002091805450618267,
0.11719662696123123,
0.006396048236638308,
-0.024650929495692253,
-0.006109463516622782,
0.011814483441412449,
0.043476250022649765,
-0.0845891535282135,
0.03214602544903755,
-0.004048970527946949,
-0.08221713453531265,
0.043088819831609726,
0.019038287922739983,
-0.014082340523600578,
-0.006877311039716005,
-0.01827685907483101,
0.05458831042051315,
0.00560208223760128,
-0.045759622007608414,
-0.03635500371456146,
-0.048504188656806946,
-0.012939427979290485,
0.03437311574816704,
0.07365944981575012,
-0.10223307460546494,
-0.03206716850399971,
0.055994514375925064,
-0.10523813217878342,
0.03323313593864441,
0.022128183394670486,
-0.02500590868294239,
0.01966947503387928,
-0.0011241075117141008,
0.019092604517936707,
0.09791908413171768,
0.03661758080124855,
0.07198316603899002,
0.017626775428652763,
-0.1194244846701622,
0.06255976110696793,
0.01704690419137478,
0.0025403285399079323,
0.02474101446568966,
-0.033301930874586105,
-0.008459963835775852,
0.02234664186835289,
0.07345607131719589,
-0.003613887121900916,
0.028067680075764656,
0.0614967979490757,
-0.04036711901426315,
0.051182821393013,
0.008429698646068573,
0.025637302547693253,
0.047526635229587555,
0.00696976576000452,
0.01880706660449505,
0.05404721200466156,
0.028869764879345894,
0.07940448075532913,
0.13484831154346466,
0.026292070746421814,
1.6222249994759664e-33,
0.046715665608644485,
0.07788847386837006,
0.05191310867667198,
-0.04266371950507164,
0.07054462283849716,
0.05190872773528099,
0.04206421971321106,
0.020362580195069313,
-0.007166508585214615,
-0.020041869953274727,
-0.0869392529129982,
-0.05185382068157196,
0.07240844517946243,
-0.02355455607175827,
0.12250954657793045,
-0.10606997460126877,
0.05245809257030487,
0.022602982819080353,
0.0015645952662453055,
-0.027507731691002846,
0.0517682246863842,
-0.040621813386678696,
-0.009808133356273174,
0.016237596049904823,
-0.0008444173727184534,
-0.03828277438879013,
0.0022998256608843803,
-0.08837617933750153,
0.01063841488212347,
0.05910243093967438,
-0.086978480219841,
0.04893960803747177,
0.03560852259397507,
0.08900859951972961,
-0.021734250709414482,
0.016525933519005775,
-0.025874441489577293,
-0.038516342639923096,
-0.006142158526927233,
-0.05187132582068443,
-0.010336692444980145,
0.06332536786794662,
-0.050607699900865555,
-0.043769437819719315,
-0.07080548256635666,
-0.0779678076505661,
-0.03421531990170479,
0.04344407841563225,
-0.031025787815451622,
-0.016163595020771027,
0.08759741485118866,
0.025624103844165802,
-0.0249487292021513,
0.01415906473994255,
0.05199373513460159,
-0.0233400147408247,
0.015299206599593163,
-0.06357079744338989,
0.04994293674826622,
0.09894116967916489,
0.016041630879044533,
-0.046885911375284195,
-0.04369229078292847,
0.038221217691898346,
-0.0008505574660375714,
-0.006438898853957653,
-0.05963422358036041,
-0.0443737730383873,
0.06232750788331032,
-0.048725374042987823,
-0.027558287605643272,
-0.03586947172880173,
-0.023255346342921257,
0.018542993813753128,
0.02255682647228241,
-0.040567073971033096,
0.08615677803754807,
-0.04000247269868851,
0.02299763262271881,
-0.07155676186084747,
-0.013960858806967735,
0.024472370743751526,
0.008660560473799706,
-0.08911929279565811,
0.014588886871933937,
-0.04378274083137512,
0.03439733758568764,
0.10073290020227432,
-0.08658282458782196,
-0.07655014842748642,
-0.15683618187904358,
-0.06066175177693367,
0.06600901484489441,
0.042046744376420975,
0.062183499336242676,
-1.1041102523166963e-33,
-0.07171034812927246,
-0.009465289302170277,
0.0330456979572773,
0.08016260713338852,
0.09948277473449707,
-0.07306256145238876,
-0.01921752654016018,
-0.005999598652124405,
-0.004851245786994696,
-0.05598972737789154,
-0.08919667452573776,
0.015141704119741917,
0.02642977237701416,
0.07751669734716415,
0.005371697247028351,
-0.07815425843000412,
0.11444532871246338,
-0.007971611805260181,
0.05342625826597214,
0.01716061495244503,
0.011845705099403858,
-0.061669185757637024,
-0.04800989851355553,
0.05376885086297989,
0.0383920781314373,
0.027387795969843864,
-0.0666096955537796,
0.03374509885907173,
-0.029562706127762794,
-0.000839265005197376,
-0.07414751499891281,
-0.028826473280787468,
-0.07922345399856567,
-0.015190782956779003,
-0.03477519005537033,
-0.00458088843151927,
-0.08454091846942902,
0.11345136165618896,
-0.03248903155326843,
0.12710891664028168,
0.023968476802110672,
-0.06307769566774368,
-0.06720197200775146,
0.03317386656999588,
0.00801786407828331,
-0.007187735754996538,
-0.060572244226932526,
-0.004459795076400042,
-0.05838927626609802,
0.002775592263787985,
-0.020742615684866905,
0.0018230563728138804,
0.06875166296958923,
0.12070473283529282,
0.0060425736010074615,
0.033186379820108414,
-0.0428127758204937,
0.061267297714948654,
0.0047870720736682415,
-0.0030064964666962624,
-0.036606837064027786,
-0.004782048985362053,
-0.04428430274128914,
0.08091698586940765,
0.04867373779416084,
-0.03445347025990486,
0.036771636456251144,
0.016990775242447853,
-0.03899615257978439,
0.010287621058523655,
-0.003333041910082102,
0.0748252123594284,
0.04185695946216583,
0.04373657703399658,
-0.03080703876912594,
0.04588859900832176,
-0.02020418830215931,
0.03415731340646744,
-0.0282474122941494,
0.08643150329589844,
-0.027207501232624054,
0.013181280344724655,
-0.012356999330222607,
-0.09445615112781525,
0.04743238538503647,
-0.03645103797316551,
0.1197504922747612,
-0.0629524290561676,
-0.018674250692129135,
-0.08826115727424622,
-0.049197908490896225,
0.003970100544393063,
0.041261639446020126,
0.015370184555649757,
-0.02158314734697342,
-5.0526185901844656e-8,
-0.02679886668920517,
0.005476663820445538,
-0.06741822510957718,
0.0016859204042702913,
0.12351951003074646,
0.045385558158159256,
0.00925364624708891,
-0.0332467220723629,
-0.037011537700891495,
-0.026627715677022934,
0.08733931183815002,
0.016278432682156563,
0.007653438486158848,
0.05008023977279663,
-0.05898062512278557,
-0.03197503089904785,
-0.03316548466682434,
-0.06594473868608475,
-0.031696517020463943,
-0.031761396676301956,
0.002130111213773489,
0.027706986293196678,
0.035265106707811356,
-0.06528311967849731,
-0.024694278836250305,
-0.028628215193748474,
0.040893446654081345,
0.05934002995491028,
0.01010297890752554,
0.03211752697825432,
-0.08920691907405853,
0.04068673774600029,
0.035551778972148895,
0.00977693498134613,
-0.008769146166741848,
0.045717716217041016,
0.029157260432839394,
0.01289930660277605,
-0.007342520635575056,
-0.033132147043943405,
0.0843135342001915,
-0.05224289745092392,
-0.010289625264704227,
-0.07100849598646164,
0.1287367045879364,
-0.021629299968481064,
0.005200978834182024,
0.0024866655003279448,
-0.018087659031152725,
0.03180808946490288,
0.034593574702739716,
0.06112164258956909,
-0.04315268248319626,
0.05690253898501396,
-0.007666875142604113,
-0.0054898690432310104,
-0.04493037238717079,
-0.08773331344127655,
0.003535629017278552,
-0.04266279935836792,
-0.03130176663398743,
-0.03929414972662926,
-0.03423922136425972,
0.04816712811589241
] |
1401.5320
|
Ranjana Prakash
|
Ranjana Prakash and Ajay K. Yadav
|
Measurement of Anomalous Moments of Creation and Annihilation Operators
|
4 pages, 1 Figure
| null | null | null |
physics.optics quant-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We propose a scheme for measurements of anomalous moments of creation and
annihilation operators requiring only one beam splitter, only one photodetector
and not many measurements with phase-shift $\varphi$ in homodyning. This has
advantageous over scheme of Shchukin and Vogel [Phys. Rev. A 72, 043808 (2005)]
which requires many photodetectors, many beam splitters and a large number of
measurements with phase-shift $\varphi$ as a Fourier transform is calculated
integrating over $\varphi$.
|
[
{
"created": "Tue, 21 Jan 2014 14:20:29 GMT",
"version": "v1"
}
] |
2014-01-22
|
[
[
"Prakash",
"Ranjana",
""
],
[
"Yadav",
"Ajay K.",
""
]
] |
[
-0.053378183394670486,
0.05807313695549965,
0.024345016106963158,
0.09634307771921158,
0.017091767862439156,
-0.06500142067670822,
0.06668366491794586,
-0.010790945030748844,
0.03556380048394203,
0.02112184464931488,
0.06814305484294891,
0.008580679073929787,
0.0025275086518377066,
-0.04072695970535278,
0.029801083728671074,
-0.0218452550470829,
-0.10465040802955627,
0.005057217553257942,
-0.05625257268548012,
-0.01941768452525139,
-0.02285432629287243,
-0.09897664934396744,
-0.08606827259063721,
-0.013742527924478054,
0.03383912146091461,
-0.10677677392959595,
0.013198655098676682,
-0.079193614423275,
0.04475805535912514,
-0.03761211037635803,
0.11258506029844284,
-0.002358444035053253,
-0.10857877880334854,
-0.008044302463531494,
0.054506927728652954,
-0.029077274724841118,
0.10332594811916351,
-0.017773941159248352,
-0.011786135844886303,
0.00949055328965187,
0.07915449142456055,
0.04067373648285866,
-0.01915714703500271,
-0.02167331799864769,
-0.03863703832030296,
-0.01791350357234478,
0.0024514379911124706,
-0.07073088735342026,
-0.02666623704135418,
-0.03958458825945854,
0.035221900790929794,
0.05900263413786888,
-0.01219275500625372,
0.018235404044389725,
0.061693061143159866,
-0.042745187878608704,
-0.07190347462892532,
0.01701923832297325,
0.03339080139994621,
0.05562375858426094,
-0.02047969214618206,
0.06710396707057953,
-0.038031574338674545,
-0.08447235077619553,
0.05947015807032585,
-0.00629243440926075,
-0.0008290002588182688,
0.027949243783950806,
0.04560571908950806,
0.026813820004463196,
-0.06853070855140686,
0.006888541392982006,
-0.020980052649974823,
-0.0280386321246624,
0.05026480555534363,
0.008108890615403652,
-0.047781482338905334,
0.025935521349310875,
0.043269719928503036,
0.01819297857582569,
-0.029332837089896202,
-0.042176343500614166,
-0.016629504039883614,
-0.02751118689775467,
0.06322365254163742,
0.031586408615112305,
-0.07103893905878067,
0.057036273181438446,
-0.010708188638091087,
-0.036308709532022476,
-0.11306573450565338,
-0.10083582252264023,
-0.06582467257976532,
0.0418766625225544,
0.05109352990984917,
-0.008181571029126644,
-0.04386880621314049,
-0.027552662417292595,
0.013090231455862522,
0.06047571823000908,
0.06667771935462952,
-0.07621100544929504,
0.01002300065010786,
0.05858885496854782,
0.01445506140589714,
-0.026099421083927155,
-0.006825652904808521,
0.030794885009527206,
-0.018088916316628456,
-0.019642680883407593,
0.07757840305566788,
0.014200977981090546,
0.023132100701332092,
-0.08201086521148682,
0.01729622669517994,
-0.03742692619562149,
-0.0464414581656456,
0.15681815147399902,
0.031084684655070305,
-0.05199064314365387,
-0.01141841895878315,
0.014972210861742496,
-0.03023599088191986,
0.07488346844911575,
0.026492519304156303,
0.0016139050712808967,
-0.00974302552640438,
3.7911496463163315e-33,
-0.023796772584319115,
0.11552934348583221,
-0.0030323234386742115,
0.05096575617790222,
-0.055590853095054626,
0.013574975542724133,
-0.009306706488132477,
0.02289629727602005,
0.014763698913156986,
-0.0020135368686169386,
0.011557189747691154,
0.002500372240319848,
0.02006286196410656,
-0.07903634756803513,
0.06604941934347153,
-0.019808687269687653,
0.03178942948579788,
0.01924261637032032,
0.07271145284175873,
0.09272565692663193,
0.021551739424467087,
0.032374244183301926,
-0.027492012828588486,
0.06113630160689354,
-0.0003295594360679388,
0.01815093867480755,
0.03649201989173889,
-0.03146503493189812,
-0.04722918942570686,
0.02952643670141697,
0.028383499011397362,
0.05534742400050163,
0.03222088888287544,
0.040981944650411606,
0.07388857007026672,
-0.06634918600320816,
-0.02676871418952942,
0.03685564547777176,
-0.10632554441690445,
0.00025293664657510817,
-0.04790646955370903,
0.01470656506717205,
-0.05707773566246033,
-0.042869932949543,
-0.00047251416253857315,
-0.03605034574866295,
-0.01853451319038868,
0.07214301079511642,
0.08644840866327286,
-0.04660608619451523,
-0.02680038847029209,
-0.00935433804988861,
-0.016647418960928917,
0.07365966588258743,
0.04178107902407646,
0.01668751798570156,
0.03162365406751633,
-0.09866417944431305,
0.11612072587013245,
-0.04465645179152489,
-0.06706271320581436,
-0.03335146605968475,
0.0584431029856205,
-0.012054108083248138,
-0.020444488152861595,
-0.03849394619464874,
-0.05667545646429062,
-0.002312640892341733,
-0.07306302338838577,
0.054034363478422165,
-0.03835621476173401,
0.028509382158517838,
0.0005573502276092768,
-0.09118900448083878,
0.12593071162700653,
0.06000068783760071,
-0.015864884480834007,
0.06711709499359131,
0.025075159966945648,
0.033809784799814224,
-0.05285327509045601,
-0.009801653213799,
0.07274264097213745,
-0.022423382848501205,
-0.05376491695642471,
0.03415274620056152,
-0.11081353574991226,
0.0294509120285511,
-0.11275926977396011,
-0.008693207055330276,
0.05502460151910782,
0.020832035690546036,
0.01617424376308918,
0.04244143143296242,
-0.0874924287199974,
-4.181295854012264e-33,
-0.045577529817819595,
0.00524313747882843,
-0.07475893199443817,
-0.10324164479970932,
0.019471101462841034,
0.011985859833657742,
0.03773961216211319,
0.03997017815709114,
-0.04737870395183563,
-0.018051529303193092,
0.04819824919104576,
0.07997298240661621,
-0.102759450674057,
-0.00545882573351264,
-0.052099138498306274,
-0.018319394439458847,
0.12614457309246063,
-0.04511494189500809,
0.08428166061639786,
0.06300123780965805,
0.022780658677220345,
-0.02527461014688015,
0.029706750065088272,
0.03422948345541954,
0.048690494149923325,
0.09349314123392105,
0.016956673935055733,
0.026276258751749992,
0.05477743595838547,
-0.02402404136955738,
-0.062210921198129654,
-0.05341921001672745,
0.030295712873339653,
0.005848348140716553,
-0.018409475684165955,
-0.016182996332645416,
0.019669082015752792,
0.08002351224422455,
-0.013750257901847363,
0.045289549976587296,
-0.020262889564037323,
0.03321070969104767,
0.0024850028567016125,
0.1243676245212555,
0.038825154304504395,
0.012616290710866451,
0.05764417350292206,
0.06576558202505112,
0.003337661735713482,
-0.018595466390252113,
-0.05958544835448265,
0.027329595759510994,
-0.03189219906926155,
0.001296686241403222,
-0.08444762229919434,
-0.0015791375190019608,
-0.031914062798023224,
-0.005846669897437096,
-0.053634535521268845,
0.11050677299499512,
-0.018561825156211853,
-0.05340934172272682,
0.017163611948490143,
0.04422757774591446,
-0.03238861635327339,
0.02088518626987934,
-0.022409679368138313,
-0.03284933790564537,
-0.058047205209732056,
0.04620283469557762,
0.06396061927080154,
-0.008519202470779419,
-0.007207373157143593,
-0.022252356633543968,
-0.011023126542568207,
-0.04011096805334091,
0.03618935868144035,
-0.08927569538354874,
0.04935297742486,
0.038512181490659714,
-0.055937737226486206,
-0.045542117208242416,
-0.009331272915005684,
-0.03951578587293625,
0.0021911205258220434,
-0.006257627159357071,
-0.08561410009860992,
-0.037718091160058975,
0.04051154479384422,
-0.07837899774312973,
0.03243440017104149,
0.09146469831466675,
-0.006143927574157715,
-0.04182382673025131,
0.11052071303129196,
-4.9520078704290427e-8,
-0.004786610137671232,
-0.03982408344745636,
-0.055162373930215836,
-0.06881674379110336,
0.0008285230724141002,
-0.09246406704187393,
-0.013711773790419102,
0.03200024366378784,
-0.0144041171297431,
-0.07704931497573853,
0.04550669714808464,
-0.05182572826743126,
-0.054928988218307495,
-0.021763183176517487,
0.05329651013016701,
-0.07896798849105835,
0.054915107786655426,
-0.022526651620864868,
-0.030883843079209328,
-0.015952888876199722,
-0.06942127645015717,
-0.03532276302576065,
0.06223449856042862,
-0.0685090646147728,
-0.0766623392701149,
-0.00409106258302927,
0.029129698872566223,
-0.07701392471790314,
0.04740102216601372,
0.014536912553012371,
0.005797032732516527,
0.013089185580611229,
0.022788263857364655,
0.10610201209783554,
-0.01808021031320095,
0.04771443083882332,
-0.03180134668946266,
0.04060015454888344,
0.01161385141313076,
-0.04920894280076027,
-0.03177562355995178,
0.06773057579994202,
0.021248390898108482,
0.0639752745628357,
0.0622837170958519,
0.06998097151517868,
0.09285413473844528,
-0.04032435268163681,
-0.024788090959191322,
0.013957000337541103,
-0.019199293106794357,
0.014489499852061272,
-0.013929564505815506,
-0.042245108634233475,
-0.06352134048938751,
-0.004680559039115906,
0.06928445398807526,
-0.09646081924438477,
0.015475515276193619,
-0.004807528108358383,
0.060280319303274155,
-0.07525339722633362,
-0.07281584292650223,
0.05280221626162529
] | null | null | null | null | null | null | null |
[
-0.053378183394670486,
0.05807313695549965,
0.024345016106963158,
0.09634307771921158,
0.017091767862439156,
-0.06500142067670822,
0.06668366491794586,
-0.010790945030748844,
0.03556380048394203,
0.02112184464931488,
0.06814305484294891,
0.008580679073929787,
0.0025275086518377066,
-0.04072695970535278,
0.029801083728671074,
-0.0218452550470829,
-0.10465040802955627,
0.005057217553257942,
-0.05625257268548012,
-0.01941768452525139,
-0.02285432629287243,
-0.09897664934396744,
-0.08606827259063721,
-0.013742527924478054,
0.03383912146091461,
-0.10677677392959595,
0.013198655098676682,
-0.079193614423275,
0.04475805535912514,
-0.03761211037635803,
0.11258506029844284,
-0.002358444035053253,
-0.10857877880334854,
-0.008044302463531494,
0.054506927728652954,
-0.029077274724841118,
0.10332594811916351,
-0.017773941159248352,
-0.011786135844886303,
0.00949055328965187,
0.07915449142456055,
0.04067373648285866,
-0.01915714703500271,
-0.02167331799864769,
-0.03863703832030296,
-0.01791350357234478,
0.0024514379911124706,
-0.07073088735342026,
-0.02666623704135418,
-0.03958458825945854,
0.035221900790929794,
0.05900263413786888,
-0.01219275500625372,
0.018235404044389725,
0.061693061143159866,
-0.042745187878608704,
-0.07190347462892532,
0.01701923832297325,
0.03339080139994621,
0.05562375858426094,
-0.02047969214618206,
0.06710396707057953,
-0.038031574338674545,
-0.08447235077619553,
0.05947015807032585,
-0.00629243440926075,
-0.0008290002588182688,
0.027949243783950806,
0.04560571908950806,
0.026813820004463196,
-0.06853070855140686,
0.006888541392982006,
-0.020980052649974823,
-0.0280386321246624,
0.05026480555534363,
0.008108890615403652,
-0.047781482338905334,
0.025935521349310875,
0.043269719928503036,
0.01819297857582569,
-0.029332837089896202,
-0.042176343500614166,
-0.016629504039883614,
-0.02751118689775467,
0.06322365254163742,
0.031586408615112305,
-0.07103893905878067,
0.057036273181438446,
-0.010708188638091087,
-0.036308709532022476,
-0.11306573450565338,
-0.10083582252264023,
-0.06582467257976532,
0.0418766625225544,
0.05109352990984917,
-0.008181571029126644,
-0.04386880621314049,
-0.027552662417292595,
0.013090231455862522,
0.06047571823000908,
0.06667771935462952,
-0.07621100544929504,
0.01002300065010786,
0.05858885496854782,
0.01445506140589714,
-0.026099421083927155,
-0.006825652904808521,
0.030794885009527206,
-0.018088916316628456,
-0.019642680883407593,
0.07757840305566788,
0.014200977981090546,
0.023132100701332092,
-0.08201086521148682,
0.01729622669517994,
-0.03742692619562149,
-0.0464414581656456,
0.15681815147399902,
0.031084684655070305,
-0.05199064314365387,
-0.01141841895878315,
0.014972210861742496,
-0.03023599088191986,
0.07488346844911575,
0.026492519304156303,
0.0016139050712808967,
-0.00974302552640438,
3.7911496463163315e-33,
-0.023796772584319115,
0.11552934348583221,
-0.0030323234386742115,
0.05096575617790222,
-0.055590853095054626,
0.013574975542724133,
-0.009306706488132477,
0.02289629727602005,
0.014763698913156986,
-0.0020135368686169386,
0.011557189747691154,
0.002500372240319848,
0.02006286196410656,
-0.07903634756803513,
0.06604941934347153,
-0.019808687269687653,
0.03178942948579788,
0.01924261637032032,
0.07271145284175873,
0.09272565692663193,
0.021551739424467087,
0.032374244183301926,
-0.027492012828588486,
0.06113630160689354,
-0.0003295594360679388,
0.01815093867480755,
0.03649201989173889,
-0.03146503493189812,
-0.04722918942570686,
0.02952643670141697,
0.028383499011397362,
0.05534742400050163,
0.03222088888287544,
0.040981944650411606,
0.07388857007026672,
-0.06634918600320816,
-0.02676871418952942,
0.03685564547777176,
-0.10632554441690445,
0.00025293664657510817,
-0.04790646955370903,
0.01470656506717205,
-0.05707773566246033,
-0.042869932949543,
-0.00047251416253857315,
-0.03605034574866295,
-0.01853451319038868,
0.07214301079511642,
0.08644840866327286,
-0.04660608619451523,
-0.02680038847029209,
-0.00935433804988861,
-0.016647418960928917,
0.07365966588258743,
0.04178107902407646,
0.01668751798570156,
0.03162365406751633,
-0.09866417944431305,
0.11612072587013245,
-0.04465645179152489,
-0.06706271320581436,
-0.03335146605968475,
0.0584431029856205,
-0.012054108083248138,
-0.020444488152861595,
-0.03849394619464874,
-0.05667545646429062,
-0.002312640892341733,
-0.07306302338838577,
0.054034363478422165,
-0.03835621476173401,
0.028509382158517838,
0.0005573502276092768,
-0.09118900448083878,
0.12593071162700653,
0.06000068783760071,
-0.015864884480834007,
0.06711709499359131,
0.025075159966945648,
0.033809784799814224,
-0.05285327509045601,
-0.009801653213799,
0.07274264097213745,
-0.022423382848501205,
-0.05376491695642471,
0.03415274620056152,
-0.11081353574991226,
0.0294509120285511,
-0.11275926977396011,
-0.008693207055330276,
0.05502460151910782,
0.020832035690546036,
0.01617424376308918,
0.04244143143296242,
-0.0874924287199974,
-4.181295854012264e-33,
-0.045577529817819595,
0.00524313747882843,
-0.07475893199443817,
-0.10324164479970932,
0.019471101462841034,
0.011985859833657742,
0.03773961216211319,
0.03997017815709114,
-0.04737870395183563,
-0.018051529303193092,
0.04819824919104576,
0.07997298240661621,
-0.102759450674057,
-0.00545882573351264,
-0.052099138498306274,
-0.018319394439458847,
0.12614457309246063,
-0.04511494189500809,
0.08428166061639786,
0.06300123780965805,
0.022780658677220345,
-0.02527461014688015,
0.029706750065088272,
0.03422948345541954,
0.048690494149923325,
0.09349314123392105,
0.016956673935055733,
0.026276258751749992,
0.05477743595838547,
-0.02402404136955738,
-0.062210921198129654,
-0.05341921001672745,
0.030295712873339653,
0.005848348140716553,
-0.018409475684165955,
-0.016182996332645416,
0.019669082015752792,
0.08002351224422455,
-0.013750257901847363,
0.045289549976587296,
-0.020262889564037323,
0.03321070969104767,
0.0024850028567016125,
0.1243676245212555,
0.038825154304504395,
0.012616290710866451,
0.05764417350292206,
0.06576558202505112,
0.003337661735713482,
-0.018595466390252113,
-0.05958544835448265,
0.027329595759510994,
-0.03189219906926155,
0.001296686241403222,
-0.08444762229919434,
-0.0015791375190019608,
-0.031914062798023224,
-0.005846669897437096,
-0.053634535521268845,
0.11050677299499512,
-0.018561825156211853,
-0.05340934172272682,
0.017163611948490143,
0.04422757774591446,
-0.03238861635327339,
0.02088518626987934,
-0.022409679368138313,
-0.03284933790564537,
-0.058047205209732056,
0.04620283469557762,
0.06396061927080154,
-0.008519202470779419,
-0.007207373157143593,
-0.022252356633543968,
-0.011023126542568207,
-0.04011096805334091,
0.03618935868144035,
-0.08927569538354874,
0.04935297742486,
0.038512181490659714,
-0.055937737226486206,
-0.045542117208242416,
-0.009331272915005684,
-0.03951578587293625,
0.0021911205258220434,
-0.006257627159357071,
-0.08561410009860992,
-0.037718091160058975,
0.04051154479384422,
-0.07837899774312973,
0.03243440017104149,
0.09146469831466675,
-0.006143927574157715,
-0.04182382673025131,
0.11052071303129196,
-4.9520078704290427e-8,
-0.004786610137671232,
-0.03982408344745636,
-0.055162373930215836,
-0.06881674379110336,
0.0008285230724141002,
-0.09246406704187393,
-0.013711773790419102,
0.03200024366378784,
-0.0144041171297431,
-0.07704931497573853,
0.04550669714808464,
-0.05182572826743126,
-0.054928988218307495,
-0.021763183176517487,
0.05329651013016701,
-0.07896798849105835,
0.054915107786655426,
-0.022526651620864868,
-0.030883843079209328,
-0.015952888876199722,
-0.06942127645015717,
-0.03532276302576065,
0.06223449856042862,
-0.0685090646147728,
-0.0766623392701149,
-0.00409106258302927,
0.029129698872566223,
-0.07701392471790314,
0.04740102216601372,
0.014536912553012371,
0.005797032732516527,
0.013089185580611229,
0.022788263857364655,
0.10610201209783554,
-0.01808021031320095,
0.04771443083882332,
-0.03180134668946266,
0.04060015454888344,
0.01161385141313076,
-0.04920894280076027,
-0.03177562355995178,
0.06773057579994202,
0.021248390898108482,
0.0639752745628357,
0.0622837170958519,
0.06998097151517868,
0.09285413473844528,
-0.04032435268163681,
-0.024788090959191322,
0.013957000337541103,
-0.019199293106794357,
0.014489499852061272,
-0.013929564505815506,
-0.042245108634233475,
-0.06352134048938751,
-0.004680559039115906,
0.06928445398807526,
-0.09646081924438477,
0.015475515276193619,
-0.004807528108358383,
0.060280319303274155,
-0.07525339722633362,
-0.07281584292650223,
0.05280221626162529
] |
1401.5321
|
Wook Jung
|
Wook Jung and Shih-Chun Chang
|
An Integer Programming Approach to UEP Coding for Multiuser Broadcast
Channels
|
submitted to ISIT 2014
| null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper, an integer programming approach is introduced to construct
Unequal Error Protection (UEP) codes for multiuser broadcast channels. We show
that the optimal codes can be constructed that satisfy the integer programming
bound. Based on the bound, we compute asymptotic code rate and perform
throughput analysis for the degraded broadcast channel.
|
[
{
"created": "Tue, 21 Jan 2014 14:20:34 GMT",
"version": "v1"
}
] |
2014-01-22
|
[
[
"Jung",
"Wook",
""
],
[
"Chang",
"Shih-Chun",
""
]
] |
[
0.044530320912599564,
0.03740483149886131,
-0.01413970347493887,
-0.05352174863219261,
0.02951890602707863,
0.03070799633860588,
0.05406446382403374,
-0.017283502966165543,
-0.03210502862930298,
0.03554854542016983,
-0.05712058022618294,
0.08098805695772171,
0.04656335338950157,
-0.06465818732976913,
-0.03365924954414368,
-0.05271299183368683,
0.04694127291440964,
0.008300872519612312,
-0.03963541239500046,
-0.03089139610528946,
0.08440758287906647,
0.018116028979420662,
-0.0878920778632164,
0.03331087902188301,
0.06832665950059891,
-0.11634219437837601,
0.03329295292496681,
0.02992963045835495,
0.030698008835315704,
-0.011088261380791664,
0.0005399342044256628,
-0.027454176917672157,
0.16657336056232452,
0.03477102890610695,
0.02656981162726879,
0.0031816293485462666,
-0.011006618849933147,
-0.041574712842702866,
-0.07095131278038025,
0.13234364986419678,
-0.07131544500589371,
0.05383703112602234,
-0.0501740425825119,
0.019366653636097908,
-0.08445769548416138,
-0.07755926996469498,
0.0061416770331561565,
0.061355751007795334,
-0.05332214757800102,
-0.01130437571555376,
0.10325223952531815,
0.11334221810102463,
0.01847466267645359,
0.025018874555826187,
-0.00945645198225975,
-0.20314009487628937,
-0.10819543898105621,
-0.005256726406514645,
-0.03553884103894234,
0.09341619908809662,
0.038115814328193665,
0.03322416543960571,
0.021512143313884735,
-0.047710247337818146,
-0.01867830567061901,
-0.01393803395330906,
0.014116751030087471,
0.025468960404396057,
-0.029186159372329712,
0.03750056400895119,
-0.07164046913385391,
-0.05048009753227234,
-0.054820045828819275,
0.09918206185102463,
0.05916326865553856,
-0.016782337799668312,
-0.011342662386596203,
-0.03193509951233864,
-0.01277781743556261,
-0.00996911246329546,
-0.00605325773358345,
0.014223805628716946,
-0.040995579212903976,
-0.041728995740413666,
0.0510290190577507,
0.0004318819846957922,
0.0018019883427768946,
0.05599801987409592,
0.09354382008314133,
0.043127335608005524,
-0.08151823282241821,
0.08645536750555038,
0.09413100779056549,
0.12539641559123993,
-0.007364280987530947,
-0.04873720929026604,
-0.04369611665606499,
-0.006037985440343618,
-0.04366264492273331,
0.03678922727704048,
0.014464578591287136,
-0.02840195968747139,
0.017285671085119247,
-0.032896239310503006,
0.03960483893752098,
-0.03836721554398537,
0.12132684141397476,
0.006567145232111216,
0.023731963708996773,
0.037237498909235,
0.011250569485127926,
0.0362093485891819,
-0.02708396501839161,
0.015398017130792141,
0.031528133898973465,
0.0610894039273262,
0.04778369888663292,
0.11341092735528946,
-0.021733269095420837,
-0.0426875501871109,
0.014111206866800785,
-0.07485048472881317,
0.08826956897974014,
0.04107985273003578,
-0.05746942758560181,
0.013364987447857857,
-0.0029988561291247606,
-1.2753637998551721e-33,
-0.05741998925805092,
0.042127419263124466,
-0.0828508511185646,
-0.038510825484991074,
-0.029998252168297768,
0.04526294022798538,
0.06879787892103195,
0.008434776216745377,
-0.004879728890955448,
-0.007136164233088493,
0.006336098071187735,
-0.009424110874533653,
0.045314207673072815,
-0.004526203963905573,
0.061341363936662674,
0.009073596447706223,
0.009397960267961025,
-0.010690336115658283,
0.06877642869949341,
-0.04735538735985756,
0.02079538069665432,
-0.12873154878616333,
-0.08451776206493378,
0.005783943925052881,
0.06926584243774414,
-0.0006788067403249443,
-0.05091334134340286,
-0.11382156610488892,
0.10374324023723602,
0.03995201364159584,
-0.07426650822162628,
-0.01843137852847576,
0.06805377453565598,
0.05168135464191437,
-0.032920461148023605,
-0.03837956115603447,
-0.02207133173942566,
0.003448988078162074,
-0.037696436047554016,
-0.03806455433368683,
-0.07203568518161774,
-0.016569601371884346,
-0.008182277902960777,
-0.05483132600784302,
0.03847382962703705,
-0.015262200497090816,
-0.012840310111641884,
0.07750625908374786,
-0.03771164268255234,
-0.04162062332034111,
0.04922514408826828,
0.05192447081208229,
-0.010887950658798218,
-0.033468734472990036,
0.03966716304421425,
-0.027280768379569054,
-0.04938286170363426,
0.028584616258740425,
0.04759914055466652,
0.10154230892658234,
-0.0062299552373588085,
0.02495591714978218,
0.06817273795604706,
-0.06570896506309509,
0.02870449610054493,
-0.047798916697502136,
-0.014332789927721024,
-0.07835279405117035,
0.018858974799513817,
0.01876949705183506,
-0.08719860762357712,
-0.072064109146595,
-0.006229895632714033,
0.018158674240112305,
-0.12082605063915253,
-0.010074730962514877,
0.06757748126983643,
0.034841232001781464,
0.03472064808011055,
-0.03339703008532524,
-0.08214982599020004,
-0.03154274821281433,
-0.017178304493427277,
-0.048789095133543015,
-0.01699374057352543,
0.02847186103463173,
0.004829985089600086,
0.07700981944799423,
-0.0440019927918911,
0.05072528123855591,
-0.029942961409687996,
0.00040465834899805486,
0.018511874601244926,
0.015143505297601223,
0.04632728919386864,
-1.4142759391770507e-34,
-0.07824758440256119,
0.03651781752705574,
-0.02979469671845436,
-0.053055379539728165,
-0.06842156499624252,
-0.12061084061861038,
-0.0018025143072009087,
-0.011186545714735985,
-0.05109373852610588,
-0.021893175318837166,
-0.04130913317203522,
-0.10001348704099655,
-0.031557679176330566,
0.06487082690000534,
0.018829572945833206,
-0.03712373599410057,
-0.04355592653155327,
0.07759763300418854,
0.037633102387189865,
0.022934213280677795,
0.03670657053589821,
0.08024133741855621,
-0.01902768388390541,
0.042925506830215454,
-0.03249090909957886,
-0.005262585822492838,
-0.004710135515779257,
0.06962081044912338,
0.03658728674054146,
-0.009643844328820705,
0.0661536157131195,
-0.028254594653844833,
-0.08183147013187408,
-0.046740349382162094,
0.026753442361950874,
-0.035706356167793274,
0.04349059984087944,
0.06251583993434906,
-0.03469602391123772,
0.016488702967762947,
0.059154316782951355,
-0.05738795921206474,
0.03576730936765671,
0.041676074266433716,
-0.013418474234640598,
0.045289039611816406,
0.009582186117768288,
0.0007414332358166575,
-0.033201273530721664,
-0.033719517290592194,
0.049270253628492355,
-0.09109684079885483,
0.017627594992518425,
0.05066853016614914,
-0.02418566681444645,
0.0064128702506423,
0.09407807886600494,
0.041472453624010086,
0.033441733568906784,
-0.002326673362404108,
0.008755670860409737,
-0.055379875004291534,
0.023170018568634987,
0.06066142022609711,
-0.014867231249809265,
-0.08140571415424347,
0.07957347482442856,
0.03708646446466446,
-0.0374695286154747,
0.04300879314541817,
0.04658190906047821,
-0.0007717948174104095,
-0.02167407236993313,
0.04911985248327255,
-0.028731973841786385,
0.03975255787372589,
0.011790980584919453,
0.1004188135266304,
-0.03099895268678665,
0.04415803775191307,
-0.04944176226854324,
0.09511417895555496,
-0.037019625306129456,
0.02421637438237667,
0.042364634573459625,
-0.02024116739630699,
0.11373332142829895,
0.018696961924433708,
-0.04574509710073471,
-0.02624022215604782,
-0.018848102539777756,
0.046447619795799255,
-0.058493733406066895,
-0.05737967789173126,
-0.028150232508778572,
-3.1633412334031163e-8,
0.0344759039580822,
-0.08553776890039444,
-0.060530707240104675,
-0.09715891629457474,
0.03305703029036522,
0.00023090439208317548,
-0.06274000555276871,
-0.07371295243501663,
0.04557467997074127,
-0.011940285563468933,
0.0334932878613472,
0.010092164389789104,
0.02904449589550495,
-0.010567215271294117,
0.013753739185631275,
-0.03137723729014397,
-0.0845768079161644,
-0.007086469791829586,
0.012885946780443192,
0.03669465705752373,
-0.0074582090601325035,
0.03705966845154762,
0.02291153371334076,
0.04413948208093643,
-0.004692537244409323,
0.018502570688724518,
0.08911078423261642,
-0.061764560639858246,
0.00013015528384130448,
-0.020048990845680237,
-0.016399508342146873,
0.03746363893151283,
0.028003118932247162,
0.006192413624376059,
-0.021530210971832275,
0.02548600174486637,
-0.011329038068652153,
-0.020070260390639305,
-0.052860409021377563,
0.004342963919043541,
-0.008032026700675488,
-0.050552986562252045,
0.035882849246263504,
-0.059580616652965546,
0.07029011100530624,
0.008015069179236889,
0.027373746037483215,
0.030510371550917625,
-0.027209913358092308,
-0.0022123081143945456,
-0.03122585266828537,
0.053266678005456924,
-0.012487758882343769,
-0.02105562947690487,
-0.006436703726649284,
-0.058443259447813034,
-0.08111533522605896,
-0.08609581738710403,
0.048831332474946976,
-0.0132955526933074,
-0.02682257816195488,
0.08345980942249298,
-0.01938224397599697,
-0.022510021924972534
] | null | null | null | null | null | null | null |
[
0.044530320912599564,
0.03740483149886131,
-0.01413970347493887,
-0.05352174863219261,
0.02951890602707863,
0.03070799633860588,
0.05406446382403374,
-0.017283502966165543,
-0.03210502862930298,
0.03554854542016983,
-0.05712058022618294,
0.08098805695772171,
0.04656335338950157,
-0.06465818732976913,
-0.03365924954414368,
-0.05271299183368683,
0.04694127291440964,
0.008300872519612312,
-0.03963541239500046,
-0.03089139610528946,
0.08440758287906647,
0.018116028979420662,
-0.0878920778632164,
0.03331087902188301,
0.06832665950059891,
-0.11634219437837601,
0.03329295292496681,
0.02992963045835495,
0.030698008835315704,
-0.011088261380791664,
0.0005399342044256628,
-0.027454176917672157,
0.16657336056232452,
0.03477102890610695,
0.02656981162726879,
0.0031816293485462666,
-0.011006618849933147,
-0.041574712842702866,
-0.07095131278038025,
0.13234364986419678,
-0.07131544500589371,
0.05383703112602234,
-0.0501740425825119,
0.019366653636097908,
-0.08445769548416138,
-0.07755926996469498,
0.0061416770331561565,
0.061355751007795334,
-0.05332214757800102,
-0.01130437571555376,
0.10325223952531815,
0.11334221810102463,
0.01847466267645359,
0.025018874555826187,
-0.00945645198225975,
-0.20314009487628937,
-0.10819543898105621,
-0.005256726406514645,
-0.03553884103894234,
0.09341619908809662,
0.038115814328193665,
0.03322416543960571,
0.021512143313884735,
-0.047710247337818146,
-0.01867830567061901,
-0.01393803395330906,
0.014116751030087471,
0.025468960404396057,
-0.029186159372329712,
0.03750056400895119,
-0.07164046913385391,
-0.05048009753227234,
-0.054820045828819275,
0.09918206185102463,
0.05916326865553856,
-0.016782337799668312,
-0.011342662386596203,
-0.03193509951233864,
-0.01277781743556261,
-0.00996911246329546,
-0.00605325773358345,
0.014223805628716946,
-0.040995579212903976,
-0.041728995740413666,
0.0510290190577507,
0.0004318819846957922,
0.0018019883427768946,
0.05599801987409592,
0.09354382008314133,
0.043127335608005524,
-0.08151823282241821,
0.08645536750555038,
0.09413100779056549,
0.12539641559123993,
-0.007364280987530947,
-0.04873720929026604,
-0.04369611665606499,
-0.006037985440343618,
-0.04366264492273331,
0.03678922727704048,
0.014464578591287136,
-0.02840195968747139,
0.017285671085119247,
-0.032896239310503006,
0.03960483893752098,
-0.03836721554398537,
0.12132684141397476,
0.006567145232111216,
0.023731963708996773,
0.037237498909235,
0.011250569485127926,
0.0362093485891819,
-0.02708396501839161,
0.015398017130792141,
0.031528133898973465,
0.0610894039273262,
0.04778369888663292,
0.11341092735528946,
-0.021733269095420837,
-0.0426875501871109,
0.014111206866800785,
-0.07485048472881317,
0.08826956897974014,
0.04107985273003578,
-0.05746942758560181,
0.013364987447857857,
-0.0029988561291247606,
-1.2753637998551721e-33,
-0.05741998925805092,
0.042127419263124466,
-0.0828508511185646,
-0.038510825484991074,
-0.029998252168297768,
0.04526294022798538,
0.06879787892103195,
0.008434776216745377,
-0.004879728890955448,
-0.007136164233088493,
0.006336098071187735,
-0.009424110874533653,
0.045314207673072815,
-0.004526203963905573,
0.061341363936662674,
0.009073596447706223,
0.009397960267961025,
-0.010690336115658283,
0.06877642869949341,
-0.04735538735985756,
0.02079538069665432,
-0.12873154878616333,
-0.08451776206493378,
0.005783943925052881,
0.06926584243774414,
-0.0006788067403249443,
-0.05091334134340286,
-0.11382156610488892,
0.10374324023723602,
0.03995201364159584,
-0.07426650822162628,
-0.01843137852847576,
0.06805377453565598,
0.05168135464191437,
-0.032920461148023605,
-0.03837956115603447,
-0.02207133173942566,
0.003448988078162074,
-0.037696436047554016,
-0.03806455433368683,
-0.07203568518161774,
-0.016569601371884346,
-0.008182277902960777,
-0.05483132600784302,
0.03847382962703705,
-0.015262200497090816,
-0.012840310111641884,
0.07750625908374786,
-0.03771164268255234,
-0.04162062332034111,
0.04922514408826828,
0.05192447081208229,
-0.010887950658798218,
-0.033468734472990036,
0.03966716304421425,
-0.027280768379569054,
-0.04938286170363426,
0.028584616258740425,
0.04759914055466652,
0.10154230892658234,
-0.0062299552373588085,
0.02495591714978218,
0.06817273795604706,
-0.06570896506309509,
0.02870449610054493,
-0.047798916697502136,
-0.014332789927721024,
-0.07835279405117035,
0.018858974799513817,
0.01876949705183506,
-0.08719860762357712,
-0.072064109146595,
-0.006229895632714033,
0.018158674240112305,
-0.12082605063915253,
-0.010074730962514877,
0.06757748126983643,
0.034841232001781464,
0.03472064808011055,
-0.03339703008532524,
-0.08214982599020004,
-0.03154274821281433,
-0.017178304493427277,
-0.048789095133543015,
-0.01699374057352543,
0.02847186103463173,
0.004829985089600086,
0.07700981944799423,
-0.0440019927918911,
0.05072528123855591,
-0.029942961409687996,
0.00040465834899805486,
0.018511874601244926,
0.015143505297601223,
0.04632728919386864,
-1.4142759391770507e-34,
-0.07824758440256119,
0.03651781752705574,
-0.02979469671845436,
-0.053055379539728165,
-0.06842156499624252,
-0.12061084061861038,
-0.0018025143072009087,
-0.011186545714735985,
-0.05109373852610588,
-0.021893175318837166,
-0.04130913317203522,
-0.10001348704099655,
-0.031557679176330566,
0.06487082690000534,
0.018829572945833206,
-0.03712373599410057,
-0.04355592653155327,
0.07759763300418854,
0.037633102387189865,
0.022934213280677795,
0.03670657053589821,
0.08024133741855621,
-0.01902768388390541,
0.042925506830215454,
-0.03249090909957886,
-0.005262585822492838,
-0.004710135515779257,
0.06962081044912338,
0.03658728674054146,
-0.009643844328820705,
0.0661536157131195,
-0.028254594653844833,
-0.08183147013187408,
-0.046740349382162094,
0.026753442361950874,
-0.035706356167793274,
0.04349059984087944,
0.06251583993434906,
-0.03469602391123772,
0.016488702967762947,
0.059154316782951355,
-0.05738795921206474,
0.03576730936765671,
0.041676074266433716,
-0.013418474234640598,
0.045289039611816406,
0.009582186117768288,
0.0007414332358166575,
-0.033201273530721664,
-0.033719517290592194,
0.049270253628492355,
-0.09109684079885483,
0.017627594992518425,
0.05066853016614914,
-0.02418566681444645,
0.0064128702506423,
0.09407807886600494,
0.041472453624010086,
0.033441733568906784,
-0.002326673362404108,
0.008755670860409737,
-0.055379875004291534,
0.023170018568634987,
0.06066142022609711,
-0.014867231249809265,
-0.08140571415424347,
0.07957347482442856,
0.03708646446466446,
-0.0374695286154747,
0.04300879314541817,
0.04658190906047821,
-0.0007717948174104095,
-0.02167407236993313,
0.04911985248327255,
-0.028731973841786385,
0.03975255787372589,
0.011790980584919453,
0.1004188135266304,
-0.03099895268678665,
0.04415803775191307,
-0.04944176226854324,
0.09511417895555496,
-0.037019625306129456,
0.02421637438237667,
0.042364634573459625,
-0.02024116739630699,
0.11373332142829895,
0.018696961924433708,
-0.04574509710073471,
-0.02624022215604782,
-0.018848102539777756,
0.046447619795799255,
-0.058493733406066895,
-0.05737967789173126,
-0.028150232508778572,
-3.1633412334031163e-8,
0.0344759039580822,
-0.08553776890039444,
-0.060530707240104675,
-0.09715891629457474,
0.03305703029036522,
0.00023090439208317548,
-0.06274000555276871,
-0.07371295243501663,
0.04557467997074127,
-0.011940285563468933,
0.0334932878613472,
0.010092164389789104,
0.02904449589550495,
-0.010567215271294117,
0.013753739185631275,
-0.03137723729014397,
-0.0845768079161644,
-0.007086469791829586,
0.012885946780443192,
0.03669465705752373,
-0.0074582090601325035,
0.03705966845154762,
0.02291153371334076,
0.04413948208093643,
-0.004692537244409323,
0.018502570688724518,
0.08911078423261642,
-0.061764560639858246,
0.00013015528384130448,
-0.020048990845680237,
-0.016399508342146873,
0.03746363893151283,
0.028003118932247162,
0.006192413624376059,
-0.021530210971832275,
0.02548600174486637,
-0.011329038068652153,
-0.020070260390639305,
-0.052860409021377563,
0.004342963919043541,
-0.008032026700675488,
-0.050552986562252045,
0.035882849246263504,
-0.059580616652965546,
0.07029011100530624,
0.008015069179236889,
0.027373746037483215,
0.030510371550917625,
-0.027209913358092308,
-0.0022123081143945456,
-0.03122585266828537,
0.053266678005456924,
-0.012487758882343769,
-0.02105562947690487,
-0.006436703726649284,
-0.058443259447813034,
-0.08111533522605896,
-0.08609581738710403,
0.048831332474946976,
-0.0132955526933074,
-0.02682257816195488,
0.08345980942249298,
-0.01938224397599697,
-0.022510021924972534
] |
1401.5323
|
Manuel Linsenmeier
|
Manuel Linsenmeier and Salvatore Pascale and Valerio Lucarini
|
Climate of Earth-like planets with high obliquity and eccentric orbits:
implications for habitability conditions
|
16 figures, 3 tables
| null |
10.1016/j.pss.2014.11.003
| null |
astro-ph.EP physics.ao-ph physics.geo-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We explore the effects of seasonal variability for the climate of Earth-like
planets as determined by the two parameters polar obliquity and orbital
eccentricity using a general circulation model of intermediate complexity. In
the first part of the paper we examine the consequences of different values of
obliquity and eccentricity for the spatio-temporal patterns of radiation and
surface temperatures as well as for the main characteristics of the atmospheric
circulations. In the second part we analyse the associated implications for the
habitability of planets close to the outer edge of the habitable zone (HZ).
This part of the paper focuses in particular on the multistability property of
climate, i.e. the parallel existence of both an ice-free and an ice-covered
climate state. Our results show that seasonal variability affects both the
existence of and transitions between the two climate states. Moreover, our
experiments reveal that planets with Earth-like atmospheres and high seasonal
variability can have ice-free areas at much larger distance from the host star
than planets without seasonal variability, which leads to a substantial
expansion of the outer edge of the HZ. Sensitivity experiments exploring the
role of azimuthal obliquity and surface heat capacity test the robustness of
our results. On circular orbits, our findings obtained with a general
circulation model agree well with previous studies based on one dimensional
energy balance models, whereas significant differences are found on eccentric
orbits.
|
[
{
"created": "Tue, 21 Jan 2014 14:22:06 GMT",
"version": "v1"
},
{
"created": "Sat, 3 May 2014 14:15:19 GMT",
"version": "v2"
},
{
"created": "Tue, 8 Jul 2014 10:54:33 GMT",
"version": "v3"
},
{
"created": "Thu, 9 Oct 2014 22:57:40 GMT",
"version": "v4"
}
] |
2014-12-02
|
[
[
"Linsenmeier",
"Manuel",
""
],
[
"Pascale",
"Salvatore",
""
],
[
"Lucarini",
"Valerio",
""
]
] |
[
-0.01666518673300743,
-0.011236768215894699,
0.035355620086193085,
0.055522628128528595,
0.044075917452573776,
-0.04162616282701492,
0.011633195914328098,
0.01350883673876524,
0.05075409635901451,
0.03195200860500336,
-0.09309481829404831,
-0.04695741832256317,
0.10041659325361252,
-0.04784663766622543,
0.14915499091148376,
-0.06600430607795715,
-0.07658656686544418,
-0.027876636013388634,
0.00756274675950408,
0.01176507119089365,
0.07696724683046341,
0.01928817294538021,
-0.03595063090324402,
0.03683404251933098,
-0.060381773859262466,
-0.008300471119582653,
0.02020440809428692,
0.02682364173233509,
-0.012672532349824905,
0.07876855134963989,
-0.006971592083573341,
0.06739909946918488,
0.018843315541744232,
-0.019376425072550774,
0.014433121308684349,
0.010657104663550854,
-0.005662642419338226,
-0.005584744270890951,
-0.08012878894805908,
-0.0007133625913411379,
0.08957984298467636,
0.012941096909344196,
0.04206370934844017,
-0.010728936642408371,
-0.01721416600048542,
-0.0006813879008404911,
-0.033125922083854675,
-0.021189164370298386,
-0.05980093032121658,
0.011087730526924133,
0.03370526432991028,
0.002825352596119046,
-0.09608763456344604,
0.011256691999733448,
-0.030145548284053802,
0.000042100502469111234,
-0.026130255311727524,
-0.02250700816512108,
-0.0038776802830398083,
-0.06375604122877121,
0.05075104907155037,
-0.035690221935510635,
-0.05932766944169998,
0.010901113040745258,
0.029916781932115555,
-0.037497200071811676,
0.0006980106700211763,
0.030431808903813362,
-0.017763953655958176,
-0.009022872895002365,
-0.1048469990491867,
0.0786304622888565,
-0.0841701552271843,
-0.07841207832098007,
0.007948680780827999,
0.003999536857008934,
-0.06461861729621887,
0.022901980206370354,
-0.006514931563287973,
-0.0669814869761467,
0.009229840710759163,
-0.03647983819246292,
-0.023396532982587814,
0.06563306599855423,
-0.05139584094285965,
-0.02085690386593342,
0.037169620394706726,
-0.023568423464894295,
0.057441480457782745,
-0.025479326024651527,
-0.04262789338827133,
-0.0006080410094000399,
-0.01682490110397339,
-0.06040792912244797,
-0.02327106148004532,
0.05170475319027901,
0.09974434226751328,
-0.07585355639457703,
0.017794445157051086,
0.042011674493551254,
0.0021568755619227886,
-0.049314405769109726,
-0.014751323498785496,
0.05689875781536102,
0.006739301607012749,
-0.043834201991558075,
0.02441924624145031,
-0.09337660670280457,
-0.032347310334444046,
0.0017360062338411808,
-0.02746373601257801,
0.005121996626257896,
-0.020830949768424034,
-0.019282972440123558,
0.029991786926984787,
0.038826435804367065,
-0.03234221786260605,
0.04782767593860626,
0.04570241644978523,
0.005555557552725077,
-0.038927577435970306,
0.05161936581134796,
-0.013647024519741535,
0.07575277984142303,
0.08062901347875595,
0.025626637041568756,
0.006359112448990345,
7.816316524323372e-34,
0.06707306206226349,
0.05215416103601456,
0.029087183997035027,
0.018403148278594017,
-0.005495220888406038,
0.005533679388463497,
0.012320755049586296,
-0.009620416909456253,
0.0025622511748224497,
0.016160132363438606,
0.03117864578962326,
0.016081376001238823,
-0.004039317835122347,
0.05044925957918167,
0.03283296525478363,
0.0945964977145195,
0.050567008554935455,
0.0025168692227452993,
-0.0011649399530142546,
0.08304530382156372,
-0.05515627935528755,
-0.05835208296775818,
0.024242976680397987,
0.0262710340321064,
-0.04270865023136139,
-0.015419415198266506,
0.046310145407915115,
-0.029551716521382332,
-0.02343515306711197,
-0.01003903429955244,
0.022489991039037704,
-0.019608736038208008,
-0.0290421973913908,
0.09601901471614838,
0.07165706902742386,
0.01552078127861023,
0.019483722746372223,
0.07414289563894272,
-0.04186662659049034,
-0.012280061841011047,
0.005524982698261738,
-0.02299121581017971,
0.09883755445480347,
-0.010559932328760624,
0.0351162888109684,
-0.009856666438281536,
0.06842049956321716,
-0.07142103463411331,
-0.007393274921923876,
0.07902703434228897,
-0.0039358800277113914,
0.09079232066869736,
-0.0036765318363904953,
-0.07737714797258377,
-0.03178534284234047,
0.006964079570025206,
-0.013126927427947521,
0.035980671644210815,
-0.10127370059490204,
0.030236197635531425,
-0.018683118745684624,
-0.08428822457790375,
0.06666076183319092,
-0.06554161757230759,
0.0500698946416378,
0.10702163726091385,
-0.020423907786607742,
-0.03678097948431969,
-0.054676201194524765,
-0.05022723600268364,
0.037812408059835434,
0.013772341422736645,
0.08642507344484329,
0.010149218142032623,
-0.034478817135095596,
0.04059084877371788,
0.08066926151514053,
0.012570671737194061,
-0.018385324627161026,
-0.02014893665909767,
-0.050724368542432785,
-0.029924282804131508,
0.03198970481753349,
-0.06519389897584915,
-0.13448572158813477,
-0.13395656645298004,
0.0409729965031147,
0.0326591432094574,
0.02451404184103012,
0.0022184140980243683,
0.04259488359093666,
-0.05684511736035347,
0.04530392959713936,
0.029618574306368828,
-0.07097063958644867,
-3.14872361649272e-33,
0.007965792901813984,
-0.02743760496377945,
0.004287736024707556,
0.028466343879699707,
0.014956535771489143,
0.038975752890110016,
-0.0684904083609581,
0.08711480349302292,
-0.06520768254995346,
-0.08128014951944351,
-0.030207978561520576,
0.054474033415317535,
0.0604182668030262,
-0.03819161653518677,
0.003931292332708836,
0.040037788450717926,
0.025621168315410614,
0.08977468311786652,
0.022409526631236076,
0.06523242592811584,
0.009755050763487816,
-0.03148284927010536,
0.01513468474149704,
-0.05210107937455177,
-0.03414536267518997,
0.046546339988708496,
-0.04285918548703194,
-0.023706940934062004,
-0.06916671246290207,
0.03898776322603226,
-0.046716589480638504,
-0.020244592800736427,
-0.07423987984657288,
-0.009862551465630531,
-0.06119934841990471,
0.10343063622713089,
-0.014131667092442513,
-0.007377687841653824,
-0.09594038873910904,
0.08179924637079239,
-0.06657208502292633,
-0.09530812501907349,
0.07430931180715561,
-0.011069342494010925,
0.09335792809724808,
-0.13364091515541077,
0.02886197902262211,
0.08472420275211334,
0.04760005325078964,
0.0038608196191489697,
-0.01878718100488186,
-0.0003636469191405922,
-0.014245957136154175,
0.05856743082404137,
0.01129361055791378,
0.0035496316850185394,
-0.06940033286809921,
0.0908525139093399,
-0.017115848138928413,
-0.06847481429576874,
-0.02415640465915203,
-0.04671654477715492,
-0.010996782220900059,
-0.012621570378541946,
-0.020962120965123177,
-0.1006927415728569,
-0.03120950423181057,
-0.10445906966924667,
0.005633485969156027,
0.07123827934265137,
-0.021626705303788185,
-0.058860983699560165,
-0.04982226714491844,
-0.0741586983203888,
0.06397666037082672,
0.09713678807020187,
0.050998471677303314,
-0.11941885948181152,
-0.09620123356580734,
0.0656106248497963,
-0.10335125774145126,
0.052481021732091904,
-0.019836047664284706,
0.02402728982269764,
0.014176362194120884,
0.029986700043082237,
0.005016466602683067,
-0.06852105259895325,
-0.040189601480960846,
0.007539291400462389,
0.00666572991758585,
-0.0025930043775588274,
-0.044245753437280655,
0.04098032787442207,
0.005281738471239805,
-4.992418922711295e-8,
0.09002213180065155,
0.003592842258512974,
-0.017173640429973602,
0.03570186719298363,
-0.04702261462807655,
-0.032378189265728,
-0.005717474035918713,
-0.09086711704730988,
-0.038706906139850616,
-0.004241876769810915,
0.1046634390950203,
0.010205254890024662,
0.08414337038993835,
-0.015385564416646957,
-0.009997951798141003,
0.010296706110239029,
0.05424081161618233,
0.048512525856494904,
-0.03471789509057999,
0.06687673181295395,
-0.0378904789686203,
-0.015732916072010994,
-0.04182662442326546,
-0.08555921912193298,
0.0638212338089943,
-0.0315973274409771,
-0.0016868265811353922,
0.09436118602752686,
0.026439951732754707,
0.0828518494963646,
0.0035936119966208935,
-0.02345164306461811,
0.08477305620908737,
-0.06756129860877991,
-0.060252729803323746,
-0.06889732927083969,
-0.022849339991807938,
0.06787475943565369,
0.0018559792079031467,
-0.009880688041448593,
0.0659230425953865,
0.10310154408216476,
-0.08854694664478302,
0.04246141389012337,
0.028315208852291107,
0.04176456481218338,
0.017230002209544182,
-0.06872809678316116,
-0.0023272375110536814,
0.05655568093061447,
-0.11428085714578629,
0.0017538084648549557,
0.003580923192203045,
-0.007366365287452936,
-0.006024486385285854,
0.011941475793719292,
-0.07802785187959671,
0.01245827879756689,
0.012120221741497517,
0.05283060297369957,
-0.04881001263856888,
0.06566230952739716,
-0.10776866227388382,
-0.050030890852212906
] | null | null | null | null | null | null | null |
[
-0.01666518673300743,
-0.011236768215894699,
0.035355620086193085,
0.055522628128528595,
0.044075917452573776,
-0.04162616282701492,
0.011633195914328098,
0.01350883673876524,
0.05075409635901451,
0.03195200860500336,
-0.09309481829404831,
-0.04695741832256317,
0.10041659325361252,
-0.04784663766622543,
0.14915499091148376,
-0.06600430607795715,
-0.07658656686544418,
-0.027876636013388634,
0.00756274675950408,
0.01176507119089365,
0.07696724683046341,
0.01928817294538021,
-0.03595063090324402,
0.03683404251933098,
-0.060381773859262466,
-0.008300471119582653,
0.02020440809428692,
0.02682364173233509,
-0.012672532349824905,
0.07876855134963989,
-0.006971592083573341,
0.06739909946918488,
0.018843315541744232,
-0.019376425072550774,
0.014433121308684349,
0.010657104663550854,
-0.005662642419338226,
-0.005584744270890951,
-0.08012878894805908,
-0.0007133625913411379,
0.08957984298467636,
0.012941096909344196,
0.04206370934844017,
-0.010728936642408371,
-0.01721416600048542,
-0.0006813879008404911,
-0.033125922083854675,
-0.021189164370298386,
-0.05980093032121658,
0.011087730526924133,
0.03370526432991028,
0.002825352596119046,
-0.09608763456344604,
0.011256691999733448,
-0.030145548284053802,
0.000042100502469111234,
-0.026130255311727524,
-0.02250700816512108,
-0.0038776802830398083,
-0.06375604122877121,
0.05075104907155037,
-0.035690221935510635,
-0.05932766944169998,
0.010901113040745258,
0.029916781932115555,
-0.037497200071811676,
0.0006980106700211763,
0.030431808903813362,
-0.017763953655958176,
-0.009022872895002365,
-0.1048469990491867,
0.0786304622888565,
-0.0841701552271843,
-0.07841207832098007,
0.007948680780827999,
0.003999536857008934,
-0.06461861729621887,
0.022901980206370354,
-0.006514931563287973,
-0.0669814869761467,
0.009229840710759163,
-0.03647983819246292,
-0.023396532982587814,
0.06563306599855423,
-0.05139584094285965,
-0.02085690386593342,
0.037169620394706726,
-0.023568423464894295,
0.057441480457782745,
-0.025479326024651527,
-0.04262789338827133,
-0.0006080410094000399,
-0.01682490110397339,
-0.06040792912244797,
-0.02327106148004532,
0.05170475319027901,
0.09974434226751328,
-0.07585355639457703,
0.017794445157051086,
0.042011674493551254,
0.0021568755619227886,
-0.049314405769109726,
-0.014751323498785496,
0.05689875781536102,
0.006739301607012749,
-0.043834201991558075,
0.02441924624145031,
-0.09337660670280457,
-0.032347310334444046,
0.0017360062338411808,
-0.02746373601257801,
0.005121996626257896,
-0.020830949768424034,
-0.019282972440123558,
0.029991786926984787,
0.038826435804367065,
-0.03234221786260605,
0.04782767593860626,
0.04570241644978523,
0.005555557552725077,
-0.038927577435970306,
0.05161936581134796,
-0.013647024519741535,
0.07575277984142303,
0.08062901347875595,
0.025626637041568756,
0.006359112448990345,
7.816316524323372e-34,
0.06707306206226349,
0.05215416103601456,
0.029087183997035027,
0.018403148278594017,
-0.005495220888406038,
0.005533679388463497,
0.012320755049586296,
-0.009620416909456253,
0.0025622511748224497,
0.016160132363438606,
0.03117864578962326,
0.016081376001238823,
-0.004039317835122347,
0.05044925957918167,
0.03283296525478363,
0.0945964977145195,
0.050567008554935455,
0.0025168692227452993,
-0.0011649399530142546,
0.08304530382156372,
-0.05515627935528755,
-0.05835208296775818,
0.024242976680397987,
0.0262710340321064,
-0.04270865023136139,
-0.015419415198266506,
0.046310145407915115,
-0.029551716521382332,
-0.02343515306711197,
-0.01003903429955244,
0.022489991039037704,
-0.019608736038208008,
-0.0290421973913908,
0.09601901471614838,
0.07165706902742386,
0.01552078127861023,
0.019483722746372223,
0.07414289563894272,
-0.04186662659049034,
-0.012280061841011047,
0.005524982698261738,
-0.02299121581017971,
0.09883755445480347,
-0.010559932328760624,
0.0351162888109684,
-0.009856666438281536,
0.06842049956321716,
-0.07142103463411331,
-0.007393274921923876,
0.07902703434228897,
-0.0039358800277113914,
0.09079232066869736,
-0.0036765318363904953,
-0.07737714797258377,
-0.03178534284234047,
0.006964079570025206,
-0.013126927427947521,
0.035980671644210815,
-0.10127370059490204,
0.030236197635531425,
-0.018683118745684624,
-0.08428822457790375,
0.06666076183319092,
-0.06554161757230759,
0.0500698946416378,
0.10702163726091385,
-0.020423907786607742,
-0.03678097948431969,
-0.054676201194524765,
-0.05022723600268364,
0.037812408059835434,
0.013772341422736645,
0.08642507344484329,
0.010149218142032623,
-0.034478817135095596,
0.04059084877371788,
0.08066926151514053,
0.012570671737194061,
-0.018385324627161026,
-0.02014893665909767,
-0.050724368542432785,
-0.029924282804131508,
0.03198970481753349,
-0.06519389897584915,
-0.13448572158813477,
-0.13395656645298004,
0.0409729965031147,
0.0326591432094574,
0.02451404184103012,
0.0022184140980243683,
0.04259488359093666,
-0.05684511736035347,
0.04530392959713936,
0.029618574306368828,
-0.07097063958644867,
-3.14872361649272e-33,
0.007965792901813984,
-0.02743760496377945,
0.004287736024707556,
0.028466343879699707,
0.014956535771489143,
0.038975752890110016,
-0.0684904083609581,
0.08711480349302292,
-0.06520768254995346,
-0.08128014951944351,
-0.030207978561520576,
0.054474033415317535,
0.0604182668030262,
-0.03819161653518677,
0.003931292332708836,
0.040037788450717926,
0.025621168315410614,
0.08977468311786652,
0.022409526631236076,
0.06523242592811584,
0.009755050763487816,
-0.03148284927010536,
0.01513468474149704,
-0.05210107937455177,
-0.03414536267518997,
0.046546339988708496,
-0.04285918548703194,
-0.023706940934062004,
-0.06916671246290207,
0.03898776322603226,
-0.046716589480638504,
-0.020244592800736427,
-0.07423987984657288,
-0.009862551465630531,
-0.06119934841990471,
0.10343063622713089,
-0.014131667092442513,
-0.007377687841653824,
-0.09594038873910904,
0.08179924637079239,
-0.06657208502292633,
-0.09530812501907349,
0.07430931180715561,
-0.011069342494010925,
0.09335792809724808,
-0.13364091515541077,
0.02886197902262211,
0.08472420275211334,
0.04760005325078964,
0.0038608196191489697,
-0.01878718100488186,
-0.0003636469191405922,
-0.014245957136154175,
0.05856743082404137,
0.01129361055791378,
0.0035496316850185394,
-0.06940033286809921,
0.0908525139093399,
-0.017115848138928413,
-0.06847481429576874,
-0.02415640465915203,
-0.04671654477715492,
-0.010996782220900059,
-0.012621570378541946,
-0.020962120965123177,
-0.1006927415728569,
-0.03120950423181057,
-0.10445906966924667,
0.005633485969156027,
0.07123827934265137,
-0.021626705303788185,
-0.058860983699560165,
-0.04982226714491844,
-0.0741586983203888,
0.06397666037082672,
0.09713678807020187,
0.050998471677303314,
-0.11941885948181152,
-0.09620123356580734,
0.0656106248497963,
-0.10335125774145126,
0.052481021732091904,
-0.019836047664284706,
0.02402728982269764,
0.014176362194120884,
0.029986700043082237,
0.005016466602683067,
-0.06852105259895325,
-0.040189601480960846,
0.007539291400462389,
0.00666572991758585,
-0.0025930043775588274,
-0.044245753437280655,
0.04098032787442207,
0.005281738471239805,
-4.992418922711295e-8,
0.09002213180065155,
0.003592842258512974,
-0.017173640429973602,
0.03570186719298363,
-0.04702261462807655,
-0.032378189265728,
-0.005717474035918713,
-0.09086711704730988,
-0.038706906139850616,
-0.004241876769810915,
0.1046634390950203,
0.010205254890024662,
0.08414337038993835,
-0.015385564416646957,
-0.009997951798141003,
0.010296706110239029,
0.05424081161618233,
0.048512525856494904,
-0.03471789509057999,
0.06687673181295395,
-0.0378904789686203,
-0.015732916072010994,
-0.04182662442326546,
-0.08555921912193298,
0.0638212338089943,
-0.0315973274409771,
-0.0016868265811353922,
0.09436118602752686,
0.026439951732754707,
0.0828518494963646,
0.0035936119966208935,
-0.02345164306461811,
0.08477305620908737,
-0.06756129860877991,
-0.060252729803323746,
-0.06889732927083969,
-0.022849339991807938,
0.06787475943565369,
0.0018559792079031467,
-0.009880688041448593,
0.0659230425953865,
0.10310154408216476,
-0.08854694664478302,
0.04246141389012337,
0.028315208852291107,
0.04176456481218338,
0.017230002209544182,
-0.06872809678316116,
-0.0023272375110536814,
0.05655568093061447,
-0.11428085714578629,
0.0017538084648549557,
0.003580923192203045,
-0.007366365287452936,
-0.006024486385285854,
0.011941475793719292,
-0.07802785187959671,
0.01245827879756689,
0.012120221741497517,
0.05283060297369957,
-0.04881001263856888,
0.06566230952739716,
-0.10776866227388382,
-0.050030890852212906
] |
1401.5325
|
Samson Abramsky
|
Samson Abramsky and Radha jagadeesan
|
Game Semantics for Access Control
|
21 pages
|
In Proceedings of MFPS 25, Electronic Notes in Theoretical
Computer Science, Vol. 249, pages 135-156, 2009
| null | null |
cs.LO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We introduce a semantic approach to the study of logics for access control
and dependency analysis, based on Game Semantics. We use a variant of AJM games
with explicit justification (but without pointers). Based on this, we give a
simple and intuitive model of the information flow constraints underlying
access control. This is used to give strikingly simple proofs of
\emph{non-interference theorems} in robust, semantic versions.
|
[
{
"created": "Tue, 21 Jan 2014 14:24:55 GMT",
"version": "v1"
}
] |
2014-01-22
|
[
[
"Abramsky",
"Samson",
""
],
[
"jagadeesan",
"Radha",
""
]
] |
[
0.01032008696347475,
0.04551328346133232,
-0.041944585740566254,
-0.028856100514531136,
0.023589031770825386,
0.025889772921800613,
0.11603647470474243,
-0.05267031863331795,
0.004915814846754074,
0.06383972615003586,
-0.03072221390902996,
0.012107725255191326,
0.050226401537656784,
0.01741143874824047,
0.05381731316447258,
0.027364345267415047,
0.1414700150489807,
-0.004581338260322809,
-0.057946451008319855,
-0.023041091859340668,
0.0551559217274189,
-0.0399601086974144,
-0.026162397116422653,
-0.015435772016644478,
-0.07353369891643524,
0.028459057211875916,
-0.07771554589271545,
-0.030328422784805298,
0.04107050970196724,
-0.043554410338401794,
-0.048674989491701126,
0.00555524043738842,
-0.08034458756446838,
0.03473302721977234,
-0.012607225216925144,
0.018642766401171684,
0.030966510996222496,
-0.02793959714472294,
-0.025304391980171204,
0.01626894436776638,
-0.09774705767631531,
0.024450233206152916,
-0.08001450449228287,
0.020657094195485115,
-0.04286569356918335,
0.00898058246821165,
-0.030601436272263527,
0.027395401149988174,
-0.08844401687383652,
0.011533533222973347,
-0.05675507336854935,
0.011266246438026428,
-0.01871083304286003,
-0.09160704910755157,
0.07920660078525543,
-0.02399485930800438,
0.04822850227355957,
0.0008641330059617758,
-0.054814163595438004,
-0.02529984340071678,
-0.0565507672727108,
-0.010843460448086262,
-0.016312353312969208,
0.0665353313088417,
-0.032620642334222794,
0.03144587203860283,
0.032207854092121124,
0.031227607280015945,
0.0021247228141874075,
0.004069087095558643,
-0.006675215438008308,
0.010330171324312687,
-0.047794077545404434,
-0.04734112322330475,
-0.021975617855787277,
0.01649167574942112,
-0.03653900325298309,
-0.007311503868550062,
0.05094605311751366,
-0.03600457310676575,
-0.014327654615044594,
0.015572912059724331,
-0.012379603460431099,
0.05109144747257233,
0.01618632674217224,
-0.0005003548576496542,
0.0035069419536739588,
-0.024635961279273033,
0.13854247331619263,
0.08733901381492615,
0.006523158401250839,
-0.030560476705431938,
0.1515214741230011,
0.11350903660058975,
0.11939001828432083,
-0.05517054349184036,
0.008026092313230038,
-0.10963781177997589,
-0.05857004225254059,
0.09374208003282547,
-0.030425328761339188,
0.1555289328098297,
0.0036679834593087435,
-0.027197128161787987,
0.10023647546768188,
0.05099983140826225,
0.011196569539606571,
-0.024814961478114128,
-0.027547704055905342,
0.0011935196816921234,
0.016333216801285744,
-0.009420813992619514,
0.013236685656011105,
-0.05488019809126854,
-0.05451307073235512,
-0.0008475843933410943,
0.007775445468723774,
0.021447010338306427,
0.033319029957056046,
-0.023760691285133362,
0.042924653738737106,
-0.0065646362490952015,
0.04889005050063133,
0.03830254450440407,
0.056161291897296906,
0.005686323624104261,
-0.04326119273900986,
-3.60027617970767e-33,
-0.025261687114834785,
-0.03687471151351929,
-0.006685934029519558,
0.0248409453779459,
0.03692924976348877,
-0.03152694180607796,
0.01706296019256115,
-0.002502572489902377,
-0.08990201354026794,
0.0017653625691309571,
0.021191954612731934,
0.06401658058166504,
-0.03655870258808136,
-0.06817826628684998,
0.1459544450044632,
0.025138672441244125,
-0.0156774390488863,
0.046610187739133835,
0.028311414644122124,
0.006897539831697941,
0.06793832778930664,
-0.04628179594874382,
-0.05377008020877838,
0.005744462367147207,
-0.018400508910417557,
-0.0018892461666837335,
-0.09413047879934311,
-0.054026514291763306,
0.1212916299700737,
0.004164900165051222,
-0.04066722095012665,
-0.07900659739971161,
0.06456546485424042,
0.051908545196056366,
0.04955804720520973,
0.0032747569493949413,
-0.07472552359104156,
-0.0737600326538086,
0.021748829632997513,
-0.02390177734196186,
-0.022041959688067436,
-0.04218894615769386,
-0.05185467377305031,
0.0023974955547600985,
-0.007239071186631918,
-0.10062853246927261,
-0.1277325302362442,
0.008764095604419708,
-0.03328487649559975,
-0.016439028084278107,
0.015521170571446419,
0.11336050182580948,
0.011965462006628513,
-0.042085740715265274,
0.02919699065387249,
-0.10599561780691147,
-0.08368341624736786,
0.009245242923498154,
-0.027743084356188774,
0.11692837625741959,
0.027531083673238754,
-0.007128091994673014,
0.056520406156778336,
0.07328950613737106,
-0.029390139505267143,
0.010777732357382774,
-0.10781427472829819,
-0.00528289470821619,
0.10269282013177872,
0.009538098238408566,
-0.061678968369960785,
-0.01088888943195343,
0.015000766143202782,
0.04413802921772003,
-0.0054468270391225815,
-0.007645559962838888,
-0.03447103500366211,
0.004403536207973957,
-0.02225467562675476,
-0.0043699052184820175,
0.021796856075525284,
-0.03520801290869713,
-0.012011191807687283,
0.04637226089835167,
-0.04888530820608139,
-0.03924918547272682,
-0.01811785064637661,
0.006834069266915321,
-0.028953909873962402,
-0.021054716780781746,
-0.009948823601007462,
0.02900981716811657,
-0.014758032746613026,
-0.016541775315999985,
0.02902846597135067,
8.062143617149006e-34,
-0.014998477883636951,
-0.08438658714294434,
-0.013542544096708298,
-0.036749303340911865,
-0.039832841604948044,
-0.05798817798495293,
-0.019075356423854828,
-0.0031498053576797247,
0.028068045154213905,
-0.007555441930890083,
-0.08965644240379333,
0.06831128895282745,
0.036986611783504486,
-0.0811503604054451,
0.0328114852309227,
-0.07701651751995087,
0.01991215907037258,
-0.04390093311667442,
-0.03914012014865875,
0.13997580111026764,
0.021519280970096588,
0.04524960368871689,
-0.027886731550097466,
-0.05122171714901924,
0.04964577779173851,
0.030727175995707512,
-0.09466444700956345,
0.00889207050204277,
0.007301217410713434,
0.053846124559640884,
-0.020329969003796577,
-0.03120940737426281,
-0.018716204911470413,
-0.057313259690999985,
-0.02026689425110817,
-0.08509332686662674,
0.03285450488328934,
0.09725258499383926,
-0.10550078749656677,
-0.01578809693455696,
0.031236417591571808,
-0.04932085797190666,
-0.06192335858941078,
0.015824712812900543,
0.04511779919266701,
0.0888110026717186,
-0.07136333733797073,
0.01305753830820322,
-0.019600261002779007,
-0.07935027778148651,
0.07066485285758972,
-0.048776283860206604,
0.07216834276914597,
-0.0028884795028716326,
-0.07012788951396942,
0.040904365479946136,
0.0513572059571743,
-0.00842827744781971,
0.0204935185611248,
0.03588056564331055,
0.06182003766298294,
-0.03150136396288872,
-0.07825323939323425,
0.07232920825481415,
0.04087856411933899,
0.0017618212150409818,
-0.009560675360262394,
-0.012767136096954346,
0.06555579602718353,
-0.036338888108730316,
0.016922637820243835,
0.026210086420178413,
-0.034724704921245575,
0.016387533396482468,
0.10093807429075241,
0.12439682334661484,
0.007698812521994114,
-0.0094456160441041,
-0.003429980017244816,
0.03483957797288895,
0.001769292983226478,
0.06594213843345642,
0.08616241812705994,
0.038145482540130615,
-0.024548068642616272,
0.0001622919662622735,
0.021325018256902695,
-0.09271981567144394,
-0.027507059276103973,
0.011624276638031006,
-0.015024391002953053,
0.0497320257127285,
-0.05522762984037399,
0.027906814590096474,
-0.06460101157426834,
-3.8487645070972576e-8,
-0.0019863792695105076,
-0.026386117562651634,
0.07144538313150406,
0.0037478480953723192,
0.04426410049200058,
-0.03627471998333931,
-0.06842977553606033,
-0.07721008360385895,
-0.005368949379771948,
0.046558380126953125,
0.05071575939655304,
0.08754615485668182,
0.013714651577174664,
-0.07341189682483673,
-0.02066531591117382,
0.055234577506780624,
-0.007828080095350742,
-0.039312489330768585,
-0.02227950654923916,
0.01588398776948452,
-0.04367747902870178,
0.012081872671842575,
0.04728861525654793,
0.09079253673553467,
0.005500555969774723,
0.008494234643876553,
-0.003480918938294053,
0.016454368829727173,
0.027060240507125854,
0.09088028967380524,
0.05574290454387665,
-0.03143880516290665,
0.11509454995393753,
0.016048448160290718,
0.012696032412350178,
0.07326148450374603,
-0.022993044927716255,
-0.04284403473138809,
-0.03633784130215645,
-0.06400243937969208,
-0.03389044851064682,
-0.035452134907245636,
-0.0191494170576334,
0.002325598383322358,
0.06234171614050865,
0.04400372505187988,
-0.018369702622294426,
-0.04186488687992096,
-0.05410977825522423,
-0.03415903076529503,
-0.026442229747772217,
0.05998596176505089,
-0.0523073785007,
0.03390734642744064,
-0.008002376183867455,
0.008088839240372181,
0.016475507989525795,
-0.04788584262132645,
-0.020150084048509598,
-0.0130697600543499,
-0.011638003401458263,
0.14855846762657166,
0.06526388972997665,
-0.028260858729481697
] | null | null | null | null | null | null | null |
[
0.01032008696347475,
0.04551328346133232,
-0.041944585740566254,
-0.028856100514531136,
0.023589031770825386,
0.025889772921800613,
0.11603647470474243,
-0.05267031863331795,
0.004915814846754074,
0.06383972615003586,
-0.03072221390902996,
0.012107725255191326,
0.050226401537656784,
0.01741143874824047,
0.05381731316447258,
0.027364345267415047,
0.1414700150489807,
-0.004581338260322809,
-0.057946451008319855,
-0.023041091859340668,
0.0551559217274189,
-0.0399601086974144,
-0.026162397116422653,
-0.015435772016644478,
-0.07353369891643524,
0.028459057211875916,
-0.07771554589271545,
-0.030328422784805298,
0.04107050970196724,
-0.043554410338401794,
-0.048674989491701126,
0.00555524043738842,
-0.08034458756446838,
0.03473302721977234,
-0.012607225216925144,
0.018642766401171684,
0.030966510996222496,
-0.02793959714472294,
-0.025304391980171204,
0.01626894436776638,
-0.09774705767631531,
0.024450233206152916,
-0.08001450449228287,
0.020657094195485115,
-0.04286569356918335,
0.00898058246821165,
-0.030601436272263527,
0.027395401149988174,
-0.08844401687383652,
0.011533533222973347,
-0.05675507336854935,
0.011266246438026428,
-0.01871083304286003,
-0.09160704910755157,
0.07920660078525543,
-0.02399485930800438,
0.04822850227355957,
0.0008641330059617758,
-0.054814163595438004,
-0.02529984340071678,
-0.0565507672727108,
-0.010843460448086262,
-0.016312353312969208,
0.0665353313088417,
-0.032620642334222794,
0.03144587203860283,
0.032207854092121124,
0.031227607280015945,
0.0021247228141874075,
0.004069087095558643,
-0.006675215438008308,
0.010330171324312687,
-0.047794077545404434,
-0.04734112322330475,
-0.021975617855787277,
0.01649167574942112,
-0.03653900325298309,
-0.007311503868550062,
0.05094605311751366,
-0.03600457310676575,
-0.014327654615044594,
0.015572912059724331,
-0.012379603460431099,
0.05109144747257233,
0.01618632674217224,
-0.0005003548576496542,
0.0035069419536739588,
-0.024635961279273033,
0.13854247331619263,
0.08733901381492615,
0.006523158401250839,
-0.030560476705431938,
0.1515214741230011,
0.11350903660058975,
0.11939001828432083,
-0.05517054349184036,
0.008026092313230038,
-0.10963781177997589,
-0.05857004225254059,
0.09374208003282547,
-0.030425328761339188,
0.1555289328098297,
0.0036679834593087435,
-0.027197128161787987,
0.10023647546768188,
0.05099983140826225,
0.011196569539606571,
-0.024814961478114128,
-0.027547704055905342,
0.0011935196816921234,
0.016333216801285744,
-0.009420813992619514,
0.013236685656011105,
-0.05488019809126854,
-0.05451307073235512,
-0.0008475843933410943,
0.007775445468723774,
0.021447010338306427,
0.033319029957056046,
-0.023760691285133362,
0.042924653738737106,
-0.0065646362490952015,
0.04889005050063133,
0.03830254450440407,
0.056161291897296906,
0.005686323624104261,
-0.04326119273900986,
-3.60027617970767e-33,
-0.025261687114834785,
-0.03687471151351929,
-0.006685934029519558,
0.0248409453779459,
0.03692924976348877,
-0.03152694180607796,
0.01706296019256115,
-0.002502572489902377,
-0.08990201354026794,
0.0017653625691309571,
0.021191954612731934,
0.06401658058166504,
-0.03655870258808136,
-0.06817826628684998,
0.1459544450044632,
0.025138672441244125,
-0.0156774390488863,
0.046610187739133835,
0.028311414644122124,
0.006897539831697941,
0.06793832778930664,
-0.04628179594874382,
-0.05377008020877838,
0.005744462367147207,
-0.018400508910417557,
-0.0018892461666837335,
-0.09413047879934311,
-0.054026514291763306,
0.1212916299700737,
0.004164900165051222,
-0.04066722095012665,
-0.07900659739971161,
0.06456546485424042,
0.051908545196056366,
0.04955804720520973,
0.0032747569493949413,
-0.07472552359104156,
-0.0737600326538086,
0.021748829632997513,
-0.02390177734196186,
-0.022041959688067436,
-0.04218894615769386,
-0.05185467377305031,
0.0023974955547600985,
-0.007239071186631918,
-0.10062853246927261,
-0.1277325302362442,
0.008764095604419708,
-0.03328487649559975,
-0.016439028084278107,
0.015521170571446419,
0.11336050182580948,
0.011965462006628513,
-0.042085740715265274,
0.02919699065387249,
-0.10599561780691147,
-0.08368341624736786,
0.009245242923498154,
-0.027743084356188774,
0.11692837625741959,
0.027531083673238754,
-0.007128091994673014,
0.056520406156778336,
0.07328950613737106,
-0.029390139505267143,
0.010777732357382774,
-0.10781427472829819,
-0.00528289470821619,
0.10269282013177872,
0.009538098238408566,
-0.061678968369960785,
-0.01088888943195343,
0.015000766143202782,
0.04413802921772003,
-0.0054468270391225815,
-0.007645559962838888,
-0.03447103500366211,
0.004403536207973957,
-0.02225467562675476,
-0.0043699052184820175,
0.021796856075525284,
-0.03520801290869713,
-0.012011191807687283,
0.04637226089835167,
-0.04888530820608139,
-0.03924918547272682,
-0.01811785064637661,
0.006834069266915321,
-0.028953909873962402,
-0.021054716780781746,
-0.009948823601007462,
0.02900981716811657,
-0.014758032746613026,
-0.016541775315999985,
0.02902846597135067,
8.062143617149006e-34,
-0.014998477883636951,
-0.08438658714294434,
-0.013542544096708298,
-0.036749303340911865,
-0.039832841604948044,
-0.05798817798495293,
-0.019075356423854828,
-0.0031498053576797247,
0.028068045154213905,
-0.007555441930890083,
-0.08965644240379333,
0.06831128895282745,
0.036986611783504486,
-0.0811503604054451,
0.0328114852309227,
-0.07701651751995087,
0.01991215907037258,
-0.04390093311667442,
-0.03914012014865875,
0.13997580111026764,
0.021519280970096588,
0.04524960368871689,
-0.027886731550097466,
-0.05122171714901924,
0.04964577779173851,
0.030727175995707512,
-0.09466444700956345,
0.00889207050204277,
0.007301217410713434,
0.053846124559640884,
-0.020329969003796577,
-0.03120940737426281,
-0.018716204911470413,
-0.057313259690999985,
-0.02026689425110817,
-0.08509332686662674,
0.03285450488328934,
0.09725258499383926,
-0.10550078749656677,
-0.01578809693455696,
0.031236417591571808,
-0.04932085797190666,
-0.06192335858941078,
0.015824712812900543,
0.04511779919266701,
0.0888110026717186,
-0.07136333733797073,
0.01305753830820322,
-0.019600261002779007,
-0.07935027778148651,
0.07066485285758972,
-0.048776283860206604,
0.07216834276914597,
-0.0028884795028716326,
-0.07012788951396942,
0.040904365479946136,
0.0513572059571743,
-0.00842827744781971,
0.0204935185611248,
0.03588056564331055,
0.06182003766298294,
-0.03150136396288872,
-0.07825323939323425,
0.07232920825481415,
0.04087856411933899,
0.0017618212150409818,
-0.009560675360262394,
-0.012767136096954346,
0.06555579602718353,
-0.036338888108730316,
0.016922637820243835,
0.026210086420178413,
-0.034724704921245575,
0.016387533396482468,
0.10093807429075241,
0.12439682334661484,
0.007698812521994114,
-0.0094456160441041,
-0.003429980017244816,
0.03483957797288895,
0.001769292983226478,
0.06594213843345642,
0.08616241812705994,
0.038145482540130615,
-0.024548068642616272,
0.0001622919662622735,
0.021325018256902695,
-0.09271981567144394,
-0.027507059276103973,
0.011624276638031006,
-0.015024391002953053,
0.0497320257127285,
-0.05522762984037399,
0.027906814590096474,
-0.06460101157426834,
-3.8487645070972576e-8,
-0.0019863792695105076,
-0.026386117562651634,
0.07144538313150406,
0.0037478480953723192,
0.04426410049200058,
-0.03627471998333931,
-0.06842977553606033,
-0.07721008360385895,
-0.005368949379771948,
0.046558380126953125,
0.05071575939655304,
0.08754615485668182,
0.013714651577174664,
-0.07341189682483673,
-0.02066531591117382,
0.055234577506780624,
-0.007828080095350742,
-0.039312489330768585,
-0.02227950654923916,
0.01588398776948452,
-0.04367747902870178,
0.012081872671842575,
0.04728861525654793,
0.09079253673553467,
0.005500555969774723,
0.008494234643876553,
-0.003480918938294053,
0.016454368829727173,
0.027060240507125854,
0.09088028967380524,
0.05574290454387665,
-0.03143880516290665,
0.11509454995393753,
0.016048448160290718,
0.012696032412350178,
0.07326148450374603,
-0.022993044927716255,
-0.04284403473138809,
-0.03633784130215645,
-0.06400243937969208,
-0.03389044851064682,
-0.035452134907245636,
-0.0191494170576334,
0.002325598383322358,
0.06234171614050865,
0.04400372505187988,
-0.018369702622294426,
-0.04186488687992096,
-0.05410977825522423,
-0.03415903076529503,
-0.026442229747772217,
0.05998596176505089,
-0.0523073785007,
0.03390734642744064,
-0.008002376183867455,
0.008088839240372181,
0.016475507989525795,
-0.04788584262132645,
-0.020150084048509598,
-0.0130697600543499,
-0.011638003401458263,
0.14855846762657166,
0.06526388972997665,
-0.028260858729481697
] |
1401.5327
|
Dimitri Kartsaklis
|
Dimitri Kartsaklis
|
Compositional Operators in Distributional Semantics
| null | null |
10.1007/s40362-014-0017-z
| null |
cs.CL cs.AI math.CT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This survey presents in some detail the main advances that have been recently
taking place in Computational Linguistics towards the unification of the two
prominent semantic paradigms: the compositional formal semantics view and the
distributional models of meaning based on vector spaces. After an introduction
to these two approaches, I review the most important models that aim to provide
compositionality in distributional semantics. Then I proceed and present in
more detail a particular framework by Coecke, Sadrzadeh and Clark (2010) based
on the abstract mathematical setting of category theory, as a more complete
example capable to demonstrate the diversity of techniques and scientific
disciplines that this kind of research can draw from. This paper concludes with
a discussion about important open issues that need to be addressed by the
researchers in the future.
|
[
{
"created": "Tue, 21 Jan 2014 14:28:01 GMT",
"version": "v1"
}
] |
2014-05-14
|
[
[
"Kartsaklis",
"Dimitri",
""
]
] |
[
-0.00800724234431982,
0.008620262145996094,
0.02759363502264023,
-0.00737993186339736,
-0.053005069494247437,
0.02990046888589859,
-0.012842204421758652,
-0.001907268655486405,
0.06620029360055923,
-0.016530603170394897,
0.0005889001186005771,
-0.09860285371541977,
0.05350286886096001,
0.07823685556650162,
0.12356121838092804,
0.036547087132930756,
0.08385387063026428,
0.04677264764904976,
-0.04625997319817543,
0.008204072713851929,
0.03204582631587982,
0.0809539258480072,
-0.04197210446000099,
0.0010545032564550638,
-0.008663911372423172,
0.06749176234006882,
-0.057784393429756165,
-0.10582858324050903,
0.05947320908308029,
0.08004242926836014,
0.0630498006939888,
0.12716524302959442,
-0.01723966933786869,
0.14195041358470917,
-0.004538125358521938,
0.08269456773996353,
-0.0030400773975998163,
-0.004861320368945599,
0.014445426873862743,
0.02573518641293049,
-0.06670867651700974,
0.01298313308507204,
-0.04396020621061325,
0.002506502205505967,
0.08012518286705017,
0.023795876652002335,
-0.04309575632214546,
0.02026025392115116,
-0.021763266995549202,
0.006418630015105009,
-0.06646357476711273,
0.004016605205833912,
-0.054683491587638855,
0.07671371102333069,
-0.017217937856912613,
-0.047153815627098083,
0.04642850533127785,
-0.03979656845331192,
-0.03028484806418419,
-0.16130904853343964,
-0.02322501689195633,
-0.044888950884342194,
0.01880783773958683,
0.07029359042644501,
0.03487652912735939,
-0.08923676609992981,
-0.023041777312755585,
0.056517474353313446,
-0.03697798028588295,
0.11917930841445923,
-0.041951555758714676,
0.10228234529495239,
-0.10649224370718002,
0.019798407331109047,
-0.05177351087331772,
0.04298524186015129,
0.07938960939645767,
-0.021402709186077118,
-0.012666500173509121,
-0.03222731500864029,
0.032020289450883865,
0.0009766232687979937,
0.044538307934999466,
-0.005933626554906368,
0.04723932594060898,
0.06669699400663376,
-0.017888009548187256,
0.009520290419459343,
-0.048551611602306366,
-0.00521199032664299,
-0.06911659240722656,
-0.04918151721358299,
0.09636468440294266,
0.05497933179140091,
0.014291798695921898,
-0.00742898415774107,
0.004123064689338207,
-0.08093506842851639,
0.08329693973064423,
0.0753568559885025,
0.014284157194197178,
0.02364783175289631,
0.009146813303232193,
-0.0985315591096878,
-0.034178342670202255,
-0.07205478101968765,
-0.10042267292737961,
-0.03310921788215637,
0.0014845761470496655,
-0.07960731536149979,
0.00411571329459548,
-0.006492831744253635,
0.017732741311192513,
-0.05396493151783943,
-0.07295404374599457,
-0.007567857392132282,
0.00787273794412613,
-0.0052612945437431335,
0.11911879479885101,
-0.047431331127882004,
0.01582755148410797,
0.03330360725522041,
0.015399036929011345,
-0.02229601889848709,
0.04214557260274887,
-0.03729606419801712,
0.02709580399096012,
-8.447889435211032e-34,
0.018314573913812637,
-0.07933413237333298,
-0.0014191792579367757,
0.027174530550837517,
0.07498494535684586,
0.035859331488609314,
0.022901754826307297,
0.005508189555257559,
0.02261333353817463,
0.007659516297280788,
0.007259952835738659,
0.03780420869588852,
-0.036774903535842896,
0.06396283954381943,
-0.03373164311051369,
-0.002862752415239811,
0.05720863118767738,
0.025094320997595787,
-0.06372368335723877,
-0.022231893613934517,
0.03105654940009117,
0.06815263628959656,
-0.01912488043308258,
0.023764174431562424,
-0.07462579756975174,
-0.03364722803235054,
-0.011746678501367569,
-0.08677303791046143,
-0.05967753008008003,
0.010480876080691814,
-0.10019779205322266,
0.0287373848259449,
0.02370411530137062,
0.023933028802275658,
-0.03196873515844345,
-0.047149136662483215,
-0.01517561450600624,
-0.052977584302425385,
-0.04173307493329048,
-0.09198768436908722,
-0.0442594438791275,
0.0204877108335495,
-0.04177240654826164,
-0.04147183150053024,
0.006027897819876671,
0.04229990020394325,
0.007853902876377106,
0.04433231055736542,
0.04808970168232918,
-0.09398560225963593,
0.02823290415108204,
0.002347618108615279,
0.047406040132045746,
-0.0037747370079159737,
0.062314026057720184,
0.07491620630025864,
-0.04095255210995674,
0.017369432374835014,
-0.025656145066022873,
-0.008243474178016186,
-0.060019493103027344,
0.08681265264749527,
0.06762302666902542,
-0.03591239079833031,
0.004893867298960686,
-0.028182489797472954,
-0.02569904364645481,
0.00986518245190382,
0.05272810533642769,
0.06655162572860718,
0.016662798821926117,
0.05516074597835541,
-0.1302492469549179,
0.006260688416659832,
0.04825574532151222,
-0.0177312009036541,
-0.011533229611814022,
-0.06091010570526123,
-0.042155712842941284,
0.08323198556900024,
-0.08666828274726868,
-0.0488295778632164,
0.022111713886260986,
-0.006619895342737436,
-0.007664942182600498,
0.01813291199505329,
0.025670839473605156,
-0.008403553627431393,
-0.005941255949437618,
-0.04434877634048462,
-0.08839307725429535,
0.028879042714834213,
0.003529747249558568,
-0.020661674439907074,
0.020143067464232445,
-4.602891678380478e-33,
-0.16060452163219452,
0.017442286014556885,
-0.10708588361740112,
0.019725201651453972,
-0.047237422317266464,
-0.0932442918419838,
-0.04086935892701149,
0.016853217035531998,
-0.02574833482503891,
0.02899584360420704,
-0.05879486724734306,
0.012108639813959599,
-0.040236469358205795,
-0.014357549138367176,
0.0028848769143223763,
-0.008411116898059845,
0.02454529143869877,
0.03043784573674202,
0.006526843644678593,
0.04120440408587456,
0.046835679560899734,
0.041283123195171356,
-0.12918435037136078,
-0.01436897087842226,
0.049736060202121735,
-0.011104745790362358,
-0.004971360322088003,
0.05717821419239044,
-0.06196589395403862,
0.025425277650356293,
-0.025514855980873108,
-0.07242931425571442,
-0.020200030878186226,
-0.0038069456350058317,
-0.027381058782339096,
-0.051765140146017075,
-0.00857240054756403,
0.011589281260967255,
-0.05856030434370041,
0.05197767913341522,
-0.06344807893037796,
0.0019742439035326242,
-0.10665668547153473,
0.007129955105483532,
-0.0061624925583601,
-0.04986272379755974,
-0.018079539760947227,
-0.07318409532308578,
0.0873841717839241,
-0.03905606269836426,
0.026400422677397728,
0.005226442124694586,
-0.036780063062906265,
0.03369983658194542,
0.031131569296121597,
0.017839988693594933,
-0.00017126635066233575,
-0.11257733404636383,
-0.012429171241819859,
-0.010703552514314651,
-0.012685298919677734,
0.026192763820290565,
0.01775308884680271,
0.03407864272594452,
0.0379447378218174,
-0.030011340975761414,
-0.06738059222698212,
0.008342149667441845,
0.01728340983390808,
-0.03696367144584656,
0.01488309446722269,
0.0091085908934474,
-0.03713667392730713,
0.06035391613841057,
0.03957361727952957,
-0.002488179598003626,
0.08515723794698715,
-0.028323816135525703,
-0.0030247285030782223,
-0.04573969170451164,
0.04895908758044243,
-0.08648160845041275,
0.06724362820386887,
0.058985598385334015,
0.016796210780739784,
-0.07368851453065872,
0.01645747758448124,
-0.018195874989032745,
0.02776944823563099,
0.060022275894880295,
0.028435850515961647,
0.022370891645550728,
-0.030795184895396233,
0.0759262666106224,
-0.07821471244096756,
-5.515620316032255e-8,
-0.0516209714114666,
0.020968180149793625,
-0.04738403856754303,
-0.028887487947940826,
0.0031966555397957563,
-0.062061112374067307,
0.05928770825266838,
-0.059193771332502365,
-0.13839052617549896,
0.018747534602880478,
-0.04882214963436127,
0.08615903556346893,
-0.018152493983507156,
-0.025088820606470108,
-0.013872799463570118,
0.015094001777470112,
0.005718406289815903,
-0.022332776337862015,
-0.011759265325963497,
0.061822570860385895,
0.07925287634134293,
0.01316920854151249,
-0.020831920206546783,
0.012127193622291088,
0.007148292381316423,
-0.031348470598459244,
0.016891974955797195,
0.0036457940004765987,
0.08023755252361298,
-0.005874819587916136,
-0.004893636796623468,
0.08222928643226624,
-0.082903191447258,
0.0043969349935650826,
0.011552452109754086,
0.07595203816890717,
0.008222538977861404,
-0.11574266105890274,
0.004546378739178181,
0.03634205088019371,
0.00004126293788431212,
-0.02587435394525528,
-0.016339167952537537,
0.00646772887557745,
0.08519256860017776,
-0.015644976869225502,
-0.0076616499572992325,
-0.01928454451262951,
-0.01688740774989128,
-0.0006199459312483668,
-0.00625976687297225,
0.07148036360740662,
-0.10947370529174805,
0.06702125072479248,
0.019793711602687836,
0.007258309982717037,
-0.0952342227101326,
0.022329524159431458,
-0.005797367077320814,
-0.07503587007522583,
0.06756055355072021,
0.07204987853765488,
0.07962993532419205,
-0.07365068793296814
] | null | null | null | null | null | null | null |
[
-0.00800724234431982,
0.008620262145996094,
0.02759363502264023,
-0.00737993186339736,
-0.053005069494247437,
0.02990046888589859,
-0.012842204421758652,
-0.001907268655486405,
0.06620029360055923,
-0.016530603170394897,
0.0005889001186005771,
-0.09860285371541977,
0.05350286886096001,
0.07823685556650162,
0.12356121838092804,
0.036547087132930756,
0.08385387063026428,
0.04677264764904976,
-0.04625997319817543,
0.008204072713851929,
0.03204582631587982,
0.0809539258480072,
-0.04197210446000099,
0.0010545032564550638,
-0.008663911372423172,
0.06749176234006882,
-0.057784393429756165,
-0.10582858324050903,
0.05947320908308029,
0.08004242926836014,
0.0630498006939888,
0.12716524302959442,
-0.01723966933786869,
0.14195041358470917,
-0.004538125358521938,
0.08269456773996353,
-0.0030400773975998163,
-0.004861320368945599,
0.014445426873862743,
0.02573518641293049,
-0.06670867651700974,
0.01298313308507204,
-0.04396020621061325,
0.002506502205505967,
0.08012518286705017,
0.023795876652002335,
-0.04309575632214546,
0.02026025392115116,
-0.021763266995549202,
0.006418630015105009,
-0.06646357476711273,
0.004016605205833912,
-0.054683491587638855,
0.07671371102333069,
-0.017217937856912613,
-0.047153815627098083,
0.04642850533127785,
-0.03979656845331192,
-0.03028484806418419,
-0.16130904853343964,
-0.02322501689195633,
-0.044888950884342194,
0.01880783773958683,
0.07029359042644501,
0.03487652912735939,
-0.08923676609992981,
-0.023041777312755585,
0.056517474353313446,
-0.03697798028588295,
0.11917930841445923,
-0.041951555758714676,
0.10228234529495239,
-0.10649224370718002,
0.019798407331109047,
-0.05177351087331772,
0.04298524186015129,
0.07938960939645767,
-0.021402709186077118,
-0.012666500173509121,
-0.03222731500864029,
0.032020289450883865,
0.0009766232687979937,
0.044538307934999466,
-0.005933626554906368,
0.04723932594060898,
0.06669699400663376,
-0.017888009548187256,
0.009520290419459343,
-0.048551611602306366,
-0.00521199032664299,
-0.06911659240722656,
-0.04918151721358299,
0.09636468440294266,
0.05497933179140091,
0.014291798695921898,
-0.00742898415774107,
0.004123064689338207,
-0.08093506842851639,
0.08329693973064423,
0.0753568559885025,
0.014284157194197178,
0.02364783175289631,
0.009146813303232193,
-0.0985315591096878,
-0.034178342670202255,
-0.07205478101968765,
-0.10042267292737961,
-0.03310921788215637,
0.0014845761470496655,
-0.07960731536149979,
0.00411571329459548,
-0.006492831744253635,
0.017732741311192513,
-0.05396493151783943,
-0.07295404374599457,
-0.007567857392132282,
0.00787273794412613,
-0.0052612945437431335,
0.11911879479885101,
-0.047431331127882004,
0.01582755148410797,
0.03330360725522041,
0.015399036929011345,
-0.02229601889848709,
0.04214557260274887,
-0.03729606419801712,
0.02709580399096012,
-8.447889435211032e-34,
0.018314573913812637,
-0.07933413237333298,
-0.0014191792579367757,
0.027174530550837517,
0.07498494535684586,
0.035859331488609314,
0.022901754826307297,
0.005508189555257559,
0.02261333353817463,
0.007659516297280788,
0.007259952835738659,
0.03780420869588852,
-0.036774903535842896,
0.06396283954381943,
-0.03373164311051369,
-0.002862752415239811,
0.05720863118767738,
0.025094320997595787,
-0.06372368335723877,
-0.022231893613934517,
0.03105654940009117,
0.06815263628959656,
-0.01912488043308258,
0.023764174431562424,
-0.07462579756975174,
-0.03364722803235054,
-0.011746678501367569,
-0.08677303791046143,
-0.05967753008008003,
0.010480876080691814,
-0.10019779205322266,
0.0287373848259449,
0.02370411530137062,
0.023933028802275658,
-0.03196873515844345,
-0.047149136662483215,
-0.01517561450600624,
-0.052977584302425385,
-0.04173307493329048,
-0.09198768436908722,
-0.0442594438791275,
0.0204877108335495,
-0.04177240654826164,
-0.04147183150053024,
0.006027897819876671,
0.04229990020394325,
0.007853902876377106,
0.04433231055736542,
0.04808970168232918,
-0.09398560225963593,
0.02823290415108204,
0.002347618108615279,
0.047406040132045746,
-0.0037747370079159737,
0.062314026057720184,
0.07491620630025864,
-0.04095255210995674,
0.017369432374835014,
-0.025656145066022873,
-0.008243474178016186,
-0.060019493103027344,
0.08681265264749527,
0.06762302666902542,
-0.03591239079833031,
0.004893867298960686,
-0.028182489797472954,
-0.02569904364645481,
0.00986518245190382,
0.05272810533642769,
0.06655162572860718,
0.016662798821926117,
0.05516074597835541,
-0.1302492469549179,
0.006260688416659832,
0.04825574532151222,
-0.0177312009036541,
-0.011533229611814022,
-0.06091010570526123,
-0.042155712842941284,
0.08323198556900024,
-0.08666828274726868,
-0.0488295778632164,
0.022111713886260986,
-0.006619895342737436,
-0.007664942182600498,
0.01813291199505329,
0.025670839473605156,
-0.008403553627431393,
-0.005941255949437618,
-0.04434877634048462,
-0.08839307725429535,
0.028879042714834213,
0.003529747249558568,
-0.020661674439907074,
0.020143067464232445,
-4.602891678380478e-33,
-0.16060452163219452,
0.017442286014556885,
-0.10708588361740112,
0.019725201651453972,
-0.047237422317266464,
-0.0932442918419838,
-0.04086935892701149,
0.016853217035531998,
-0.02574833482503891,
0.02899584360420704,
-0.05879486724734306,
0.012108639813959599,
-0.040236469358205795,
-0.014357549138367176,
0.0028848769143223763,
-0.008411116898059845,
0.02454529143869877,
0.03043784573674202,
0.006526843644678593,
0.04120440408587456,
0.046835679560899734,
0.041283123195171356,
-0.12918435037136078,
-0.01436897087842226,
0.049736060202121735,
-0.011104745790362358,
-0.004971360322088003,
0.05717821419239044,
-0.06196589395403862,
0.025425277650356293,
-0.025514855980873108,
-0.07242931425571442,
-0.020200030878186226,
-0.0038069456350058317,
-0.027381058782339096,
-0.051765140146017075,
-0.00857240054756403,
0.011589281260967255,
-0.05856030434370041,
0.05197767913341522,
-0.06344807893037796,
0.0019742439035326242,
-0.10665668547153473,
0.007129955105483532,
-0.0061624925583601,
-0.04986272379755974,
-0.018079539760947227,
-0.07318409532308578,
0.0873841717839241,
-0.03905606269836426,
0.026400422677397728,
0.005226442124694586,
-0.036780063062906265,
0.03369983658194542,
0.031131569296121597,
0.017839988693594933,
-0.00017126635066233575,
-0.11257733404636383,
-0.012429171241819859,
-0.010703552514314651,
-0.012685298919677734,
0.026192763820290565,
0.01775308884680271,
0.03407864272594452,
0.0379447378218174,
-0.030011340975761414,
-0.06738059222698212,
0.008342149667441845,
0.01728340983390808,
-0.03696367144584656,
0.01488309446722269,
0.0091085908934474,
-0.03713667392730713,
0.06035391613841057,
0.03957361727952957,
-0.002488179598003626,
0.08515723794698715,
-0.028323816135525703,
-0.0030247285030782223,
-0.04573969170451164,
0.04895908758044243,
-0.08648160845041275,
0.06724362820386887,
0.058985598385334015,
0.016796210780739784,
-0.07368851453065872,
0.01645747758448124,
-0.018195874989032745,
0.02776944823563099,
0.060022275894880295,
0.028435850515961647,
0.022370891645550728,
-0.030795184895396233,
0.0759262666106224,
-0.07821471244096756,
-5.515620316032255e-8,
-0.0516209714114666,
0.020968180149793625,
-0.04738403856754303,
-0.028887487947940826,
0.0031966555397957563,
-0.062061112374067307,
0.05928770825266838,
-0.059193771332502365,
-0.13839052617549896,
0.018747534602880478,
-0.04882214963436127,
0.08615903556346893,
-0.018152493983507156,
-0.025088820606470108,
-0.013872799463570118,
0.015094001777470112,
0.005718406289815903,
-0.022332776337862015,
-0.011759265325963497,
0.061822570860385895,
0.07925287634134293,
0.01316920854151249,
-0.020831920206546783,
0.012127193622291088,
0.007148292381316423,
-0.031348470598459244,
0.016891974955797195,
0.0036457940004765987,
0.08023755252361298,
-0.005874819587916136,
-0.004893636796623468,
0.08222928643226624,
-0.082903191447258,
0.0043969349935650826,
0.011552452109754086,
0.07595203816890717,
0.008222538977861404,
-0.11574266105890274,
0.004546378739178181,
0.03634205088019371,
0.00004126293788431212,
-0.02587435394525528,
-0.016339167952537537,
0.00646772887557745,
0.08519256860017776,
-0.015644976869225502,
-0.0076616499572992325,
-0.01928454451262951,
-0.01688740774989128,
-0.0006199459312483668,
-0.00625976687297225,
0.07148036360740662,
-0.10947370529174805,
0.06702125072479248,
0.019793711602687836,
0.007258309982717037,
-0.0952342227101326,
0.022329524159431458,
-0.005797367077320814,
-0.07503587007522583,
0.06756055355072021,
0.07204987853765488,
0.07962993532419205,
-0.07365068793296814
] |
1401.5330
|
Mohamed A. El-Sayed
|
Mohamed A. El-Sayed, S. Abdel-Khalek, and Hanan H. Amin
|
Study of Neural Network Algorithm for Straight-Line Drawings of Planar
Graphs
| null |
International Journal of Computer Science and Information Security
(IJCSIS) ISSN 1947-5500, Vol. 9, No. 9, pp. 13-19, 2011
| null | null |
cs.CG cs.NE
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Graph drawing addresses the problem of finding a layout of a graph that
satisfies given aesthetic and understandability objectives. The most important
objective in graph drawing is minimization of the number of crossings in the
drawing, as the aesthetics and readability of graph drawings depend on the
number of edge crossings. VLSI layouts with fewer crossings are more easily
realizable and consequently cheaper. A straight-line drawing of a planar graph
G of n vertices is a drawing of G such that each edge is drawn as a
straight-line segment without edge crossings. However, a problem with current
graph layout methods which are capable of producing satisfactory results for a
wide range of graphs is that they often put an extremely high demand on
computational resources. This paper introduces a new layout method, which
nicely draws internally convex of planar graph that consumes only little
computational resources and does not need any heavy duty preprocessing. Here,
we use two methods: The first is self organizing map known from unsupervised
neural networks which is known as (SOM) and the second method is Inverse Self
Organized Map (ISOM).
|
[
{
"created": "Tue, 21 Jan 2014 14:45:02 GMT",
"version": "v1"
}
] |
2014-01-22
|
[
[
"El-Sayed",
"Mohamed A.",
""
],
[
"Abdel-Khalek",
"S.",
""
],
[
"Amin",
"Hanan H.",
""
]
] |
[
-0.008250200189650059,
0.013559660874307156,
-0.004718106705695391,
-0.012732869014143944,
-0.008505723439157009,
-0.026432707905769348,
-0.054259397089481354,
0.003036385402083397,
-0.027634670957922935,
0.030457131564617157,
-0.029846427962183952,
-0.0097666559740901,
-0.016804542392492294,
0.07958665490150452,
-0.016750393435359,
-0.014394715428352356,
0.0430007167160511,
0.03755415976047516,
0.02937440574169159,
-0.019998814910650253,
0.026944739744067192,
-0.0322364866733551,
-0.05218233913183212,
-0.05430835112929344,
0.01872020587325096,
0.010511519387364388,
0.05365957319736481,
0.017864147201180458,
0.05466326326131821,
-0.03660978749394417,
0.0531330443918705,
0.016801103949546814,
-0.006250821519643068,
0.05978098139166832,
-0.012274191714823246,
0.0345635786652565,
-0.028120478615164757,
0.07609418034553528,
0.011172612197697163,
0.003142107278108597,
-0.039157286286354065,
0.05327184498310089,
0.01620474085211754,
0.06378019601106644,
0.08166193962097168,
0.027444016188383102,
-0.09637642651796341,
-0.006084952503442764,
-0.006656426936388016,
0.04821564629673958,
-0.008770267479121685,
-0.04043462872505188,
-0.08099614083766937,
-0.03509937971830368,
0.03537638112902641,
0.005007494706660509,
0.002739738207310438,
0.0033207093365490437,
-0.02281368151307106,
0.013288067653775215,
0.03232415020465851,
-0.05010170117020607,
0.05300506576895714,
-0.01711387000977993,
-0.05942969024181366,
0.04413515329360962,
0.09653492271900177,
0.052541229873895645,
0.0297403484582901,
0.03206254914402962,
0.08852709829807281,
0.035114869475364685,
-0.06257298588752747,
-0.00928123202174902,
0.0632389634847641,
0.031749118119478226,
0.05808727815747261,
0.03178754076361656,
-0.001792197348549962,
-0.10532184690237045,
-0.01177825778722763,
0.053297530859708786,
-0.04258405789732933,
0.1424342542886734,
0.012612625025212765,
-0.0018620218615978956,
-0.08522571623325348,
-0.008837154135107994,
0.0378129817545414,
0.022061090916395187,
-0.05569693073630333,
0.05449414253234863,
-0.02004033513367176,
-0.08560393750667572,
0.022595703601837158,
0.0032569041941314936,
0.05729125067591667,
-0.062191374599933624,
-0.05447646975517273,
0.06439943611621857,
-0.0037415423430502415,
-0.030502919107675552,
0.0640537217259407,
-0.030292820185422897,
0.061683785170316696,
0.06238311901688576,
0.013043316081166267,
0.0397464781999588,
-0.033978287130594254,
-0.08433998376131058,
-0.033537883311510086,
0.017502207309007645,
0.0014840251533314586,
0.005757820792496204,
0.008012227714061737,
-0.05278564244508743,
0.03311026096343994,
-0.02929850108921528,
0.15047459304332733,
0.09066441655158997,
-0.015173675492405891,
0.04166344925761223,
0.01703544892370701,
0.0361182726919651,
-0.02196011133491993,
-0.046191852539777756,
-0.07095104455947876,
5.302411101481543e-33,
-0.0061647952534258366,
0.06404276192188263,
0.00720670260488987,
0.010789069347083569,
0.09627781063318253,
0.01155654713511467,
-0.0019778062123805285,
-0.026350561529397964,
0.04929210618138313,
-0.01581193134188652,
-0.008830290287733078,
-0.07895170152187347,
0.027561506256461143,
0.16499753296375275,
0.13022904098033905,
-0.05965035781264305,
0.008770760148763657,
0.008343490771949291,
-0.07474952191114426,
-0.12781237065792084,
-0.059409432113170624,
-0.09527809917926788,
0.07238698750734329,
-0.02347434125840664,
-0.01497300248593092,
0.0911521390080452,
0.00730276620015502,
-0.015552232973277569,
-0.018547968938946724,
-0.022771580144762993,
-0.03602553904056549,
0.004755199421197176,
0.05590052157640457,
-0.0077659692615270615,
-0.03003617376089096,
0.029077107086777687,
0.004426390863955021,
-0.049788475036621094,
0.09253223985433578,
0.028258588165044785,
-0.013564001768827438,
0.02815266326069832,
0.022540511563420296,
-0.03397424891591072,
-0.04903721809387207,
0.05332865193486214,
-0.003441699780523777,
-0.000600104802288115,
-0.017529988661408424,
-0.027609335258603096,
-0.008274605497717857,
-0.0029812308494001627,
0.07647517323493958,
0.04715576395392418,
-0.00020009289437439293,
-0.0868794247508049,
0.045578476041555405,
0.005675310734659433,
0.07580520212650299,
0.08461667597293854,
-0.02158374898135662,
0.04809458553791046,
-0.0547449067234993,
0.10482171922922134,
-0.03632911294698715,
-0.024411199614405632,
0.01649731583893299,
-0.03821168839931488,
0.03880473971366882,
-0.0833902433514595,
-0.10527613013982773,
0.05824091285467148,
-0.037823550403118134,
-0.08858074992895126,
-0.05339625105261803,
0.00018266863480675966,
-0.04996740445494652,
0.009294303134083748,
-0.026170238852500916,
-0.028487900272011757,
-0.03641417250037193,
-0.0007273760274983943,
0.029073458164930344,
-0.10150140523910522,
0.0031401352025568485,
-0.07094239443540573,
0.15553078055381775,
-0.01000844594091177,
0.009252719581127167,
-0.0012961366446688771,
-0.09666313230991364,
-0.012326677329838276,
0.06740307062864304,
0.00929516926407814,
0.028134098276495934,
-4.564353096088769e-33,
-0.036259137094020844,
0.05547775328159332,
0.03302234411239624,
0.017288491129875183,
0.005044401157647371,
-0.042558133602142334,
0.009579760953783989,
-0.0629943460226059,
-0.0017935843206942081,
0.014315741136670113,
-0.05145411938428879,
0.03690067306160927,
0.039062779396772385,
0.015641458332538605,
0.0398855097591877,
-0.005437045358121395,
-0.005703451577574015,
0.009439710527658463,
-0.034842975437641144,
-0.11359674483537674,
0.0016838663723319769,
0.04152137041091919,
-0.04355742037296295,
-0.03557480499148369,
0.03216524049639702,
0.051614999771118164,
-0.08578086644411087,
0.010240543633699417,
-0.04653660207986832,
0.07042481005191803,
-0.014382868073880672,
-0.05204413831233978,
0.009263524785637856,
-0.04591028392314911,
0.09734118729829788,
0.0601520799100399,
-0.0058191558346152306,
0.041733499616384506,
0.005725904833525419,
0.020960435271263123,
-0.028971778228878975,
-0.004289404023438692,
-0.0517892949283123,
-0.036347366869449615,
-0.03951769694685936,
0.05395824462175369,
-0.06931201368570328,
0.0514928363263607,
-0.10620028525590897,
0.06134951114654541,
-0.06050935760140419,
0.05427022650837898,
0.040375176817178726,
-0.0636720284819603,
-0.004973007366061211,
-0.04528503119945526,
-0.026228193193674088,
0.06704256683588028,
0.031100349500775337,
-0.07178370654582977,
-0.04138834401965141,
-0.05305721238255501,
-0.029924869537353516,
-0.08268363028764725,
-0.031182512640953064,
-0.045170463621616364,
0.023489750921726227,
-0.1024714857339859,
-0.03956501558423042,
0.04113398492336273,
-0.044074542820453644,
-0.00823335163295269,
-0.06204935535788536,
-0.015816520899534225,
-0.0060791391879320145,
0.002455376321449876,
0.03244674578309059,
0.07449223846197128,
0.01843315362930298,
-0.05943792685866356,
-0.028567340224981308,
-0.08540422469377518,
0.010287312790751457,
0.04346371442079544,
0.03268776461482048,
0.011624835431575775,
-0.02040868066251278,
0.04463056102395058,
0.05596822500228882,
0.036450184881687164,
-0.0196404829621315,
-0.04295949265360832,
-0.05730973929166794,
0.06969024986028671,
0.01227992307394743,
-4.7405688263779666e-8,
-0.09734568744897842,
0.004588371608406305,
0.06824173033237457,
-0.0018000290729105473,
0.08762888610363007,
-0.019359951838850975,
0.16855061054229736,
0.02696962282061577,
-0.08146628737449646,
0.03978041931986809,
0.13560205698013306,
-0.01981126330792904,
-0.08565988391637802,
0.013071083463728428,
-0.06270664930343628,
-0.015559300780296326,
0.019336992874741554,
0.01786026917397976,
0.00901770032942295,
-0.055577632039785385,
-0.10735057294368744,
-0.029470928013324738,
-0.05232425779104233,
-0.03296251595020294,
0.013551187701523304,
-0.06393896043300629,
-0.016467472538352013,
-0.029152683913707733,
0.026775851845741272,
-0.023332439363002777,
-0.031926386058330536,
0.03500550612807274,
0.1261478215456009,
0.0753064751625061,
0.025551246479153633,
0.011274672113358974,
-0.024463651701807976,
0.10274404287338257,
-0.08318933844566345,
-0.00993872620165348,
0.015653308480978012,
0.08258046954870224,
0.036791156977415085,
0.01084900088608265,
0.018699463456869125,
-0.037325434386730194,
0.09494384378194809,
0.026260336861014366,
-0.03724190220236778,
-0.07017941027879715,
-0.09745897352695465,
-0.034634895622730255,
-0.015300964936614037,
-0.050819095224142075,
-0.01160623412579298,
0.01686863787472248,
-0.018656050786376,
0.019274655729532242,
0.0722176805138588,
0.05369865521788597,
-0.019415363669395447,
0.019860362634062767,
-0.03675021603703499,
-0.026649409905076027
] | null | null | null | null | null | null | null |
[
-0.008250200189650059,
0.013559660874307156,
-0.004718106705695391,
-0.012732869014143944,
-0.008505723439157009,
-0.026432707905769348,
-0.054259397089481354,
0.003036385402083397,
-0.027634670957922935,
0.030457131564617157,
-0.029846427962183952,
-0.0097666559740901,
-0.016804542392492294,
0.07958665490150452,
-0.016750393435359,
-0.014394715428352356,
0.0430007167160511,
0.03755415976047516,
0.02937440574169159,
-0.019998814910650253,
0.026944739744067192,
-0.0322364866733551,
-0.05218233913183212,
-0.05430835112929344,
0.01872020587325096,
0.010511519387364388,
0.05365957319736481,
0.017864147201180458,
0.05466326326131821,
-0.03660978749394417,
0.0531330443918705,
0.016801103949546814,
-0.006250821519643068,
0.05978098139166832,
-0.012274191714823246,
0.0345635786652565,
-0.028120478615164757,
0.07609418034553528,
0.011172612197697163,
0.003142107278108597,
-0.039157286286354065,
0.05327184498310089,
0.01620474085211754,
0.06378019601106644,
0.08166193962097168,
0.027444016188383102,
-0.09637642651796341,
-0.006084952503442764,
-0.006656426936388016,
0.04821564629673958,
-0.008770267479121685,
-0.04043462872505188,
-0.08099614083766937,
-0.03509937971830368,
0.03537638112902641,
0.005007494706660509,
0.002739738207310438,
0.0033207093365490437,
-0.02281368151307106,
0.013288067653775215,
0.03232415020465851,
-0.05010170117020607,
0.05300506576895714,
-0.01711387000977993,
-0.05942969024181366,
0.04413515329360962,
0.09653492271900177,
0.052541229873895645,
0.0297403484582901,
0.03206254914402962,
0.08852709829807281,
0.035114869475364685,
-0.06257298588752747,
-0.00928123202174902,
0.0632389634847641,
0.031749118119478226,
0.05808727815747261,
0.03178754076361656,
-0.001792197348549962,
-0.10532184690237045,
-0.01177825778722763,
0.053297530859708786,
-0.04258405789732933,
0.1424342542886734,
0.012612625025212765,
-0.0018620218615978956,
-0.08522571623325348,
-0.008837154135107994,
0.0378129817545414,
0.022061090916395187,
-0.05569693073630333,
0.05449414253234863,
-0.02004033513367176,
-0.08560393750667572,
0.022595703601837158,
0.0032569041941314936,
0.05729125067591667,
-0.062191374599933624,
-0.05447646975517273,
0.06439943611621857,
-0.0037415423430502415,
-0.030502919107675552,
0.0640537217259407,
-0.030292820185422897,
0.061683785170316696,
0.06238311901688576,
0.013043316081166267,
0.0397464781999588,
-0.033978287130594254,
-0.08433998376131058,
-0.033537883311510086,
0.017502207309007645,
0.0014840251533314586,
0.005757820792496204,
0.008012227714061737,
-0.05278564244508743,
0.03311026096343994,
-0.02929850108921528,
0.15047459304332733,
0.09066441655158997,
-0.015173675492405891,
0.04166344925761223,
0.01703544892370701,
0.0361182726919651,
-0.02196011133491993,
-0.046191852539777756,
-0.07095104455947876,
5.302411101481543e-33,
-0.0061647952534258366,
0.06404276192188263,
0.00720670260488987,
0.010789069347083569,
0.09627781063318253,
0.01155654713511467,
-0.0019778062123805285,
-0.026350561529397964,
0.04929210618138313,
-0.01581193134188652,
-0.008830290287733078,
-0.07895170152187347,
0.027561506256461143,
0.16499753296375275,
0.13022904098033905,
-0.05965035781264305,
0.008770760148763657,
0.008343490771949291,
-0.07474952191114426,
-0.12781237065792084,
-0.059409432113170624,
-0.09527809917926788,
0.07238698750734329,
-0.02347434125840664,
-0.01497300248593092,
0.0911521390080452,
0.00730276620015502,
-0.015552232973277569,
-0.018547968938946724,
-0.022771580144762993,
-0.03602553904056549,
0.004755199421197176,
0.05590052157640457,
-0.0077659692615270615,
-0.03003617376089096,
0.029077107086777687,
0.004426390863955021,
-0.049788475036621094,
0.09253223985433578,
0.028258588165044785,
-0.013564001768827438,
0.02815266326069832,
0.022540511563420296,
-0.03397424891591072,
-0.04903721809387207,
0.05332865193486214,
-0.003441699780523777,
-0.000600104802288115,
-0.017529988661408424,
-0.027609335258603096,
-0.008274605497717857,
-0.0029812308494001627,
0.07647517323493958,
0.04715576395392418,
-0.00020009289437439293,
-0.0868794247508049,
0.045578476041555405,
0.005675310734659433,
0.07580520212650299,
0.08461667597293854,
-0.02158374898135662,
0.04809458553791046,
-0.0547449067234993,
0.10482171922922134,
-0.03632911294698715,
-0.024411199614405632,
0.01649731583893299,
-0.03821168839931488,
0.03880473971366882,
-0.0833902433514595,
-0.10527613013982773,
0.05824091285467148,
-0.037823550403118134,
-0.08858074992895126,
-0.05339625105261803,
0.00018266863480675966,
-0.04996740445494652,
0.009294303134083748,
-0.026170238852500916,
-0.028487900272011757,
-0.03641417250037193,
-0.0007273760274983943,
0.029073458164930344,
-0.10150140523910522,
0.0031401352025568485,
-0.07094239443540573,
0.15553078055381775,
-0.01000844594091177,
0.009252719581127167,
-0.0012961366446688771,
-0.09666313230991364,
-0.012326677329838276,
0.06740307062864304,
0.00929516926407814,
0.028134098276495934,
-4.564353096088769e-33,
-0.036259137094020844,
0.05547775328159332,
0.03302234411239624,
0.017288491129875183,
0.005044401157647371,
-0.042558133602142334,
0.009579760953783989,
-0.0629943460226059,
-0.0017935843206942081,
0.014315741136670113,
-0.05145411938428879,
0.03690067306160927,
0.039062779396772385,
0.015641458332538605,
0.0398855097591877,
-0.005437045358121395,
-0.005703451577574015,
0.009439710527658463,
-0.034842975437641144,
-0.11359674483537674,
0.0016838663723319769,
0.04152137041091919,
-0.04355742037296295,
-0.03557480499148369,
0.03216524049639702,
0.051614999771118164,
-0.08578086644411087,
0.010240543633699417,
-0.04653660207986832,
0.07042481005191803,
-0.014382868073880672,
-0.05204413831233978,
0.009263524785637856,
-0.04591028392314911,
0.09734118729829788,
0.0601520799100399,
-0.0058191558346152306,
0.041733499616384506,
0.005725904833525419,
0.020960435271263123,
-0.028971778228878975,
-0.004289404023438692,
-0.0517892949283123,
-0.036347366869449615,
-0.03951769694685936,
0.05395824462175369,
-0.06931201368570328,
0.0514928363263607,
-0.10620028525590897,
0.06134951114654541,
-0.06050935760140419,
0.05427022650837898,
0.040375176817178726,
-0.0636720284819603,
-0.004973007366061211,
-0.04528503119945526,
-0.026228193193674088,
0.06704256683588028,
0.031100349500775337,
-0.07178370654582977,
-0.04138834401965141,
-0.05305721238255501,
-0.029924869537353516,
-0.08268363028764725,
-0.031182512640953064,
-0.045170463621616364,
0.023489750921726227,
-0.1024714857339859,
-0.03956501558423042,
0.04113398492336273,
-0.044074542820453644,
-0.00823335163295269,
-0.06204935535788536,
-0.015816520899534225,
-0.0060791391879320145,
0.002455376321449876,
0.03244674578309059,
0.07449223846197128,
0.01843315362930298,
-0.05943792685866356,
-0.028567340224981308,
-0.08540422469377518,
0.010287312790751457,
0.04346371442079544,
0.03268776461482048,
0.011624835431575775,
-0.02040868066251278,
0.04463056102395058,
0.05596822500228882,
0.036450184881687164,
-0.0196404829621315,
-0.04295949265360832,
-0.05730973929166794,
0.06969024986028671,
0.01227992307394743,
-4.7405688263779666e-8,
-0.09734568744897842,
0.004588371608406305,
0.06824173033237457,
-0.0018000290729105473,
0.08762888610363007,
-0.019359951838850975,
0.16855061054229736,
0.02696962282061577,
-0.08146628737449646,
0.03978041931986809,
0.13560205698013306,
-0.01981126330792904,
-0.08565988391637802,
0.013071083463728428,
-0.06270664930343628,
-0.015559300780296326,
0.019336992874741554,
0.01786026917397976,
0.00901770032942295,
-0.055577632039785385,
-0.10735057294368744,
-0.029470928013324738,
-0.05232425779104233,
-0.03296251595020294,
0.013551187701523304,
-0.06393896043300629,
-0.016467472538352013,
-0.029152683913707733,
0.026775851845741272,
-0.023332439363002777,
-0.031926386058330536,
0.03500550612807274,
0.1261478215456009,
0.0753064751625061,
0.025551246479153633,
0.011274672113358974,
-0.024463651701807976,
0.10274404287338257,
-0.08318933844566345,
-0.00993872620165348,
0.015653308480978012,
0.08258046954870224,
0.036791156977415085,
0.01084900088608265,
0.018699463456869125,
-0.037325434386730194,
0.09494384378194809,
0.026260336861014366,
-0.03724190220236778,
-0.07017941027879715,
-0.09745897352695465,
-0.034634895622730255,
-0.015300964936614037,
-0.050819095224142075,
-0.01160623412579298,
0.01686863787472248,
-0.018656050786376,
0.019274655729532242,
0.0722176805138588,
0.05369865521788597,
-0.019415363669395447,
0.019860362634062767,
-0.03675021603703499,
-0.026649409905076027
] |
1401.5333
|
Robert Prevedel
|
R. Prevedel, Y.-G. Yoon, M. Hoffmann, N. Pak, G. Wetzstein, S. Kato,
T. Schr\"odel, R. Raskar, M. Zimmer, E.S. Boyden, A. Vaziri
|
Simultaneous whole-animal 3D-imaging of neuronal activity using light
field microscopy
|
25 pages, 7 figures, incl. supplementary information
|
Nature Methods 11, 727 (2014)
|
10.1038/nmeth.2964
| null |
physics.optics q-bio.NC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
3D functional imaging of neuronal activity in entire organisms at single cell
level and physiologically relevant time scales faces major obstacles due to
trade-offs between the size of the imaged volumes, and spatial and temporal
resolution. Here, using light-field microscopy in combination with 3D
deconvolution, we demonstrate intrinsically simultaneous volumetric functional
imaging of neuronal population activity at single neuron resolution for an
entire organism, the nematode Caenorhabditis elegans. The simplicity of our
technique and possibility of the integration into epi-fluoresence microscopes
makes it an attractive tool for high-speed volumetric calcium imaging.
|
[
{
"created": "Tue, 21 Jan 2014 14:53:14 GMT",
"version": "v1"
},
{
"created": "Mon, 22 Dec 2014 09:58:09 GMT",
"version": "v2"
}
] |
2014-12-23
|
[
[
"Prevedel",
"R.",
""
],
[
"Yoon",
"Y. -G.",
""
],
[
"Hoffmann",
"M.",
""
],
[
"Pak",
"N.",
""
],
[
"Wetzstein",
"G.",
""
],
[
"Kato",
"S.",
""
],
[
"Schrödel",
"T.",
""
],
[
"Raskar",
"R.",
""
],
[
"Zimmer",
"M.",
""
],
[
"Boyden",
"E. S.",
""
],
[
"Vaziri",
"A.",
""
]
] |
[
0.00274647050537169,
-0.08903148770332336,
0.10293252766132355,
-0.030207209289073944,
-0.05706688389182091,
-0.07671700417995453,
-0.044889871031045914,
-0.0251007117331028,
0.053175993263721466,
0.05029958486557007,
-0.00928647629916668,
-0.06255945563316345,
-0.06799627840518951,
0.10379206389188766,
-0.06391120702028275,
-0.008131959475576878,
-0.0793491005897522,
0.0787651389837265,
-0.04829490929841995,
-0.021061265841126442,
0.011301117017865181,
-0.03278443589806557,
-0.019302401691675186,
0.012545035220682621,
0.03219413012266159,
-0.007534164935350418,
-0.03012746013700962,
-0.0523504763841629,
-0.056016527116298676,
0.01764739118516445,
0.06817053258419037,
-0.01319809164851904,
-0.04552619531750679,
0.027239928022027016,
-0.017619485035538673,
0.02480134181678295,
-0.04785323143005371,
-0.06216657534241676,
0.02374800480902195,
-0.0072006951086223125,
0.05911559611558914,
0.1137198954820633,
-0.00444281380623579,
-0.024054087698459625,
0.019613100215792656,
0.00027176603907719254,
0.04333071410655975,
-0.10949055850505829,
0.06169157475233078,
-0.030057592317461967,
0.07348140329122543,
0.026005268096923828,
-0.02606402337551117,
0.07229065895080566,
0.02475566603243351,
0.1239309310913086,
-0.01228464487940073,
-0.060050901025533676,
0.00986117497086525,
0.04538726806640625,
-0.006443139631301165,
0.01369437389075756,
0.06463029980659485,
-0.02076338231563568,
0.06556907296180725,
0.057953547686338425,
-0.040869057178497314,
-0.06882467865943909,
-0.05945213884115219,
0.04083974286913872,
0.007713887374848127,
0.05545280873775482,
0.07291509211063385,
-0.07982022315263748,
0.04223068431019783,
-0.03544224798679352,
-0.0015299214283004403,
0.04724789038300514,
0.07496412098407745,
-0.04991968721151352,
0.03996558114886284,
0.06762450188398361,
0.03908311203122139,
0.021606428548693657,
0.04580969363451004,
0.047811802476644516,
0.04106717184185982,
0.05929035693407059,
-0.08673466742038727,
0.021356981247663498,
-0.0002723224461078644,
-0.015818698331713676,
-0.07419954240322113,
-0.011182616464793682,
-0.06925555318593979,
-0.10264591127634048,
0.04273040220141411,
-0.03702853247523308,
-0.016512585803866386,
-0.0476912222802639,
0.02337643876671791,
0.0012716680066660047,
0.11351552605628967,
-0.019001144915819168,
0.02770000509917736,
0.0031719591934233904,
0.08091803640127182,
0.0764196440577507,
-0.03989577293395996,
0.0323970653116703,
0.04593849554657936,
0.006984987761825323,
0.051481105387210846,
0.08798260241746902,
0.09303384274244308,
0.019508138298988342,
-0.053581614047288895,
0.03998642414808273,
0.0957322046160698,
-0.014913828112185001,
-0.016558626666665077,
-0.0587269589304924,
-0.12567882239818573,
-0.05293019488453865,
0.042636919766664505,
0.03017781488597393,
-0.05619847774505615,
2.2202177101804803e-33,
-0.004938377533107996,
0.009281699545681477,
-0.019429288804531097,
0.018927574157714844,
0.036854781210422516,
-0.007663886994123459,
0.055564697831869125,
-0.021309267729520798,
-0.0012858251575380564,
-0.030258551239967346,
-0.029418544843792915,
0.05897676944732666,
-0.016878649592399597,
0.1230056881904602,
-0.021838532760739326,
-0.019032424315810204,
-0.06142127886414528,
0.06316123157739639,
0.031742848455905914,
-0.04245617985725403,
0.09393633157014847,
-0.1022413820028305,
-0.02474665641784668,
-0.0003489516966510564,
0.02842901647090912,
-0.10951635986566544,
-0.07501901686191559,
-0.009432734921574593,
-0.017107117921113968,
-0.026564957574009895,
-0.060568369925022125,
0.029233846813440323,
-0.0015686270780861378,
-0.013650232926011086,
0.03031451627612114,
-0.013692964799702168,
0.08917402476072311,
-0.00885868538171053,
-0.04568054527044296,
0.06555866450071335,
0.020834941416978836,
0.05348237603902817,
0.03856596723198891,
-0.08797888457775116,
-0.05462399497628212,
0.03016532212495804,
-0.045665498822927475,
0.06846865266561508,
0.041877150535583496,
-0.028090059757232666,
0.08690302819013596,
-0.0075597031973302364,
0.030101625248789787,
-0.10865546017885208,
0.0343446247279644,
-0.011503591202199459,
-0.032587286084890366,
-0.08611509948968887,
0.02230389229953289,
-0.006321321241557598,
0.04899199306964874,
-0.052772752940654755,
-0.02499586157500744,
0.08219321072101593,
0.016164394095540047,
0.06833526492118835,
-0.041210878640413284,
0.015778623521327972,
0.012941951863467693,
-0.008512466214597225,
-0.01823720708489418,
0.02788527123630047,
0.04424874857068062,
-0.11150843650102615,
0.0426032617688179,
0.010799018666148186,
0.0145837077870965,
-0.03446919471025467,
-0.1259884387254715,
0.0808621272444725,
-0.06495820730924606,
-0.11656025797128677,
-0.08097103983163834,
-0.005137606058269739,
-0.02785143256187439,
0.08530144393444061,
0.06580211222171783,
0.02572459541261196,
-0.02766204997897148,
-0.029766445979475975,
0.023524489253759384,
-0.03367731720209122,
0.028496531769633293,
-0.09901463240385056,
-0.0433657169342041,
-1.8805354749653485e-33,
0.006998557597398758,
-0.06304564327001572,
-0.04170186445116997,
-0.014853822998702526,
-0.0051815020851790905,
0.1417367160320282,
-0.004785052500665188,
0.02462397888302803,
0.04841002821922302,
0.020296327769756317,
-0.003304732032120228,
0.07559817284345627,
-0.031290873885154724,
-0.09832306951284409,
-0.01429765485227108,
-0.03187195956707001,
-0.028243249282240868,
-0.02126799337565899,
0.10852298885583878,
-0.03430793806910515,
-0.028915343806147575,
0.09745411574840546,
0.0209809597581625,
0.019893048331141472,
0.05714709311723709,
0.023135676980018616,
-0.023631760850548744,
0.03607870638370514,
-0.05612225458025932,
0.0029424652457237244,
-0.047620948404073715,
-0.0037691660691052675,
0.013468380086123943,
-0.024570103734731674,
-0.01626957207918167,
0.03295108303427696,
0.06906981766223907,
-0.12020028382539749,
-0.021494705229997635,
-0.018028173595666885,
0.03072378598153591,
-0.019946977496147156,
-0.019620060920715332,
0.09148693084716797,
-0.036426544189453125,
0.046942465007305145,
0.004495744127780199,
-0.012691373005509377,
-0.015570923686027527,
0.09140920639038086,
-0.05400056391954422,
0.011592075228691101,
-0.07296064496040344,
-0.05383281782269478,
-0.006394030060619116,
0.037837766110897064,
0.0014977696118876338,
-0.049334269016981125,
-0.0046089570969343185,
-0.011819216422736645,
-0.0682201012969017,
-0.0875350683927536,
-0.06307662278413773,
-0.004532035440206528,
-0.07020580023527145,
0.0810907781124115,
0.000005761560714745428,
0.025166207924485207,
0.025146404281258583,
0.03392403572797775,
0.024620067328214645,
0.01705724000930786,
0.046698931604623795,
0.050159770995378494,
0.04221924766898155,
-0.012269224040210247,
-0.029393790289759636,
0.005235530436038971,
0.018729018047451973,
-0.012850982137024403,
0.0735299214720726,
-0.04664874076843262,
-0.0017102396814152598,
0.06166539713740349,
0.06364816427230835,
0.005912133492529392,
-0.04028232395648956,
0.054496146738529205,
-0.04392782971262932,
-0.024826079607009888,
0.06070470064878464,
-0.060801949352025986,
0.011154591105878353,
-0.07865609973669052,
0.05357613414525986,
-3.557930128295084e-8,
0.061102356761693954,
0.04062506929039955,
0.013195579871535301,
-0.06435984373092651,
-0.056880753487348557,
-0.07611779868602753,
0.04260943830013275,
0.056900326162576675,
-0.0039007358718663454,
0.008929244242608547,
0.057706914842128754,
-0.10405806452035904,
-0.017315518110990524,
0.012520045973360538,
0.04241322726011276,
0.1317387968301773,
0.033543478697538376,
0.010203211568295956,
-0.034186311066150665,
-0.032636117190122604,
-0.1182040274143219,
0.034714024513959885,
-0.04803665354847908,
-0.023418186232447624,
-0.005247903987765312,
0.07809014618396759,
-0.0031534251756966114,
-0.009007127955555916,
0.02920292690396309,
-0.030810583382844925,
0.06307360529899597,
-0.023308608680963516,
0.030761292204260826,
-0.037968359887599945,
-0.05162198469042778,
-0.01726630888879299,
-0.04387683793902397,
0.01575111411511898,
-0.06392844766378403,
-0.008316975086927414,
-0.09268974512815475,
0.040941592305898666,
0.011198850348591805,
-0.027207985520362854,
-0.04632169380784035,
-0.03410150483250618,
0.043612074106931686,
-0.02884966880083084,
0.014878989197313786,
0.01692298986017704,
-0.023663567379117012,
0.02075793780386448,
0.03842655569314957,
0.025439294055104256,
-0.01996522583067417,
0.06468474119901657,
-0.02703402005136013,
-0.034734513610601425,
-0.028175072744488716,
0.05104503780603409,
0.033081572502851486,
0.05522170290350914,
-0.018073247745633125,
-0.05272022262215614
] | null | null | null | null | null | null | null |
[
0.00274647050537169,
-0.08903148770332336,
0.10293252766132355,
-0.030207209289073944,
-0.05706688389182091,
-0.07671700417995453,
-0.044889871031045914,
-0.0251007117331028,
0.053175993263721466,
0.05029958486557007,
-0.00928647629916668,
-0.06255945563316345,
-0.06799627840518951,
0.10379206389188766,
-0.06391120702028275,
-0.008131959475576878,
-0.0793491005897522,
0.0787651389837265,
-0.04829490929841995,
-0.021061265841126442,
0.011301117017865181,
-0.03278443589806557,
-0.019302401691675186,
0.012545035220682621,
0.03219413012266159,
-0.007534164935350418,
-0.03012746013700962,
-0.0523504763841629,
-0.056016527116298676,
0.01764739118516445,
0.06817053258419037,
-0.01319809164851904,
-0.04552619531750679,
0.027239928022027016,
-0.017619485035538673,
0.02480134181678295,
-0.04785323143005371,
-0.06216657534241676,
0.02374800480902195,
-0.0072006951086223125,
0.05911559611558914,
0.1137198954820633,
-0.00444281380623579,
-0.024054087698459625,
0.019613100215792656,
0.00027176603907719254,
0.04333071410655975,
-0.10949055850505829,
0.06169157475233078,
-0.030057592317461967,
0.07348140329122543,
0.026005268096923828,
-0.02606402337551117,
0.07229065895080566,
0.02475566603243351,
0.1239309310913086,
-0.01228464487940073,
-0.060050901025533676,
0.00986117497086525,
0.04538726806640625,
-0.006443139631301165,
0.01369437389075756,
0.06463029980659485,
-0.02076338231563568,
0.06556907296180725,
0.057953547686338425,
-0.040869057178497314,
-0.06882467865943909,
-0.05945213884115219,
0.04083974286913872,
0.007713887374848127,
0.05545280873775482,
0.07291509211063385,
-0.07982022315263748,
0.04223068431019783,
-0.03544224798679352,
-0.0015299214283004403,
0.04724789038300514,
0.07496412098407745,
-0.04991968721151352,
0.03996558114886284,
0.06762450188398361,
0.03908311203122139,
0.021606428548693657,
0.04580969363451004,
0.047811802476644516,
0.04106717184185982,
0.05929035693407059,
-0.08673466742038727,
0.021356981247663498,
-0.0002723224461078644,
-0.015818698331713676,
-0.07419954240322113,
-0.011182616464793682,
-0.06925555318593979,
-0.10264591127634048,
0.04273040220141411,
-0.03702853247523308,
-0.016512585803866386,
-0.0476912222802639,
0.02337643876671791,
0.0012716680066660047,
0.11351552605628967,
-0.019001144915819168,
0.02770000509917736,
0.0031719591934233904,
0.08091803640127182,
0.0764196440577507,
-0.03989577293395996,
0.0323970653116703,
0.04593849554657936,
0.006984987761825323,
0.051481105387210846,
0.08798260241746902,
0.09303384274244308,
0.019508138298988342,
-0.053581614047288895,
0.03998642414808273,
0.0957322046160698,
-0.014913828112185001,
-0.016558626666665077,
-0.0587269589304924,
-0.12567882239818573,
-0.05293019488453865,
0.042636919766664505,
0.03017781488597393,
-0.05619847774505615,
2.2202177101804803e-33,
-0.004938377533107996,
0.009281699545681477,
-0.019429288804531097,
0.018927574157714844,
0.036854781210422516,
-0.007663886994123459,
0.055564697831869125,
-0.021309267729520798,
-0.0012858251575380564,
-0.030258551239967346,
-0.029418544843792915,
0.05897676944732666,
-0.016878649592399597,
0.1230056881904602,
-0.021838532760739326,
-0.019032424315810204,
-0.06142127886414528,
0.06316123157739639,
0.031742848455905914,
-0.04245617985725403,
0.09393633157014847,
-0.1022413820028305,
-0.02474665641784668,
-0.0003489516966510564,
0.02842901647090912,
-0.10951635986566544,
-0.07501901686191559,
-0.009432734921574593,
-0.017107117921113968,
-0.026564957574009895,
-0.060568369925022125,
0.029233846813440323,
-0.0015686270780861378,
-0.013650232926011086,
0.03031451627612114,
-0.013692964799702168,
0.08917402476072311,
-0.00885868538171053,
-0.04568054527044296,
0.06555866450071335,
0.020834941416978836,
0.05348237603902817,
0.03856596723198891,
-0.08797888457775116,
-0.05462399497628212,
0.03016532212495804,
-0.045665498822927475,
0.06846865266561508,
0.041877150535583496,
-0.028090059757232666,
0.08690302819013596,
-0.0075597031973302364,
0.030101625248789787,
-0.10865546017885208,
0.0343446247279644,
-0.011503591202199459,
-0.032587286084890366,
-0.08611509948968887,
0.02230389229953289,
-0.006321321241557598,
0.04899199306964874,
-0.052772752940654755,
-0.02499586157500744,
0.08219321072101593,
0.016164394095540047,
0.06833526492118835,
-0.041210878640413284,
0.015778623521327972,
0.012941951863467693,
-0.008512466214597225,
-0.01823720708489418,
0.02788527123630047,
0.04424874857068062,
-0.11150843650102615,
0.0426032617688179,
0.010799018666148186,
0.0145837077870965,
-0.03446919471025467,
-0.1259884387254715,
0.0808621272444725,
-0.06495820730924606,
-0.11656025797128677,
-0.08097103983163834,
-0.005137606058269739,
-0.02785143256187439,
0.08530144393444061,
0.06580211222171783,
0.02572459541261196,
-0.02766204997897148,
-0.029766445979475975,
0.023524489253759384,
-0.03367731720209122,
0.028496531769633293,
-0.09901463240385056,
-0.0433657169342041,
-1.8805354749653485e-33,
0.006998557597398758,
-0.06304564327001572,
-0.04170186445116997,
-0.014853822998702526,
-0.0051815020851790905,
0.1417367160320282,
-0.004785052500665188,
0.02462397888302803,
0.04841002821922302,
0.020296327769756317,
-0.003304732032120228,
0.07559817284345627,
-0.031290873885154724,
-0.09832306951284409,
-0.01429765485227108,
-0.03187195956707001,
-0.028243249282240868,
-0.02126799337565899,
0.10852298885583878,
-0.03430793806910515,
-0.028915343806147575,
0.09745411574840546,
0.0209809597581625,
0.019893048331141472,
0.05714709311723709,
0.023135676980018616,
-0.023631760850548744,
0.03607870638370514,
-0.05612225458025932,
0.0029424652457237244,
-0.047620948404073715,
-0.0037691660691052675,
0.013468380086123943,
-0.024570103734731674,
-0.01626957207918167,
0.03295108303427696,
0.06906981766223907,
-0.12020028382539749,
-0.021494705229997635,
-0.018028173595666885,
0.03072378598153591,
-0.019946977496147156,
-0.019620060920715332,
0.09148693084716797,
-0.036426544189453125,
0.046942465007305145,
0.004495744127780199,
-0.012691373005509377,
-0.015570923686027527,
0.09140920639038086,
-0.05400056391954422,
0.011592075228691101,
-0.07296064496040344,
-0.05383281782269478,
-0.006394030060619116,
0.037837766110897064,
0.0014977696118876338,
-0.049334269016981125,
-0.0046089570969343185,
-0.011819216422736645,
-0.0682201012969017,
-0.0875350683927536,
-0.06307662278413773,
-0.004532035440206528,
-0.07020580023527145,
0.0810907781124115,
0.000005761560714745428,
0.025166207924485207,
0.025146404281258583,
0.03392403572797775,
0.024620067328214645,
0.01705724000930786,
0.046698931604623795,
0.050159770995378494,
0.04221924766898155,
-0.012269224040210247,
-0.029393790289759636,
0.005235530436038971,
0.018729018047451973,
-0.012850982137024403,
0.0735299214720726,
-0.04664874076843262,
-0.0017102396814152598,
0.06166539713740349,
0.06364816427230835,
0.005912133492529392,
-0.04028232395648956,
0.054496146738529205,
-0.04392782971262932,
-0.024826079607009888,
0.06070470064878464,
-0.060801949352025986,
0.011154591105878353,
-0.07865609973669052,
0.05357613414525986,
-3.557930128295084e-8,
0.061102356761693954,
0.04062506929039955,
0.013195579871535301,
-0.06435984373092651,
-0.056880753487348557,
-0.07611779868602753,
0.04260943830013275,
0.056900326162576675,
-0.0039007358718663454,
0.008929244242608547,
0.057706914842128754,
-0.10405806452035904,
-0.017315518110990524,
0.012520045973360538,
0.04241322726011276,
0.1317387968301773,
0.033543478697538376,
0.010203211568295956,
-0.034186311066150665,
-0.032636117190122604,
-0.1182040274143219,
0.034714024513959885,
-0.04803665354847908,
-0.023418186232447624,
-0.005247903987765312,
0.07809014618396759,
-0.0031534251756966114,
-0.009007127955555916,
0.02920292690396309,
-0.030810583382844925,
0.06307360529899597,
-0.023308608680963516,
0.030761292204260826,
-0.037968359887599945,
-0.05162198469042778,
-0.01726630888879299,
-0.04387683793902397,
0.01575111411511898,
-0.06392844766378403,
-0.008316975086927414,
-0.09268974512815475,
0.040941592305898666,
0.011198850348591805,
-0.027207985520362854,
-0.04632169380784035,
-0.03410150483250618,
0.043612074106931686,
-0.02884966880083084,
0.014878989197313786,
0.01692298986017704,
-0.023663567379117012,
0.02075793780386448,
0.03842655569314957,
0.025439294055104256,
-0.01996522583067417,
0.06468474119901657,
-0.02703402005136013,
-0.034734513610601425,
-0.028175072744488716,
0.05104503780603409,
0.033081572502851486,
0.05522170290350914,
-0.018073247745633125,
-0.05272022262215614
] |
1401.5334
|
Laurent Michel D
|
Laurent Michel and Pascal Van Hentenryck
|
A Microkernel Architecture for Constraint Programming
| null | null | null | null |
cs.AI cs.PL
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper presents a microkernel architecture for constraint programming
organized around a number of small number of core functionalities and minimal
interfaces. The architecture contrasts with the monolithic nature of many
implementations. Experimental results indicate that the software engineering
benefits are not incompatible with runtime efficiency.
|
[
{
"created": "Tue, 21 Jan 2014 14:56:14 GMT",
"version": "v1"
}
] |
2014-01-22
|
[
[
"Michel",
"Laurent",
""
],
[
"Van Hentenryck",
"Pascal",
""
]
] |
[
-0.009695632383227348,
0.04963696375489235,
-0.0033019669353961945,
0.013065652921795845,
-0.005561728961765766,
-0.03607321158051491,
-0.059373464435338974,
0.06171254813671112,
-0.06280316412448883,
-0.0016548216808587313,
-0.0639898031949997,
-0.0748092532157898,
0.03526846691966057,
0.01618684083223343,
-0.02059071697294712,
-0.005443618167191744,
0.07720490545034409,
-0.03317471593618393,
0.0008357248734682798,
-0.003436868544667959,
-0.02065553516149521,
-0.07813390344381332,
-0.10751563310623169,
-0.05435509607195854,
-0.028032898902893066,
-0.047394510358572006,
0.048699282109737396,
-0.030605370178818703,
0.017152469605207443,
0.06720653921365738,
-0.019519515335559845,
0.060977280139923096,
0.013302560895681381,
0.06125651299953461,
0.06131947040557861,
0.0602179579436779,
-0.029293570667505264,
-0.05673984810709953,
-0.08696773648262024,
-0.058839160948991776,
-0.07890763133764267,
0.04778116196393967,
-0.007003267761319876,
-0.01740550808608532,
-0.015051341615617275,
-0.0158736240118742,
-0.017453530803322792,
0.0041608321480453014,
-0.11764971166849136,
-0.06754205375909805,
-0.026441937312483788,
-0.018112847581505775,
-0.005212883464992046,
-0.02437099814414978,
0.05570633336901665,
0.023184850811958313,
-0.02688397467136383,
0.0115880211815238,
0.013811049982905388,
0.012306916527450085,
0.0032610767520964146,
-0.020351920276880264,
-0.04471917822957039,
-0.036202508956193924,
0.0408395417034626,
-0.03385445848107338,
0.021915262565016747,
-0.06457637995481491,
0.08978071063756943,
-0.015117159113287926,
-0.05440033599734306,
-0.059529416263103485,
-0.048394639045000076,
-0.007169671822339296,
0.034045714884996414,
-0.048660408705472946,
0.036890920251607895,
0.04694652184844017,
0.04861147701740265,
0.0050880517810583115,
-0.00653117336332798,
0.044143807142972946,
-0.05622343346476555,
0.058895234018564224,
0.03157639130949974,
-0.10441965609788895,
0.015888765454292297,
0.05832386761903763,
0.07557688653469086,
0.02980278618633747,
0.0877026617527008,
-0.0047391802072525024,
0.07050913572311401,
-0.010505324229598045,
0.09932117909193039,
-0.01703580468893051,
0.01371628139168024,
-0.021436724811792374,
-0.07669555395841599,
0.08870376646518707,
-0.08074270933866501,
0.016798727214336395,
-0.03165692836046219,
-0.0033066130708903074,
0.03140022233128548,
-0.07735813409090042,
0.05367293581366539,
-0.058718614280223846,
-0.04028612747788429,
-0.1022224873304367,
0.06355275213718414,
-0.013050147332251072,
-0.0006434953538700938,
-0.03431190177798271,
-0.05050019919872284,
0.021624185144901276,
0.049950871616601944,
-0.0359485037624836,
0.07661090791225433,
0.02240336872637272,
-0.04288738965988159,
-0.04935777932405472,
-0.04383787512779236,
0.034964367747306824,
-0.001492288545705378,
0.05753706395626068,
-0.10897576063871384,
2.6306263180777197e-33,
-0.05825864523649216,
0.010464741848409176,
-0.0326714850962162,
-0.05356396362185478,
-0.004223763011395931,
-0.020090382546186447,
0.024731827899813652,
0.03471902012825012,
-0.07874993234872818,
-0.028380654752254486,
0.000585545611102134,
0.02533729374408722,
-0.09978138655424118,
0.04373946413397789,
0.10316456854343414,
-0.05687183141708374,
-0.01290884055197239,
0.11238793283700943,
0.001615704968571663,
-0.021159429103136063,
-0.048152856528759,
-0.073445625603199,
-0.019245140254497528,
0.01838028058409691,
0.09256153553724289,
-0.021915776655077934,
0.06104356423020363,
-0.1118461862206459,
-0.0039824810810387135,
-0.030011584982275963,
-0.11114365607500076,
0.01208318118005991,
0.07596073299646378,
0.07199297100305557,
-0.026291491463780403,
0.0064141349866986275,
-0.026924513280391693,
-0.047869835048913956,
0.02042195573449135,
-0.01850133016705513,
-0.06190561130642891,
-0.013452399522066116,
0.05976654589176178,
-0.059988655149936676,
0.028348885476589203,
-0.01557885017246008,
-0.04812534525990486,
0.039861056953668594,
0.002094644121825695,
-0.0652933120727539,
-0.009046044200658798,
0.09942763298749924,
0.09308398514986038,
-0.027394931763410568,
0.0255978312343359,
-0.03534257039427757,
-0.011120152659714222,
-0.007302557118237019,
-0.0028522880747914314,
0.09276878833770752,
-0.0660870149731636,
-0.05108577013015747,
0.03008727915585041,
0.023172173649072647,
0.10585272312164307,
0.02870449423789978,
-0.07408810406923294,
0.07471758127212524,
0.05456676706671715,
0.07607769221067429,
-0.06590403616428375,
0.015223806723952293,
0.03777827322483063,
0.007445591501891613,
0.0007607957813888788,
0.07018480449914932,
0.05991359427571297,
-0.03245214745402336,
-0.06429679691791534,
-0.05839672312140465,
-0.028912002220749855,
0.05951981991529465,
0.029762957245111465,
0.008139698766171932,
-0.020267168059945107,
0.0036974516697227955,
0.003205755725502968,
0.02883278951048851,
0.058919042348861694,
-0.012822278775274754,
-0.008324658498167992,
-0.02560749463737011,
-0.0020396786276251078,
0.049712009727954865,
-0.010081497952342033,
-4.312256944953406e-33,
0.020365577191114426,
-0.02174334228038788,
-0.08036060631275177,
-0.07532232254743576,
0.011091632768511772,
0.007908360101282597,
-0.007781692314893007,
-0.13823971152305603,
-0.03810981288552284,
0.025681432336568832,
-0.029122771695256233,
-0.018193602561950684,
0.05956585332751274,
-0.013236704282462597,
-0.014149400405585766,
0.07170276343822479,
-0.10095905512571335,
-0.03305139020085335,
0.08479069173336029,
0.034334465861320496,
0.020145468413829803,
0.08658549934625626,
-0.021231768652796745,
0.026334723457694054,
-0.015081063844263554,
-0.03587726131081581,
-0.03344344720244408,
0.07947663217782974,
-0.0417788065969944,
0.01663373038172722,
0.010123386979103088,
-0.03671155497431755,
0.004914534278213978,
-0.019364090636372566,
0.07080169767141342,
-0.011736514046788216,
0.004048563539981842,
0.07957178354263306,
0.01518807653337717,
0.0278560072183609,
0.022253261879086494,
-0.06177403777837753,
-0.016163868829607964,
0.04137240722775459,
-0.007364101242274046,
0.07582376897335052,
-0.06485944986343384,
0.0018496098928153515,
0.020532479509711266,
-0.0510285459458828,
-0.06344470381736755,
-0.017653562128543854,
0.02722366526722908,
-0.09221179783344269,
-0.09617552906274796,
-0.0023080436512827873,
0.010125752538442612,
0.03541036322712898,
0.10009920597076416,
0.013774139806628227,
-0.005196280777454376,
-0.03460798040032387,
0.06008695811033249,
0.029777994379401207,
0.03985122963786125,
0.017383398488163948,
0.021063929423689842,
-0.07277999818325043,
-0.15216480195522308,
0.04249813035130501,
0.08191948384046555,
0.00007525597902713344,
0.006760037038475275,
0.03272203728556633,
-0.013574712909758091,
0.10313093662261963,
0.051065098494291306,
-0.028878765180706978,
-0.011015496216714382,
0.0026886723935604095,
-0.016300901770591736,
0.06002625450491905,
0.08455915004014969,
0.031121639534831047,
-0.09215885400772095,
0.06018603593111038,
0.029030362144112587,
0.09094862639904022,
0.020930742844939232,
0.09418859332799911,
-0.04572882130742073,
-0.038747187703847885,
0.04907897114753723,
-0.019523654133081436,
-0.022535376250743866,
-4.21049257681716e-8,
0.06724800169467926,
-0.013013758696615696,
-0.045265115797519684,
-0.05882808566093445,
-0.016262952238321304,
-0.02071208693087101,
0.022814614698290825,
-0.025616135448217392,
-0.028239451348781586,
0.03174121677875519,
-0.008058675564825535,
-0.07556569576263428,
-0.001996108563616872,
-0.022198891267180443,
0.04380013048648834,
0.05465156212449074,
-0.0246159378439188,
-0.05561644211411476,
-0.034210894256830215,
-0.027867255732417107,
-0.016986576840281487,
0.016354432329535484,
-0.018016906455159187,
0.03457460552453995,
-0.018469927832484245,
-0.03206801787018776,
0.048959553241729736,
0.13852977752685547,
0.09775098413228989,
0.030971964821219444,
0.009503825567662716,
0.039127565920352936,
0.07871590554714203,
0.11270640790462494,
-0.07936197519302368,
0.08797454833984375,
-0.048862289637327194,
0.00013193774793762714,
-0.04877215996384621,
-0.12013646960258484,
0.012700749561190605,
0.005347577854990959,
-0.07841525971889496,
-0.020552750676870346,
-0.0077017187140882015,
0.029804421588778496,
-0.019673023372888565,
-0.05836663022637367,
-0.005506156478077173,
0.12377884984016418,
-0.06900383532047272,
0.07175072282552719,
-0.03894765302538872,
0.04907190799713135,
-0.003900317009538412,
0.03864699602127075,
0.005019790958613157,
-0.04958953708410263,
0.07557687908411026,
-0.02770361304283142,
0.02798672392964363,
0.044424254447221756,
0.07390023022890091,
-0.010678142309188843
] | null | null | null | null | null | null | null |
[
-0.009695632383227348,
0.04963696375489235,
-0.0033019669353961945,
0.013065652921795845,
-0.005561728961765766,
-0.03607321158051491,
-0.059373464435338974,
0.06171254813671112,
-0.06280316412448883,
-0.0016548216808587313,
-0.0639898031949997,
-0.0748092532157898,
0.03526846691966057,
0.01618684083223343,
-0.02059071697294712,
-0.005443618167191744,
0.07720490545034409,
-0.03317471593618393,
0.0008357248734682798,
-0.003436868544667959,
-0.02065553516149521,
-0.07813390344381332,
-0.10751563310623169,
-0.05435509607195854,
-0.028032898902893066,
-0.047394510358572006,
0.048699282109737396,
-0.030605370178818703,
0.017152469605207443,
0.06720653921365738,
-0.019519515335559845,
0.060977280139923096,
0.013302560895681381,
0.06125651299953461,
0.06131947040557861,
0.0602179579436779,
-0.029293570667505264,
-0.05673984810709953,
-0.08696773648262024,
-0.058839160948991776,
-0.07890763133764267,
0.04778116196393967,
-0.007003267761319876,
-0.01740550808608532,
-0.015051341615617275,
-0.0158736240118742,
-0.017453530803322792,
0.0041608321480453014,
-0.11764971166849136,
-0.06754205375909805,
-0.026441937312483788,
-0.018112847581505775,
-0.005212883464992046,
-0.02437099814414978,
0.05570633336901665,
0.023184850811958313,
-0.02688397467136383,
0.0115880211815238,
0.013811049982905388,
0.012306916527450085,
0.0032610767520964146,
-0.020351920276880264,
-0.04471917822957039,
-0.036202508956193924,
0.0408395417034626,
-0.03385445848107338,
0.021915262565016747,
-0.06457637995481491,
0.08978071063756943,
-0.015117159113287926,
-0.05440033599734306,
-0.059529416263103485,
-0.048394639045000076,
-0.007169671822339296,
0.034045714884996414,
-0.048660408705472946,
0.036890920251607895,
0.04694652184844017,
0.04861147701740265,
0.0050880517810583115,
-0.00653117336332798,
0.044143807142972946,
-0.05622343346476555,
0.058895234018564224,
0.03157639130949974,
-0.10441965609788895,
0.015888765454292297,
0.05832386761903763,
0.07557688653469086,
0.02980278618633747,
0.0877026617527008,
-0.0047391802072525024,
0.07050913572311401,
-0.010505324229598045,
0.09932117909193039,
-0.01703580468893051,
0.01371628139168024,
-0.021436724811792374,
-0.07669555395841599,
0.08870376646518707,
-0.08074270933866501,
0.016798727214336395,
-0.03165692836046219,
-0.0033066130708903074,
0.03140022233128548,
-0.07735813409090042,
0.05367293581366539,
-0.058718614280223846,
-0.04028612747788429,
-0.1022224873304367,
0.06355275213718414,
-0.013050147332251072,
-0.0006434953538700938,
-0.03431190177798271,
-0.05050019919872284,
0.021624185144901276,
0.049950871616601944,
-0.0359485037624836,
0.07661090791225433,
0.02240336872637272,
-0.04288738965988159,
-0.04935777932405472,
-0.04383787512779236,
0.034964367747306824,
-0.001492288545705378,
0.05753706395626068,
-0.10897576063871384,
2.6306263180777197e-33,
-0.05825864523649216,
0.010464741848409176,
-0.0326714850962162,
-0.05356396362185478,
-0.004223763011395931,
-0.020090382546186447,
0.024731827899813652,
0.03471902012825012,
-0.07874993234872818,
-0.028380654752254486,
0.000585545611102134,
0.02533729374408722,
-0.09978138655424118,
0.04373946413397789,
0.10316456854343414,
-0.05687183141708374,
-0.01290884055197239,
0.11238793283700943,
0.001615704968571663,
-0.021159429103136063,
-0.048152856528759,
-0.073445625603199,
-0.019245140254497528,
0.01838028058409691,
0.09256153553724289,
-0.021915776655077934,
0.06104356423020363,
-0.1118461862206459,
-0.0039824810810387135,
-0.030011584982275963,
-0.11114365607500076,
0.01208318118005991,
0.07596073299646378,
0.07199297100305557,
-0.026291491463780403,
0.0064141349866986275,
-0.026924513280391693,
-0.047869835048913956,
0.02042195573449135,
-0.01850133016705513,
-0.06190561130642891,
-0.013452399522066116,
0.05976654589176178,
-0.059988655149936676,
0.028348885476589203,
-0.01557885017246008,
-0.04812534525990486,
0.039861056953668594,
0.002094644121825695,
-0.0652933120727539,
-0.009046044200658798,
0.09942763298749924,
0.09308398514986038,
-0.027394931763410568,
0.0255978312343359,
-0.03534257039427757,
-0.011120152659714222,
-0.007302557118237019,
-0.0028522880747914314,
0.09276878833770752,
-0.0660870149731636,
-0.05108577013015747,
0.03008727915585041,
0.023172173649072647,
0.10585272312164307,
0.02870449423789978,
-0.07408810406923294,
0.07471758127212524,
0.05456676706671715,
0.07607769221067429,
-0.06590403616428375,
0.015223806723952293,
0.03777827322483063,
0.007445591501891613,
0.0007607957813888788,
0.07018480449914932,
0.05991359427571297,
-0.03245214745402336,
-0.06429679691791534,
-0.05839672312140465,
-0.028912002220749855,
0.05951981991529465,
0.029762957245111465,
0.008139698766171932,
-0.020267168059945107,
0.0036974516697227955,
0.003205755725502968,
0.02883278951048851,
0.058919042348861694,
-0.012822278775274754,
-0.008324658498167992,
-0.02560749463737011,
-0.0020396786276251078,
0.049712009727954865,
-0.010081497952342033,
-4.312256944953406e-33,
0.020365577191114426,
-0.02174334228038788,
-0.08036060631275177,
-0.07532232254743576,
0.011091632768511772,
0.007908360101282597,
-0.007781692314893007,
-0.13823971152305603,
-0.03810981288552284,
0.025681432336568832,
-0.029122771695256233,
-0.018193602561950684,
0.05956585332751274,
-0.013236704282462597,
-0.014149400405585766,
0.07170276343822479,
-0.10095905512571335,
-0.03305139020085335,
0.08479069173336029,
0.034334465861320496,
0.020145468413829803,
0.08658549934625626,
-0.021231768652796745,
0.026334723457694054,
-0.015081063844263554,
-0.03587726131081581,
-0.03344344720244408,
0.07947663217782974,
-0.0417788065969944,
0.01663373038172722,
0.010123386979103088,
-0.03671155497431755,
0.004914534278213978,
-0.019364090636372566,
0.07080169767141342,
-0.011736514046788216,
0.004048563539981842,
0.07957178354263306,
0.01518807653337717,
0.0278560072183609,
0.022253261879086494,
-0.06177403777837753,
-0.016163868829607964,
0.04137240722775459,
-0.007364101242274046,
0.07582376897335052,
-0.06485944986343384,
0.0018496098928153515,
0.020532479509711266,
-0.0510285459458828,
-0.06344470381736755,
-0.017653562128543854,
0.02722366526722908,
-0.09221179783344269,
-0.09617552906274796,
-0.0023080436512827873,
0.010125752538442612,
0.03541036322712898,
0.10009920597076416,
0.013774139806628227,
-0.005196280777454376,
-0.03460798040032387,
0.06008695811033249,
0.029777994379401207,
0.03985122963786125,
0.017383398488163948,
0.021063929423689842,
-0.07277999818325043,
-0.15216480195522308,
0.04249813035130501,
0.08191948384046555,
0.00007525597902713344,
0.006760037038475275,
0.03272203728556633,
-0.013574712909758091,
0.10313093662261963,
0.051065098494291306,
-0.028878765180706978,
-0.011015496216714382,
0.0026886723935604095,
-0.016300901770591736,
0.06002625450491905,
0.08455915004014969,
0.031121639534831047,
-0.09215885400772095,
0.06018603593111038,
0.029030362144112587,
0.09094862639904022,
0.020930742844939232,
0.09418859332799911,
-0.04572882130742073,
-0.038747187703847885,
0.04907897114753723,
-0.019523654133081436,
-0.022535376250743866,
-4.21049257681716e-8,
0.06724800169467926,
-0.013013758696615696,
-0.045265115797519684,
-0.05882808566093445,
-0.016262952238321304,
-0.02071208693087101,
0.022814614698290825,
-0.025616135448217392,
-0.028239451348781586,
0.03174121677875519,
-0.008058675564825535,
-0.07556569576263428,
-0.001996108563616872,
-0.022198891267180443,
0.04380013048648834,
0.05465156212449074,
-0.0246159378439188,
-0.05561644211411476,
-0.034210894256830215,
-0.027867255732417107,
-0.016986576840281487,
0.016354432329535484,
-0.018016906455159187,
0.03457460552453995,
-0.018469927832484245,
-0.03206801787018776,
0.048959553241729736,
0.13852977752685547,
0.09775098413228989,
0.030971964821219444,
0.009503825567662716,
0.039127565920352936,
0.07871590554714203,
0.11270640790462494,
-0.07936197519302368,
0.08797454833984375,
-0.048862289637327194,
0.00013193774793762714,
-0.04877215996384621,
-0.12013646960258484,
0.012700749561190605,
0.005347577854990959,
-0.07841525971889496,
-0.020552750676870346,
-0.0077017187140882015,
0.029804421588778496,
-0.019673023372888565,
-0.05836663022637367,
-0.005506156478077173,
0.12377884984016418,
-0.06900383532047272,
0.07175072282552719,
-0.03894765302538872,
0.04907190799713135,
-0.003900317009538412,
0.03864699602127075,
0.005019790958613157,
-0.04958953708410263,
0.07557687908411026,
-0.02770361304283142,
0.02798672392964363,
0.044424254447221756,
0.07390023022890091,
-0.010678142309188843
] |
1401.5338
|
Jan Leike
|
Jan Leike and Matthias Heizmann
|
Ranking Templates for Linear Loops
|
TACAS 2014
| null | null | null |
cs.LO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We present a new method for the constraint-based synthesis of termination
arguments for linear loop programs based on linear ranking templates. Linear
ranking templates are parametrized, well-founded relations such that an
assignment to the parameters gives rise to a ranking function. This approach
generalizes existing methods and enables us to use templates for many different
ranking functions with affine-linear components. We discuss templates for
multiphase, piecewise, and lexicographic ranking functions. Because these
ranking templates require both strict and non-strict inequalities, we use
Motzkin's Transposition Theorem instead of Farkas Lemma to transform the
generated $\exists\forall$-constraint into an $\exists$-constraint.
|
[
{
"created": "Tue, 21 Jan 2014 15:09:14 GMT",
"version": "v1"
}
] |
2014-01-22
|
[
[
"Leike",
"Jan",
""
],
[
"Heizmann",
"Matthias",
""
]
] |
[
-0.001892251893877983,
0.03880400210618973,
0.0034024580381810665,
-0.10653113573789597,
-0.028619850054383278,
0.056909121572971344,
-0.031526416540145874,
0.049139417707920074,
0.003038371680304408,
0.03018251061439514,
-0.0669664815068245,
0.028335433453321457,
0.027554545551538467,
0.046679601073265076,
0.004994426388293505,
0.06491362303495407,
0.006238454487174749,
0.035600632429122925,
0.04548003524541855,
-0.012898987159132957,
0.007636232767254114,
0.009265944361686707,
-0.04832085967063904,
-0.013635413721203804,
-0.04117703437805176,
-0.017442917451262474,
-0.05227217823266983,
-0.04483579099178314,
0.04286617785692215,
0.017481032758951187,
-0.016490420326590538,
0.007385138887912035,
-0.002660350874066353,
0.01044628955423832,
0.06464526802301407,
0.0637490525841713,
-0.03145867586135864,
-0.044342998415231705,
-0.04253510758280754,
0.015821296721696854,
-0.007628710474818945,
0.06394344568252563,
-0.022689949721097946,
-0.040123552083969116,
0.008276899345219135,
0.03621991351246834,
-0.04372464865446091,
-0.006438555661588907,
-0.0905032679438591,
0.04659442976117134,
-0.11650393158197403,
0.03137539327144623,
-0.06764838099479675,
0.020137347280979156,
0.035755205899477005,
-0.027183685451745987,
0.009225855581462383,
-0.024377411231398582,
0.005997014697641134,
-0.06540467590093613,
-0.06855405867099762,
0.029561515897512436,
-0.056542202830314636,
-0.006478935480117798,
0.046442512422800064,
-0.005622206721454859,
-0.033488474786281586,
-0.0018685300601646304,
0.003009628038853407,
0.15628094971179962,
-0.1168026402592659,
-0.03690805658698082,
-0.052815478295087814,
0.10024213790893555,
-0.04740433022379875,
0.07045932859182358,
0.10389360040426254,
-0.006168313790112734,
-0.010542653501033783,
-0.021055545657873154,
-0.020931242033839226,
0.03558516874909401,
0.009790020063519478,
-0.01150137186050415,
0.06879788637161255,
-0.059449706226587296,
0.03472205623984337,
-0.06498081982135773,
0.15291549265384674,
0.04924318194389343,
-0.010409276932477951,
0.05950191617012024,
0.0619874969124794,
0.04291613772511482,
0.05585401877760887,
0.022482214495539665,
0.033254172652959824,
-0.031024495139718056,
0.007442526053637266,
0.04466000571846962,
-0.03447536751627922,
-0.029377203434705734,
-0.0032884059473872185,
-0.08948373049497604,
0.043026041239500046,
-0.044594135135412216,
-0.055147673934698105,
-0.06391919404268265,
-0.031348396092653275,
-0.17912571132183075,
0.0443049892783165,
-0.0365496501326561,
0.039151474833488464,
-0.04161864146590233,
0.0002708066313061863,
-0.02040690742433071,
0.04956132546067238,
0.026221031323075294,
0.06960419565439224,
-0.09819227457046509,
0.05047713592648506,
-0.01157051045447588,
0.03030443750321865,
0.07510975003242493,
-0.02720753289759159,
0.005878007505089045,
-0.036848921328783035,
9.770966183424096e-34,
-0.07026547193527222,
0.003064959542825818,
0.028350381180644035,
-0.010331520810723305,
0.01752518303692341,
-0.021427199244499207,
0.06469502300024033,
-0.012159324251115322,
-0.10851390659809113,
0.043125152587890625,
-0.0007073418819345534,
0.028357742354273796,
-0.0653875321149826,
0.06214626133441925,
0.10171513259410858,
-0.050745490938425064,
0.10334517061710358,
0.04714799299836159,
-0.03749670460820198,
-0.07802125066518784,
0.10186916589736938,
-0.08303289860486984,
-0.009762877598404884,
-0.0035657447297126055,
0.042037490755319595,
-0.006326612550765276,
-0.05675610527396202,
-0.06608913093805313,
-0.07437030971050262,
-0.03929326310753822,
-0.0644589439034462,
-0.04675259813666344,
0.05581091344356537,
0.058230750262737274,
-0.01756233349442482,
-0.046054042875766754,
-0.025048524141311646,
-0.04672011360526085,
0.08097870647907257,
-0.01581193134188652,
0.0005513812066055834,
-0.021698933094739914,
-0.05477634072303772,
0.018452972173690796,
0.06537483632564545,
-0.04589509591460228,
-0.0449102558195591,
0.10909243673086166,
0.01675068400800228,
-0.05473708361387253,
-0.020115604624152184,
0.02729451283812523,
0.011433498002588749,
-0.004382228944450617,
-0.012619453482329845,
-0.029646011069417,
-0.05133669450879097,
0.05438833683729172,
-0.0010909541742876172,
0.0752716064453125,
-0.060428667813539505,
0.03218096122145653,
-0.018638134002685547,
-0.010135378688573837,
-0.06371361762285233,
-0.0676802471280098,
-0.06617516279220581,
-0.07494796812534332,
0.1175817996263504,
-0.00469166599214077,
-0.015429320745170116,
-0.0034197017084807158,
-0.03968505188822746,
0.02636350691318512,
0.010983898304402828,
0.02124946564435959,
-0.044943880289793015,
-0.08295581489801407,
0.06693065166473389,
-0.05838097631931305,
0.04723305255174637,
0.0744561105966568,
0.046593837440013885,
-0.06889553368091583,
0.04859510809183121,
-0.06047951057553291,
-0.030111592262983322,
-0.04979759454727173,
-0.0009882648009806871,
-0.01010939572006464,
-0.062057171016931534,
-0.024846168234944344,
-0.03341280296444893,
0.02480701543390751,
0.057826850563287735,
-3.4485900213355775e-33,
0.05979173630475998,
-0.02510942704975605,
0.03348620608448982,
0.0009501414024271071,
-0.039949122816324234,
-0.03490119054913521,
0.00920893531292677,
-0.09502219408750534,
-0.028892697766423225,
0.04081713408231735,
0.00524062430486083,
-0.05184417963027954,
0.04285042732954025,
0.018250757828354836,
0.054338324815034866,
0.017116770148277283,
-0.05382252112030983,
-0.08292145282030106,
-0.023890970274806023,
-0.006713091395795345,
0.0060064177960157394,
0.06160544604063034,
-0.05108689144253731,
0.0830327644944191,
0.06090738624334335,
0.004825330339372158,
0.028795817866921425,
-0.00950364489108324,
-0.02178993448615074,
0.0077307624742388725,
-0.013388212770223618,
-0.029155800119042397,
-0.02006404660642147,
-0.004880789201706648,
0.02624463476240635,
-0.055283140391111374,
0.03552527725696564,
0.010821592062711716,
-0.06237915903329849,
0.09708882123231888,
0.07129140198230743,
-0.07251274585723877,
0.03704138472676277,
-0.014871015213429928,
0.01306199748069048,
0.014959371648728848,
-0.029224714264273643,
0.014779849909245968,
0.01583687774837017,
-0.12275877594947815,
-0.02423553355038166,
0.017421085387468338,
0.01744704321026802,
0.014773914590477943,
-0.06830979138612747,
-0.04695818945765495,
-0.08663390576839447,
0.0290170107036829,
0.08281659334897995,
-0.09728863090276718,
0.03199698030948639,
-0.024608364328742027,
0.07129929959774017,
0.011678951792418957,
0.09702511131763458,
-0.05454378202557564,
-0.00028436147840693593,
-0.035852689296007156,
-0.06144239380955696,
0.011129871942102909,
-0.03011375106871128,
0.0002683972998056561,
-0.045421306043863297,
-0.018358316272497177,
-0.10013639181852341,
0.05860671401023865,
0.03728603944182396,
-0.02066308632493019,
0.040074121206998825,
-0.007800070568919182,
0.01924603432416916,
0.06317710876464844,
0.08295216411352158,
0.09514143317937851,
-0.10603906959295273,
-0.037138499319553375,
0.03122037649154663,
0.022857625037431717,
0.020624827593564987,
0.03970935195684433,
0.02615278773009777,
-0.06653522700071335,
0.04111400991678238,
0.02697397954761982,
0.031059786677360535,
-4.236505901644705e-8,
-0.06287578493356705,
0.00771847041323781,
-0.08120989799499512,
0.006489449646323919,
0.0002756011381279677,
-0.007293165661394596,
0.05059972405433655,
-0.000491027079988271,
0.00954514555633068,
0.006472419481724501,
0.015085852704942226,
0.06678146123886108,
0.03364682197570801,
0.010334557853639126,
-0.037390466779470444,
-0.008637400344014168,
-0.06331288069486618,
0.005527360364794731,
0.03642885386943817,
-0.015237296000123024,
-0.043274566531181335,
0.04820792004466057,
-0.025568131357431412,
0.064192034304142,
-0.012067743577063084,
-0.0034742385614663363,
0.03266492858529091,
0.05504488945007324,
0.1619376689195633,
0.10197354108095169,
0.07213900983333588,
0.03295707702636719,
0.1600118726491928,
0.017315518110990524,
0.021179094910621643,
0.038692232221364975,
-0.06320460140705109,
0.041732996702194214,
-0.06051918864250183,
-0.13155597448349,
0.02178356610238552,
0.10371093451976776,
-0.05348219349980354,
0.02040840871632099,
0.05293284356594086,
-0.04999769106507301,
-0.017475206404924393,
-0.020506728440523148,
-0.024204136803746223,
0.007567353546619415,
-0.01703798957169056,
-0.04185082018375397,
-0.008366658352315426,
-0.039629388600587845,
-0.0259990394115448,
-0.005238644313067198,
-0.03990456461906433,
-0.009545702487230301,
0.009417391382157803,
-0.04985594376921654,
0.00560231227427721,
0.010299074463546276,
0.0806238204240799,
0.005510232411324978
] | null | null | null | null | null | null | null |
[
-0.001892251893877983,
0.03880400210618973,
0.0034024580381810665,
-0.10653113573789597,
-0.028619850054383278,
0.056909121572971344,
-0.031526416540145874,
0.049139417707920074,
0.003038371680304408,
0.03018251061439514,
-0.0669664815068245,
0.028335433453321457,
0.027554545551538467,
0.046679601073265076,
0.004994426388293505,
0.06491362303495407,
0.006238454487174749,
0.035600632429122925,
0.04548003524541855,
-0.012898987159132957,
0.007636232767254114,
0.009265944361686707,
-0.04832085967063904,
-0.013635413721203804,
-0.04117703437805176,
-0.017442917451262474,
-0.05227217823266983,
-0.04483579099178314,
0.04286617785692215,
0.017481032758951187,
-0.016490420326590538,
0.007385138887912035,
-0.002660350874066353,
0.01044628955423832,
0.06464526802301407,
0.0637490525841713,
-0.03145867586135864,
-0.044342998415231705,
-0.04253510758280754,
0.015821296721696854,
-0.007628710474818945,
0.06394344568252563,
-0.022689949721097946,
-0.040123552083969116,
0.008276899345219135,
0.03621991351246834,
-0.04372464865446091,
-0.006438555661588907,
-0.0905032679438591,
0.04659442976117134,
-0.11650393158197403,
0.03137539327144623,
-0.06764838099479675,
0.020137347280979156,
0.035755205899477005,
-0.027183685451745987,
0.009225855581462383,
-0.024377411231398582,
0.005997014697641134,
-0.06540467590093613,
-0.06855405867099762,
0.029561515897512436,
-0.056542202830314636,
-0.006478935480117798,
0.046442512422800064,
-0.005622206721454859,
-0.033488474786281586,
-0.0018685300601646304,
0.003009628038853407,
0.15628094971179962,
-0.1168026402592659,
-0.03690805658698082,
-0.052815478295087814,
0.10024213790893555,
-0.04740433022379875,
0.07045932859182358,
0.10389360040426254,
-0.006168313790112734,
-0.010542653501033783,
-0.021055545657873154,
-0.020931242033839226,
0.03558516874909401,
0.009790020063519478,
-0.01150137186050415,
0.06879788637161255,
-0.059449706226587296,
0.03472205623984337,
-0.06498081982135773,
0.15291549265384674,
0.04924318194389343,
-0.010409276932477951,
0.05950191617012024,
0.0619874969124794,
0.04291613772511482,
0.05585401877760887,
0.022482214495539665,
0.033254172652959824,
-0.031024495139718056,
0.007442526053637266,
0.04466000571846962,
-0.03447536751627922,
-0.029377203434705734,
-0.0032884059473872185,
-0.08948373049497604,
0.043026041239500046,
-0.044594135135412216,
-0.055147673934698105,
-0.06391919404268265,
-0.031348396092653275,
-0.17912571132183075,
0.0443049892783165,
-0.0365496501326561,
0.039151474833488464,
-0.04161864146590233,
0.0002708066313061863,
-0.02040690742433071,
0.04956132546067238,
0.026221031323075294,
0.06960419565439224,
-0.09819227457046509,
0.05047713592648506,
-0.01157051045447588,
0.03030443750321865,
0.07510975003242493,
-0.02720753289759159,
0.005878007505089045,
-0.036848921328783035,
9.770966183424096e-34,
-0.07026547193527222,
0.003064959542825818,
0.028350381180644035,
-0.010331520810723305,
0.01752518303692341,
-0.021427199244499207,
0.06469502300024033,
-0.012159324251115322,
-0.10851390659809113,
0.043125152587890625,
-0.0007073418819345534,
0.028357742354273796,
-0.0653875321149826,
0.06214626133441925,
0.10171513259410858,
-0.050745490938425064,
0.10334517061710358,
0.04714799299836159,
-0.03749670460820198,
-0.07802125066518784,
0.10186916589736938,
-0.08303289860486984,
-0.009762877598404884,
-0.0035657447297126055,
0.042037490755319595,
-0.006326612550765276,
-0.05675610527396202,
-0.06608913093805313,
-0.07437030971050262,
-0.03929326310753822,
-0.0644589439034462,
-0.04675259813666344,
0.05581091344356537,
0.058230750262737274,
-0.01756233349442482,
-0.046054042875766754,
-0.025048524141311646,
-0.04672011360526085,
0.08097870647907257,
-0.01581193134188652,
0.0005513812066055834,
-0.021698933094739914,
-0.05477634072303772,
0.018452972173690796,
0.06537483632564545,
-0.04589509591460228,
-0.0449102558195591,
0.10909243673086166,
0.01675068400800228,
-0.05473708361387253,
-0.020115604624152184,
0.02729451283812523,
0.011433498002588749,
-0.004382228944450617,
-0.012619453482329845,
-0.029646011069417,
-0.05133669450879097,
0.05438833683729172,
-0.0010909541742876172,
0.0752716064453125,
-0.060428667813539505,
0.03218096122145653,
-0.018638134002685547,
-0.010135378688573837,
-0.06371361762285233,
-0.0676802471280098,
-0.06617516279220581,
-0.07494796812534332,
0.1175817996263504,
-0.00469166599214077,
-0.015429320745170116,
-0.0034197017084807158,
-0.03968505188822746,
0.02636350691318512,
0.010983898304402828,
0.02124946564435959,
-0.044943880289793015,
-0.08295581489801407,
0.06693065166473389,
-0.05838097631931305,
0.04723305255174637,
0.0744561105966568,
0.046593837440013885,
-0.06889553368091583,
0.04859510809183121,
-0.06047951057553291,
-0.030111592262983322,
-0.04979759454727173,
-0.0009882648009806871,
-0.01010939572006464,
-0.062057171016931534,
-0.024846168234944344,
-0.03341280296444893,
0.02480701543390751,
0.057826850563287735,
-3.4485900213355775e-33,
0.05979173630475998,
-0.02510942704975605,
0.03348620608448982,
0.0009501414024271071,
-0.039949122816324234,
-0.03490119054913521,
0.00920893531292677,
-0.09502219408750534,
-0.028892697766423225,
0.04081713408231735,
0.00524062430486083,
-0.05184417963027954,
0.04285042732954025,
0.018250757828354836,
0.054338324815034866,
0.017116770148277283,
-0.05382252112030983,
-0.08292145282030106,
-0.023890970274806023,
-0.006713091395795345,
0.0060064177960157394,
0.06160544604063034,
-0.05108689144253731,
0.0830327644944191,
0.06090738624334335,
0.004825330339372158,
0.028795817866921425,
-0.00950364489108324,
-0.02178993448615074,
0.0077307624742388725,
-0.013388212770223618,
-0.029155800119042397,
-0.02006404660642147,
-0.004880789201706648,
0.02624463476240635,
-0.055283140391111374,
0.03552527725696564,
0.010821592062711716,
-0.06237915903329849,
0.09708882123231888,
0.07129140198230743,
-0.07251274585723877,
0.03704138472676277,
-0.014871015213429928,
0.01306199748069048,
0.014959371648728848,
-0.029224714264273643,
0.014779849909245968,
0.01583687774837017,
-0.12275877594947815,
-0.02423553355038166,
0.017421085387468338,
0.01744704321026802,
0.014773914590477943,
-0.06830979138612747,
-0.04695818945765495,
-0.08663390576839447,
0.0290170107036829,
0.08281659334897995,
-0.09728863090276718,
0.03199698030948639,
-0.024608364328742027,
0.07129929959774017,
0.011678951792418957,
0.09702511131763458,
-0.05454378202557564,
-0.00028436147840693593,
-0.035852689296007156,
-0.06144239380955696,
0.011129871942102909,
-0.03011375106871128,
0.0002683972998056561,
-0.045421306043863297,
-0.018358316272497177,
-0.10013639181852341,
0.05860671401023865,
0.03728603944182396,
-0.02066308632493019,
0.040074121206998825,
-0.007800070568919182,
0.01924603432416916,
0.06317710876464844,
0.08295216411352158,
0.09514143317937851,
-0.10603906959295273,
-0.037138499319553375,
0.03122037649154663,
0.022857625037431717,
0.020624827593564987,
0.03970935195684433,
0.02615278773009777,
-0.06653522700071335,
0.04111400991678238,
0.02697397954761982,
0.031059786677360535,
-4.236505901644705e-8,
-0.06287578493356705,
0.00771847041323781,
-0.08120989799499512,
0.006489449646323919,
0.0002756011381279677,
-0.007293165661394596,
0.05059972405433655,
-0.000491027079988271,
0.00954514555633068,
0.006472419481724501,
0.015085852704942226,
0.06678146123886108,
0.03364682197570801,
0.010334557853639126,
-0.037390466779470444,
-0.008637400344014168,
-0.06331288069486618,
0.005527360364794731,
0.03642885386943817,
-0.015237296000123024,
-0.043274566531181335,
0.04820792004466057,
-0.025568131357431412,
0.064192034304142,
-0.012067743577063084,
-0.0034742385614663363,
0.03266492858529091,
0.05504488945007324,
0.1619376689195633,
0.10197354108095169,
0.07213900983333588,
0.03295707702636719,
0.1600118726491928,
0.017315518110990524,
0.021179094910621643,
0.038692232221364975,
-0.06320460140705109,
0.041732996702194214,
-0.06051918864250183,
-0.13155597448349,
0.02178356610238552,
0.10371093451976776,
-0.05348219349980354,
0.02040840871632099,
0.05293284356594086,
-0.04999769106507301,
-0.017475206404924393,
-0.020506728440523148,
-0.024204136803746223,
0.007567353546619415,
-0.01703798957169056,
-0.04185082018375397,
-0.008366658352315426,
-0.039629388600587845,
-0.0259990394115448,
-0.005238644313067198,
-0.03990456461906433,
-0.009545702487230301,
0.009417391382157803,
-0.04985594376921654,
0.00560231227427721,
0.010299074463546276,
0.0806238204240799,
0.005510232411324978
] |
1401.5339
|
Noah Friedkin
|
Noah E. Friedkin
|
Complex Objects in the Polytopes of the Linear State-Space Process
| null | null | null | null |
math.OC cs.MA
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A simple object (one point in $m$-dimensional space) is the resultant of the
evolving matrix polynomial of walks in the irreducible aperiodic network
structure of the first order DeGroot (weighted averaging) state-space process.
This paper draws on a second order generalization the DeGroot model that allows
complex object resultants, i.e, multiple points with distinct coordinates, in
the convex hull of the initial state-space. It is shown that, holding network
structure constant, a unique solution exists for the particular initial space
that is a sufficient condition for the convergence of the process to a
specified complex object. In addition, it is shown that, holding network
structure constant, a solution exists for dampening values sufficient for the
convergence of the process to a specified complex object. These dampening
values, which modify the values of the walks in the network, control the
system's outcomes, and any strongly connected typology is a sufficient
condition of such control.
|
[
{
"created": "Tue, 21 Jan 2014 15:17:35 GMT",
"version": "v1"
}
] |
2014-01-22
|
[
[
"Friedkin",
"Noah E.",
""
]
] |
[
-0.08048345148563385,
-0.05263223126530647,
0.03914206102490425,
0.06463969498872757,
-0.05616769194602966,
-0.02218703366816044,
-0.030735548585653305,
0.03748255595564842,
0.08504069596529007,
0.014535224996507168,
0.02887267991900444,
0.04539629444479942,
0.011180046945810318,
-0.03432108461856842,
-0.07339981943368912,
0.04670313745737076,
0.02736123651266098,
0.0011227860813960433,
0.016787871718406677,
0.0445125438272953,
0.0582379475235939,
-0.008694850839674473,
-0.07201797515153885,
0.00553614366799593,
-0.03377830237150192,
0.08464252948760986,
-0.03394167870283127,
0.10034932941198349,
0.023876139894127846,
-0.030688321217894554,
0.04514048993587494,
-0.055739980190992355,
0.006110081449151039,
-0.025695929303765297,
-0.07189935445785522,
0.017444046214222908,
-0.005781184416264296,
-0.03603372350335121,
-0.013854444026947021,
0.007431271951645613,
0.11625567078590393,
0.10316915810108185,
0.047771286219358444,
-0.029131706804037094,
0.02106388472020626,
-0.03263513371348381,
-0.022126877680420876,
-0.03064725361764431,
-0.11559199541807175,
-0.06675088405609131,
-0.026637127622961998,
0.042466580867767334,
0.040522798895835876,
0.0125013068318367,
0.10644169896841049,
-0.0506112203001976,
0.0537051297724247,
0.05357759818434715,
-0.07941097021102905,
-0.11956619471311569,
0.041038498282432556,
-0.06589803099632263,
-0.003944180905818939,
0.013591291382908821,
0.051746658980846405,
0.058104533702135086,
-0.013293429277837276,
0.0741887018084526,
-0.014871086925268173,
0.04236868396401405,
-0.025258176028728485,
-0.005600407253950834,
-0.029573701322078705,
-0.013360215350985527,
0.036117468029260635,
0.027782104909420013,
-0.03350707143545151,
0.022037606686353683,
-0.04482284560799599,
0.005021622870117426,
0.06480883806943893,
0.0660838708281517,
0.03114488162100315,
-0.060464657843112946,
-0.07033449411392212,
-0.012186076492071152,
-0.0023088178131729364,
-0.03592624515295029,
0.14267806708812714,
0.012649795040488243,
0.0002964759769383818,
0.08188246190547943,
-0.04171150550246239,
-0.010281478986144066,
0.023602977395057678,
0.006713017821311951,
0.06046003848314285,
0.018713511526584625,
0.001110586104914546,
0.045435432344675064,
0.030501553788781166,
-0.05357527360320091,
0.06286001950502396,
0.0480746328830719,
0.11272285878658295,
0.006021696142852306,
0.03175331652164459,
-0.07640303671360016,
-0.01237296313047409,
-0.01811610721051693,
-0.07009170204401016,
-0.015755295753479004,
-0.009524592198431492,
0.07831157743930817,
-0.03344521299004555,
-0.0645817294716835,
0.07562539726495743,
-0.008991586975753307,
0.04895693436264992,
-0.06555566191673279,
0.039331305772066116,
-0.058540016412734985,
-0.04702901095151901,
0.0011629256187006831,
0.08543857932090759,
-0.01925649493932724,
-0.0391852892935276,
-3.5773819578574676e-34,
-0.035821590572595596,
-0.05663950368762016,
-0.027741853147745132,
-0.02963133528828621,
0.06199617311358452,
-0.004558900836855173,
0.016161255538463593,
-0.0002621345629449934,
0.0008093959768302739,
0.006816747598350048,
-0.0521467849612236,
0.05588346719741821,
-0.004271852318197489,
0.021649187430739403,
0.028306663036346436,
-0.04956751689314842,
0.123924121260643,
0.00018389227625448257,
0.09437990188598633,
-0.03929392993450165,
0.13811159133911133,
-0.022405235096812248,
-0.02985902689397335,
-0.07840809226036072,
-0.03782924264669418,
-0.03468944504857063,
0.007370470557361841,
-0.008392872288823128,
-0.046834830194711685,
-0.008999311365187168,
-0.009064477868378162,
0.012923373840749264,
-0.032526176422834396,
0.011875591240823269,
0.006477842107415199,
-0.011512044817209244,
-0.013922079466283321,
0.01949552446603775,
0.06447960436344147,
-0.08745156228542328,
0.0129306735470891,
-0.014231343753635883,
-0.012481268495321274,
0.01413116604089737,
-0.07229714840650558,
-0.013139244168996811,
-0.002124845515936613,
0.045394331216812134,
-0.1021953672170639,
-0.057135209441185,
-0.04177360236644745,
0.009470638819038868,
-0.008219496347010136,
-0.06646669656038284,
0.0023784025106579065,
-0.043176379054784775,
-0.042193952947854996,
0.049211759120225906,
-0.03388110175728798,
0.06725700944662094,
-0.006027019117027521,
-0.022050561383366585,
-0.008901304565370083,
-0.02029665932059288,
0.09844248741865158,
0.03066333383321762,
-0.03930896893143654,
-0.009763306006789207,
0.09708741307258606,
-0.03880216181278229,
0.033459343016147614,
0.017346054315567017,
-0.06340735405683517,
0.00655117304995656,
0.09112625569105148,
-0.033963967114686966,
-0.0035907865967601538,
-0.09250757843255997,
-0.10539795458316803,
0.07163050770759583,
-0.13232016563415527,
0.009275602176785469,
-0.09296813607215881,
-0.02864942140877247,
0.00654704961925745,
-0.047166116535663605,
0.011770963668823242,
-0.0014157608384266496,
-0.07305267453193665,
-0.023603802546858788,
-0.0324607715010643,
-0.02046222798526287,
0.04184358939528465,
0.07504145801067352,
0.041486915200948715,
-1.7101165284159565e-33,
0.03366033732891083,
-0.015253090299665928,
-0.02649608440697193,
0.023303739726543427,
-0.03647932782769203,
0.0352572537958622,
-0.08049215376377106,
-0.0288696251809597,
-0.06682156026363373,
0.00353247974999249,
-0.03394331783056259,
0.01346593163907528,
-0.004752258770167828,
0.027529887855052948,
0.09848995506763458,
-0.008773654699325562,
0.07398363202810287,
-0.07827743887901306,
0.029616115614771843,
-0.10171819478273392,
0.02516363188624382,
0.057629432529211044,
-0.0440397635102272,
-0.03877722844481468,
0.07107500731945038,
-0.015996290370821953,
0.045772939920425415,
0.05359097197651863,
-0.0322645865380764,
0.06469663977622986,
-0.060123324394226074,
-0.09576864540576935,
0.01833128184080124,
0.10523311048746109,
-0.057380128651857376,
0.0890880599617958,
-0.016561031341552734,
0.004710962530225515,
0.006131857167929411,
0.07441608607769012,
-0.01832408644258976,
-0.07244560122489929,
-0.06187274679541588,
0.0857541635632515,
0.0787225142121315,
-0.045772895216941833,
-0.029239937663078308,
0.05027328059077263,
-0.035409167408943176,
-0.029858866706490517,
0.02236233279109001,
0.01787872612476349,
-0.0234366562217474,
0.005511861760169268,
-0.0002782793017104268,
0.06003063917160034,
0.07694347947835922,
0.0015869030030444264,
0.03504041209816933,
-0.082225002348423,
-0.03872881084680557,
-0.04455005005002022,
-0.050178803503513336,
0.054725393652915955,
-0.04876372963190079,
0.01406729407608509,
0.008138704113662243,
-0.10589121282100677,
0.06494033336639404,
-0.037539515644311905,
0.015558402054011822,
0.06392063945531845,
-0.035954106599092484,
0.024234073236584663,
0.020264122635126114,
-0.03238758072257042,
0.10628510266542435,
0.019905222579836845,
-0.014306123368442059,
-0.07999896258115768,
-0.08939789235591888,
0.025478249415755272,
0.036850664764642715,
-0.013976113870739937,
-0.05879351124167442,
-0.011794528923928738,
0.023676279932260513,
-0.012276328168809414,
-0.0419628880918026,
0.015658168122172356,
0.020762743428349495,
0.002986587816849351,
0.0038823839277029037,
0.05545501783490181,
-0.06851359456777573,
-5.29157198059238e-8,
-0.11437767744064331,
-0.014826640486717224,
0.047025151550769806,
0.07336056232452393,
0.06115533038973808,
0.004255210515111685,
0.07688076049089432,
-0.06368855386972427,
-0.012608576565980911,
0.006183949764817953,
0.006301784887909889,
0.014940018765628338,
-0.011298942379653454,
-0.008864503353834152,
-0.02009737491607666,
0.03466799110174179,
0.03274194151163101,
-0.03922390565276146,
-0.009251246228814125,
-0.04817104712128639,
0.006592165678739548,
-0.08117280900478363,
-0.09277243912220001,
0.09295283257961273,
0.032223839312791824,
-0.07551692426204681,
-0.015672506764531136,
-0.12838581204414368,
0.07981619983911514,
0.1125851720571518,
0.05150831863284111,
0.06973762810230255,
0.04291278496384621,
0.08083662390708923,
-0.007272358052432537,
0.02818787284195423,
0.010039993561804295,
-0.039258748292922974,
-0.006493178196251392,
-0.015956643968820572,
0.013782203197479248,
0.11567698419094086,
0.01662992313504219,
0.0011529604671522975,
0.045759767293930054,
0.06413041055202484,
-0.0053761848248541355,
-0.027935730293393135,
0.047447219491004944,
-0.019232697784900665,
0.01621537283062935,
0.05002932995557785,
-0.030286822468042374,
0.07117483764886856,
-0.022294921800494194,
0.0013894353760406375,
0.06463443487882614,
-0.06830640137195587,
0.01222920510917902,
0.0719277635216713,
-0.01670920103788376,
0.015231030993163586,
-0.012940045446157455,
-0.05300125479698181
] | null | null | null | null | null | null | null |
[
-0.08048345148563385,
-0.05263223126530647,
0.03914206102490425,
0.06463969498872757,
-0.05616769194602966,
-0.02218703366816044,
-0.030735548585653305,
0.03748255595564842,
0.08504069596529007,
0.014535224996507168,
0.02887267991900444,
0.04539629444479942,
0.011180046945810318,
-0.03432108461856842,
-0.07339981943368912,
0.04670313745737076,
0.02736123651266098,
0.0011227860813960433,
0.016787871718406677,
0.0445125438272953,
0.0582379475235939,
-0.008694850839674473,
-0.07201797515153885,
0.00553614366799593,
-0.03377830237150192,
0.08464252948760986,
-0.03394167870283127,
0.10034932941198349,
0.023876139894127846,
-0.030688321217894554,
0.04514048993587494,
-0.055739980190992355,
0.006110081449151039,
-0.025695929303765297,
-0.07189935445785522,
0.017444046214222908,
-0.005781184416264296,
-0.03603372350335121,
-0.013854444026947021,
0.007431271951645613,
0.11625567078590393,
0.10316915810108185,
0.047771286219358444,
-0.029131706804037094,
0.02106388472020626,
-0.03263513371348381,
-0.022126877680420876,
-0.03064725361764431,
-0.11559199541807175,
-0.06675088405609131,
-0.026637127622961998,
0.042466580867767334,
0.040522798895835876,
0.0125013068318367,
0.10644169896841049,
-0.0506112203001976,
0.0537051297724247,
0.05357759818434715,
-0.07941097021102905,
-0.11956619471311569,
0.041038498282432556,
-0.06589803099632263,
-0.003944180905818939,
0.013591291382908821,
0.051746658980846405,
0.058104533702135086,
-0.013293429277837276,
0.0741887018084526,
-0.014871086925268173,
0.04236868396401405,
-0.025258176028728485,
-0.005600407253950834,
-0.029573701322078705,
-0.013360215350985527,
0.036117468029260635,
0.027782104909420013,
-0.03350707143545151,
0.022037606686353683,
-0.04482284560799599,
0.005021622870117426,
0.06480883806943893,
0.0660838708281517,
0.03114488162100315,
-0.060464657843112946,
-0.07033449411392212,
-0.012186076492071152,
-0.0023088178131729364,
-0.03592624515295029,
0.14267806708812714,
0.012649795040488243,
0.0002964759769383818,
0.08188246190547943,
-0.04171150550246239,
-0.010281478986144066,
0.023602977395057678,
0.006713017821311951,
0.06046003848314285,
0.018713511526584625,
0.001110586104914546,
0.045435432344675064,
0.030501553788781166,
-0.05357527360320091,
0.06286001950502396,
0.0480746328830719,
0.11272285878658295,
0.006021696142852306,
0.03175331652164459,
-0.07640303671360016,
-0.01237296313047409,
-0.01811610721051693,
-0.07009170204401016,
-0.015755295753479004,
-0.009524592198431492,
0.07831157743930817,
-0.03344521299004555,
-0.0645817294716835,
0.07562539726495743,
-0.008991586975753307,
0.04895693436264992,
-0.06555566191673279,
0.039331305772066116,
-0.058540016412734985,
-0.04702901095151901,
0.0011629256187006831,
0.08543857932090759,
-0.01925649493932724,
-0.0391852892935276,
-3.5773819578574676e-34,
-0.035821590572595596,
-0.05663950368762016,
-0.027741853147745132,
-0.02963133528828621,
0.06199617311358452,
-0.004558900836855173,
0.016161255538463593,
-0.0002621345629449934,
0.0008093959768302739,
0.006816747598350048,
-0.0521467849612236,
0.05588346719741821,
-0.004271852318197489,
0.021649187430739403,
0.028306663036346436,
-0.04956751689314842,
0.123924121260643,
0.00018389227625448257,
0.09437990188598633,
-0.03929392993450165,
0.13811159133911133,
-0.022405235096812248,
-0.02985902689397335,
-0.07840809226036072,
-0.03782924264669418,
-0.03468944504857063,
0.007370470557361841,
-0.008392872288823128,
-0.046834830194711685,
-0.008999311365187168,
-0.009064477868378162,
0.012923373840749264,
-0.032526176422834396,
0.011875591240823269,
0.006477842107415199,
-0.011512044817209244,
-0.013922079466283321,
0.01949552446603775,
0.06447960436344147,
-0.08745156228542328,
0.0129306735470891,
-0.014231343753635883,
-0.012481268495321274,
0.01413116604089737,
-0.07229714840650558,
-0.013139244168996811,
-0.002124845515936613,
0.045394331216812134,
-0.1021953672170639,
-0.057135209441185,
-0.04177360236644745,
0.009470638819038868,
-0.008219496347010136,
-0.06646669656038284,
0.0023784025106579065,
-0.043176379054784775,
-0.042193952947854996,
0.049211759120225906,
-0.03388110175728798,
0.06725700944662094,
-0.006027019117027521,
-0.022050561383366585,
-0.008901304565370083,
-0.02029665932059288,
0.09844248741865158,
0.03066333383321762,
-0.03930896893143654,
-0.009763306006789207,
0.09708741307258606,
-0.03880216181278229,
0.033459343016147614,
0.017346054315567017,
-0.06340735405683517,
0.00655117304995656,
0.09112625569105148,
-0.033963967114686966,
-0.0035907865967601538,
-0.09250757843255997,
-0.10539795458316803,
0.07163050770759583,
-0.13232016563415527,
0.009275602176785469,
-0.09296813607215881,
-0.02864942140877247,
0.00654704961925745,
-0.047166116535663605,
0.011770963668823242,
-0.0014157608384266496,
-0.07305267453193665,
-0.023603802546858788,
-0.0324607715010643,
-0.02046222798526287,
0.04184358939528465,
0.07504145801067352,
0.041486915200948715,
-1.7101165284159565e-33,
0.03366033732891083,
-0.015253090299665928,
-0.02649608440697193,
0.023303739726543427,
-0.03647932782769203,
0.0352572537958622,
-0.08049215376377106,
-0.0288696251809597,
-0.06682156026363373,
0.00353247974999249,
-0.03394331783056259,
0.01346593163907528,
-0.004752258770167828,
0.027529887855052948,
0.09848995506763458,
-0.008773654699325562,
0.07398363202810287,
-0.07827743887901306,
0.029616115614771843,
-0.10171819478273392,
0.02516363188624382,
0.057629432529211044,
-0.0440397635102272,
-0.03877722844481468,
0.07107500731945038,
-0.015996290370821953,
0.045772939920425415,
0.05359097197651863,
-0.0322645865380764,
0.06469663977622986,
-0.060123324394226074,
-0.09576864540576935,
0.01833128184080124,
0.10523311048746109,
-0.057380128651857376,
0.0890880599617958,
-0.016561031341552734,
0.004710962530225515,
0.006131857167929411,
0.07441608607769012,
-0.01832408644258976,
-0.07244560122489929,
-0.06187274679541588,
0.0857541635632515,
0.0787225142121315,
-0.045772895216941833,
-0.029239937663078308,
0.05027328059077263,
-0.035409167408943176,
-0.029858866706490517,
0.02236233279109001,
0.01787872612476349,
-0.0234366562217474,
0.005511861760169268,
-0.0002782793017104268,
0.06003063917160034,
0.07694347947835922,
0.0015869030030444264,
0.03504041209816933,
-0.082225002348423,
-0.03872881084680557,
-0.04455005005002022,
-0.050178803503513336,
0.054725393652915955,
-0.04876372963190079,
0.01406729407608509,
0.008138704113662243,
-0.10589121282100677,
0.06494033336639404,
-0.037539515644311905,
0.015558402054011822,
0.06392063945531845,
-0.035954106599092484,
0.024234073236584663,
0.020264122635126114,
-0.03238758072257042,
0.10628510266542435,
0.019905222579836845,
-0.014306123368442059,
-0.07999896258115768,
-0.08939789235591888,
0.025478249415755272,
0.036850664764642715,
-0.013976113870739937,
-0.05879351124167442,
-0.011794528923928738,
0.023676279932260513,
-0.012276328168809414,
-0.0419628880918026,
0.015658168122172356,
0.020762743428349495,
0.002986587816849351,
0.0038823839277029037,
0.05545501783490181,
-0.06851359456777573,
-5.29157198059238e-8,
-0.11437767744064331,
-0.014826640486717224,
0.047025151550769806,
0.07336056232452393,
0.06115533038973808,
0.004255210515111685,
0.07688076049089432,
-0.06368855386972427,
-0.012608576565980911,
0.006183949764817953,
0.006301784887909889,
0.014940018765628338,
-0.011298942379653454,
-0.008864503353834152,
-0.02009737491607666,
0.03466799110174179,
0.03274194151163101,
-0.03922390565276146,
-0.009251246228814125,
-0.04817104712128639,
0.006592165678739548,
-0.08117280900478363,
-0.09277243912220001,
0.09295283257961273,
0.032223839312791824,
-0.07551692426204681,
-0.015672506764531136,
-0.12838581204414368,
0.07981619983911514,
0.1125851720571518,
0.05150831863284111,
0.06973762810230255,
0.04291278496384621,
0.08083662390708923,
-0.007272358052432537,
0.02818787284195423,
0.010039993561804295,
-0.039258748292922974,
-0.006493178196251392,
-0.015956643968820572,
0.013782203197479248,
0.11567698419094086,
0.01662992313504219,
0.0011529604671522975,
0.045759767293930054,
0.06413041055202484,
-0.0053761848248541355,
-0.027935730293393135,
0.047447219491004944,
-0.019232697784900665,
0.01621537283062935,
0.05002932995557785,
-0.030286822468042374,
0.07117483764886856,
-0.022294921800494194,
0.0013894353760406375,
0.06463443487882614,
-0.06830640137195587,
0.01222920510917902,
0.0719277635216713,
-0.01670920103788376,
0.015231030993163586,
-0.012940045446157455,
-0.05300125479698181
] |
1401.5341
|
Laurent Michel D
|
Pascal Van Hentenryck and Laurent Michel
|
Domain Views for Constraint Programming
|
Workshop: TRICS13: Techniques foR Implementing Constraint
programming, September 2013, CP, Uppsala
| null | null | null |
cs.AI cs.PL
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Views are a standard abstraction in constraint programming: They make it
possible to implement a single version of each constraint, while avoiding to
create new variables and constraints that would slow down propagation.
Traditional constraint-programming systems provide the concept of {\em variable
views} which implement a view of the type $y = f(x)$ by delegating all (domain
and constraint) operations on variable $y$ to variable $x$. This paper proposes
the alternative concept of {\em domain views} which only delegate domain
operations. Domain views preserve the benefits of variable views but simplify
the implementation of value-based propagation. Domain views also support
non-injective views compositionally, expanding the scope of views
significantly. Experimental results demonstrate the practical benefits of
domain views.
|
[
{
"created": "Tue, 21 Jan 2014 15:22:29 GMT",
"version": "v1"
}
] |
2014-01-22
|
[
[
"Van Hentenryck",
"Pascal",
""
],
[
"Michel",
"Laurent",
""
]
] |
[
-0.002040464896708727,
-0.0400199368596077,
-0.08057122677564621,
-0.04449659213423729,
0.025866521522402763,
-0.02656753733754158,
0.005734928883612156,
-0.05396687239408493,
-0.05216284096240997,
-0.01501124445348978,
-0.08079839497804642,
-0.06367210298776627,
0.10822147130966187,
0.08145665377378464,
0.029128191992640495,
0.03701835870742798,
0.11774642765522003,
-0.02264917641878128,
-0.059977926313877106,
-0.011878143064677715,
-0.004146985709667206,
-0.009175725281238556,
-0.08732419461011887,
0.008326565846800804,
-0.023779984563589096,
-0.025077344849705696,
0.07971028983592987,
-0.05237391218543053,
0.05109340697526932,
0.03556264564394951,
-0.01659935899078846,
0.03982509672641754,
-0.061351798474788666,
0.023531606420874596,
-0.0004589461605064571,
0.06434714794158936,
-0.06140109524130821,
0.030304549261927605,
-0.08700472116470337,
-0.09687040001153946,
-0.07189489901065826,
0.07604508846998215,
0.014278804883360863,
-0.052119601517915726,
-0.022424669936299324,
-0.003515219548717141,
-0.02534981444478035,
0.006647038739174604,
-0.04187823086977005,
-0.026073211804032326,
-0.0911094918847084,
-0.03598596528172493,
-0.06791464984416962,
-0.0486590713262558,
-0.02221231535077095,
0.03438784182071686,
-0.01733328588306904,
-0.004684392362833023,
-0.01721285842359066,
0.037640295922756195,
-0.08579938858747482,
0.018226079642772675,
-0.007850767113268375,
0.016682516783475876,
-0.03209727257490158,
-0.019898807629942894,
0.0020066790748387575,
0.03741048648953438,
0.04313584417104721,
0.012325050309300423,
-0.049469463527202606,
0.06097204238176346,
0.00032814894802868366,
-0.007382693700492382,
-0.004439745098352432,
0.026123428717255592,
0.028551891446113586,
-0.07335147261619568,
0.05830349773168564,
-0.09121613204479218,
0.057355158030986786,
0.08618515729904175,
-0.026197614148259163,
0.05807052180171013,
0.07734651863574982,
-0.08132271468639374,
0.00662614218890667,
-0.021528901532292366,
0.037908948957920074,
0.05868028849363327,
0.024929504841566086,
-0.04590587317943573,
0.09566237777471542,
0.07864852249622345,
0.06846940517425537,
-0.050887685269117355,
0.026214903220534325,
-0.05892539769411087,
-0.05565827712416649,
0.0453193373978138,
-0.040960587561130524,
0.059467118233442307,
0.001317664049565792,
-0.08023898303508759,
-0.006671322975307703,
-0.07387730479240417,
0.007564284838736057,
0.03251549229025841,
-0.04540323466062546,
-0.03357863798737526,
0.06846103072166443,
0.05125711113214493,
-0.011599243618547916,
-0.11231173574924469,
-0.10849788039922714,
-0.043453365564346313,
0.038839731365442276,
-0.023624837398529053,
0.007291741669178009,
-0.041070640087127686,
-0.026018956676125526,
-0.008893012069165707,
0.030498819425702095,
0.030624283477663994,
0.10752209275960922,
-0.07987754791975021,
-0.028033917769789696,
2.035487670922804e-33,
-0.050824135541915894,
-0.0016095052706077695,
-0.051973819732666016,
-0.05007583647966385,
0.04031290486454964,
0.04264449328184128,
0.004196861293166876,
0.060087189078330994,
-0.058633532375097275,
0.015416313894093037,
0.03712187334895134,
0.016525015234947205,
-0.015486671589314938,
0.016660310328006744,
0.10974477976560593,
-0.030925720930099487,
0.027011951431632042,
0.10281331837177277,
-0.020655443891882896,
-0.005241959355771542,
-0.0346742682158947,
-0.03467081859707832,
-0.038644660264253616,
0.07017625123262405,
0.05616709217429161,
0.002808384597301483,
-0.008179881609976292,
-0.02070712484419346,
-0.058715298771858215,
-0.013947722502052784,
-0.035336654633283615,
0.014501333236694336,
0.041403789073228836,
0.0906672328710556,
0.002027748618274927,
0.013320913538336754,
0.07152006030082703,
-0.050204288214445114,
0.07571593672037125,
-0.023351024836301804,
-0.02817298285663128,
0.02278353087604046,
0.010454070754349232,
-0.02742992714047432,
-0.045758165419101715,
0.006757890805602074,
-0.010221299715340137,
0.12561918795108795,
-0.1127723827958107,
-0.02491864189505577,
0.04918127506971359,
0.046181753277778625,
0.08160107582807541,
-0.05187084898352623,
-0.026124173775315285,
-0.0752924457192421,
-0.04284162446856499,
-0.029488995671272278,
-0.003543460974469781,
0.028931163251399994,
-0.052082378417253494,
0.003416299121454358,
-0.029779348522424698,
0.04704660549759865,
-0.04338562488555908,
-0.022041134536266327,
-0.02158273383975029,
-0.028567621484398842,
0.05936067923903465,
0.02209358848631382,
-0.08273643255233765,
0.026174578815698624,
-0.049097202718257904,
0.007243399973958731,
-0.005066438112407923,
0.03630047291517258,
-0.018754346296191216,
-0.016008447855710983,
0.060594912618398666,
-0.007103362586349249,
-0.07661494612693787,
0.06979367882013321,
0.05295351520180702,
0.06799840927124023,
0.06443735957145691,
0.003337005153298378,
0.0062091355212032795,
0.027914302423596382,
0.023201745003461838,
-0.09793238341808319,
-0.03576543182134628,
-0.04110041260719299,
-0.04346270486712456,
-0.028915828093886375,
0.11808867752552032,
-3.324945648044335e-33,
-0.013053307309746742,
0.023770492523908615,
-0.02936452068388462,
-0.09988848119974136,
0.04814767464995384,
-0.041186437010765076,
0.009828589856624603,
-0.05780290067195892,
0.017893658950924873,
-0.06739577651023865,
-0.06600248068571091,
-0.07042347639799118,
-0.015947652980685234,
0.0499434731900692,
-0.0027118909638375044,
0.0006518714362755418,
-0.11621787399053574,
-0.05753010883927345,
-0.075215645134449,
0.08088845014572144,
0.016793178394436836,
0.09535413235425949,
-0.08202098309993744,
0.013459154404699802,
0.0746648982167244,
0.06410887092351913,
-0.002697558142244816,
0.0820518285036087,
0.03766942024230957,
0.06822872161865234,
-0.029206691309809685,
-0.035268139094114304,
-0.011994813568890095,
-0.04833181947469711,
-0.013846628367900848,
0.019956987351179123,
-0.005026860162615776,
-0.001826140796765685,
-0.03183050453662872,
0.04320726916193962,
-0.022645318880677223,
-0.05399605259299278,
0.025093363597989082,
0.07461443543434143,
-0.010611753910779953,
0.0772375836968422,
0.012770618312060833,
0.07895210385322571,
0.031995903700590134,
-0.05086589604616165,
-0.09161347895860672,
0.003954873885959387,
0.024412427097558975,
-0.04068116098642349,
-0.04403020441532135,
-0.08685526996850967,
-0.003119420725852251,
-0.026117689907550812,
0.12109620124101639,
-0.03695133700966835,
0.010622411035001278,
-0.04760172218084335,
0.05579356476664543,
0.08383574336767197,
0.010374339297413826,
0.007281652186065912,
0.013027540408074856,
-0.03880201280117035,
-0.09076998382806778,
-0.027713662013411522,
0.06851477175951004,
-0.022079257294535637,
-0.06370880454778671,
-0.013704104349017143,
-0.03174922987818718,
0.02507135272026062,
0.0731540098786354,
0.05190523341298103,
0.082914799451828,
0.04410040006041527,
0.08900284022092819,
0.02643314190208912,
0.1586834341287613,
0.0370069183409214,
-0.025927403941750526,
0.021625418215990067,
0.008017174899578094,
0.021681927144527435,
0.04604490473866463,
0.03453875333070755,
-0.07540301233530045,
-0.024819649755954742,
0.016721881926059723,
0.0002554826787672937,
-0.034190550446510315,
-4.4688921008173565e-8,
-0.0887155532836914,
0.015157234854996204,
-0.0002633662661537528,
-0.029769934713840485,
-0.0577763132750988,
0.015131430700421333,
0.012493515387177467,
0.011110164225101471,
-0.06173614040017128,
-0.01634327694773674,
0.023477548733353615,
0.008316644467413425,
0.0024174596183001995,
0.006434728857129812,
-0.00910424068570137,
-0.011892380192875862,
0.038944061845541,
-0.031255971640348434,
-0.01966438814997673,
0.017603062093257904,
-0.020668400451540947,
-0.017551632598042488,
-0.008831152692437172,
0.004159815609455109,
0.055064182728528976,
-0.05331551283597946,
-0.01949014700949192,
0.0753360465168953,
0.1947338879108429,
0.027455931529402733,
0.05803356319665909,
0.06575779616832733,
0.06314283609390259,
0.08870559930801392,
-0.01976156234741211,
0.027076035737991333,
-0.026764020323753357,
0.01102412212640047,
-0.07243470102548599,
-0.08427431434392929,
0.016656886786222458,
0.0071029975079,
-0.018007773905992508,
0.04314702749252319,
0.02900565229356289,
0.05161681026220322,
0.06859393417835236,
-0.0585453100502491,
-0.012168250977993011,
0.02897670678794384,
-0.1291864961385727,
0.026959797367453575,
-0.03143066540360451,
0.023927129805088043,
-0.017398377880454063,
0.03963384032249451,
0.03209048509597778,
-0.07887807488441467,
0.041247304528951645,
0.029044870287179947,
-0.039410579949617386,
0.04367827996611595,
0.023557696491479874,
0.0032326001673936844
] | null | null | null | null | null | null | null |
[
-0.002040464896708727,
-0.0400199368596077,
-0.08057122677564621,
-0.04449659213423729,
0.025866521522402763,
-0.02656753733754158,
0.005734928883612156,
-0.05396687239408493,
-0.05216284096240997,
-0.01501124445348978,
-0.08079839497804642,
-0.06367210298776627,
0.10822147130966187,
0.08145665377378464,
0.029128191992640495,
0.03701835870742798,
0.11774642765522003,
-0.02264917641878128,
-0.059977926313877106,
-0.011878143064677715,
-0.004146985709667206,
-0.009175725281238556,
-0.08732419461011887,
0.008326565846800804,
-0.023779984563589096,
-0.025077344849705696,
0.07971028983592987,
-0.05237391218543053,
0.05109340697526932,
0.03556264564394951,
-0.01659935899078846,
0.03982509672641754,
-0.061351798474788666,
0.023531606420874596,
-0.0004589461605064571,
0.06434714794158936,
-0.06140109524130821,
0.030304549261927605,
-0.08700472116470337,
-0.09687040001153946,
-0.07189489901065826,
0.07604508846998215,
0.014278804883360863,
-0.052119601517915726,
-0.022424669936299324,
-0.003515219548717141,
-0.02534981444478035,
0.006647038739174604,
-0.04187823086977005,
-0.026073211804032326,
-0.0911094918847084,
-0.03598596528172493,
-0.06791464984416962,
-0.0486590713262558,
-0.02221231535077095,
0.03438784182071686,
-0.01733328588306904,
-0.004684392362833023,
-0.01721285842359066,
0.037640295922756195,
-0.08579938858747482,
0.018226079642772675,
-0.007850767113268375,
0.016682516783475876,
-0.03209727257490158,
-0.019898807629942894,
0.0020066790748387575,
0.03741048648953438,
0.04313584417104721,
0.012325050309300423,
-0.049469463527202606,
0.06097204238176346,
0.00032814894802868366,
-0.007382693700492382,
-0.004439745098352432,
0.026123428717255592,
0.028551891446113586,
-0.07335147261619568,
0.05830349773168564,
-0.09121613204479218,
0.057355158030986786,
0.08618515729904175,
-0.026197614148259163,
0.05807052180171013,
0.07734651863574982,
-0.08132271468639374,
0.00662614218890667,
-0.021528901532292366,
0.037908948957920074,
0.05868028849363327,
0.024929504841566086,
-0.04590587317943573,
0.09566237777471542,
0.07864852249622345,
0.06846940517425537,
-0.050887685269117355,
0.026214903220534325,
-0.05892539769411087,
-0.05565827712416649,
0.0453193373978138,
-0.040960587561130524,
0.059467118233442307,
0.001317664049565792,
-0.08023898303508759,
-0.006671322975307703,
-0.07387730479240417,
0.007564284838736057,
0.03251549229025841,
-0.04540323466062546,
-0.03357863798737526,
0.06846103072166443,
0.05125711113214493,
-0.011599243618547916,
-0.11231173574924469,
-0.10849788039922714,
-0.043453365564346313,
0.038839731365442276,
-0.023624837398529053,
0.007291741669178009,
-0.041070640087127686,
-0.026018956676125526,
-0.008893012069165707,
0.030498819425702095,
0.030624283477663994,
0.10752209275960922,
-0.07987754791975021,
-0.028033917769789696,
2.035487670922804e-33,
-0.050824135541915894,
-0.0016095052706077695,
-0.051973819732666016,
-0.05007583647966385,
0.04031290486454964,
0.04264449328184128,
0.004196861293166876,
0.060087189078330994,
-0.058633532375097275,
0.015416313894093037,
0.03712187334895134,
0.016525015234947205,
-0.015486671589314938,
0.016660310328006744,
0.10974477976560593,
-0.030925720930099487,
0.027011951431632042,
0.10281331837177277,
-0.020655443891882896,
-0.005241959355771542,
-0.0346742682158947,
-0.03467081859707832,
-0.038644660264253616,
0.07017625123262405,
0.05616709217429161,
0.002808384597301483,
-0.008179881609976292,
-0.02070712484419346,
-0.058715298771858215,
-0.013947722502052784,
-0.035336654633283615,
0.014501333236694336,
0.041403789073228836,
0.0906672328710556,
0.002027748618274927,
0.013320913538336754,
0.07152006030082703,
-0.050204288214445114,
0.07571593672037125,
-0.023351024836301804,
-0.02817298285663128,
0.02278353087604046,
0.010454070754349232,
-0.02742992714047432,
-0.045758165419101715,
0.006757890805602074,
-0.010221299715340137,
0.12561918795108795,
-0.1127723827958107,
-0.02491864189505577,
0.04918127506971359,
0.046181753277778625,
0.08160107582807541,
-0.05187084898352623,
-0.026124173775315285,
-0.0752924457192421,
-0.04284162446856499,
-0.029488995671272278,
-0.003543460974469781,
0.028931163251399994,
-0.052082378417253494,
0.003416299121454358,
-0.029779348522424698,
0.04704660549759865,
-0.04338562488555908,
-0.022041134536266327,
-0.02158273383975029,
-0.028567621484398842,
0.05936067923903465,
0.02209358848631382,
-0.08273643255233765,
0.026174578815698624,
-0.049097202718257904,
0.007243399973958731,
-0.005066438112407923,
0.03630047291517258,
-0.018754346296191216,
-0.016008447855710983,
0.060594912618398666,
-0.007103362586349249,
-0.07661494612693787,
0.06979367882013321,
0.05295351520180702,
0.06799840927124023,
0.06443735957145691,
0.003337005153298378,
0.0062091355212032795,
0.027914302423596382,
0.023201745003461838,
-0.09793238341808319,
-0.03576543182134628,
-0.04110041260719299,
-0.04346270486712456,
-0.028915828093886375,
0.11808867752552032,
-3.324945648044335e-33,
-0.013053307309746742,
0.023770492523908615,
-0.02936452068388462,
-0.09988848119974136,
0.04814767464995384,
-0.041186437010765076,
0.009828589856624603,
-0.05780290067195892,
0.017893658950924873,
-0.06739577651023865,
-0.06600248068571091,
-0.07042347639799118,
-0.015947652980685234,
0.0499434731900692,
-0.0027118909638375044,
0.0006518714362755418,
-0.11621787399053574,
-0.05753010883927345,
-0.075215645134449,
0.08088845014572144,
0.016793178394436836,
0.09535413235425949,
-0.08202098309993744,
0.013459154404699802,
0.0746648982167244,
0.06410887092351913,
-0.002697558142244816,
0.0820518285036087,
0.03766942024230957,
0.06822872161865234,
-0.029206691309809685,
-0.035268139094114304,
-0.011994813568890095,
-0.04833181947469711,
-0.013846628367900848,
0.019956987351179123,
-0.005026860162615776,
-0.001826140796765685,
-0.03183050453662872,
0.04320726916193962,
-0.022645318880677223,
-0.05399605259299278,
0.025093363597989082,
0.07461443543434143,
-0.010611753910779953,
0.0772375836968422,
0.012770618312060833,
0.07895210385322571,
0.031995903700590134,
-0.05086589604616165,
-0.09161347895860672,
0.003954873885959387,
0.024412427097558975,
-0.04068116098642349,
-0.04403020441532135,
-0.08685526996850967,
-0.003119420725852251,
-0.026117689907550812,
0.12109620124101639,
-0.03695133700966835,
0.010622411035001278,
-0.04760172218084335,
0.05579356476664543,
0.08383574336767197,
0.010374339297413826,
0.007281652186065912,
0.013027540408074856,
-0.03880201280117035,
-0.09076998382806778,
-0.027713662013411522,
0.06851477175951004,
-0.022079257294535637,
-0.06370880454778671,
-0.013704104349017143,
-0.03174922987818718,
0.02507135272026062,
0.0731540098786354,
0.05190523341298103,
0.082914799451828,
0.04410040006041527,
0.08900284022092819,
0.02643314190208912,
0.1586834341287613,
0.0370069183409214,
-0.025927403941750526,
0.021625418215990067,
0.008017174899578094,
0.021681927144527435,
0.04604490473866463,
0.03453875333070755,
-0.07540301233530045,
-0.024819649755954742,
0.016721881926059723,
0.0002554826787672937,
-0.034190550446510315,
-4.4688921008173565e-8,
-0.0887155532836914,
0.015157234854996204,
-0.0002633662661537528,
-0.029769934713840485,
-0.0577763132750988,
0.015131430700421333,
0.012493515387177467,
0.011110164225101471,
-0.06173614040017128,
-0.01634327694773674,
0.023477548733353615,
0.008316644467413425,
0.0024174596183001995,
0.006434728857129812,
-0.00910424068570137,
-0.011892380192875862,
0.038944061845541,
-0.031255971640348434,
-0.01966438814997673,
0.017603062093257904,
-0.020668400451540947,
-0.017551632598042488,
-0.008831152692437172,
0.004159815609455109,
0.055064182728528976,
-0.05331551283597946,
-0.01949014700949192,
0.0753360465168953,
0.1947338879108429,
0.027455931529402733,
0.05803356319665909,
0.06575779616832733,
0.06314283609390259,
0.08870559930801392,
-0.01976156234741211,
0.027076035737991333,
-0.026764020323753357,
0.01102412212640047,
-0.07243470102548599,
-0.08427431434392929,
0.016656886786222458,
0.0071029975079,
-0.018007773905992508,
0.04314702749252319,
0.02900565229356289,
0.05161681026220322,
0.06859393417835236,
-0.0585453100502491,
-0.012168250977993011,
0.02897670678794384,
-0.1291864961385727,
0.026959797367453575,
-0.03143066540360451,
0.023927129805088043,
-0.017398377880454063,
0.03963384032249451,
0.03209048509597778,
-0.07887807488441467,
0.041247304528951645,
0.029044870287179947,
-0.039410579949617386,
0.04367827996611595,
0.023557696491479874,
0.0032326001673936844
] |
1401.5342
|
Michael Atlan
|
Antoine Dill\'ee, Romain Cancilliere, Fernando Lopes, Michael Atlan
|
Video-rate computational heterodyne holography
| null | null |
10.1364/OL.39.002090
| null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We present a versatile computational image rendering software of
optically-acquired holograms. The reported software can process 4 Megapixel
8-bit raw frames from a sensor array acquired at a sustained rate of 80 Hz.
Video-rate image rendering is achieved by streamline image processing with
commodity computer graphics hardware. For time-averaged holograms acquired in
off-axis optical configuration with a frequency-shifted reference beam,
wide-field imaging of one tunable spectral component is permitted. This
software is validated by phase-stepped hologram rendering, and non-contact
monitoring of surface acoustic waves by single and dual sideband hologram
rendering. It demonstrates the suitability of holography for video-rate
computational laser Doppler imaging in heterodyne optical configuration.
|
[
{
"created": "Tue, 21 Jan 2014 15:23:32 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Dillée",
"Antoine",
""
],
[
"Cancilliere",
"Romain",
""
],
[
"Lopes",
"Fernando",
""
],
[
"Atlan",
"Michael",
""
]
] |
[
0.03715168684720993,
0.06165216863155365,
0.04514046013355255,
-0.07710139453411102,
0.00022907491074874997,
-0.09856700152158737,
0.00008604566392023116,
-0.03247854858636856,
-0.010789543390274048,
-0.058775871992111206,
-0.11522648483514786,
-0.023143252357840538,
-0.09208076447248459,
-0.035441137850284576,
0.0601176880300045,
-0.015710890293121338,
-0.009186032228171825,
-0.008376660756766796,
0.015388437546789646,
-0.01242869347333908,
0.04891528934240341,
-0.07972831279039383,
-0.10099209100008011,
-0.0549805574119091,
-0.001781865837983787,
0.0163401048630476,
-0.003394532948732376,
0.027352724224328995,
0.007685128599405289,
0.10855522751808167,
0.0413091741502285,
0.06475478410720825,
-0.029914742335677147,
0.006972337141633034,
-0.09400496631860733,
-0.07179337739944458,
0.1241866797208786,
-0.0050245667807757854,
-0.019839266315102577,
0.03758227825164795,
0.042574841529130936,
0.031819041818380356,
-0.057042378932237625,
-0.0028694989159703255,
-0.0003179893537890166,
-0.020486600697040558,
0.0038521524984389544,
-0.11322196573019028,
-0.06117921695113182,
0.018875394016504288,
-0.04859000816941261,
-0.013668863102793694,
0.09678078442811966,
0.006793887820094824,
-0.03939208388328552,
0.05789380893111229,
-0.009268339723348618,
-0.09320897608995438,
0.024266205728054047,
-0.039562176913022995,
-0.0695922002196312,
0.03139984980225563,
0.017618710175156593,
-0.05339149758219719,
0.0034115202724933624,
0.00975245051085949,
0.01742616482079029,
-0.02770286053419113,
0.05134984105825424,
0.01851728744804859,
-0.06518899649381638,
0.05933823809027672,
0.016884630545973778,
-0.0056130713783204556,
-0.04785912111401558,
-0.015962811186909676,
0.0177732203155756,
0.03700833022594452,
0.05037803575396538,
-0.029329415410757065,
0.08115161955356598,
0.0005352559965103865,
-0.05309268832206726,
0.030470900237560272,
-0.059813376516103745,
0.012733968906104565,
-0.009407894685864449,
0.10163773596286774,
0.02521534636616707,
-0.06512747704982758,
-0.11427459865808487,
-0.074613556265831,
-0.01343785785138607,
-0.049152832478284836,
0.011942841112613678,
-0.0643586590886116,
0.01037195511162281,
-0.0319100096821785,
-0.000798349326942116,
-0.00199898355640471,
0.037214625626802444,
-0.10379199683666229,
0.048050615936517715,
0.06820964813232422,
-0.06641144305467606,
-0.009230087511241436,
0.047778695821762085,
0.13272175192832947,
-0.046792443841695786,
0.11024853587150574,
0.0176750048995018,
0.03406558930873871,
0.08269951492547989,
-0.004619966261088848,
0.018582887947559357,
0.04169004410505295,
-0.09814412146806717,
-0.016581855714321136,
0.0016934711020439863,
-0.13597214221954346,
-0.023578932508826256,
-0.017178654670715332,
-0.0008149088826030493,
0.04662003368139267,
0.09196946769952774,
-0.07545781880617142,
0.00418354757130146,
2.723654022646834e-33,
0.010517789982259274,
0.06432737410068512,
0.05228635296225548,
-0.05173012241721153,
-0.02111029624938965,
0.0016732985386624932,
-0.014240278862416744,
0.09182187914848328,
0.03374723345041275,
0.08078403025865555,
0.02584724873304367,
0.04123386740684509,
0.034913476556539536,
0.041986655443906784,
-0.0068417866714298725,
-0.03864290192723274,
0.03871255740523338,
0.05277908593416214,
0.013913788832724094,
0.06125161051750183,
-0.009528610855340958,
-0.036644868552684784,
0.0012562110787257552,
0.04970179870724678,
-0.06663156300783157,
0.03589876368641853,
-0.030018670484423637,
-0.059322550892829895,
0.029722683131694794,
-0.00875365175306797,
0.029649747535586357,
-0.06493686139583588,
0.09569156914949417,
-0.09449470043182373,
-0.00691181980073452,
-0.02425375208258629,
-0.0009327636798843741,
0.03488728776574135,
-0.023002834990620613,
-0.02759741246700287,
0.06027336046099663,
0.042201705276966095,
0.07338426262140274,
0.012782653793692589,
-0.00002213511834270321,
0.0552416555583477,
-0.02673925831913948,
0.07677185535430908,
-0.022484079003334045,
0.0634249597787857,
-0.015842905268073082,
-0.06196325644850731,
-0.07021935284137726,
0.006023737136274576,
-0.0023197317495942116,
0.032355230301618576,
0.02507910504937172,
-0.0064879716373980045,
0.07006964832544327,
0.010141565464437008,
0.023723216727375984,
-0.05440850928425789,
-0.005794742610305548,
-0.002458354225382209,
-0.035392552614212036,
0.018420424312353134,
0.039914969354867935,
0.048188965767621994,
-0.09995759278535843,
0.10491488128900528,
-0.014692672528326511,
-0.02043149061501026,
0.05198287591338158,
0.011384546756744385,
0.017366886138916016,
0.10283057391643524,
-0.030058693140745163,
0.06420741230249405,
-0.06156502291560173,
0.08181952685117722,
-0.06009265407919884,
0.0026191521901637316,
-0.05108536779880524,
-0.040458034723997116,
0.029574107378721237,
0.008135645650327206,
-0.05497346818447113,
-0.010912470519542694,
-0.1014036014676094,
-0.0339185930788517,
-0.03014807030558586,
-0.04136812314391136,
-0.009872008115053177,
0.010676580481231213,
-0.03056330233812332,
-3.362461917592813e-33,
0.03524303063750267,
-0.008777759969234467,
0.0021162487100809813,
0.02735922299325466,
0.03789324685931206,
0.055250950157642365,
0.09563666582107544,
0.05399259179830551,
0.07986936718225479,
-0.028549520298838615,
0.04400687292218208,
0.0015207049436867237,
-0.03619658946990967,
-0.003322419710457325,
-0.020647643133997917,
-0.07539530843496323,
-0.044095948338508606,
0.008321023546159267,
0.06652536243200302,
0.0004372194525785744,
-0.020914768800139427,
-0.006574270781129599,
0.027101220563054085,
0.08685463666915894,
-0.024775773286819458,
0.05997833237051964,
0.09866099059581757,
-0.03851952776312828,
-0.05474625155329704,
0.01611877605319023,
-0.03673926740884781,
-0.04181457310914993,
0.10447902232408524,
0.028790844604372978,
0.02543162927031517,
-0.0005061720148660243,
0.028902942314743996,
0.0018359924433752894,
-0.006021676119416952,
-0.08192306011915207,
-0.10727997124195099,
-0.044742684811353683,
0.027926364913582802,
-0.028582846745848656,
-0.038349129259586334,
0.09560222923755646,
-0.07078152894973755,
-0.04357901215553284,
0.04229632019996643,
0.0053401486948132515,
-0.021609915420413017,
0.03246763348579407,
-0.019793372601270676,
-0.07946264743804932,
-0.007709928788244724,
0.014474443159997463,
-0.07434109598398209,
-0.011546572670340538,
0.08355644345283508,
0.0330669991672039,
-0.0017242580652236938,
0.09523236006498337,
-0.00885433703660965,
0.0006622221553698182,
-0.049921344965696335,
0.09616924822330475,
-0.002976382616907358,
-0.020751019939780235,
-0.021359434351325035,
0.025749247521162033,
-0.07928473502397537,
0.04445693641901016,
0.00777896773070097,
0.12023632973432541,
0.02222657948732376,
0.010159702971577644,
-0.059316784143447876,
-0.03648567572236061,
0.013563767075538635,
0.11343840509653091,
-0.010519536212086678,
-0.07810187339782715,
0.032203566282987595,
0.06384507566690445,
0.0290688443928957,
0.004494825843721628,
-0.04531875625252724,
-0.019604306668043137,
-0.02571880631148815,
-0.0029070875607430935,
0.04972276836633682,
0.03909158334136009,
0.014830796048045158,
-0.043350089341402054,
0.05837656557559967,
-4.3609095001784226e-8,
0.017636410892009735,
-0.03287386894226074,
0.04852663353085518,
-0.037486545741558075,
-0.10549028217792511,
-0.10607915371656418,
0.07883323729038239,
-0.04946518316864967,
-0.03140080347657204,
-0.06547985225915909,
0.009211594238877296,
-0.11651144921779633,
-0.04161928594112396,
0.014446326531469822,
0.03866350278258324,
-0.049199335277080536,
0.035456378012895584,
-0.1024242416024208,
-0.04272998124361038,
-0.026576455682516098,
-0.001705945935100317,
0.0014913296326994896,
0.08118461072444916,
-0.005749650299549103,
-0.0021094311960041523,
-0.022119097411632538,
0.03715667128562927,
0.06399065256118774,
0.036203641444444656,
0.009316139854490757,
0.0035255616530776024,
-0.0132374819368124,
-0.047619983553886414,
0.07983984053134918,
0.05272344872355461,
-0.08763159811496735,
-0.11237932741641998,
0.002555382438004017,
0.02657349593937397,
-0.04778200760483742,
-0.017164314165711403,
0.042111240327358246,
-0.08588553220033646,
-0.052852556109428406,
0.08140783756971359,
0.028737125918269157,
0.04466883838176727,
-0.04914190247654915,
-0.035345409065485,
-0.00452196691185236,
0.01850074529647827,
0.1152338832616806,
0.020912321284413338,
0.0074158115312457085,
-0.006736573297530413,
-0.015024322085082531,
-0.005318134091794491,
-0.04203333705663681,
0.01711411587893963,
0.036555543541908264,
0.055421844124794006,
-0.030937444418668747,
0.03238290548324585,
0.031182730570435524
] | null | null | null | null | null | null | null |
[
0.03715168684720993,
0.06165216863155365,
0.04514046013355255,
-0.07710139453411102,
0.00022907491074874997,
-0.09856700152158737,
0.00008604566392023116,
-0.03247854858636856,
-0.010789543390274048,
-0.058775871992111206,
-0.11522648483514786,
-0.023143252357840538,
-0.09208076447248459,
-0.035441137850284576,
0.0601176880300045,
-0.015710890293121338,
-0.009186032228171825,
-0.008376660756766796,
0.015388437546789646,
-0.01242869347333908,
0.04891528934240341,
-0.07972831279039383,
-0.10099209100008011,
-0.0549805574119091,
-0.001781865837983787,
0.0163401048630476,
-0.003394532948732376,
0.027352724224328995,
0.007685128599405289,
0.10855522751808167,
0.0413091741502285,
0.06475478410720825,
-0.029914742335677147,
0.006972337141633034,
-0.09400496631860733,
-0.07179337739944458,
0.1241866797208786,
-0.0050245667807757854,
-0.019839266315102577,
0.03758227825164795,
0.042574841529130936,
0.031819041818380356,
-0.057042378932237625,
-0.0028694989159703255,
-0.0003179893537890166,
-0.020486600697040558,
0.0038521524984389544,
-0.11322196573019028,
-0.06117921695113182,
0.018875394016504288,
-0.04859000816941261,
-0.013668863102793694,
0.09678078442811966,
0.006793887820094824,
-0.03939208388328552,
0.05789380893111229,
-0.009268339723348618,
-0.09320897608995438,
0.024266205728054047,
-0.039562176913022995,
-0.0695922002196312,
0.03139984980225563,
0.017618710175156593,
-0.05339149758219719,
0.0034115202724933624,
0.00975245051085949,
0.01742616482079029,
-0.02770286053419113,
0.05134984105825424,
0.01851728744804859,
-0.06518899649381638,
0.05933823809027672,
0.016884630545973778,
-0.0056130713783204556,
-0.04785912111401558,
-0.015962811186909676,
0.0177732203155756,
0.03700833022594452,
0.05037803575396538,
-0.029329415410757065,
0.08115161955356598,
0.0005352559965103865,
-0.05309268832206726,
0.030470900237560272,
-0.059813376516103745,
0.012733968906104565,
-0.009407894685864449,
0.10163773596286774,
0.02521534636616707,
-0.06512747704982758,
-0.11427459865808487,
-0.074613556265831,
-0.01343785785138607,
-0.049152832478284836,
0.011942841112613678,
-0.0643586590886116,
0.01037195511162281,
-0.0319100096821785,
-0.000798349326942116,
-0.00199898355640471,
0.037214625626802444,
-0.10379199683666229,
0.048050615936517715,
0.06820964813232422,
-0.06641144305467606,
-0.009230087511241436,
0.047778695821762085,
0.13272175192832947,
-0.046792443841695786,
0.11024853587150574,
0.0176750048995018,
0.03406558930873871,
0.08269951492547989,
-0.004619966261088848,
0.018582887947559357,
0.04169004410505295,
-0.09814412146806717,
-0.016581855714321136,
0.0016934711020439863,
-0.13597214221954346,
-0.023578932508826256,
-0.017178654670715332,
-0.0008149088826030493,
0.04662003368139267,
0.09196946769952774,
-0.07545781880617142,
0.00418354757130146,
2.723654022646834e-33,
0.010517789982259274,
0.06432737410068512,
0.05228635296225548,
-0.05173012241721153,
-0.02111029624938965,
0.0016732985386624932,
-0.014240278862416744,
0.09182187914848328,
0.03374723345041275,
0.08078403025865555,
0.02584724873304367,
0.04123386740684509,
0.034913476556539536,
0.041986655443906784,
-0.0068417866714298725,
-0.03864290192723274,
0.03871255740523338,
0.05277908593416214,
0.013913788832724094,
0.06125161051750183,
-0.009528610855340958,
-0.036644868552684784,
0.0012562110787257552,
0.04970179870724678,
-0.06663156300783157,
0.03589876368641853,
-0.030018670484423637,
-0.059322550892829895,
0.029722683131694794,
-0.00875365175306797,
0.029649747535586357,
-0.06493686139583588,
0.09569156914949417,
-0.09449470043182373,
-0.00691181980073452,
-0.02425375208258629,
-0.0009327636798843741,
0.03488728776574135,
-0.023002834990620613,
-0.02759741246700287,
0.06027336046099663,
0.042201705276966095,
0.07338426262140274,
0.012782653793692589,
-0.00002213511834270321,
0.0552416555583477,
-0.02673925831913948,
0.07677185535430908,
-0.022484079003334045,
0.0634249597787857,
-0.015842905268073082,
-0.06196325644850731,
-0.07021935284137726,
0.006023737136274576,
-0.0023197317495942116,
0.032355230301618576,
0.02507910504937172,
-0.0064879716373980045,
0.07006964832544327,
0.010141565464437008,
0.023723216727375984,
-0.05440850928425789,
-0.005794742610305548,
-0.002458354225382209,
-0.035392552614212036,
0.018420424312353134,
0.039914969354867935,
0.048188965767621994,
-0.09995759278535843,
0.10491488128900528,
-0.014692672528326511,
-0.02043149061501026,
0.05198287591338158,
0.011384546756744385,
0.017366886138916016,
0.10283057391643524,
-0.030058693140745163,
0.06420741230249405,
-0.06156502291560173,
0.08181952685117722,
-0.06009265407919884,
0.0026191521901637316,
-0.05108536779880524,
-0.040458034723997116,
0.029574107378721237,
0.008135645650327206,
-0.05497346818447113,
-0.010912470519542694,
-0.1014036014676094,
-0.0339185930788517,
-0.03014807030558586,
-0.04136812314391136,
-0.009872008115053177,
0.010676580481231213,
-0.03056330233812332,
-3.362461917592813e-33,
0.03524303063750267,
-0.008777759969234467,
0.0021162487100809813,
0.02735922299325466,
0.03789324685931206,
0.055250950157642365,
0.09563666582107544,
0.05399259179830551,
0.07986936718225479,
-0.028549520298838615,
0.04400687292218208,
0.0015207049436867237,
-0.03619658946990967,
-0.003322419710457325,
-0.020647643133997917,
-0.07539530843496323,
-0.044095948338508606,
0.008321023546159267,
0.06652536243200302,
0.0004372194525785744,
-0.020914768800139427,
-0.006574270781129599,
0.027101220563054085,
0.08685463666915894,
-0.024775773286819458,
0.05997833237051964,
0.09866099059581757,
-0.03851952776312828,
-0.05474625155329704,
0.01611877605319023,
-0.03673926740884781,
-0.04181457310914993,
0.10447902232408524,
0.028790844604372978,
0.02543162927031517,
-0.0005061720148660243,
0.028902942314743996,
0.0018359924433752894,
-0.006021676119416952,
-0.08192306011915207,
-0.10727997124195099,
-0.044742684811353683,
0.027926364913582802,
-0.028582846745848656,
-0.038349129259586334,
0.09560222923755646,
-0.07078152894973755,
-0.04357901215553284,
0.04229632019996643,
0.0053401486948132515,
-0.021609915420413017,
0.03246763348579407,
-0.019793372601270676,
-0.07946264743804932,
-0.007709928788244724,
0.014474443159997463,
-0.07434109598398209,
-0.011546572670340538,
0.08355644345283508,
0.0330669991672039,
-0.0017242580652236938,
0.09523236006498337,
-0.00885433703660965,
0.0006622221553698182,
-0.049921344965696335,
0.09616924822330475,
-0.002976382616907358,
-0.020751019939780235,
-0.021359434351325035,
0.025749247521162033,
-0.07928473502397537,
0.04445693641901016,
0.00777896773070097,
0.12023632973432541,
0.02222657948732376,
0.010159702971577644,
-0.059316784143447876,
-0.03648567572236061,
0.013563767075538635,
0.11343840509653091,
-0.010519536212086678,
-0.07810187339782715,
0.032203566282987595,
0.06384507566690445,
0.0290688443928957,
0.004494825843721628,
-0.04531875625252724,
-0.019604306668043137,
-0.02571880631148815,
-0.0029070875607430935,
0.04972276836633682,
0.03909158334136009,
0.014830796048045158,
-0.043350089341402054,
0.05837656557559967,
-4.3609095001784226e-8,
0.017636410892009735,
-0.03287386894226074,
0.04852663353085518,
-0.037486545741558075,
-0.10549028217792511,
-0.10607915371656418,
0.07883323729038239,
-0.04946518316864967,
-0.03140080347657204,
-0.06547985225915909,
0.009211594238877296,
-0.11651144921779633,
-0.04161928594112396,
0.014446326531469822,
0.03866350278258324,
-0.049199335277080536,
0.035456378012895584,
-0.1024242416024208,
-0.04272998124361038,
-0.026576455682516098,
-0.001705945935100317,
0.0014913296326994896,
0.08118461072444916,
-0.005749650299549103,
-0.0021094311960041523,
-0.022119097411632538,
0.03715667128562927,
0.06399065256118774,
0.036203641444444656,
0.009316139854490757,
0.0035255616530776024,
-0.0132374819368124,
-0.047619983553886414,
0.07983984053134918,
0.05272344872355461,
-0.08763159811496735,
-0.11237932741641998,
0.002555382438004017,
0.02657349593937397,
-0.04778200760483742,
-0.017164314165711403,
0.042111240327358246,
-0.08588553220033646,
-0.052852556109428406,
0.08140783756971359,
0.028737125918269157,
0.04466883838176727,
-0.04914190247654915,
-0.035345409065485,
-0.00452196691185236,
0.01850074529647827,
0.1152338832616806,
0.020912321284413338,
0.0074158115312457085,
-0.006736573297530413,
-0.015024322085082531,
-0.005318134091794491,
-0.04203333705663681,
0.01711411587893963,
0.036555543541908264,
0.055421844124794006,
-0.030937444418668747,
0.03238290548324585,
0.031182730570435524
] |
1401.5344
|
Michael Atlan
|
Francois Bruno, J\'er\^ome Laurent, Daniel Royer, Michael Atlan
|
Holographic imaging of surface acoustic waves
| null |
Applied Physics Letters 104 (2014) 083504
|
10.1063/1.4866390
| null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We report on an experimental demonstration of surface acoustic waves
monitoring on a thin metal plate with heterodyne optical holography. Narrowband
imaging of local optical pathlength modulation is achieved with a
frequency-tunable time-averaged laser Doppler holographic imaging scheme on a
sensor array, at video-rate. This method enables robust and quantitative
mapping of out-of-plane vibrations of nanometric amplitudes at
radiofrequencies.
|
[
{
"created": "Tue, 21 Jan 2014 15:24:14 GMT",
"version": "v1"
},
{
"created": "Tue, 18 Mar 2014 18:09:44 GMT",
"version": "v2"
}
] |
2014-03-19
|
[
[
"Bruno",
"Francois",
""
],
[
"Laurent",
"Jérôme",
""
],
[
"Royer",
"Daniel",
""
],
[
"Atlan",
"Michael",
""
]
] |
[
0.06765321642160416,
0.01969912089407444,
-0.008959969505667686,
-0.04279906675219536,
0.009551526978611946,
-0.09937220811843872,
0.034645114094018936,
-0.030170194804668427,
-0.07292294502258301,
-0.06423468142747879,
-0.02234279364347458,
-0.056502632796764374,
-0.09295893460512161,
0.007005477324128151,
0.07111924886703491,
-0.00382204819470644,
0.00501071335747838,
0.038169167935848236,
0.08373329043388367,
0.032684799283742905,
0.026430673897266388,
-0.014874784275889397,
-0.07554686069488525,
-0.04994356632232666,
-0.024984274059534073,
-0.0048711602576076984,
-0.005065267439931631,
-0.03646741807460785,
-0.055223625153303146,
0.10263963788747787,
0.027138134464621544,
0.04980141669511795,
-0.014059244655072689,
0.005357563961297274,
-0.007404513191431761,
-0.11133771389722824,
0.09136097133159637,
0.0033612658735364676,
-0.00288517982698977,
-0.06417061388492584,
0.029410552233457565,
0.04596288874745369,
-0.0034167550038546324,
0.0004854226717725396,
-0.01764889620244503,
-0.037224847823381424,
0.049612246453762054,
-0.04791998490691185,
-0.11440909653902054,
0.013808315619826317,
0.024337338283658028,
0.006356972269713879,
0.0925573855638504,
-0.044077496975660324,
-0.016226885840296745,
0.040339164435863495,
0.0020275043789297342,
-0.06715135276317596,
0.05576226860284805,
-0.02529331110417843,
-0.0013738813577219844,
-0.0089213065803051,
-0.04019342362880707,
-0.06586611270904541,
0.05548911541700363,
0.004369833506643772,
0.062486741691827774,
0.005413169506937265,
0.05100073665380478,
0.0669381245970726,
-0.029797175899147987,
0.05517632141709328,
0.002630986040458083,
-0.008839919231832027,
0.027382729575037956,
-0.005768779199570417,
0.04457542672753334,
0.03750826045870781,
0.03063942864537239,
-0.010151786729693413,
-0.0025054491125047207,
-0.008092625997960567,
0.029976699501276016,
0.04000251367688179,
-0.06588612496852875,
0.0069674174301326275,
-0.02352879010140896,
0.06942033022642136,
-0.029258407652378082,
-0.030660416930913925,
-0.035894282162189484,
-0.054680854082107544,
-0.14506886899471283,
-0.03180878236889839,
-0.00828486867249012,
-0.10296837985515594,
-0.020643217489123344,
-0.007014226168394089,
0.0025177428033202887,
0.041488587856292725,
0.05987561494112015,
-0.05989820137619972,
-0.0020022012759000063,
0.057464826852083206,
-0.07404953986406326,
0.02293887734413147,
0.022085821256041527,
0.09087242931127548,
-0.07292245328426361,
0.112639419734478,
0.0053625283762812614,
0.04833715409040451,
0.06939972937107086,
0.016323426738381386,
-0.006616672500967979,
0.011748279444873333,
-0.07275163382291794,
0.005283769685775042,
-0.03769475594162941,
-0.051714908331632614,
-0.043604057282209396,
0.029049096629023552,
-0.059605132788419724,
0.06843063235282898,
0.06595006585121155,
0.011873035691678524,
0.08705282211303711,
6.6172576443644244e-34,
0.02492736279964447,
0.11882078647613525,
0.044213563203811646,
-0.056202616542577744,
0.0409601628780365,
0.03645120933651924,
0.01608506590127945,
0.09283816069364548,
0.001136988284997642,
0.06516652554273605,
-0.008995291776955128,
0.048884738236665726,
0.01178304385393858,
-0.00095502904150635,
0.018055303022265434,
-0.06496521830558777,
0.017431367188692093,
0.03351669758558273,
0.0027777443174272776,
0.05476420000195503,
0.018553614616394043,
-0.0236089825630188,
0.027811994776129723,
0.009443487972021103,
0.0028379312716424465,
-0.026322556659579277,
-0.036121733486652374,
-0.03645297512412071,
0.02470276691019535,
0.015909457579255104,
0.03675030916929245,
-0.01926593668758869,
0.10609419643878937,
-0.11199027299880981,
0.04760532081127167,
-0.005732039920985699,
0.019759852439165115,
0.060936130583286285,
-0.03923431411385536,
-0.031148655340075493,
0.048411156982183456,
0.003106837160885334,
0.01467931643128395,
0.034215547144412994,
0.019280947744846344,
-0.039200559258461,
-0.08809396624565125,
0.095461405813694,
-0.048035576939582825,
0.0534987635910511,
-0.028528502210974693,
-0.0789080262184143,
-0.12432124465703964,
0.009336374700069427,
0.0060464744456112385,
0.014786305837333202,
-0.023524627089500427,
-0.0619172565639019,
-0.00020117481471970677,
-0.05425245314836502,
-0.001080208458006382,
-0.03598788380622864,
0.045402642339468,
-0.024996193125844002,
-0.01976657100021839,
0.04952594265341759,
0.04333998262882233,
0.033850912004709244,
-0.07648631185293198,
0.06866635382175446,
0.007402696181088686,
-0.016025034710764885,
0.02737327478826046,
0.00734593765810132,
-0.010329542681574821,
0.1263856738805771,
-0.022590985521674156,
0.018247583881020546,
0.012971825897693634,
0.06759915500879288,
-0.043875619769096375,
-0.017062852159142494,
-0.039770469069480896,
-0.04202743619680405,
-0.02167002484202385,
0.03473552688956261,
-0.08647824078798294,
-0.0780320018529892,
-0.08021826297044754,
-0.031218206509947777,
-0.04052843898534775,
-0.03433404862880707,
-0.04039131850004196,
-0.017175715416669846,
-0.031624846160411835,
-3.614532722131237e-33,
0.01307948399335146,
-0.007048306055366993,
0.0698268935084343,
-0.044821761548519135,
0.032090019434690475,
0.05302878096699715,
0.04423701390624046,
0.06735798716545105,
-0.028305748477578163,
-0.007426154334098101,
0.051618870347738266,
-0.03558206185698509,
-0.05684540420770645,
0.015811432152986526,
-0.07904274016618729,
0.000821212655864656,
-0.06343221664428711,
0.007526767905801535,
0.12169342488050461,
0.0025282760616391897,
0.007645902689546347,
-0.005061295814812183,
-0.014804805628955364,
0.08160046488046646,
0.023019559681415558,
0.020379414781928062,
0.08182072639465332,
-0.022898925468325615,
-0.014082823880016804,
0.01550684217363596,
-0.038580555468797684,
-0.007002172991633415,
0.14805857837200165,
-0.021856745705008507,
0.08185935765504837,
0.08525789529085159,
0.10016003996133804,
0.010615358129143715,
-0.019834263250231743,
-0.026840636506676674,
-0.1417125165462494,
0.02511822059750557,
0.01981765404343605,
-0.03374825417995453,
-0.020056800916790962,
0.07728631794452667,
-0.07348978519439697,
0.013383525423705578,
-0.021291038021445274,
-0.032875966280698776,
0.009981962852180004,
-0.0033918709959834814,
0.03136122226715088,
-0.028982438147068024,
0.006831604987382889,
0.06806204468011856,
-0.0716508999466896,
-0.04367524012923241,
-0.001556213479489088,
0.07369023561477661,
-0.033640313893556595,
0.054362718015909195,
-0.0305334459990263,
0.01950194500386715,
0.0016898865578696132,
0.046820513904094696,
0.06241196021437645,
-0.005214570090174675,
-0.03637560456991196,
0.028530851006507874,
-0.06729519367218018,
0.010830976068973541,
0.04280105605721474,
0.09852685034275055,
0.019117487594485283,
-0.03534438833594322,
-0.014153883792459965,
-0.05752073600888252,
-0.06496284157037735,
0.08402174711227417,
0.027637530118227005,
-0.06019805744290352,
0.060337912291288376,
0.05317520350217819,
0.005608697421848774,
-0.013847998343408108,
-0.004944998305290937,
-0.01716708019375801,
-0.03279831260442734,
0.03500544652342796,
0.024065891280770302,
0.0033684661611914635,
-0.005301093216985464,
-0.10303645581007004,
0.0396873876452446,
-3.8294565740670805e-8,
-0.00682737585157156,
-0.06003633141517639,
0.029616573825478554,
-0.08555544912815094,
-0.11794494837522507,
-0.0356464646756649,
0.07984942942857742,
-0.08507923781871796,
-0.018081238493323326,
-0.08556416630744934,
-0.03904323652386665,
-0.13901236653327942,
-0.08673500269651413,
0.030304498970508575,
0.04652520641684532,
-0.050998296588659286,
0.036846086382865906,
-0.07210437953472137,
-0.053525786846876144,
-0.026256125420331955,
-0.061248086392879486,
0.03133322671055794,
0.06597757339477539,
-0.022869186475872993,
-0.010674148797988892,
-0.014751321636140347,
-0.010888316668570042,
0.03336848318576813,
-0.001239266013726592,
0.025404803454875946,
-0.007170903496444225,
0.004113069735467434,
-0.043412744998931885,
0.09926116466522217,
-0.006987187545746565,
-0.08575552701950073,
-0.12170881778001785,
-0.08856084942817688,
-0.08024430274963379,
-0.020565638318657875,
-0.02988925762474537,
0.06979928910732269,
-0.07677426934242249,
-0.010143036022782326,
0.07473830133676529,
0.008283940143883228,
0.11031743139028549,
0.018394693732261658,
-0.03278962895274162,
-0.038833748549222946,
-0.016899455338716507,
0.11501503735780716,
-0.016863727942109108,
-0.0010644482681527734,
-0.010427254252135754,
0.09072207659482956,
-0.01225518062710762,
-0.07573433965444565,
-0.01589060388505459,
0.004816255532205105,
0.009904935024678707,
-0.03377590328454971,
0.014451307244598866,
-0.0034687642473727465
] | null | null | null | null | null | null | null |
[
0.06765321642160416,
0.01969912089407444,
-0.008959969505667686,
-0.04279906675219536,
0.009551526978611946,
-0.09937220811843872,
0.034645114094018936,
-0.030170194804668427,
-0.07292294502258301,
-0.06423468142747879,
-0.02234279364347458,
-0.056502632796764374,
-0.09295893460512161,
0.007005477324128151,
0.07111924886703491,
-0.00382204819470644,
0.00501071335747838,
0.038169167935848236,
0.08373329043388367,
0.032684799283742905,
0.026430673897266388,
-0.014874784275889397,
-0.07554686069488525,
-0.04994356632232666,
-0.024984274059534073,
-0.0048711602576076984,
-0.005065267439931631,
-0.03646741807460785,
-0.055223625153303146,
0.10263963788747787,
0.027138134464621544,
0.04980141669511795,
-0.014059244655072689,
0.005357563961297274,
-0.007404513191431761,
-0.11133771389722824,
0.09136097133159637,
0.0033612658735364676,
-0.00288517982698977,
-0.06417061388492584,
0.029410552233457565,
0.04596288874745369,
-0.0034167550038546324,
0.0004854226717725396,
-0.01764889620244503,
-0.037224847823381424,
0.049612246453762054,
-0.04791998490691185,
-0.11440909653902054,
0.013808315619826317,
0.024337338283658028,
0.006356972269713879,
0.0925573855638504,
-0.044077496975660324,
-0.016226885840296745,
0.040339164435863495,
0.0020275043789297342,
-0.06715135276317596,
0.05576226860284805,
-0.02529331110417843,
-0.0013738813577219844,
-0.0089213065803051,
-0.04019342362880707,
-0.06586611270904541,
0.05548911541700363,
0.004369833506643772,
0.062486741691827774,
0.005413169506937265,
0.05100073665380478,
0.0669381245970726,
-0.029797175899147987,
0.05517632141709328,
0.002630986040458083,
-0.008839919231832027,
0.027382729575037956,
-0.005768779199570417,
0.04457542672753334,
0.03750826045870781,
0.03063942864537239,
-0.010151786729693413,
-0.0025054491125047207,
-0.008092625997960567,
0.029976699501276016,
0.04000251367688179,
-0.06588612496852875,
0.0069674174301326275,
-0.02352879010140896,
0.06942033022642136,
-0.029258407652378082,
-0.030660416930913925,
-0.035894282162189484,
-0.054680854082107544,
-0.14506886899471283,
-0.03180878236889839,
-0.00828486867249012,
-0.10296837985515594,
-0.020643217489123344,
-0.007014226168394089,
0.0025177428033202887,
0.041488587856292725,
0.05987561494112015,
-0.05989820137619972,
-0.0020022012759000063,
0.057464826852083206,
-0.07404953986406326,
0.02293887734413147,
0.022085821256041527,
0.09087242931127548,
-0.07292245328426361,
0.112639419734478,
0.0053625283762812614,
0.04833715409040451,
0.06939972937107086,
0.016323426738381386,
-0.006616672500967979,
0.011748279444873333,
-0.07275163382291794,
0.005283769685775042,
-0.03769475594162941,
-0.051714908331632614,
-0.043604057282209396,
0.029049096629023552,
-0.059605132788419724,
0.06843063235282898,
0.06595006585121155,
0.011873035691678524,
0.08705282211303711,
6.6172576443644244e-34,
0.02492736279964447,
0.11882078647613525,
0.044213563203811646,
-0.056202616542577744,
0.0409601628780365,
0.03645120933651924,
0.01608506590127945,
0.09283816069364548,
0.001136988284997642,
0.06516652554273605,
-0.008995291776955128,
0.048884738236665726,
0.01178304385393858,
-0.00095502904150635,
0.018055303022265434,
-0.06496521830558777,
0.017431367188692093,
0.03351669758558273,
0.0027777443174272776,
0.05476420000195503,
0.018553614616394043,
-0.0236089825630188,
0.027811994776129723,
0.009443487972021103,
0.0028379312716424465,
-0.026322556659579277,
-0.036121733486652374,
-0.03645297512412071,
0.02470276691019535,
0.015909457579255104,
0.03675030916929245,
-0.01926593668758869,
0.10609419643878937,
-0.11199027299880981,
0.04760532081127167,
-0.005732039920985699,
0.019759852439165115,
0.060936130583286285,
-0.03923431411385536,
-0.031148655340075493,
0.048411156982183456,
0.003106837160885334,
0.01467931643128395,
0.034215547144412994,
0.019280947744846344,
-0.039200559258461,
-0.08809396624565125,
0.095461405813694,
-0.048035576939582825,
0.0534987635910511,
-0.028528502210974693,
-0.0789080262184143,
-0.12432124465703964,
0.009336374700069427,
0.0060464744456112385,
0.014786305837333202,
-0.023524627089500427,
-0.0619172565639019,
-0.00020117481471970677,
-0.05425245314836502,
-0.001080208458006382,
-0.03598788380622864,
0.045402642339468,
-0.024996193125844002,
-0.01976657100021839,
0.04952594265341759,
0.04333998262882233,
0.033850912004709244,
-0.07648631185293198,
0.06866635382175446,
0.007402696181088686,
-0.016025034710764885,
0.02737327478826046,
0.00734593765810132,
-0.010329542681574821,
0.1263856738805771,
-0.022590985521674156,
0.018247583881020546,
0.012971825897693634,
0.06759915500879288,
-0.043875619769096375,
-0.017062852159142494,
-0.039770469069480896,
-0.04202743619680405,
-0.02167002484202385,
0.03473552688956261,
-0.08647824078798294,
-0.0780320018529892,
-0.08021826297044754,
-0.031218206509947777,
-0.04052843898534775,
-0.03433404862880707,
-0.04039131850004196,
-0.017175715416669846,
-0.031624846160411835,
-3.614532722131237e-33,
0.01307948399335146,
-0.007048306055366993,
0.0698268935084343,
-0.044821761548519135,
0.032090019434690475,
0.05302878096699715,
0.04423701390624046,
0.06735798716545105,
-0.028305748477578163,
-0.007426154334098101,
0.051618870347738266,
-0.03558206185698509,
-0.05684540420770645,
0.015811432152986526,
-0.07904274016618729,
0.000821212655864656,
-0.06343221664428711,
0.007526767905801535,
0.12169342488050461,
0.0025282760616391897,
0.007645902689546347,
-0.005061295814812183,
-0.014804805628955364,
0.08160046488046646,
0.023019559681415558,
0.020379414781928062,
0.08182072639465332,
-0.022898925468325615,
-0.014082823880016804,
0.01550684217363596,
-0.038580555468797684,
-0.007002172991633415,
0.14805857837200165,
-0.021856745705008507,
0.08185935765504837,
0.08525789529085159,
0.10016003996133804,
0.010615358129143715,
-0.019834263250231743,
-0.026840636506676674,
-0.1417125165462494,
0.02511822059750557,
0.01981765404343605,
-0.03374825417995453,
-0.020056800916790962,
0.07728631794452667,
-0.07348978519439697,
0.013383525423705578,
-0.021291038021445274,
-0.032875966280698776,
0.009981962852180004,
-0.0033918709959834814,
0.03136122226715088,
-0.028982438147068024,
0.006831604987382889,
0.06806204468011856,
-0.0716508999466896,
-0.04367524012923241,
-0.001556213479489088,
0.07369023561477661,
-0.033640313893556595,
0.054362718015909195,
-0.0305334459990263,
0.01950194500386715,
0.0016898865578696132,
0.046820513904094696,
0.06241196021437645,
-0.005214570090174675,
-0.03637560456991196,
0.028530851006507874,
-0.06729519367218018,
0.010830976068973541,
0.04280105605721474,
0.09852685034275055,
0.019117487594485283,
-0.03534438833594322,
-0.014153883792459965,
-0.05752073600888252,
-0.06496284157037735,
0.08402174711227417,
0.027637530118227005,
-0.06019805744290352,
0.060337912291288376,
0.05317520350217819,
0.005608697421848774,
-0.013847998343408108,
-0.004944998305290937,
-0.01716708019375801,
-0.03279831260442734,
0.03500544652342796,
0.024065891280770302,
0.0033684661611914635,
-0.005301093216985464,
-0.10303645581007004,
0.0396873876452446,
-3.8294565740670805e-8,
-0.00682737585157156,
-0.06003633141517639,
0.029616573825478554,
-0.08555544912815094,
-0.11794494837522507,
-0.0356464646756649,
0.07984942942857742,
-0.08507923781871796,
-0.018081238493323326,
-0.08556416630744934,
-0.03904323652386665,
-0.13901236653327942,
-0.08673500269651413,
0.030304498970508575,
0.04652520641684532,
-0.050998296588659286,
0.036846086382865906,
-0.07210437953472137,
-0.053525786846876144,
-0.026256125420331955,
-0.061248086392879486,
0.03133322671055794,
0.06597757339477539,
-0.022869186475872993,
-0.010674148797988892,
-0.014751321636140347,
-0.010888316668570042,
0.03336848318576813,
-0.001239266013726592,
0.025404803454875946,
-0.007170903496444225,
0.004113069735467434,
-0.043412744998931885,
0.09926116466522217,
-0.006987187545746565,
-0.08575552701950073,
-0.12170881778001785,
-0.08856084942817688,
-0.08024430274963379,
-0.020565638318657875,
-0.02988925762474537,
0.06979928910732269,
-0.07677426934242249,
-0.010143036022782326,
0.07473830133676529,
0.008283940143883228,
0.11031743139028549,
0.018394693732261658,
-0.03278962895274162,
-0.038833748549222946,
-0.016899455338716507,
0.11501503735780716,
-0.016863727942109108,
-0.0010644482681527734,
-0.010427254252135754,
0.09072207659482956,
-0.01225518062710762,
-0.07573433965444565,
-0.01589060388505459,
0.004816255532205105,
0.009904935024678707,
-0.03377590328454971,
0.014451307244598866,
-0.0034687642473727465
] |
1401.5346
|
Malcolm McRoberts
|
Malcolm McRoberts
|
Software Licensing in the Cloud Age
| null |
International Journal of Soft Computing and Software Engineering
[JSCSE], Vol. 3, No. 3, pp. 395-402, 2013
|
10.7321/jscse.v3.n3.60
| null |
cs.CY cs.DC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Cloud computing represents a major shift in information systems architecture,
combining both new deployment models and new business models. Rapid
provisioning, elastic scaling, and metered usage are essential characteristics
of cloud services, and they require cloud resources with these same
characteristics. When cloud services depend on commercial software, the
licenses for that software become another resource to be managed by the cloud.
This paper examines common licensing models, including open source, and how
well they function in a cloud services model. It discusses creative, new,
cloud-centric licensing models and how they allow providers to preserve and
expand their revenue streams as their partners and customers transition to the
cloud. The paper concludes by identifying the next steps to achieve
standardized, cloud-friendly licensing models.
|
[
{
"created": "Tue, 21 Jan 2014 15:25:04 GMT",
"version": "v1"
}
] |
2014-01-22
|
[
[
"McRoberts",
"Malcolm",
""
]
] |
[
0.036954160779714584,
-0.047185227274894714,
0.04679902270436287,
-0.11758061498403549,
0.04398174211382866,
0.04796154424548149,
0.014000076800584793,
-0.004647111054509878,
0.12433040887117386,
0.03732447698712349,
-0.044564541429281235,
0.05322800204157829,
0.033076927065849304,
-0.03496881574392319,
0.07763174921274185,
-0.047754064202308655,
0.003495182143524289,
-0.017410721629858017,
-0.03253313526511192,
-0.012749123387038708,
-0.0015844786539673805,
0.03947991877794266,
-0.08904595673084259,
0.026554962620139122,
-0.012050478719174862,
0.028763825073838234,
-0.022859755903482437,
-0.003565408755093813,
0.021864116191864014,
-0.061622511595487595,
-0.027236027643084526,
-0.02731749601662159,
0.06762976199388504,
0.0960291177034378,
0.017700430005788803,
-0.035318244248628616,
0.015198849141597748,
-0.03339960798621178,
-0.04615548253059387,
0.020422501489520073,
0.06478549540042877,
-0.09777191281318665,
-0.10204167664051056,
0.08274976164102554,
0.08524319529533386,
-0.020981784909963608,
0.05269937589764595,
0.000726657803170383,
0.011408097110688686,
0.04184071347117424,
0.0033657685853540897,
-0.06558208912611008,
-0.05380275100469589,
0.00591946579515934,
-0.06354629248380661,
-0.07002552598714828,
0.05420979857444763,
-0.036562688648700714,
0.018671834841370583,
-0.0286246370524168,
-0.025936473160982132,
-0.03451954200863838,
-0.037772286683321,
0.06511485576629639,
-0.03972802311182022,
-0.007688644342124462,
-0.01903705671429634,
-0.018922872841358185,
-0.06990809738636017,
-0.020382173359394073,
-0.02245398610830307,
-0.053140174597501755,
0.026804164052009583,
0.012065356597304344,
-0.04155722260475159,
-0.05952009558677673,
0.03569526970386505,
0.10731540620326996,
0.07378038763999939,
-0.006761656608432531,
-0.05065962299704552,
0.0765480175614357,
-0.013396309688687325,
0.06469593197107315,
-0.11298839002847672,
0.036788396537303925,
0.041594091802835464,
-0.02244403585791588,
0.07199119031429291,
-0.021211763843894005,
0.01576904021203518,
0.04591215029358864,
0.09958670288324356,
-0.006674410775303841,
0.05900556594133377,
0.01927066408097744,
-0.029982756823301315,
-0.1211063414812088,
0.04443994164466858,
0.011023787781596184,
-0.018908025696873665,
0.007776707410812378,
0.05170260742306709,
-0.0643334910273552,
0.011869748122990131,
0.060978956520557404,
0.018675364553928375,
0.04792927950620651,
0.026374880224466324,
-0.007422568742185831,
0.044627971947193146,
-0.027226751670241356,
0.06011134386062622,
-0.05590568482875824,
0.051244817674160004,
0.03484221175312996,
-0.09234291315078735,
0.010137876495718956,
0.05642515793442726,
-0.006783651188015938,
0.0004916138132102787,
-0.036513980478048325,
0.05330696702003479,
-0.12101159989833832,
-0.08288419991731644,
0.05338562652468681,
-0.06268109381198883,
-8.097739973814805e-34,
-0.05223415046930313,
0.030007289722561836,
0.0197084192186594,
-0.018986012786626816,
0.06440670788288116,
-0.009093372151255608,
0.00427878275513649,
0.03691013529896736,
-0.16464094817638397,
0.04120296612381935,
-0.04408431053161621,
0.09560012072324753,
-0.033750973641872406,
0.030294349417090416,
0.0995502844452858,
0.009356789290904999,
-0.03679665923118591,
0.026707064360380173,
0.12895254790782928,
-0.022001778706908226,
0.012374558486044407,
-0.018851447850465775,
0.007419702131301165,
0.050811268389225006,
-0.025338180363178253,
-0.009155827574431896,
0.015398538671433926,
-0.05523933470249176,
0.08535992354154587,
-0.008120955899357796,
0.06281913816928864,
0.007958725094795227,
0.06955976039171219,
-0.0201434176415205,
-0.0008947679889388382,
0.05844581499695778,
-0.07318279892206192,
0.013492484577000141,
0.03818140923976898,
0.02909393236041069,
-0.02252005599439144,
-0.0033065779134631157,
-0.05023299530148506,
-0.024736130610108376,
-0.0337575301527977,
0.005806733388453722,
0.027324983850121498,
-0.015920430421829224,
0.05986175313591957,
0.001151160686276853,
0.04481066018342972,
0.019349921494722366,
0.020566631108522415,
0.010608184151351452,
-0.03302987292408943,
0.09061644226312637,
0.04128605127334595,
-0.03622152656316757,
-0.02389524318277836,
0.024703623726963997,
-0.0908382385969162,
-0.08758555352687836,
0.06174613907933235,
0.04806188866496086,
0.011475698091089725,
-0.10332567989826202,
-0.028582362458109856,
-0.016847973689436913,
0.024152889847755432,
0.014914745464920998,
0.012102052569389343,
-0.03804633393883705,
-0.031341660767793655,
-0.04590009152889252,
-0.06148083135485649,
-0.06070486828684807,
-0.033120572566986084,
-0.04870470240712166,
0.030392732471227646,
0.0044461628422141075,
-0.05702449381351471,
0.09278904646635056,
0.013984452933073044,
0.0008423522813245654,
-0.10239337384700775,
0.02871912345290184,
0.02201666496694088,
0.05595497786998749,
-0.09465714544057846,
0.06445837020874023,
-0.01341606117784977,
0.011753658764064312,
-0.04055711254477501,
-0.02558976784348488,
0.005455960053950548,
-1.0537519824919734e-33,
0.008342287503182888,
-0.028533412143588066,
-0.02848101407289505,
0.13330921530723572,
0.050560057163238525,
-0.009097455069422722,
-0.0011684130877256393,
0.07761441916227341,
-0.06510702520608902,
0.011222952976822853,
0.02845487929880619,
-0.018148673698306084,
-0.012722078710794449,
0.05878372862935066,
-0.0000449522995040752,
-0.050414662808179855,
-0.0441252700984478,
-0.06512001901865005,
-0.03162753954529762,
0.029083531349897385,
-0.0005403158720582724,
-0.0008743828511796892,
0.02544477768242359,
-0.0010605287970975041,
0.02444603107869625,
0.01832323893904686,
-0.09383587539196014,
0.039309874176979065,
0.06111099198460579,
-0.01268010400235653,
-0.036409348249435425,
0.025961285457015038,
-0.05716971680521965,
-0.033310554921627045,
0.015077744610607624,
-0.023443901911377907,
0.035808563232421875,
0.024780353531241417,
0.016536643728613853,
-0.010021298192441463,
-0.021396752446889877,
-0.09621232748031616,
0.034470316022634506,
-0.07173292338848114,
0.06257378309965134,
0.003901469986885786,
0.028161047026515007,
0.006246501114219427,
-0.038993339985609055,
-0.10106083005666733,
-0.03307632356882095,
0.009500508196651936,
-0.027165818959474564,
-0.016441723331809044,
-0.038607947528362274,
0.0069625498726964,
-0.010501573793590069,
0.0797860398888588,
-0.033559415489435196,
0.004388369619846344,
0.03179917857050896,
-0.0316147617995739,
0.008795100264251232,
0.07271555066108704,
-0.058670539408922195,
0.01646045595407486,
0.06049129739403725,
0.00888027809560299,
-0.06072334572672844,
-0.025906406342983246,
-0.09401556849479675,
-0.043108899146318436,
-0.05627607926726341,
-0.11832911521196365,
-0.06767813861370087,
-0.0038876584731042385,
0.020860400050878525,
-0.03126087039709091,
-0.0038091035094112158,
-0.04131457582116127,
-0.00888095423579216,
0.01998307928442955,
-0.020837491378188133,
0.05512738600373268,
-0.032879579812288284,
-0.08721202611923218,
0.10370199382305145,
-0.10773483663797379,
-0.01991371624171734,
0.09619385004043579,
-0.1394682228565216,
-0.009743728674948215,
-0.09870513528585434,
0.03714478388428688,
0.0035992255434393883,
-3.583830832099011e-8,
-0.07000532746315002,
0.03468383476138115,
0.004822854418307543,
0.07531575113534927,
-0.057652268558740616,
0.03237639740109444,
0.015987545251846313,
0.027898119762539864,
-0.005408870056271553,
0.025017209351062775,
0.005606919527053833,
-0.11169987916946411,
0.009649462066590786,
0.0512719452381134,
0.014155903831124306,
0.1407700479030609,
0.0048833247274160385,
0.01641347073018551,
0.018606392666697502,
0.00397643493488431,
-0.06270643323659897,
0.09069795906543732,
0.06851871311664581,
-0.03126974776387215,
-0.015837537124753,
0.026060206815600395,
0.0098689254373312,
0.04834095761179924,
-0.0006810137419961393,
0.013803678564727306,
0.04947033151984215,
0.016669409349560738,
-0.003326342673972249,
-0.024491898715496063,
0.016989728435873985,
-0.12905600666999817,
-0.09714478254318237,
0.04883641377091408,
0.04896733537316322,
0.06754642724990845,
-0.023247670382261276,
0.054977450519800186,
0.014611361548304558,
-0.020496178418397903,
-0.04132292419672012,
-0.025715116411447525,
-0.06525838375091553,
0.026331739500164986,
0.014445384033024311,
0.07738626003265381,
0.05304444208741188,
-0.02462155558168888,
-0.002227711956948042,
0.045488521456718445,
0.0032045135740190744,
-0.022301821038126945,
0.09243214130401611,
0.011195417493581772,
0.008596041239798069,
0.10921423137187958,
-0.008548405021429062,
-0.06879226863384247,
0.08494455367326736,
-0.05452406778931618
] | null | null | null | null | null | null | null |
[
0.036954160779714584,
-0.047185227274894714,
0.04679902270436287,
-0.11758061498403549,
0.04398174211382866,
0.04796154424548149,
0.014000076800584793,
-0.004647111054509878,
0.12433040887117386,
0.03732447698712349,
-0.044564541429281235,
0.05322800204157829,
0.033076927065849304,
-0.03496881574392319,
0.07763174921274185,
-0.047754064202308655,
0.003495182143524289,
-0.017410721629858017,
-0.03253313526511192,
-0.012749123387038708,
-0.0015844786539673805,
0.03947991877794266,
-0.08904595673084259,
0.026554962620139122,
-0.012050478719174862,
0.028763825073838234,
-0.022859755903482437,
-0.003565408755093813,
0.021864116191864014,
-0.061622511595487595,
-0.027236027643084526,
-0.02731749601662159,
0.06762976199388504,
0.0960291177034378,
0.017700430005788803,
-0.035318244248628616,
0.015198849141597748,
-0.03339960798621178,
-0.04615548253059387,
0.020422501489520073,
0.06478549540042877,
-0.09777191281318665,
-0.10204167664051056,
0.08274976164102554,
0.08524319529533386,
-0.020981784909963608,
0.05269937589764595,
0.000726657803170383,
0.011408097110688686,
0.04184071347117424,
0.0033657685853540897,
-0.06558208912611008,
-0.05380275100469589,
0.00591946579515934,
-0.06354629248380661,
-0.07002552598714828,
0.05420979857444763,
-0.036562688648700714,
0.018671834841370583,
-0.0286246370524168,
-0.025936473160982132,
-0.03451954200863838,
-0.037772286683321,
0.06511485576629639,
-0.03972802311182022,
-0.007688644342124462,
-0.01903705671429634,
-0.018922872841358185,
-0.06990809738636017,
-0.020382173359394073,
-0.02245398610830307,
-0.053140174597501755,
0.026804164052009583,
0.012065356597304344,
-0.04155722260475159,
-0.05952009558677673,
0.03569526970386505,
0.10731540620326996,
0.07378038763999939,
-0.006761656608432531,
-0.05065962299704552,
0.0765480175614357,
-0.013396309688687325,
0.06469593197107315,
-0.11298839002847672,
0.036788396537303925,
0.041594091802835464,
-0.02244403585791588,
0.07199119031429291,
-0.021211763843894005,
0.01576904021203518,
0.04591215029358864,
0.09958670288324356,
-0.006674410775303841,
0.05900556594133377,
0.01927066408097744,
-0.029982756823301315,
-0.1211063414812088,
0.04443994164466858,
0.011023787781596184,
-0.018908025696873665,
0.007776707410812378,
0.05170260742306709,
-0.0643334910273552,
0.011869748122990131,
0.060978956520557404,
0.018675364553928375,
0.04792927950620651,
0.026374880224466324,
-0.007422568742185831,
0.044627971947193146,
-0.027226751670241356,
0.06011134386062622,
-0.05590568482875824,
0.051244817674160004,
0.03484221175312996,
-0.09234291315078735,
0.010137876495718956,
0.05642515793442726,
-0.006783651188015938,
0.0004916138132102787,
-0.036513980478048325,
0.05330696702003479,
-0.12101159989833832,
-0.08288419991731644,
0.05338562652468681,
-0.06268109381198883,
-8.097739973814805e-34,
-0.05223415046930313,
0.030007289722561836,
0.0197084192186594,
-0.018986012786626816,
0.06440670788288116,
-0.009093372151255608,
0.00427878275513649,
0.03691013529896736,
-0.16464094817638397,
0.04120296612381935,
-0.04408431053161621,
0.09560012072324753,
-0.033750973641872406,
0.030294349417090416,
0.0995502844452858,
0.009356789290904999,
-0.03679665923118591,
0.026707064360380173,
0.12895254790782928,
-0.022001778706908226,
0.012374558486044407,
-0.018851447850465775,
0.007419702131301165,
0.050811268389225006,
-0.025338180363178253,
-0.009155827574431896,
0.015398538671433926,
-0.05523933470249176,
0.08535992354154587,
-0.008120955899357796,
0.06281913816928864,
0.007958725094795227,
0.06955976039171219,
-0.0201434176415205,
-0.0008947679889388382,
0.05844581499695778,
-0.07318279892206192,
0.013492484577000141,
0.03818140923976898,
0.02909393236041069,
-0.02252005599439144,
-0.0033065779134631157,
-0.05023299530148506,
-0.024736130610108376,
-0.0337575301527977,
0.005806733388453722,
0.027324983850121498,
-0.015920430421829224,
0.05986175313591957,
0.001151160686276853,
0.04481066018342972,
0.019349921494722366,
0.020566631108522415,
0.010608184151351452,
-0.03302987292408943,
0.09061644226312637,
0.04128605127334595,
-0.03622152656316757,
-0.02389524318277836,
0.024703623726963997,
-0.0908382385969162,
-0.08758555352687836,
0.06174613907933235,
0.04806188866496086,
0.011475698091089725,
-0.10332567989826202,
-0.028582362458109856,
-0.016847973689436913,
0.024152889847755432,
0.014914745464920998,
0.012102052569389343,
-0.03804633393883705,
-0.031341660767793655,
-0.04590009152889252,
-0.06148083135485649,
-0.06070486828684807,
-0.033120572566986084,
-0.04870470240712166,
0.030392732471227646,
0.0044461628422141075,
-0.05702449381351471,
0.09278904646635056,
0.013984452933073044,
0.0008423522813245654,
-0.10239337384700775,
0.02871912345290184,
0.02201666496694088,
0.05595497786998749,
-0.09465714544057846,
0.06445837020874023,
-0.01341606117784977,
0.011753658764064312,
-0.04055711254477501,
-0.02558976784348488,
0.005455960053950548,
-1.0537519824919734e-33,
0.008342287503182888,
-0.028533412143588066,
-0.02848101407289505,
0.13330921530723572,
0.050560057163238525,
-0.009097455069422722,
-0.0011684130877256393,
0.07761441916227341,
-0.06510702520608902,
0.011222952976822853,
0.02845487929880619,
-0.018148673698306084,
-0.012722078710794449,
0.05878372862935066,
-0.0000449522995040752,
-0.050414662808179855,
-0.0441252700984478,
-0.06512001901865005,
-0.03162753954529762,
0.029083531349897385,
-0.0005403158720582724,
-0.0008743828511796892,
0.02544477768242359,
-0.0010605287970975041,
0.02444603107869625,
0.01832323893904686,
-0.09383587539196014,
0.039309874176979065,
0.06111099198460579,
-0.01268010400235653,
-0.036409348249435425,
0.025961285457015038,
-0.05716971680521965,
-0.033310554921627045,
0.015077744610607624,
-0.023443901911377907,
0.035808563232421875,
0.024780353531241417,
0.016536643728613853,
-0.010021298192441463,
-0.021396752446889877,
-0.09621232748031616,
0.034470316022634506,
-0.07173292338848114,
0.06257378309965134,
0.003901469986885786,
0.028161047026515007,
0.006246501114219427,
-0.038993339985609055,
-0.10106083005666733,
-0.03307632356882095,
0.009500508196651936,
-0.027165818959474564,
-0.016441723331809044,
-0.038607947528362274,
0.0069625498726964,
-0.010501573793590069,
0.0797860398888588,
-0.033559415489435196,
0.004388369619846344,
0.03179917857050896,
-0.0316147617995739,
0.008795100264251232,
0.07271555066108704,
-0.058670539408922195,
0.01646045595407486,
0.06049129739403725,
0.00888027809560299,
-0.06072334572672844,
-0.025906406342983246,
-0.09401556849479675,
-0.043108899146318436,
-0.05627607926726341,
-0.11832911521196365,
-0.06767813861370087,
-0.0038876584731042385,
0.020860400050878525,
-0.03126087039709091,
-0.0038091035094112158,
-0.04131457582116127,
-0.00888095423579216,
0.01998307928442955,
-0.020837491378188133,
0.05512738600373268,
-0.032879579812288284,
-0.08721202611923218,
0.10370199382305145,
-0.10773483663797379,
-0.01991371624171734,
0.09619385004043579,
-0.1394682228565216,
-0.009743728674948215,
-0.09870513528585434,
0.03714478388428688,
0.0035992255434393883,
-3.583830832099011e-8,
-0.07000532746315002,
0.03468383476138115,
0.004822854418307543,
0.07531575113534927,
-0.057652268558740616,
0.03237639740109444,
0.015987545251846313,
0.027898119762539864,
-0.005408870056271553,
0.025017209351062775,
0.005606919527053833,
-0.11169987916946411,
0.009649462066590786,
0.0512719452381134,
0.014155903831124306,
0.1407700479030609,
0.0048833247274160385,
0.01641347073018551,
0.018606392666697502,
0.00397643493488431,
-0.06270643323659897,
0.09069795906543732,
0.06851871311664581,
-0.03126974776387215,
-0.015837537124753,
0.026060206815600395,
0.0098689254373312,
0.04834095761179924,
-0.0006810137419961393,
0.013803678564727306,
0.04947033151984215,
0.016669409349560738,
-0.003326342673972249,
-0.024491898715496063,
0.016989728435873985,
-0.12905600666999817,
-0.09714478254318237,
0.04883641377091408,
0.04896733537316322,
0.06754642724990845,
-0.023247670382261276,
0.054977450519800186,
0.014611361548304558,
-0.020496178418397903,
-0.04132292419672012,
-0.025715116411447525,
-0.06525838375091553,
0.026331739500164986,
0.014445384033024311,
0.07738626003265381,
0.05304444208741188,
-0.02462155558168888,
-0.002227711956948042,
0.045488521456718445,
0.0032045135740190744,
-0.022301821038126945,
0.09243214130401611,
0.011195417493581772,
0.008596041239798069,
0.10921423137187958,
-0.008548405021429062,
-0.06879226863384247,
0.08494455367326736,
-0.05452406778931618
] |
1401.5347
|
Jan Leike
|
Matthias Heizmann, Jochen Hoenicke, Jan Leike, Andreas Podelski
|
Linear Ranking for Linear Lasso Programs
|
ATVA 2013
| null | null | null |
cs.LO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The general setting of this work is the constraint-based synthesis of
termination arguments. We consider a restricted class of programs called lasso
programs. The termination argument for a lasso program is a pair of a ranking
function and an invariant. We present the---to the best of our
knowledge---first method to synthesize termination arguments for lasso programs
that uses linear arithmetic. We prove a completeness theorem. The completeness
theorem establishes that, even though we use only linear (as opposed to
non-linear) constraint solving, we are able to compute termination arguments in
several interesting cases. The key to our method lies in a constraint
transformation that replaces a disjunction by a sum.
|
[
{
"created": "Tue, 21 Jan 2014 15:27:07 GMT",
"version": "v1"
}
] |
2014-01-22
|
[
[
"Heizmann",
"Matthias",
""
],
[
"Hoenicke",
"Jochen",
""
],
[
"Leike",
"Jan",
""
],
[
"Podelski",
"Andreas",
""
]
] |
[
-0.03142811357975006,
0.03864916414022446,
-0.009870202280580997,
-0.04186582937836647,
0.024484122171998024,
0.02677120454609394,
0.036610838025808334,
-0.05487339198589325,
-0.06660477817058563,
0.0711999237537384,
-0.05346059054136276,
0.09398679435253143,
-0.012967835180461407,
0.05451347306370735,
-0.04166088625788689,
0.09927148371934891,
0.0082158287987113,
0.03803915157914162,
-0.037411849945783615,
-0.008690915070474148,
-0.009362447075545788,
0.06585689634084702,
-0.051879409700632095,
0.036222219467163086,
0.024089917540550232,
-0.052609413862228394,
0.014665892347693443,
-0.020124224945902824,
-0.010451886802911758,
0.026784302666783333,
-0.04242375120520592,
0.016247374936938286,
-0.016347529366612434,
-0.04028205946087837,
0.013932749629020691,
0.0554497055709362,
-0.023665068671107292,
-0.06483373790979385,
-0.02708623744547367,
-0.002831307938322425,
-0.02764199860394001,
0.004416254349052906,
-0.035373494029045105,
0.004179543349891901,
0.055214088410139084,
0.02910851500928402,
0.027981910854578018,
-0.008197957649827003,
0.02262769639492035,
-0.04112715274095535,
-0.057742275297641754,
0.016689933836460114,
-0.10230390727519989,
0.07129746675491333,
-0.0023250761441886425,
-0.05101149529218674,
-0.013331320136785507,
-0.046063560992479324,
-0.03176005557179451,
0.0006026439950801432,
-0.021506980061531067,
-0.029539911076426506,
-0.1228017657995224,
0.02332819625735283,
0.044332195073366165,
0.0367237888276577,
0.04217628762125969,
-0.05294974148273468,
0.03525484725832939,
0.06340096890926361,
-0.08052202314138412,
-0.03393133357167244,
-0.0792246013879776,
0.09987494349479675,
0.030009126290678978,
0.06414051353931427,
0.15740525722503662,
-0.008432338014245033,
0.08876404166221619,
0.01848074421286583,
-0.014869380742311478,
-0.023700859397649765,
0.04865049570798874,
0.03815579414367676,
0.08030681312084198,
-0.050663404166698456,
0.012452121824026108,
-0.055247679352760315,
0.14192622900009155,
0.06152975186705589,
-0.025182483717799187,
-0.011589642614126205,
0.024058835580945015,
0.0340559259057045,
-0.022839641198515892,
-0.047718435525894165,
0.03508310765028,
-0.07004804909229279,
-0.000333078030962497,
0.10563699901103973,
-0.06769906729459763,
-0.04145675152540207,
-0.014435168355703354,
-0.07106158137321472,
0.06536874175071716,
0.008975504897534847,
0.049654215574264526,
-0.003846965730190277,
-0.02872278168797493,
-0.11229534447193146,
0.04644586890935898,
-0.024764612317085266,
0.04767625406384468,
0.006531136110424995,
0.01588386856019497,
0.009138224646449089,
0.044255394488573074,
0.045267097651958466,
0.08191245794296265,
-0.1038489118218422,
0.07192201912403107,
0.0007848707027733326,
0.0676421970129013,
0.007271598093211651,
-0.01764332689344883,
0.0311384629458189,
-0.04737837240099907,
-2.1990746075710183e-33,
-0.056048888713121414,
-0.03397179767489433,
0.057816650718450546,
0.0037570057902485132,
0.016689708456397057,
0.014000503346323967,
-0.0044192541390657425,
0.05496451258659363,
-0.07601508498191833,
0.03181670233607292,
-0.03975810110569,
-0.046251971274614334,
-0.06026293709874153,
0.04812762886285782,
0.1252165138721466,
-0.007909287698566914,
0.09975767135620117,
0.0663246288895607,
-0.007873091846704483,
-0.094980888068676,
0.07584822922945023,
-0.07398200780153275,
-0.022139566019177437,
-0.01350495032966137,
0.007186359725892544,
-0.0006360569968819618,
-0.014194049872457981,
-0.0899365022778511,
-0.036247678101062775,
-0.02195822447538376,
-0.08492465317249298,
0.025359386578202248,
0.08905228227376938,
0.12329256534576416,
-0.005438694264739752,
-0.04173668473958969,
0.006946851499378681,
-0.028724519535899162,
0.10246075689792633,
0.007777104619890451,
-0.0037066584918648005,
-0.00954327080398798,
-0.03752388060092926,
-0.05300402641296387,
-0.017412051558494568,
-0.1323261708021164,
0.045316968113183975,
0.07799997925758362,
-0.0026372531428933144,
-0.002021306660026312,
-0.024733902886509895,
0.023042352870106697,
0.002585112815722823,
0.026516100391745567,
-0.06593210250139236,
0.005453517660498619,
-0.008369026705622673,
0.007002014201134443,
0.006298825144767761,
0.0020142870489507914,
-0.0423554852604866,
-0.02575875259935856,
-0.007616782560944557,
-0.052166592329740524,
-0.07377162575721741,
-0.016754403710365295,
-0.0696256160736084,
0.00582702923566103,
0.10576049238443375,
0.004876169376075268,
-0.07458540797233582,
0.001218560733832419,
-0.02037057653069496,
0.001345076598227024,
0.06375695019960403,
-0.0054817222990095615,
0.05702976882457733,
-0.07003337144851685,
0.030809007585048676,
-0.02244238555431366,
0.017494095489382744,
0.07043517380952835,
0.019360437989234924,
0.001618572510778904,
0.005101907532662153,
0.013575795106589794,
-0.02610357105731964,
-0.07450193911790848,
-0.004575828090310097,
-0.10336721688508987,
-0.0816379189491272,
-0.0048311008140444756,
-0.04867305979132652,
0.009877543896436691,
0.1360754668712616,
-2.175999148369148e-34,
0.026175418868660927,
0.002131060464307666,
-0.02487930655479431,
-0.05402178689837456,
0.0022859349846839905,
-0.09466517716646194,
-0.016049714758992195,
-0.10299564898014069,
0.0019831208046525717,
-0.028359422460198402,
0.03412967547774315,
-0.07004277408123016,
0.025822123512625694,
-0.020913565531373024,
-0.028991607949137688,
0.038153234869241714,
-0.08936268836259842,
-0.05486835166811943,
-0.018967928364872932,
0.00186500686686486,
0.014293509535491467,
0.09145209938287735,
-0.031402964144945145,
-0.05539686605334282,
0.022184288129210472,
-0.046203263103961945,
-0.04873114451766014,
0.040398526936769485,
0.03715740889310837,
0.08219444006681442,
0.005183209665119648,
-0.02246466651558876,
-0.05507022142410278,
0.004018155392259359,
0.004217894747853279,
-0.0328652486205101,
-0.01145784929394722,
0.02821892499923706,
-0.067762590944767,
0.08992617577314377,
0.11758600175380707,
-0.042730383574962616,
0.024103723466396332,
0.03813215345144272,
0.09507136791944504,
0.029783356934785843,
-0.0067801219411194324,
-0.021021025255322456,
-0.008541194722056389,
-0.06060668081045151,
-0.0012244118843227625,
0.029221797361969948,
-0.001905415439978242,
0.06679288297891617,
-0.056121908128261566,
-0.07471740245819092,
-0.014997506514191628,
0.017353566363453865,
0.10743246972560883,
-0.09088540077209473,
-0.03197275474667549,
-0.021903665736317635,
0.031773198395967484,
0.034512944519519806,
0.09498169273138046,
-0.01837640255689621,
0.039815183728933334,
0.019084615632891655,
-0.05742901191115379,
0.007784426677972078,
0.04831728711724281,
0.018838606774806976,
-0.03982265293598175,
0.025169972330331802,
-0.033690012991428375,
-0.010860322043299675,
0.018732987344264984,
-0.03493412584066391,
-0.0068135312758386135,
-0.010045203380286694,
0.06745978444814682,
-0.026578009128570557,
0.11413365602493286,
0.029051948338747025,
-0.0871959701180458,
0.011724214069545269,
0.05539146438241005,
0.01776350662112236,
0.034939225763082504,
0.033200666308403015,
-0.043728239834308624,
0.0025566110853105783,
0.02303762175142765,
-0.004881333094090223,
0.0015648535918444395,
-3.9597946255298666e-8,
-0.04380339756608009,
0.037988122552633286,
-0.1011701300740242,
-0.03458850085735321,
0.02012069709599018,
-0.003772599855437875,
0.023299483582377434,
0.10146823525428772,
0.0006520565366372466,
-0.04089636355638504,
0.05758970230817795,
0.029421359300613403,
0.014229048043489456,
0.02170916460454464,
-0.10709349811077118,
0.017430199310183525,
-0.050933342427015305,
0.03359956666827202,
0.013434117659926414,
0.011095981113612652,
-0.0632818192243576,
-0.010276766493916512,
-0.0617382749915123,
0.021313587203621864,
0.012397851794958115,
-0.057095617055892944,
-0.00590375903993845,
0.05696077644824982,
0.12796810269355774,
0.055952247232198715,
0.025863042101264,
0.060684118419885635,
0.13255950808525085,
-0.01820163056254387,
-0.039652202278375626,
0.10224419832229614,
-0.049883559346199036,
0.007943928241729736,
-0.08290308713912964,
-0.07928445935249329,
-0.0017002745298668742,
0.09015532582998276,
-0.0405513159930706,
0.023787125945091248,
0.06764519959688187,
-0.05076782777905464,
0.06617845594882965,
-0.06678812950849533,
-0.023890376091003418,
0.017008548602461815,
0.07408223301172256,
-0.021965358406305313,
0.05552509427070618,
-0.05411558225750923,
-0.02596347965300083,
-0.00832192413508892,
-0.02411683090031147,
-0.04093732684850693,
-0.008428861387073994,
-0.014698837883770466,
-0.020252499729394913,
-0.002047999296337366,
0.03952730819582939,
-0.018026474863290787
] | null | null | null | null | null | null | null |
[
-0.03142811357975006,
0.03864916414022446,
-0.009870202280580997,
-0.04186582937836647,
0.024484122171998024,
0.02677120454609394,
0.036610838025808334,
-0.05487339198589325,
-0.06660477817058563,
0.0711999237537384,
-0.05346059054136276,
0.09398679435253143,
-0.012967835180461407,
0.05451347306370735,
-0.04166088625788689,
0.09927148371934891,
0.0082158287987113,
0.03803915157914162,
-0.037411849945783615,
-0.008690915070474148,
-0.009362447075545788,
0.06585689634084702,
-0.051879409700632095,
0.036222219467163086,
0.024089917540550232,
-0.052609413862228394,
0.014665892347693443,
-0.020124224945902824,
-0.010451886802911758,
0.026784302666783333,
-0.04242375120520592,
0.016247374936938286,
-0.016347529366612434,
-0.04028205946087837,
0.013932749629020691,
0.0554497055709362,
-0.023665068671107292,
-0.06483373790979385,
-0.02708623744547367,
-0.002831307938322425,
-0.02764199860394001,
0.004416254349052906,
-0.035373494029045105,
0.004179543349891901,
0.055214088410139084,
0.02910851500928402,
0.027981910854578018,
-0.008197957649827003,
0.02262769639492035,
-0.04112715274095535,
-0.057742275297641754,
0.016689933836460114,
-0.10230390727519989,
0.07129746675491333,
-0.0023250761441886425,
-0.05101149529218674,
-0.013331320136785507,
-0.046063560992479324,
-0.03176005557179451,
0.0006026439950801432,
-0.021506980061531067,
-0.029539911076426506,
-0.1228017657995224,
0.02332819625735283,
0.044332195073366165,
0.0367237888276577,
0.04217628762125969,
-0.05294974148273468,
0.03525484725832939,
0.06340096890926361,
-0.08052202314138412,
-0.03393133357167244,
-0.0792246013879776,
0.09987494349479675,
0.030009126290678978,
0.06414051353931427,
0.15740525722503662,
-0.008432338014245033,
0.08876404166221619,
0.01848074421286583,
-0.014869380742311478,
-0.023700859397649765,
0.04865049570798874,
0.03815579414367676,
0.08030681312084198,
-0.050663404166698456,
0.012452121824026108,
-0.055247679352760315,
0.14192622900009155,
0.06152975186705589,
-0.025182483717799187,
-0.011589642614126205,
0.024058835580945015,
0.0340559259057045,
-0.022839641198515892,
-0.047718435525894165,
0.03508310765028,
-0.07004804909229279,
-0.000333078030962497,
0.10563699901103973,
-0.06769906729459763,
-0.04145675152540207,
-0.014435168355703354,
-0.07106158137321472,
0.06536874175071716,
0.008975504897534847,
0.049654215574264526,
-0.003846965730190277,
-0.02872278168797493,
-0.11229534447193146,
0.04644586890935898,
-0.024764612317085266,
0.04767625406384468,
0.006531136110424995,
0.01588386856019497,
0.009138224646449089,
0.044255394488573074,
0.045267097651958466,
0.08191245794296265,
-0.1038489118218422,
0.07192201912403107,
0.0007848707027733326,
0.0676421970129013,
0.007271598093211651,
-0.01764332689344883,
0.0311384629458189,
-0.04737837240099907,
-2.1990746075710183e-33,
-0.056048888713121414,
-0.03397179767489433,
0.057816650718450546,
0.0037570057902485132,
0.016689708456397057,
0.014000503346323967,
-0.0044192541390657425,
0.05496451258659363,
-0.07601508498191833,
0.03181670233607292,
-0.03975810110569,
-0.046251971274614334,
-0.06026293709874153,
0.04812762886285782,
0.1252165138721466,
-0.007909287698566914,
0.09975767135620117,
0.0663246288895607,
-0.007873091846704483,
-0.094980888068676,
0.07584822922945023,
-0.07398200780153275,
-0.022139566019177437,
-0.01350495032966137,
0.007186359725892544,
-0.0006360569968819618,
-0.014194049872457981,
-0.0899365022778511,
-0.036247678101062775,
-0.02195822447538376,
-0.08492465317249298,
0.025359386578202248,
0.08905228227376938,
0.12329256534576416,
-0.005438694264739752,
-0.04173668473958969,
0.006946851499378681,
-0.028724519535899162,
0.10246075689792633,
0.007777104619890451,
-0.0037066584918648005,
-0.00954327080398798,
-0.03752388060092926,
-0.05300402641296387,
-0.017412051558494568,
-0.1323261708021164,
0.045316968113183975,
0.07799997925758362,
-0.0026372531428933144,
-0.002021306660026312,
-0.024733902886509895,
0.023042352870106697,
0.002585112815722823,
0.026516100391745567,
-0.06593210250139236,
0.005453517660498619,
-0.008369026705622673,
0.007002014201134443,
0.006298825144767761,
0.0020142870489507914,
-0.0423554852604866,
-0.02575875259935856,
-0.007616782560944557,
-0.052166592329740524,
-0.07377162575721741,
-0.016754403710365295,
-0.0696256160736084,
0.00582702923566103,
0.10576049238443375,
0.004876169376075268,
-0.07458540797233582,
0.001218560733832419,
-0.02037057653069496,
0.001345076598227024,
0.06375695019960403,
-0.0054817222990095615,
0.05702976882457733,
-0.07003337144851685,
0.030809007585048676,
-0.02244238555431366,
0.017494095489382744,
0.07043517380952835,
0.019360437989234924,
0.001618572510778904,
0.005101907532662153,
0.013575795106589794,
-0.02610357105731964,
-0.07450193911790848,
-0.004575828090310097,
-0.10336721688508987,
-0.0816379189491272,
-0.0048311008140444756,
-0.04867305979132652,
0.009877543896436691,
0.1360754668712616,
-2.175999148369148e-34,
0.026175418868660927,
0.002131060464307666,
-0.02487930655479431,
-0.05402178689837456,
0.0022859349846839905,
-0.09466517716646194,
-0.016049714758992195,
-0.10299564898014069,
0.0019831208046525717,
-0.028359422460198402,
0.03412967547774315,
-0.07004277408123016,
0.025822123512625694,
-0.020913565531373024,
-0.028991607949137688,
0.038153234869241714,
-0.08936268836259842,
-0.05486835166811943,
-0.018967928364872932,
0.00186500686686486,
0.014293509535491467,
0.09145209938287735,
-0.031402964144945145,
-0.05539686605334282,
0.022184288129210472,
-0.046203263103961945,
-0.04873114451766014,
0.040398526936769485,
0.03715740889310837,
0.08219444006681442,
0.005183209665119648,
-0.02246466651558876,
-0.05507022142410278,
0.004018155392259359,
0.004217894747853279,
-0.0328652486205101,
-0.01145784929394722,
0.02821892499923706,
-0.067762590944767,
0.08992617577314377,
0.11758600175380707,
-0.042730383574962616,
0.024103723466396332,
0.03813215345144272,
0.09507136791944504,
0.029783356934785843,
-0.0067801219411194324,
-0.021021025255322456,
-0.008541194722056389,
-0.06060668081045151,
-0.0012244118843227625,
0.029221797361969948,
-0.001905415439978242,
0.06679288297891617,
-0.056121908128261566,
-0.07471740245819092,
-0.014997506514191628,
0.017353566363453865,
0.10743246972560883,
-0.09088540077209473,
-0.03197275474667549,
-0.021903665736317635,
0.031773198395967484,
0.034512944519519806,
0.09498169273138046,
-0.01837640255689621,
0.039815183728933334,
0.019084615632891655,
-0.05742901191115379,
0.007784426677972078,
0.04831728711724281,
0.018838606774806976,
-0.03982265293598175,
0.025169972330331802,
-0.033690012991428375,
-0.010860322043299675,
0.018732987344264984,
-0.03493412584066391,
-0.0068135312758386135,
-0.010045203380286694,
0.06745978444814682,
-0.026578009128570557,
0.11413365602493286,
0.029051948338747025,
-0.0871959701180458,
0.011724214069545269,
0.05539146438241005,
0.01776350662112236,
0.034939225763082504,
0.033200666308403015,
-0.043728239834308624,
0.0025566110853105783,
0.02303762175142765,
-0.004881333094090223,
0.0015648535918444395,
-3.9597946255298666e-8,
-0.04380339756608009,
0.037988122552633286,
-0.1011701300740242,
-0.03458850085735321,
0.02012069709599018,
-0.003772599855437875,
0.023299483582377434,
0.10146823525428772,
0.0006520565366372466,
-0.04089636355638504,
0.05758970230817795,
0.029421359300613403,
0.014229048043489456,
0.02170916460454464,
-0.10709349811077118,
0.017430199310183525,
-0.050933342427015305,
0.03359956666827202,
0.013434117659926414,
0.011095981113612652,
-0.0632818192243576,
-0.010276766493916512,
-0.0617382749915123,
0.021313587203621864,
0.012397851794958115,
-0.057095617055892944,
-0.00590375903993845,
0.05696077644824982,
0.12796810269355774,
0.055952247232198715,
0.025863042101264,
0.060684118419885635,
0.13255950808525085,
-0.01820163056254387,
-0.039652202278375626,
0.10224419832229614,
-0.049883559346199036,
0.007943928241729736,
-0.08290308713912964,
-0.07928445935249329,
-0.0017002745298668742,
0.09015532582998276,
-0.0405513159930706,
0.023787125945091248,
0.06764519959688187,
-0.05076782777905464,
0.06617845594882965,
-0.06678812950849533,
-0.023890376091003418,
0.017008548602461815,
0.07408223301172256,
-0.021965358406305313,
0.05552509427070618,
-0.05411558225750923,
-0.02596347965300083,
-0.00832192413508892,
-0.02411683090031147,
-0.04093732684850693,
-0.008428861387073994,
-0.014698837883770466,
-0.020252499729394913,
-0.002047999296337366,
0.03952730819582939,
-0.018026474863290787
] |
1401.5351
|
Jan Leike
|
Jan Leike
|
Ranking Function Synthesis for Linear Lasso Programs
|
Master's Thesis
| null | null | null |
cs.LO
|
http://creativecommons.org/licenses/by/3.0/
|
The scope of this work is the constraint-based synthesis of termination
arguments for the restricted class of programs called linear lasso programs. A
termination argument consists of a ranking function as well as a set of
supporting invariants.
We extend existing methods in several ways. First, we use Motzkin's
Transposition Theorem instead of Farkas' Lemma. This allows us to consider
linear lasso programs that can additionally contain strict inequalities.
Existing methods are restricted to non-strict inequalities and equalities.
Second, we consider several kinds of ranking functions: affine-linear,
piecewise and lexicographic ranking functions. Moreover, we present a novel
kind of ranking function called multiphase ranking function which proceeds
through a fixed number of phases such that for each phase, there is an
affine-linear ranking function. As an abstraction to the synthesis of specific
ranking functions, we introduce the notion ranking function template. This
enables us to handle all ranking functions in a unified way.
Our method relies on non-linear algebraic constraint solving as a subroutine
which is known to scale poorly to large problems. As a mitigation we formalize
an assessment of the difficulty of our constraints and present an argument why
they are of an easier kind than general non-linear constraints.
We prove our method to be complete: if there is a termination argument of the
form specified by the given ranking function template with a fixed number of
affine-linear supporting invariants, then our method will find a termination
argument.
To our knowledge, the approach we propose is the most powerful technique of
synthesis-based discovery of termination arguments for linear lasso programs
and encompasses and enhances several methods having been proposed thus far.
|
[
{
"created": "Tue, 21 Jan 2014 15:36:43 GMT",
"version": "v1"
}
] |
2014-01-22
|
[
[
"Leike",
"Jan",
""
]
] |
[
-0.0472298227250576,
-0.01997162587940693,
-0.020501455292105675,
-0.04860488325357437,
0.028827084228396416,
0.0441463477909565,
-0.006891398224979639,
0.015632398426532745,
-0.031104670837521553,
0.025183087214827538,
-0.07457797974348068,
0.03873801976442337,
0.028592722490429878,
0.08191893249750137,
-0.012994470074772835,
0.07439284026622772,
0.056547611951828,
0.05814676731824875,
-0.04095304757356644,
0.005339358933269978,
0.026032842695713043,
0.01774183101952076,
-0.018804827705025673,
0.004150304012000561,
0.015644336119294167,
-0.11645925790071487,
-0.03997005894780159,
0.014459417201578617,
-0.0035843737423419952,
0.020827291533350945,
-0.044419772922992706,
0.0860053151845932,
-0.009890357032418251,
-0.02475964091718197,
-0.03218069672584534,
0.07969357073307037,
-0.02432306669652462,
-0.06416494399309158,
-0.01045062392950058,
-0.0010659103281795979,
-0.03132878988981247,
-0.012469745241105556,
-0.04906328022480011,
-0.0065136440098285675,
0.053636420518159866,
0.02424095757305622,
0.044282473623752594,
-0.03575179725885391,
-0.005124479066580534,
-0.02131539210677147,
-0.05855011194944382,
-0.004089461173862219,
-0.11121290177106857,
0.09231250733137131,
-0.035427916795015335,
-0.05415581911802292,
0.005592851433902979,
-0.07331746816635132,
0.00714437710121274,
-0.050186969339847565,
-0.040260523557662964,
-0.034482814371585846,
-0.03264797106385231,
0.013090074993669987,
0.021302571520209312,
-0.03238522633910179,
0.014706791378557682,
-0.0191296748816967,
-0.030416185036301613,
0.10648708790540695,
-0.049565333873033524,
-0.04132205620408058,
-0.03947960212826729,
0.10466363281011581,
0.005472070537507534,
0.020631229504942894,
0.07611622661352158,
-0.024701859802007675,
0.029645400121808052,
-0.005538036115467548,
0.009569918736815453,
0.03610207512974739,
0.027282867580652237,
0.023690450936555862,
0.08702286332845688,
-0.06035011634230614,
0.053500380367040634,
-0.03576135262846947,
0.11580260843038559,
0.07936199009418488,
-0.028082501143217087,
0.03632408380508423,
0.08312422037124634,
0.04993962496519089,
0.015321355313062668,
-0.047676410526037216,
0.07355689257383347,
-0.047942206263542175,
0.04982682317495346,
0.12873834371566772,
-0.055696554481983185,
-0.033448245376348495,
0.006723727099597454,
-0.051346804946660995,
0.04402272030711174,
-0.004191813059151173,
0.00090031762374565,
-0.008219544775784016,
-0.026384206488728523,
-0.1566878706216812,
0.011724612675607204,
0.004205125384032726,
0.06964176148176193,
-0.004548397846519947,
0.001985629554837942,
-0.0073545523919165134,
0.06929531693458557,
0.028783492743968964,
0.07049424946308136,
-0.062059201300144196,
0.03225071728229523,
0.018814153969287872,
0.10495372861623764,
0.010582474060356617,
0.03969420865178108,
0.09484359622001648,
-0.02085314691066742,
1.3157603060696531e-33,
0.0066582271829247475,
0.010117201134562492,
0.0399874784052372,
-0.005294297821819782,
-0.013260174542665482,
-0.014770776964724064,
0.035760585218667984,
-0.004932077135890722,
-0.09661061316728592,
0.02303074300289154,
0.0077064381912350655,
0.03499724715948105,
-0.00025594496401026845,
0.04332611709833145,
0.1328863799571991,
-0.03435109928250313,
0.09961389005184174,
0.050869401544332504,
-0.02482953481376171,
-0.08752478659152985,
0.056546829640865326,
-0.09211796522140503,
-0.00446229986846447,
-0.04819979891180992,
0.024429982528090477,
-0.019502971321344376,
-0.014827041886746883,
-0.1365205943584442,
-0.07850514352321625,
-0.025453899055719376,
-0.06758908182382584,
0.021129567176103592,
0.061267513781785965,
0.09225210547447205,
0.006273022387176752,
-0.0653558298945427,
-0.0069028171710669994,
-0.04871046543121338,
0.05052436888217926,
-0.03002835251390934,
-0.03450961783528328,
-0.03023107349872589,
-0.05562034249305725,
-0.05603012070059776,
0.03450464457273483,
-0.07975530624389648,
-0.02955792099237442,
0.15808917582035065,
-0.0068694306537508965,
-0.031404901295900345,
-0.018672898411750793,
0.04036278277635574,
0.019113799557089806,
0.004406674765050411,
-0.06534051895141602,
-0.00024469528580084443,
-0.045886680483818054,
-0.029136953875422478,
0.006849527824670076,
-0.005625439342111349,
-0.06426069885492325,
-0.03359958529472351,
-0.017646800726652145,
-0.07580301910638809,
-0.04982413724064827,
-0.0462053157389164,
-0.06302941590547562,
-0.03860795125365257,
0.14761121571063995,
0.03539777174592018,
-0.06656353920698166,
-0.002964787418022752,
-0.014676625840365887,
-0.03751809895038605,
0.048256613314151764,
0.05476931855082512,
0.04506408050656319,
-0.11562060564756393,
0.013576395809650421,
-0.061182569712400436,
-0.00038469029823318124,
0.06443185359239578,
0.05326497554779053,
-0.07721108198165894,
-0.0005974207306280732,
-0.020504256710410118,
-0.0025624914560467005,
-0.05401834473013878,
0.00012400498962961137,
-0.09183468669652939,
-0.09835387021303177,
0.011491346172988415,
-0.045706622302532196,
-0.005466187838464975,
0.08509837836027145,
-1.8782678728942154e-33,
0.047298070043325424,
-0.04451875016093254,
-0.039497483521699905,
-0.01770894043147564,
0.04380854219198227,
-0.09328795224428177,
-0.008398999460041523,
-0.0906793400645256,
-0.012966721318662167,
-0.009047593921422958,
-0.015395794063806534,
-0.019498569890856743,
0.006766285747289658,
-0.05057837441563606,
0.02711016684770584,
0.023525698110461235,
-0.07885108143091202,
-0.015082557685673237,
-0.0029296919237822294,
0.004301454871892929,
-0.006477896589785814,
0.1083623394370079,
-0.064374640583992,
0.04650437831878662,
0.02692916803061962,
-0.014131038449704647,
-0.003781650448217988,
0.006117422599345446,
-0.0035119769163429737,
0.049085136502981186,
-0.02662544697523117,
-0.04517636448144913,
-0.014978908933699131,
0.014705799520015717,
0.052938397973775864,
-0.01701890118420124,
0.04475148394703865,
-0.006204346660524607,
-0.12052968889474869,
0.12581825256347656,
0.09579579532146454,
-0.028035562485456467,
-0.012751261703670025,
-0.014615888707339764,
0.0653582215309143,
0.049401674419641495,
-0.054674677550792694,
0.0045949057675898075,
-0.024171611294150352,
-0.03970974311232567,
-0.00567058427259326,
0.05354445055127144,
-0.007742629386484623,
0.051926542073488235,
-0.01961127668619156,
-0.05182034894824028,
-0.046855825930833817,
-0.00024391038459725678,
0.09047497063875198,
-0.04653581604361534,
0.012996459379792213,
0.007354449015110731,
0.032405901700258255,
0.027963897213339806,
0.07317263633012772,
-0.022991040721535683,
0.0050710830837488174,
-0.04117267578840256,
-0.07300126552581787,
0.021493472158908844,
0.00729493098333478,
-0.024094123393297195,
-0.012184515595436096,
-0.019762493669986725,
-0.05290757864713669,
0.01612064056098461,
0.03989079222083092,
0.010600894689559937,
-0.029194872826337814,
0.010877435095608234,
0.0854918584227562,
-0.007256793323904276,
0.09522473812103271,
0.06203407794237137,
-0.10734408348798752,
0.011151343584060669,
0.05881863459944725,
0.029265403747558594,
0.0842519998550415,
-0.04539962857961655,
-0.03705856576561928,
-0.015839284285902977,
0.03846945986151695,
-0.0029820469208061695,
0.024327825754880905,
-4.6329926561838874e-8,
-0.03591245785355568,
0.027806369587779045,
-0.0689496248960495,
0.014652817510068417,
-0.01591423898935318,
-0.007981880567967892,
0.03549908101558685,
0.048948902636766434,
-0.008807890117168427,
0.023853931576013565,
0.046303343027830124,
0.024533409625291824,
0.026481464505195618,
-0.009564811363816261,
-0.048134248703718185,
0.03147873654961586,
-0.06397262960672379,
0.044060707092285156,
-0.01343210507184267,
-0.04355030134320259,
-0.06940190494060516,
0.04637564718723297,
-0.04677841439843178,
0.05027788132429123,
-0.020484259352087975,
-0.04540072754025459,
-0.022510332986712456,
0.04879024997353554,
0.16405020654201508,
0.06563051044940948,
0.04699286073446274,
0.06000957265496254,
0.14390985667705536,
0.025606215000152588,
-0.024028997868299484,
0.09087952226400375,
-0.09664368629455566,
0.03787940740585327,
-0.04976538196206093,
-0.04854780063033104,
0.0242876298725605,
0.0680706724524498,
0.0068153575994074345,
0.011624072678387165,
0.08901681005954742,
-0.06887374818325043,
0.023037008941173553,
-0.06677401065826416,
0.02218877710402012,
-0.02104726992547512,
0.040894947946071625,
-0.010723554529249668,
0.018654469400644302,
-0.0002638250880409032,
-0.005468154326081276,
0.06103277951478958,
-0.03845813870429993,
-0.061555374413728714,
0.0038080918602645397,
-0.05049995705485344,
-0.006193653214722872,
-0.017214708030223846,
0.06244131922721863,
-0.011845236644148827
] | null | null | null | null | null | null | null |
[
-0.0472298227250576,
-0.01997162587940693,
-0.020501455292105675,
-0.04860488325357437,
0.028827084228396416,
0.0441463477909565,
-0.006891398224979639,
0.015632398426532745,
-0.031104670837521553,
0.025183087214827538,
-0.07457797974348068,
0.03873801976442337,
0.028592722490429878,
0.08191893249750137,
-0.012994470074772835,
0.07439284026622772,
0.056547611951828,
0.05814676731824875,
-0.04095304757356644,
0.005339358933269978,
0.026032842695713043,
0.01774183101952076,
-0.018804827705025673,
0.004150304012000561,
0.015644336119294167,
-0.11645925790071487,
-0.03997005894780159,
0.014459417201578617,
-0.0035843737423419952,
0.020827291533350945,
-0.044419772922992706,
0.0860053151845932,
-0.009890357032418251,
-0.02475964091718197,
-0.03218069672584534,
0.07969357073307037,
-0.02432306669652462,
-0.06416494399309158,
-0.01045062392950058,
-0.0010659103281795979,
-0.03132878988981247,
-0.012469745241105556,
-0.04906328022480011,
-0.0065136440098285675,
0.053636420518159866,
0.02424095757305622,
0.044282473623752594,
-0.03575179725885391,
-0.005124479066580534,
-0.02131539210677147,
-0.05855011194944382,
-0.004089461173862219,
-0.11121290177106857,
0.09231250733137131,
-0.035427916795015335,
-0.05415581911802292,
0.005592851433902979,
-0.07331746816635132,
0.00714437710121274,
-0.050186969339847565,
-0.040260523557662964,
-0.034482814371585846,
-0.03264797106385231,
0.013090074993669987,
0.021302571520209312,
-0.03238522633910179,
0.014706791378557682,
-0.0191296748816967,
-0.030416185036301613,
0.10648708790540695,
-0.049565333873033524,
-0.04132205620408058,
-0.03947960212826729,
0.10466363281011581,
0.005472070537507534,
0.020631229504942894,
0.07611622661352158,
-0.024701859802007675,
0.029645400121808052,
-0.005538036115467548,
0.009569918736815453,
0.03610207512974739,
0.027282867580652237,
0.023690450936555862,
0.08702286332845688,
-0.06035011634230614,
0.053500380367040634,
-0.03576135262846947,
0.11580260843038559,
0.07936199009418488,
-0.028082501143217087,
0.03632408380508423,
0.08312422037124634,
0.04993962496519089,
0.015321355313062668,
-0.047676410526037216,
0.07355689257383347,
-0.047942206263542175,
0.04982682317495346,
0.12873834371566772,
-0.055696554481983185,
-0.033448245376348495,
0.006723727099597454,
-0.051346804946660995,
0.04402272030711174,
-0.004191813059151173,
0.00090031762374565,
-0.008219544775784016,
-0.026384206488728523,
-0.1566878706216812,
0.011724612675607204,
0.004205125384032726,
0.06964176148176193,
-0.004548397846519947,
0.001985629554837942,
-0.0073545523919165134,
0.06929531693458557,
0.028783492743968964,
0.07049424946308136,
-0.062059201300144196,
0.03225071728229523,
0.018814153969287872,
0.10495372861623764,
0.010582474060356617,
0.03969420865178108,
0.09484359622001648,
-0.02085314691066742,
1.3157603060696531e-33,
0.0066582271829247475,
0.010117201134562492,
0.0399874784052372,
-0.005294297821819782,
-0.013260174542665482,
-0.014770776964724064,
0.035760585218667984,
-0.004932077135890722,
-0.09661061316728592,
0.02303074300289154,
0.0077064381912350655,
0.03499724715948105,
-0.00025594496401026845,
0.04332611709833145,
0.1328863799571991,
-0.03435109928250313,
0.09961389005184174,
0.050869401544332504,
-0.02482953481376171,
-0.08752478659152985,
0.056546829640865326,
-0.09211796522140503,
-0.00446229986846447,
-0.04819979891180992,
0.024429982528090477,
-0.019502971321344376,
-0.014827041886746883,
-0.1365205943584442,
-0.07850514352321625,
-0.025453899055719376,
-0.06758908182382584,
0.021129567176103592,
0.061267513781785965,
0.09225210547447205,
0.006273022387176752,
-0.0653558298945427,
-0.0069028171710669994,
-0.04871046543121338,
0.05052436888217926,
-0.03002835251390934,
-0.03450961783528328,
-0.03023107349872589,
-0.05562034249305725,
-0.05603012070059776,
0.03450464457273483,
-0.07975530624389648,
-0.02955792099237442,
0.15808917582035065,
-0.0068694306537508965,
-0.031404901295900345,
-0.018672898411750793,
0.04036278277635574,
0.019113799557089806,
0.004406674765050411,
-0.06534051895141602,
-0.00024469528580084443,
-0.045886680483818054,
-0.029136953875422478,
0.006849527824670076,
-0.005625439342111349,
-0.06426069885492325,
-0.03359958529472351,
-0.017646800726652145,
-0.07580301910638809,
-0.04982413724064827,
-0.0462053157389164,
-0.06302941590547562,
-0.03860795125365257,
0.14761121571063995,
0.03539777174592018,
-0.06656353920698166,
-0.002964787418022752,
-0.014676625840365887,
-0.03751809895038605,
0.048256613314151764,
0.05476931855082512,
0.04506408050656319,
-0.11562060564756393,
0.013576395809650421,
-0.061182569712400436,
-0.00038469029823318124,
0.06443185359239578,
0.05326497554779053,
-0.07721108198165894,
-0.0005974207306280732,
-0.020504256710410118,
-0.0025624914560467005,
-0.05401834473013878,
0.00012400498962961137,
-0.09183468669652939,
-0.09835387021303177,
0.011491346172988415,
-0.045706622302532196,
-0.005466187838464975,
0.08509837836027145,
-1.8782678728942154e-33,
0.047298070043325424,
-0.04451875016093254,
-0.039497483521699905,
-0.01770894043147564,
0.04380854219198227,
-0.09328795224428177,
-0.008398999460041523,
-0.0906793400645256,
-0.012966721318662167,
-0.009047593921422958,
-0.015395794063806534,
-0.019498569890856743,
0.006766285747289658,
-0.05057837441563606,
0.02711016684770584,
0.023525698110461235,
-0.07885108143091202,
-0.015082557685673237,
-0.0029296919237822294,
0.004301454871892929,
-0.006477896589785814,
0.1083623394370079,
-0.064374640583992,
0.04650437831878662,
0.02692916803061962,
-0.014131038449704647,
-0.003781650448217988,
0.006117422599345446,
-0.0035119769163429737,
0.049085136502981186,
-0.02662544697523117,
-0.04517636448144913,
-0.014978908933699131,
0.014705799520015717,
0.052938397973775864,
-0.01701890118420124,
0.04475148394703865,
-0.006204346660524607,
-0.12052968889474869,
0.12581825256347656,
0.09579579532146454,
-0.028035562485456467,
-0.012751261703670025,
-0.014615888707339764,
0.0653582215309143,
0.049401674419641495,
-0.054674677550792694,
0.0045949057675898075,
-0.024171611294150352,
-0.03970974311232567,
-0.00567058427259326,
0.05354445055127144,
-0.007742629386484623,
0.051926542073488235,
-0.01961127668619156,
-0.05182034894824028,
-0.046855825930833817,
-0.00024391038459725678,
0.09047497063875198,
-0.04653581604361534,
0.012996459379792213,
0.007354449015110731,
0.032405901700258255,
0.027963897213339806,
0.07317263633012772,
-0.022991040721535683,
0.0050710830837488174,
-0.04117267578840256,
-0.07300126552581787,
0.021493472158908844,
0.00729493098333478,
-0.024094123393297195,
-0.012184515595436096,
-0.019762493669986725,
-0.05290757864713669,
0.01612064056098461,
0.03989079222083092,
0.010600894689559937,
-0.029194872826337814,
0.010877435095608234,
0.0854918584227562,
-0.007256793323904276,
0.09522473812103271,
0.06203407794237137,
-0.10734408348798752,
0.011151343584060669,
0.05881863459944725,
0.029265403747558594,
0.0842519998550415,
-0.04539962857961655,
-0.03705856576561928,
-0.015839284285902977,
0.03846945986151695,
-0.0029820469208061695,
0.024327825754880905,
-4.6329926561838874e-8,
-0.03591245785355568,
0.027806369587779045,
-0.0689496248960495,
0.014652817510068417,
-0.01591423898935318,
-0.007981880567967892,
0.03549908101558685,
0.048948902636766434,
-0.008807890117168427,
0.023853931576013565,
0.046303343027830124,
0.024533409625291824,
0.026481464505195618,
-0.009564811363816261,
-0.048134248703718185,
0.03147873654961586,
-0.06397262960672379,
0.044060707092285156,
-0.01343210507184267,
-0.04355030134320259,
-0.06940190494060516,
0.04637564718723297,
-0.04677841439843178,
0.05027788132429123,
-0.020484259352087975,
-0.04540072754025459,
-0.022510332986712456,
0.04879024997353554,
0.16405020654201508,
0.06563051044940948,
0.04699286073446274,
0.06000957265496254,
0.14390985667705536,
0.025606215000152588,
-0.024028997868299484,
0.09087952226400375,
-0.09664368629455566,
0.03787940740585327,
-0.04976538196206093,
-0.04854780063033104,
0.0242876298725605,
0.0680706724524498,
0.0068153575994074345,
0.011624072678387165,
0.08901681005954742,
-0.06887374818325043,
0.023037008941173553,
-0.06677401065826416,
0.02218877710402012,
-0.02104726992547512,
0.040894947946071625,
-0.010723554529249668,
0.018654469400644302,
-0.0002638250880409032,
-0.005468154326081276,
0.06103277951478958,
-0.03845813870429993,
-0.061555374413728714,
0.0038080918602645397,
-0.05049995705485344,
-0.006193653214722872,
-0.017214708030223846,
0.06244131922721863,
-0.011845236644148827
] |
1401.5353
|
Blake Barker
|
Blake Barker
|
STABLAB Documentation for KdV : Numerical proof of stability of roll
waves in the small-amplitude limit for inclined thin film flow
|
Documentation, 255 pages
| null | null | null |
cs.MS cs.NA math.NA
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We document the MATLAB code used in the following study: Numerical proof of
stability of roll waves in the small-amplitude limit for inclined thin film
flow.
|
[
{
"created": "Tue, 21 Jan 2014 15:43:52 GMT",
"version": "v1"
}
] |
2014-01-22
|
[
[
"Barker",
"Blake",
""
]
] |
[
-0.11810290813446045,
0.02201332338154316,
-0.056983474642038345,
-0.05021359398961067,
-0.09506106376647949,
-0.0020497958175837994,
-0.05399259552359581,
0.07986775040626526,
-0.06742251664400101,
-0.040158145129680634,
0.0018835820956155658,
-0.0012189970584586263,
0.008212689310312271,
0.022104371339082718,
0.0126051539555192,
0.02199541963636875,
-0.07313190400600433,
0.030236568301916122,
0.05515677109360695,
-0.0034034561831504107,
0.007298252545297146,
-0.022888721898198128,
-0.07337858527898788,
0.03375578671693802,
-0.01710919849574566,
0.028398720547556877,
0.015210672281682491,
0.015602408908307552,
0.04578016698360443,
-0.013011104427278042,
0.024686230346560478,
0.08062633126974106,
-0.023683052510023117,
0.06296450644731522,
0.019252654165029526,
-0.038016900420188904,
0.015456382185220718,
-0.01308137085288763,
-0.06777090579271317,
0.05550572648644447,
0.021571749821305275,
0.05213240534067154,
0.09449739009141922,
0.01441223081201315,
0.06716081500053406,
-0.017255935817956924,
0.05391734093427658,
-0.03375118970870972,
-0.08745186030864716,
-0.07124780118465424,
0.013630476780235767,
0.058184001594781876,
-0.008959266357123852,
0.0109530845656991,
-0.04058130085468292,
-0.15489059686660767,
0.08689315617084503,
-0.026578400284051895,
-0.02738601714372635,
0.02384636364877224,
0.0754573717713356,
-0.01891329698264599,
0.0047962418757379055,
-0.009956862777471542,
-0.018363606184720993,
-0.027293263003230095,
-0.02161688730120659,
0.03939038887619972,
-0.01976555958390236,
0.06059043109416962,
-0.07816799730062485,
-0.02887708693742752,
-0.054412174969911575,
-0.03483115881681442,
0.019548926502466202,
-0.07650560140609741,
-0.006658270955085754,
0.04105621576309204,
-0.08634833991527557,
-0.01536817941814661,
-0.048801299184560776,
-0.029379695653915405,
-0.07577108591794968,
-0.03432460129261017,
-0.15824642777442932,
0.008556091226637363,
0.018048692494630814,
0.013233007863163948,
0.07251320034265518,
0.07979914546012878,
0.03535125404596329,
0.12009279429912567,
-0.09807652980089188,
-0.037534963339567184,
0.01997368037700653,
-0.04845919460058212,
-0.05203200504183769,
-0.04729712754487991,
0.003442991990596056,
-0.000313915399601683,
-0.02055344730615616,
-0.04608628526329994,
0.04792824387550354,
0.1052493005990982,
-0.021565333008766174,
0.023002564907073975,
0.052734650671482086,
0.04855732619762421,
-0.011496509425342083,
0.01994517259299755,
-0.029210735112428665,
0.09627966582775116,
0.04134323447942734,
0.05393993854522705,
0.02224550023674965,
-0.051927924156188965,
-0.0016908521065488458,
0.023367498070001602,
-0.038433872163295746,
0.007295769173651934,
-0.010764221660792828,
-0.000423841062001884,
-0.05159575492143631,
-0.029957488179206848,
-0.033763155341148376,
-0.01018773764371872,
-0.000258497690083459,
-2.561108316854059e-33,
-0.0022758538834750652,
0.08803638070821762,
-0.03763536736369133,
0.03103158064186573,
-0.027151867747306824,
0.0161750428378582,
0.0293384101241827,
0.01599075086414814,
0.004243016242980957,
0.04782906919717789,
-0.02195836789906025,
0.02608494833111763,
-0.013243873603641987,
0.05232582613825798,
-0.08080992847681046,
-0.07257549464702606,
0.05854131653904915,
-0.08779624104499817,
-0.023375123739242554,
0.05897824838757515,
0.03405674546957016,
-0.05294395610690117,
0.007184195797890425,
-0.03879096359014511,
-0.08399131894111633,
0.011487907730042934,
0.00022282646386884153,
0.017723893746733665,
0.009066600352525711,
0.03809140622615814,
0.039781179279088974,
0.0014739040052518249,
0.019045136868953705,
-0.06673985719680786,
0.07217738777399063,
0.02971017360687256,
-0.016271989792585373,
-0.025437675416469574,
0.014540734700858593,
0.025783324614167213,
-0.08375368267297745,
0.05349230393767357,
0.051078833639621735,
0.054295264184474945,
0.01338629424571991,
-0.029617568477988243,
-0.006102828308939934,
0.09502211958169937,
0.08692222833633423,
0.016534771770238876,
-0.0015608032699674368,
-0.026041682809591293,
-0.09090138226747513,
-0.041916366666555405,
0.10305338352918625,
0.04420454800128937,
0.02338990941643715,
-0.04442371428012848,
-0.11301552504301071,
0.06737452745437622,
-0.023557115346193314,
0.043196406215429306,
-0.009357307106256485,
-0.10952229052782059,
0.02083674445748329,
0.0415555015206337,
-0.019191356375813484,
0.013040665537118912,
-0.03463301062583923,
-0.07120377570390701,
-0.032205868512392044,
0.05415750667452812,
-0.03095843456685543,
-0.021864183247089386,
0.08524921536445618,
-0.02264419198036194,
0.06128168851137161,
0.05095219239592552,
0.04762820154428482,
-0.027693036943674088,
-0.07016175985336304,
-0.057243265211582184,
-0.02186274714767933,
-0.10525837540626526,
-0.025202272459864616,
0.036808859556913376,
0.013141036964952946,
0.011620331555604935,
-0.07996407896280289,
-0.01735215075314045,
-0.03806639090180397,
-0.009318466298282146,
0.13222245872020721,
0.04835565388202667,
-0.014738466590642929,
-7.443913944675621e-34,
-0.02883848175406456,
-0.017882801592350006,
-0.027989670634269714,
-0.053085919469594955,
0.004509653430432081,
0.009524572640657425,
0.07916370779275894,
0.16024191677570343,
0.00991872139275074,
-0.04120086878538132,
0.090994693338871,
0.000026353311113780364,
-0.03016653098165989,
0.0744263157248497,
0.042729053646326065,
-0.08465290814638138,
-0.05591939389705658,
-0.0714307650923729,
0.027692614123225212,
0.05214432254433632,
0.03520866110920906,
0.032837171107530594,
-0.036579158157110214,
0.0052363816648721695,
-0.02805493213236332,
-0.025680603459477425,
-0.016023728996515274,
0.048775848001241684,
-0.0011523383436724544,
-0.017737701535224915,
-0.013884381391108036,
-0.027988433837890625,
-0.02879329025745392,
-0.045704521238803864,
0.03667694330215454,
-0.0031129431445151567,
0.0751587301492691,
-0.008657514117658138,
-0.02128995954990387,
-0.07550271600484848,
-0.022352056577801704,
0.08356641232967377,
-0.012772168032824993,
-0.07556704431772232,
-0.03257462754845619,
0.13764114677906036,
-0.007649657782167196,
0.0364631712436676,
-0.06569813936948776,
-0.009008998982608318,
-0.02855461649596691,
0.006020329426974058,
0.07339748740196228,
0.021665548905730247,
0.04163481667637825,
0.02700299769639969,
-0.007767065428197384,
0.029093556106090546,
-0.008384671993553638,
-0.042254116386175156,
-0.08998998999595642,
0.022499846294522285,
-0.020389782264828682,
-0.11224747449159622,
0.013601300306618214,
-0.003978249151259661,
-0.03715790808200836,
-0.006663239095360041,
-0.012003913521766663,
0.006467736326158047,
0.013243441469967365,
0.01668902114033699,
0.06941886246204376,
-0.05251970887184143,
-0.028629234060645103,
-0.08921299129724503,
0.009274461306631565,
-0.08622436970472336,
-0.004127804655581713,
0.03287603333592415,
0.034640468657016754,
0.09750863164663315,
0.03720783069729805,
-0.018533427268266678,
-0.0006524388445541263,
-0.07714225351810455,
-0.062003929167985916,
-0.1210215836763382,
0.04521944746375084,
0.08545079827308655,
0.05679614096879959,
0.02509956806898117,
0.03445953503251076,
-0.09186995774507523,
0.00605066679418087,
-2.808790355857127e-8,
0.005026647821068764,
-0.0312834307551384,
0.02137753553688526,
-0.05403965711593628,
0.023185966536402702,
0.03592965006828308,
0.012636872939765453,
-0.019086984917521477,
0.04985470324754715,
-0.0816536471247673,
0.04421546310186386,
0.03134913742542267,
-0.020197076722979546,
-0.04357745498418808,
-0.030069148167967796,
0.06745971739292145,
-0.05835217982530594,
-0.015299110673367977,
0.06451433897018433,
-0.019501373171806335,
-0.009765193797647953,
-0.034652017056941986,
0.09083915501832962,
-0.01954488828778267,
-0.07210176438093185,
-0.03607276454567909,
0.05289262905716896,
-0.06394125521183014,
0.0040605757385492325,
-0.040536586195230484,
-0.02739088423550129,
-0.0002978002594318241,
0.07168317586183548,
0.07731980085372925,
0.0565267913043499,
-0.028138920664787292,
-0.018958531320095062,
0.004506479483097792,
0.07077246904373169,
0.08867368847131729,
0.0015702506061643362,
0.0758776068687439,
0.024804722517728806,
-0.02963988110423088,
0.10028189420700073,
0.08741334080696106,
0.02457423508167267,
-0.0031450821552425623,
-0.0617460235953331,
0.013914207927882671,
-0.05341269448399544,
0.06495733559131622,
-0.028525201603770256,
0.06738148629665375,
0.019508682191371918,
-0.07071762531995773,
-0.08651759475469589,
-0.061388831585645676,
-0.03682849183678627,
0.018295668065547943,
-0.08382098376750946,
0.06781522184610367,
0.05401833355426788,
0.007114083971828222
] | null | null | null | null | null | null | null |
[
-0.11810290813446045,
0.02201332338154316,
-0.056983474642038345,
-0.05021359398961067,
-0.09506106376647949,
-0.0020497958175837994,
-0.05399259552359581,
0.07986775040626526,
-0.06742251664400101,
-0.040158145129680634,
0.0018835820956155658,
-0.0012189970584586263,
0.008212689310312271,
0.022104371339082718,
0.0126051539555192,
0.02199541963636875,
-0.07313190400600433,
0.030236568301916122,
0.05515677109360695,
-0.0034034561831504107,
0.007298252545297146,
-0.022888721898198128,
-0.07337858527898788,
0.03375578671693802,
-0.01710919849574566,
0.028398720547556877,
0.015210672281682491,
0.015602408908307552,
0.04578016698360443,
-0.013011104427278042,
0.024686230346560478,
0.08062633126974106,
-0.023683052510023117,
0.06296450644731522,
0.019252654165029526,
-0.038016900420188904,
0.015456382185220718,
-0.01308137085288763,
-0.06777090579271317,
0.05550572648644447,
0.021571749821305275,
0.05213240534067154,
0.09449739009141922,
0.01441223081201315,
0.06716081500053406,
-0.017255935817956924,
0.05391734093427658,
-0.03375118970870972,
-0.08745186030864716,
-0.07124780118465424,
0.013630476780235767,
0.058184001594781876,
-0.008959266357123852,
0.0109530845656991,
-0.04058130085468292,
-0.15489059686660767,
0.08689315617084503,
-0.026578400284051895,
-0.02738601714372635,
0.02384636364877224,
0.0754573717713356,
-0.01891329698264599,
0.0047962418757379055,
-0.009956862777471542,
-0.018363606184720993,
-0.027293263003230095,
-0.02161688730120659,
0.03939038887619972,
-0.01976555958390236,
0.06059043109416962,
-0.07816799730062485,
-0.02887708693742752,
-0.054412174969911575,
-0.03483115881681442,
0.019548926502466202,
-0.07650560140609741,
-0.006658270955085754,
0.04105621576309204,
-0.08634833991527557,
-0.01536817941814661,
-0.048801299184560776,
-0.029379695653915405,
-0.07577108591794968,
-0.03432460129261017,
-0.15824642777442932,
0.008556091226637363,
0.018048692494630814,
0.013233007863163948,
0.07251320034265518,
0.07979914546012878,
0.03535125404596329,
0.12009279429912567,
-0.09807652980089188,
-0.037534963339567184,
0.01997368037700653,
-0.04845919460058212,
-0.05203200504183769,
-0.04729712754487991,
0.003442991990596056,
-0.000313915399601683,
-0.02055344730615616,
-0.04608628526329994,
0.04792824387550354,
0.1052493005990982,
-0.021565333008766174,
0.023002564907073975,
0.052734650671482086,
0.04855732619762421,
-0.011496509425342083,
0.01994517259299755,
-0.029210735112428665,
0.09627966582775116,
0.04134323447942734,
0.05393993854522705,
0.02224550023674965,
-0.051927924156188965,
-0.0016908521065488458,
0.023367498070001602,
-0.038433872163295746,
0.007295769173651934,
-0.010764221660792828,
-0.000423841062001884,
-0.05159575492143631,
-0.029957488179206848,
-0.033763155341148376,
-0.01018773764371872,
-0.000258497690083459,
-2.561108316854059e-33,
-0.0022758538834750652,
0.08803638070821762,
-0.03763536736369133,
0.03103158064186573,
-0.027151867747306824,
0.0161750428378582,
0.0293384101241827,
0.01599075086414814,
0.004243016242980957,
0.04782906919717789,
-0.02195836789906025,
0.02608494833111763,
-0.013243873603641987,
0.05232582613825798,
-0.08080992847681046,
-0.07257549464702606,
0.05854131653904915,
-0.08779624104499817,
-0.023375123739242554,
0.05897824838757515,
0.03405674546957016,
-0.05294395610690117,
0.007184195797890425,
-0.03879096359014511,
-0.08399131894111633,
0.011487907730042934,
0.00022282646386884153,
0.017723893746733665,
0.009066600352525711,
0.03809140622615814,
0.039781179279088974,
0.0014739040052518249,
0.019045136868953705,
-0.06673985719680786,
0.07217738777399063,
0.02971017360687256,
-0.016271989792585373,
-0.025437675416469574,
0.014540734700858593,
0.025783324614167213,
-0.08375368267297745,
0.05349230393767357,
0.051078833639621735,
0.054295264184474945,
0.01338629424571991,
-0.029617568477988243,
-0.006102828308939934,
0.09502211958169937,
0.08692222833633423,
0.016534771770238876,
-0.0015608032699674368,
-0.026041682809591293,
-0.09090138226747513,
-0.041916366666555405,
0.10305338352918625,
0.04420454800128937,
0.02338990941643715,
-0.04442371428012848,
-0.11301552504301071,
0.06737452745437622,
-0.023557115346193314,
0.043196406215429306,
-0.009357307106256485,
-0.10952229052782059,
0.02083674445748329,
0.0415555015206337,
-0.019191356375813484,
0.013040665537118912,
-0.03463301062583923,
-0.07120377570390701,
-0.032205868512392044,
0.05415750667452812,
-0.03095843456685543,
-0.021864183247089386,
0.08524921536445618,
-0.02264419198036194,
0.06128168851137161,
0.05095219239592552,
0.04762820154428482,
-0.027693036943674088,
-0.07016175985336304,
-0.057243265211582184,
-0.02186274714767933,
-0.10525837540626526,
-0.025202272459864616,
0.036808859556913376,
0.013141036964952946,
0.011620331555604935,
-0.07996407896280289,
-0.01735215075314045,
-0.03806639090180397,
-0.009318466298282146,
0.13222245872020721,
0.04835565388202667,
-0.014738466590642929,
-7.443913944675621e-34,
-0.02883848175406456,
-0.017882801592350006,
-0.027989670634269714,
-0.053085919469594955,
0.004509653430432081,
0.009524572640657425,
0.07916370779275894,
0.16024191677570343,
0.00991872139275074,
-0.04120086878538132,
0.090994693338871,
0.000026353311113780364,
-0.03016653098165989,
0.0744263157248497,
0.042729053646326065,
-0.08465290814638138,
-0.05591939389705658,
-0.0714307650923729,
0.027692614123225212,
0.05214432254433632,
0.03520866110920906,
0.032837171107530594,
-0.036579158157110214,
0.0052363816648721695,
-0.02805493213236332,
-0.025680603459477425,
-0.016023728996515274,
0.048775848001241684,
-0.0011523383436724544,
-0.017737701535224915,
-0.013884381391108036,
-0.027988433837890625,
-0.02879329025745392,
-0.045704521238803864,
0.03667694330215454,
-0.0031129431445151567,
0.0751587301492691,
-0.008657514117658138,
-0.02128995954990387,
-0.07550271600484848,
-0.022352056577801704,
0.08356641232967377,
-0.012772168032824993,
-0.07556704431772232,
-0.03257462754845619,
0.13764114677906036,
-0.007649657782167196,
0.0364631712436676,
-0.06569813936948776,
-0.009008998982608318,
-0.02855461649596691,
0.006020329426974058,
0.07339748740196228,
0.021665548905730247,
0.04163481667637825,
0.02700299769639969,
-0.007767065428197384,
0.029093556106090546,
-0.008384671993553638,
-0.042254116386175156,
-0.08998998999595642,
0.022499846294522285,
-0.020389782264828682,
-0.11224747449159622,
0.013601300306618214,
-0.003978249151259661,
-0.03715790808200836,
-0.006663239095360041,
-0.012003913521766663,
0.006467736326158047,
0.013243441469967365,
0.01668902114033699,
0.06941886246204376,
-0.05251970887184143,
-0.028629234060645103,
-0.08921299129724503,
0.009274461306631565,
-0.08622436970472336,
-0.004127804655581713,
0.03287603333592415,
0.034640468657016754,
0.09750863164663315,
0.03720783069729805,
-0.018533427268266678,
-0.0006524388445541263,
-0.07714225351810455,
-0.062003929167985916,
-0.1210215836763382,
0.04521944746375084,
0.08545079827308655,
0.05679614096879959,
0.02509956806898117,
0.03445953503251076,
-0.09186995774507523,
0.00605066679418087,
-2.808790355857127e-8,
0.005026647821068764,
-0.0312834307551384,
0.02137753553688526,
-0.05403965711593628,
0.023185966536402702,
0.03592965006828308,
0.012636872939765453,
-0.019086984917521477,
0.04985470324754715,
-0.0816536471247673,
0.04421546310186386,
0.03134913742542267,
-0.020197076722979546,
-0.04357745498418808,
-0.030069148167967796,
0.06745971739292145,
-0.05835217982530594,
-0.015299110673367977,
0.06451433897018433,
-0.019501373171806335,
-0.009765193797647953,
-0.034652017056941986,
0.09083915501832962,
-0.01954488828778267,
-0.07210176438093185,
-0.03607276454567909,
0.05289262905716896,
-0.06394125521183014,
0.0040605757385492325,
-0.040536586195230484,
-0.02739088423550129,
-0.0002978002594318241,
0.07168317586183548,
0.07731980085372925,
0.0565267913043499,
-0.028138920664787292,
-0.018958531320095062,
0.004506479483097792,
0.07077246904373169,
0.08867368847131729,
0.0015702506061643362,
0.0758776068687439,
0.024804722517728806,
-0.02963988110423088,
0.10028189420700073,
0.08741334080696106,
0.02457423508167267,
-0.0031450821552425623,
-0.0617460235953331,
0.013914207927882671,
-0.05341269448399544,
0.06495733559131622,
-0.028525201603770256,
0.06738148629665375,
0.019508682191371918,
-0.07071762531995773,
-0.08651759475469589,
-0.061388831585645676,
-0.03682849183678627,
0.018295668065547943,
-0.08382098376750946,
0.06781522184610367,
0.05401833355426788,
0.007114083971828222
] |
1401.5354
|
Tillmann Miltzow
|
Andrei Asinowski, Bal\'azs Keszegh and Tillmann Miltzow
|
Counting Houses of Pareto Optimal Matchings in the House Allocation
Problem
|
24 pages 2 Figures revised
| null | null | null |
math.CO cs.CC cs.DM cs.GT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Let $A,B$ with $|A| = m$ and $|B| = n\ge m$ be two sets. We assume that every
element $a\in A$ has a reference list over all elements from $B$. We call an
injective mapping $\tau$ from $A$ to $B$ a matching. A blocking coalition of
$\tau$ is a subset $A'$ of $A$ such that there exists a matching $\tau'$ that
differs from $\tau$ only on elements of $A'$, and every element of $A'$
improves in $\tau'$, compared to $\tau$ according to its preference list. If
there exists no blocking coalition, we call the matching $\tau$ an exchange
stable matching (ESM). An element $b\in B$ is reachable if there exists an
exchange stable matching using $b$. The set of all reachable elements is
denoted by $E^*$. We show \[|E^*| \leq \sum_{i = 1,\ldots,
m}{\left\lfloor\frac{m}{i}\right\rfloor} = \Theta(m\log m).\] This is
asymptotically tight. A set $E\subseteq B$ is reachable (respectively exactly
reachable) if there exists an exchange stable matching $\tau$ whose image
contains $E$ as a subset (respectively equals $E$). We give bounds for the
number of exactly reachable sets. We find that our results hold in the more
general setting of multi-matchings, when each element $a$ of $A$ is matched
with $\ell_a$ elements of $B$ instead of just one. Further, we give complexity
results and algorithms for corresponding algorithmic questions. Finally, we
characterize unavoidable elements, i.e., elements of $B$ that are used by all
ESM's. This yields efficient algorithms to determine all unavoidable elements.
|
[
{
"created": "Tue, 21 Jan 2014 15:44:22 GMT",
"version": "v1"
},
{
"created": "Mon, 14 Apr 2014 14:53:54 GMT",
"version": "v2"
},
{
"created": "Wed, 7 Oct 2015 14:27:53 GMT",
"version": "v3"
},
{
"created": "Thu, 17 Mar 2016 10:59:11 GMT",
"version": "v4"
}
] |
2016-03-18
|
[
[
"Asinowski",
"Andrei",
""
],
[
"Keszegh",
"Balázs",
""
],
[
"Miltzow",
"Tillmann",
""
]
] |
[
-0.07017924636602402,
0.00387903256341815,
-0.024576345458626747,
-0.03521812707185745,
0.014502589590847492,
0.04810221865773201,
0.08770818263292313,
-0.015088522806763649,
-0.011602760292589664,
-0.02009303867816925,
-0.04413612186908722,
-0.053127504885196686,
0.09568364173173904,
-0.03611226752400398,
0.04459235072135925,
0.07298867404460907,
0.13022619485855103,
-0.0013827463844791055,
-0.05244946479797363,
0.0177946537733078,
-0.039468344300985336,
-0.08649453520774841,
-0.03853961080312729,
-0.01920582726597786,
-0.058264102786779404,
-0.012831315398216248,
-0.0898982509970665,
-0.021550927311182022,
0.006538089364767075,
-0.05085590109229088,
-0.07190541923046112,
0.009813186712563038,
0.012165769003331661,
0.027848687022924423,
-0.017576394602656364,
0.007822626270353794,
0.011134698987007141,
-0.02019992284476757,
0.03539041802287102,
-0.028720637783408165,
-0.005298119969666004,
0.06347321718931198,
0.028235318139195442,
-0.06975140422582626,
-0.0845189094543457,
0.06760205328464508,
-0.014068531803786755,
0.053993821144104004,
-0.1241069883108139,
-0.07431074976921082,
-0.03202950209379196,
0.06343651562929153,
-0.019335757941007614,
-0.010969043709337711,
0.026570124551653862,
0.036156874150037766,
0.053839534521102905,
-0.061423446983098984,
-0.03239339217543602,
-0.0058375028893351555,
0.005180105566978455,
-0.02821250446140766,
-0.031750064343214035,
-0.020570268854498863,
0.027030786499381065,
0.012125417590141296,
0.10171490162611008,
0.08162706345319748,
-0.021428775042295456,
0.07079066336154938,
0.005276606418192387,
-0.03108343668282032,
-0.027457531541585922,
0.07758786529302597,
0.11619468033313751,
0.06239873915910721,
0.013358315452933311,
-0.00043130310950800776,
-0.01473839208483696,
0.0007597410003654659,
-0.06882685422897339,
-0.03290088102221489,
-0.03545430302619934,
-0.02431807480752468,
0.05283677950501442,
-0.06828850507736206,
0.004562050104141235,
-0.12354038655757904,
0.133940652012825,
0.02836986631155014,
-0.08276329934597015,
0.06623034924268723,
0.05632944032549858,
0.07743357121944427,
0.07790207117795944,
-0.001728972070850432,
-0.019412588328123093,
0.09364959597587585,
0.009026335552334785,
0.09093140810728073,
0.00015217876352835447,
0.09053057432174683,
-0.04101886227726936,
-0.01947539858520031,
-0.016857793554663658,
-0.04284025728702545,
0.02572188898921013,
0.01684226281940937,
-0.016242338344454765,
-0.03778271749615669,
0.08581405878067017,
-0.08132358640432358,
0.037027232348918915,
0.04623008146882057,
-0.07410576194524765,
-0.04583904892206192,
0.03551435470581055,
-0.02960648573935032,
0.06189626082777977,
-0.03319786861538887,
0.1326884776353836,
-0.0017558055697008967,
0.049945998936891556,
-0.04105130955576897,
0.03316282480955124,
0.05708347633481026,
0.021293114870786667,
6.871602938636193e-34,
-0.013887245208024979,
-0.034305915236473083,
-0.025070935487747192,
-0.03521318733692169,
0.0624949112534523,
-0.0055993045680224895,
-0.05030004307627678,
-0.05602605640888214,
-0.046857889741659164,
-0.016532275825738907,
-0.0038519215304404497,
0.15079428255558014,
0.05557411536574364,
0.027863821014761925,
0.0643078163266182,
-0.061908233910799026,
0.07961029559373856,
0.03087419643998146,
0.03763819485902786,
-0.06518001854419708,
0.08723824471235275,
0.0035415703896433115,
-0.005570299923419952,
-0.014200043864548206,
0.010489033535122871,
-0.06934331357479095,
-0.07675132900476456,
-0.04327428340911865,
-0.008131339214742184,
0.0020069475285708904,
-0.02245049551129341,
0.05798672139644623,
0.08999060094356537,
-0.016040027141571045,
0.029600143432617188,
0.012691700831055641,
0.004203029442578554,
-0.07486750185489655,
0.01369516085833311,
-0.07339637726545334,
-0.056805454194545746,
-0.003609771141782403,
-0.01271867472678423,
0.028112979605793953,
-0.02047213539481163,
-0.03360141068696976,
-0.004372796975076199,
0.033071067184209824,
-0.02235119603574276,
-0.02770943008363247,
0.023582492023706436,
-0.04039514809846878,
-0.11735813319683075,
-0.05501514673233032,
-0.10725767910480499,
-0.016735829412937164,
-0.014214427210390568,
0.09042544662952423,
0.0609126016497612,
0.12208844721317291,
-0.09066452085971832,
-0.05270322039723396,
0.0336269773542881,
0.025544414296746254,
0.009142952971160412,
0.03474782407283783,
-0.03977816924452782,
-0.11172739416360855,
0.03263194486498833,
-0.03661445528268814,
0.02168898843228817,
-0.016064591705799103,
0.03399733826518059,
0.021524345502257347,
-0.004917345941066742,
-0.006252183113247156,
0.021541789174079895,
0.001629867940209806,
-0.09335655719041824,
0.024350225925445557,
-0.03460594639182091,
0.00291010201908648,
-0.014835169538855553,
-0.08396486937999725,
0.022014567628502846,
-0.047803182154893875,
-0.015480092726647854,
-0.05142959952354431,
0.024158284068107605,
-0.024400845170021057,
0.01931089162826538,
-0.01197689026594162,
0.026741987094283104,
-0.0009463488240726292,
0.023810459300875664,
-1.336262764257917e-33,
0.013659082353115082,
-0.06314340978860855,
0.04317063093185425,
0.10369835048913956,
0.08525325357913971,
-0.04000963270664215,
0.04254021868109703,
-0.011229721829295158,
0.004869341850280762,
0.033607106655836105,
-0.013050582259893417,
0.06008906662464142,
0.09545532613992691,
-0.004524260759353638,
-0.052072446793317795,
-0.05618667230010033,
0.09767371416091919,
-0.002454340225085616,
0.06603235006332397,
0.00854327529668808,
0.06540653854608536,
-0.02447238378226757,
0.015514763072133064,
0.05415959283709526,
-0.02312322147190571,
0.05785774067044258,
-0.12538261711597443,
-0.04542103782296181,
-0.032031554728746414,
-0.012558544054627419,
0.036475855857133865,
-0.0937640368938446,
-0.08105520159006119,
-0.03202638775110245,
0.020964225754141808,
0.007322016637772322,
0.007830485701560974,
0.057674914598464966,
-0.03698265925049782,
0.03918948397040367,
-0.007438309956341982,
-0.008447092957794666,
-0.031380001455545425,
0.035895876586437225,
0.07458988577127457,
0.030232658609747887,
0.011853526346385479,
-0.013203447684645653,
0.004174758680164814,
-0.005371341481804848,
0.08676538616418839,
0.05260981619358063,
0.026986796408891678,
0.012260583229362965,
0.025456784293055534,
0.0001355132699245587,
-0.027753489091992378,
-0.021005146205425262,
-0.018604133278131485,
0.026005135849118233,
-0.014651835896074772,
0.03688347712159157,
-0.06439938396215439,
0.059828680008649826,
0.07369424402713776,
-0.04516539350152016,
-0.04790949821472168,
-0.07835985720157623,
0.02686680667102337,
0.03295721858739853,
-0.0014756520977243781,
0.00335633079521358,
-0.02957768179476261,
-0.014027797617018223,
0.012336927466094494,
0.06147036328911781,
0.08211266249418259,
0.006614076439291239,
-0.022535549476742744,
0.08854811638593674,
-0.17217884957790375,
0.053529586642980576,
0.01694636233150959,
-0.029105283319950104,
-0.01931190676987171,
0.03540145605802536,
0.010751147754490376,
0.009760391898453236,
0.06215837225317955,
0.03286139294505119,
-0.004062393680214882,
-0.08327090740203857,
0.060690738260746,
-0.09153922647237778,
-0.004354421515017748,
-5.399876812361981e-8,
0.040910329669713974,
-0.09620991349220276,
-0.040964264422655106,
0.02593616209924221,
0.023153455927968025,
-0.07264313101768494,
0.013828136958181858,
-0.005366588477045298,
-0.06611666828393936,
0.05157271400094032,
0.0761261135339737,
0.060881976038217545,
-0.02608242817223072,
0.04418820142745972,
-0.01004516240209341,
-0.008605891838669777,
-0.03703455254435539,
-0.024539735168218613,
-0.0467260405421257,
-0.02113449200987816,
-0.07736065983772278,
-0.02275381237268448,
0.06443360447883606,
-0.015689458698034286,
-0.04135488346219063,
-0.024294979870319366,
0.012675397098064423,
-0.07401459664106369,
-0.0474986657500267,
0.04597959294915199,
-0.02598719298839569,
-0.05425644293427467,
0.07744172215461731,
0.0019903485663235188,
0.036514509469270706,
-0.02351352944970131,
-0.08716985583305359,
-0.004361849743872881,
-0.019554927945137024,
0.04503566399216652,
0.015259855426847935,
0.021728355437517166,
0.020353466272354126,
0.03034096024930477,
0.0803123190999031,
-0.013269247487187386,
-0.10438986122608185,
-0.004993740934878588,
-0.03212527558207512,
-0.020880501717329025,
0.009054855443537235,
-0.010624709539115429,
0.044412095099687576,
0.0022305194288492203,
0.01485375128686428,
-0.05811155587434769,
0.003775953548029065,
-0.10708525776863098,
0.11408043652772903,
0.066196009516716,
0.026584824547171593,
-0.02314978465437889,
-0.022765429690480232,
-0.008513975888490677
] | null | null | null | null | null | null | null |
[
-0.07017924636602402,
0.00387903256341815,
-0.024576345458626747,
-0.03521812707185745,
0.014502589590847492,
0.04810221865773201,
0.08770818263292313,
-0.015088522806763649,
-0.011602760292589664,
-0.02009303867816925,
-0.04413612186908722,
-0.053127504885196686,
0.09568364173173904,
-0.03611226752400398,
0.04459235072135925,
0.07298867404460907,
0.13022619485855103,
-0.0013827463844791055,
-0.05244946479797363,
0.0177946537733078,
-0.039468344300985336,
-0.08649453520774841,
-0.03853961080312729,
-0.01920582726597786,
-0.058264102786779404,
-0.012831315398216248,
-0.0898982509970665,
-0.021550927311182022,
0.006538089364767075,
-0.05085590109229088,
-0.07190541923046112,
0.009813186712563038,
0.012165769003331661,
0.027848687022924423,
-0.017576394602656364,
0.007822626270353794,
0.011134698987007141,
-0.02019992284476757,
0.03539041802287102,
-0.028720637783408165,
-0.005298119969666004,
0.06347321718931198,
0.028235318139195442,
-0.06975140422582626,
-0.0845189094543457,
0.06760205328464508,
-0.014068531803786755,
0.053993821144104004,
-0.1241069883108139,
-0.07431074976921082,
-0.03202950209379196,
0.06343651562929153,
-0.019335757941007614,
-0.010969043709337711,
0.026570124551653862,
0.036156874150037766,
0.053839534521102905,
-0.061423446983098984,
-0.03239339217543602,
-0.0058375028893351555,
0.005180105566978455,
-0.02821250446140766,
-0.031750064343214035,
-0.020570268854498863,
0.027030786499381065,
0.012125417590141296,
0.10171490162611008,
0.08162706345319748,
-0.021428775042295456,
0.07079066336154938,
0.005276606418192387,
-0.03108343668282032,
-0.027457531541585922,
0.07758786529302597,
0.11619468033313751,
0.06239873915910721,
0.013358315452933311,
-0.00043130310950800776,
-0.01473839208483696,
0.0007597410003654659,
-0.06882685422897339,
-0.03290088102221489,
-0.03545430302619934,
-0.02431807480752468,
0.05283677950501442,
-0.06828850507736206,
0.004562050104141235,
-0.12354038655757904,
0.133940652012825,
0.02836986631155014,
-0.08276329934597015,
0.06623034924268723,
0.05632944032549858,
0.07743357121944427,
0.07790207117795944,
-0.001728972070850432,
-0.019412588328123093,
0.09364959597587585,
0.009026335552334785,
0.09093140810728073,
0.00015217876352835447,
0.09053057432174683,
-0.04101886227726936,
-0.01947539858520031,
-0.016857793554663658,
-0.04284025728702545,
0.02572188898921013,
0.01684226281940937,
-0.016242338344454765,
-0.03778271749615669,
0.08581405878067017,
-0.08132358640432358,
0.037027232348918915,
0.04623008146882057,
-0.07410576194524765,
-0.04583904892206192,
0.03551435470581055,
-0.02960648573935032,
0.06189626082777977,
-0.03319786861538887,
0.1326884776353836,
-0.0017558055697008967,
0.049945998936891556,
-0.04105130955576897,
0.03316282480955124,
0.05708347633481026,
0.021293114870786667,
6.871602938636193e-34,
-0.013887245208024979,
-0.034305915236473083,
-0.025070935487747192,
-0.03521318733692169,
0.0624949112534523,
-0.0055993045680224895,
-0.05030004307627678,
-0.05602605640888214,
-0.046857889741659164,
-0.016532275825738907,
-0.0038519215304404497,
0.15079428255558014,
0.05557411536574364,
0.027863821014761925,
0.0643078163266182,
-0.061908233910799026,
0.07961029559373856,
0.03087419643998146,
0.03763819485902786,
-0.06518001854419708,
0.08723824471235275,
0.0035415703896433115,
-0.005570299923419952,
-0.014200043864548206,
0.010489033535122871,
-0.06934331357479095,
-0.07675132900476456,
-0.04327428340911865,
-0.008131339214742184,
0.0020069475285708904,
-0.02245049551129341,
0.05798672139644623,
0.08999060094356537,
-0.016040027141571045,
0.029600143432617188,
0.012691700831055641,
0.004203029442578554,
-0.07486750185489655,
0.01369516085833311,
-0.07339637726545334,
-0.056805454194545746,
-0.003609771141782403,
-0.01271867472678423,
0.028112979605793953,
-0.02047213539481163,
-0.03360141068696976,
-0.004372796975076199,
0.033071067184209824,
-0.02235119603574276,
-0.02770943008363247,
0.023582492023706436,
-0.04039514809846878,
-0.11735813319683075,
-0.05501514673233032,
-0.10725767910480499,
-0.016735829412937164,
-0.014214427210390568,
0.09042544662952423,
0.0609126016497612,
0.12208844721317291,
-0.09066452085971832,
-0.05270322039723396,
0.0336269773542881,
0.025544414296746254,
0.009142952971160412,
0.03474782407283783,
-0.03977816924452782,
-0.11172739416360855,
0.03263194486498833,
-0.03661445528268814,
0.02168898843228817,
-0.016064591705799103,
0.03399733826518059,
0.021524345502257347,
-0.004917345941066742,
-0.006252183113247156,
0.021541789174079895,
0.001629867940209806,
-0.09335655719041824,
0.024350225925445557,
-0.03460594639182091,
0.00291010201908648,
-0.014835169538855553,
-0.08396486937999725,
0.022014567628502846,
-0.047803182154893875,
-0.015480092726647854,
-0.05142959952354431,
0.024158284068107605,
-0.024400845170021057,
0.01931089162826538,
-0.01197689026594162,
0.026741987094283104,
-0.0009463488240726292,
0.023810459300875664,
-1.336262764257917e-33,
0.013659082353115082,
-0.06314340978860855,
0.04317063093185425,
0.10369835048913956,
0.08525325357913971,
-0.04000963270664215,
0.04254021868109703,
-0.011229721829295158,
0.004869341850280762,
0.033607106655836105,
-0.013050582259893417,
0.06008906662464142,
0.09545532613992691,
-0.004524260759353638,
-0.052072446793317795,
-0.05618667230010033,
0.09767371416091919,
-0.002454340225085616,
0.06603235006332397,
0.00854327529668808,
0.06540653854608536,
-0.02447238378226757,
0.015514763072133064,
0.05415959283709526,
-0.02312322147190571,
0.05785774067044258,
-0.12538261711597443,
-0.04542103782296181,
-0.032031554728746414,
-0.012558544054627419,
0.036475855857133865,
-0.0937640368938446,
-0.08105520159006119,
-0.03202638775110245,
0.020964225754141808,
0.007322016637772322,
0.007830485701560974,
0.057674914598464966,
-0.03698265925049782,
0.03918948397040367,
-0.007438309956341982,
-0.008447092957794666,
-0.031380001455545425,
0.035895876586437225,
0.07458988577127457,
0.030232658609747887,
0.011853526346385479,
-0.013203447684645653,
0.004174758680164814,
-0.005371341481804848,
0.08676538616418839,
0.05260981619358063,
0.026986796408891678,
0.012260583229362965,
0.025456784293055534,
0.0001355132699245587,
-0.027753489091992378,
-0.021005146205425262,
-0.018604133278131485,
0.026005135849118233,
-0.014651835896074772,
0.03688347712159157,
-0.06439938396215439,
0.059828680008649826,
0.07369424402713776,
-0.04516539350152016,
-0.04790949821472168,
-0.07835985720157623,
0.02686680667102337,
0.03295721858739853,
-0.0014756520977243781,
0.00335633079521358,
-0.02957768179476261,
-0.014027797617018223,
0.012336927466094494,
0.06147036328911781,
0.08211266249418259,
0.006614076439291239,
-0.022535549476742744,
0.08854811638593674,
-0.17217884957790375,
0.053529586642980576,
0.01694636233150959,
-0.029105283319950104,
-0.01931190676987171,
0.03540145605802536,
0.010751147754490376,
0.009760391898453236,
0.06215837225317955,
0.03286139294505119,
-0.004062393680214882,
-0.08327090740203857,
0.060690738260746,
-0.09153922647237778,
-0.004354421515017748,
-5.399876812361981e-8,
0.040910329669713974,
-0.09620991349220276,
-0.040964264422655106,
0.02593616209924221,
0.023153455927968025,
-0.07264313101768494,
0.013828136958181858,
-0.005366588477045298,
-0.06611666828393936,
0.05157271400094032,
0.0761261135339737,
0.060881976038217545,
-0.02608242817223072,
0.04418820142745972,
-0.01004516240209341,
-0.008605891838669777,
-0.03703455254435539,
-0.024539735168218613,
-0.0467260405421257,
-0.02113449200987816,
-0.07736065983772278,
-0.02275381237268448,
0.06443360447883606,
-0.015689458698034286,
-0.04135488346219063,
-0.024294979870319366,
0.012675397098064423,
-0.07401459664106369,
-0.0474986657500267,
0.04597959294915199,
-0.02598719298839569,
-0.05425644293427467,
0.07744172215461731,
0.0019903485663235188,
0.036514509469270706,
-0.02351352944970131,
-0.08716985583305359,
-0.004361849743872881,
-0.019554927945137024,
0.04503566399216652,
0.015259855426847935,
0.021728355437517166,
0.020353466272354126,
0.03034096024930477,
0.0803123190999031,
-0.013269247487187386,
-0.10438986122608185,
-0.004993740934878588,
-0.03212527558207512,
-0.020880501717329025,
0.009054855443537235,
-0.010624709539115429,
0.044412095099687576,
0.0022305194288492203,
0.01485375128686428,
-0.05811155587434769,
0.003775953548029065,
-0.10708525776863098,
0.11408043652772903,
0.066196009516716,
0.026584824547171593,
-0.02314978465437889,
-0.022765429690480232,
-0.008513975888490677
] |
1401.5360
|
Janis Noetzel
|
H. Boche, J. Noetzel
|
Positivity, Discontinuity, Finite Resources and Nonzero Error for
Arbitrarily Varying Quantum Channels
|
19 pages, no figures. Corrected typos. Large parts of the
introduction are rewritten, especially the historical part from the earlier
verions is completely deleted. This version contains an additional theorem
(Theorem 5) which summarizes our findings concerning the points of
discontinuity of the deterministic message transmission capacity
| null |
10.1063/1.4902930
| null |
quant-ph cs.IT math-ph math.IT math.MP
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This work is motivated by a quite general question: Under which circumstances
are the capacities of information transmission systems continuous? The research
is explicitly carried out on arbitrarily varying quantum channels (AVQCs). We
give an explicit example that answers the recent question whether the
transmission of messages over AVQCs can benefit from distribution of randomness
between the legitimate sender and receiver in the affirmative. The specific
class of channels introduced in that example is then extended to show that the
deterministic capacity does have discontinuity points, while that behaviour is,
at the same time, not generic: We show that it is continuous around its
positivity points. This is in stark contrast to the randomness-assisted
capacity, which is always continuous in the channel. Our results imply that the
deterministic message transmission capacity of an AVQC can be discontinuous
only in points where it is zero, while the randomness assisted capacity is
nonzero. Apart from the zero-error capacities, this is the first result that
shows a discontinuity of a capacity for a large class of quantum channels. The
continuity of the respective capacity for memoryless quantum channels had,
among others, been listed as an open problem on the problem page of the ITP
Hannover for about six years before it was proven to be continuous. We also
quantify the interplay between the distribution of finite amounts of randomness
between the legitimate sender and receiver, the (nonzero) decoding error with
respect to the average error criterion that can be achieved over a finite
number of channel uses and the number of messages that can be sent. This part
of our results also applies to entanglement- and strong subspace transmission.
In addition, we give a new sufficient criterion for the entanglement
transmission capacity with randomness assistance to vanish.
|
[
{
"created": "Tue, 21 Jan 2014 16:03:15 GMT",
"version": "v1"
},
{
"created": "Wed, 26 Feb 2014 17:05:19 GMT",
"version": "v2"
},
{
"created": "Wed, 7 May 2014 10:41:09 GMT",
"version": "v3"
}
] |
2015-06-18
|
[
[
"Boche",
"H.",
""
],
[
"Noetzel",
"J.",
""
]
] |
[
0.0030747910495847464,
-0.03633272275328636,
-0.07601737231016159,
0.0643310546875,
-0.025727691128849983,
0.05406926944851875,
0.08586936444044113,
-0.0819128081202507,
0.06315337866544724,
0.0029255435802042484,
-0.017345648258924484,
0.040832094848155975,
0.055622369050979614,
0.027625175192952156,
-0.02794704958796501,
-0.02450389787554741,
0.1344662606716156,
-0.04310058057308197,
-0.05448220670223236,
0.08992379158735275,
0.017068350687623024,
0.045420777052640915,
0.06416578590869904,
0.018548404797911644,
0.011945746839046478,
-0.10461263358592987,
-0.011239221319556236,
-0.0030030114576220512,
0.003289229003712535,
-0.06275835633277893,
0.030784856528043747,
0.004091569688171148,
-0.029823394492268562,
-0.039129890501499176,
0.029144706204533577,
-0.002114108530804515,
0.0059660328552126884,
-0.007749861106276512,
0.01732964813709259,
0.0793573334813118,
0.028136909008026123,
0.07115216553211212,
-0.15416117012500763,
0.06830279529094696,
-0.0341670885682106,
0.041493020951747894,
0.0768711194396019,
-0.017355168238282204,
-0.09839589893817902,
-0.0894559845328331,
-0.008760975673794746,
0.08760863542556763,
0.01676618866622448,
0.05840616673231125,
0.02427736297249794,
-0.07032092660665512,
-0.04457717388868332,
0.022886935621500015,
-0.08144135028123856,
0.02880026213824749,
-0.006428466644138098,
0.043229393661022186,
0.00020429566211532801,
-0.03762182220816612,
-0.0033540998119860888,
0.025152700021862984,
0.009992153383791447,
0.0560612790286541,
-0.01848500408232212,
0.027201607823371887,
-0.06617697328329086,
-0.0742894858121872,
-0.08473534882068634,
0.04418400675058365,
0.09420334547758102,
-0.04821470379829407,
0.009673714637756348,
0.03366590663790703,
-0.014568683691322803,
0.002912190742790699,
-0.02766408957540989,
-0.10503211617469788,
0.0064271739684045315,
0.0036327135749161243,
0.003474018769338727,
0.0020940653048455715,
-0.06321029365062714,
0.09093846380710602,
0.009788385592401028,
-0.08034149557352066,
-0.11090480536222458,
0.041445326060056686,
0.010083124972879887,
0.04717835783958435,
0.0808144137263298,
-0.04465186223387718,
0.009730037301778793,
-0.06346885859966278,
0.048411257565021515,
-0.0031176600605249405,
0.06083102896809578,
-0.04604332894086838,
0.0514993779361248,
-0.017666799947619438,
-0.0366002656519413,
-0.03979617357254028,
-0.021490536630153656,
0.0395115464925766,
-0.015574163757264614,
0.06894145905971527,
0.02468649297952652,
0.013550467789173126,
0.0030287341214716434,
0.0033219223842024803,
0.010165735147893429,
0.04554205387830734,
-0.041955336928367615,
0.07717733085155487,
-0.05004517361521721,
0.030508194118738174,
-0.0031537616159766912,
-0.046210821717977524,
0.006102717015892267,
0.021958494558930397,
-0.028857646510004997,
0.05883302539587021,
0.04996520280838013,
4.2458198409548534e-33,
-0.016006585210561752,
-0.05285576358437538,
-0.047336678951978683,
0.05355791747570038,
0.08833415061235428,
0.048561617732048035,
0.08291837573051453,
0.0010065191891044378,
0.041137535125017166,
-0.010013851337134838,
-0.0406448058784008,
0.02568567916750908,
-0.0540197491645813,
-0.028226463124155998,
0.11497204005718231,
0.06644129753112793,
-0.09963679313659668,
-0.027115145698189735,
0.05476909503340721,
-0.07695518434047699,
0.09042250365018845,
-0.012975714169442654,
-0.0575438067317009,
-0.01507195457816124,
0.047924261540174484,
-0.08448320627212524,
0.01630866527557373,
0.00018830836052075028,
0.010286683216691017,
0.01354291383177042,
-0.0854930579662323,
0.07920162379741669,
0.05203865468502045,
-0.08636576682329178,
0.019758284091949463,
-0.0011828421847894788,
-0.0652400553226471,
0.05143050476908684,
-0.06956052780151367,
-0.06021767482161522,
0.05747801810503006,
0.012635016813874245,
0.022935396060347557,
0.00886522140353918,
-0.01860651560127735,
-0.09929392486810684,
0.06286478042602539,
-0.025239288806915283,
-0.06543735414743423,
-0.011372716166079044,
0.07435549795627594,
-0.030127843841910362,
-0.0783071294426918,
0.06180683895945549,
0.0741780549287796,
-0.03410077095031738,
-0.009512745775282383,
0.05538152530789375,
-0.09142650663852692,
0.09749135375022888,
-0.06614633649587631,
0.005739165004342794,
0.010747949592769146,
-0.05897499993443489,
0.03598824888467789,
0.04912393167614937,
-0.06216142699122429,
-0.039441220462322235,
-0.021032975986599922,
-0.02270659990608692,
0.03661472350358963,
-0.008567810989916325,
-0.023321276530623436,
-0.04746465012431145,
-0.07254846394062042,
-0.05083126947283745,
0.024497507140040398,
-0.0969034805893898,
0.03320511430501938,
0.067009836435318,
0.014165983535349369,
-0.09754431992769241,
0.00972262118011713,
0.06473513692617416,
-0.015704985707998276,
-0.10331470519304276,
0.03836527839303017,
-0.025755785405635834,
-0.0527479387819767,
0.058172304183244705,
0.0077546644024550915,
-0.013924947939813137,
0.06944267451763153,
0.0011297621531412005,
-0.025856181979179382,
-4.774318060322723e-33,
-0.0531264990568161,
0.004073673859238625,
-0.060547180473804474,
0.08804687112569809,
-0.041147381067276,
-0.018025606870651245,
-0.020756332203745842,
0.0009945060592144728,
-0.005421477369964123,
-0.055174682289361954,
-0.07501444220542908,
0.03806370496749878,
0.05177222564816475,
0.10144076496362686,
-0.07162732630968094,
-0.040164243429899216,
0.07009700685739517,
0.027212336659431458,
0.028637994080781937,
0.019653286784887314,
0.036319974809885025,
-0.03221685066819191,
0.03359939530491829,
-0.043399911373853683,
0.016734717413783073,
0.07366003841161728,
-0.020740564912557602,
0.0945630595088005,
-0.012673696503043175,
-0.02722555212676525,
0.04560769349336624,
-0.11413292586803436,
-0.04215414077043533,
-0.038609035313129425,
-0.044681888073682785,
-0.04421934112906456,
0.08064483851194382,
0.10911871492862701,
-0.06446333974599838,
0.026239732280373573,
0.0595046728849411,
-0.03338608890771866,
-0.022454703226685524,
0.0016730824718251824,
0.0576273538172245,
-0.013080352917313576,
-0.042681291699409485,
-0.05522444471716881,
-0.027273984625935555,
0.009072364307940006,
0.0397992841899395,
0.020378081128001213,
0.02849734015762806,
0.11453890800476074,
-0.06974274665117264,
0.02900591865181923,
-0.008711239323019981,
0.12329986691474915,
0.09756823629140854,
0.009429888799786568,
-0.015607508830726147,
-0.01068364828824997,
-0.05385725572705269,
-0.014871660619974136,
0.07010867446660995,
-0.04510604217648506,
0.004111721180379391,
-0.040575072169303894,
0.02993096224963665,
-0.049761462956666946,
0.045239366590976715,
0.007600964978337288,
-0.025641968473792076,
-0.028793778270483017,
0.02151789888739586,
0.10103148221969604,
-0.02101879194378853,
-0.044087380170822144,
-0.025438860058784485,
-0.025481898337602615,
-0.05392708256840706,
0.09566984325647354,
-0.023026904091238976,
0.007071364670991898,
-0.0010710761416703463,
0.055652767419815063,
0.015119542367756367,
-0.048081137239933014,
0.050195612013339996,
-0.0740082859992981,
0.06856485456228256,
0.01930065080523491,
-0.010844586417078972,
0.009053550660610199,
0.002863755449652672,
-4.783692730825351e-8,
-0.007499667815864086,
-0.007557388860732317,
-0.0779692754149437,
-0.046358272433280945,
0.06660378724336624,
-0.03169526904821396,
0.015758302062749863,
-0.025467809289693832,
0.0489998385310173,
0.015647023916244507,
0.0169863048940897,
0.08950097858905792,
-0.03060869686305523,
0.021976586431264877,
0.04277767986059189,
0.027359673753380775,
-0.08873910456895828,
-0.10406648367643356,
0.04599621146917343,
-0.05313223600387573,
0.005726885050535202,
0.013077527284622192,
-0.038370031863451004,
0.014637361280620098,
-0.07938897609710693,
-0.04949169605970383,
0.07954174280166626,
-0.02660519629716873,
-0.021934211254119873,
0.010659699328243732,
-0.012462902814149857,
-0.009870004840195179,
0.06591644883155823,
0.05120876058936119,
-0.05484188720583916,
-0.02431129664182663,
-0.015057563781738281,
-0.021261001005768776,
-0.026188893243670464,
0.008321973495185375,
0.073004350066185,
-0.04785534366965294,
-0.02083566226065159,
0.02796109765768051,
0.012998109683394432,
-0.029709244146943092,
-0.006615614052861929,
0.048694074153900146,
0.0289258174598217,
0.004457645583897829,
-0.00007309420470846817,
0.04300077259540558,
0.0057333121076226234,
-0.049582649022340775,
-0.02542119100689888,
-0.03995071351528168,
0.026968130841851234,
-0.0993519127368927,
-0.03740588575601578,
0.025364194065332413,
0.03672913461923599,
0.08121372759342194,
-0.09637069702148438,
0.018858177587389946
] | null | null | null | null | null | null | null |
[
0.0030747910495847464,
-0.03633272275328636,
-0.07601737231016159,
0.0643310546875,
-0.025727691128849983,
0.05406926944851875,
0.08586936444044113,
-0.0819128081202507,
0.06315337866544724,
0.0029255435802042484,
-0.017345648258924484,
0.040832094848155975,
0.055622369050979614,
0.027625175192952156,
-0.02794704958796501,
-0.02450389787554741,
0.1344662606716156,
-0.04310058057308197,
-0.05448220670223236,
0.08992379158735275,
0.017068350687623024,
0.045420777052640915,
0.06416578590869904,
0.018548404797911644,
0.011945746839046478,
-0.10461263358592987,
-0.011239221319556236,
-0.0030030114576220512,
0.003289229003712535,
-0.06275835633277893,
0.030784856528043747,
0.004091569688171148,
-0.029823394492268562,
-0.039129890501499176,
0.029144706204533577,
-0.002114108530804515,
0.0059660328552126884,
-0.007749861106276512,
0.01732964813709259,
0.0793573334813118,
0.028136909008026123,
0.07115216553211212,
-0.15416117012500763,
0.06830279529094696,
-0.0341670885682106,
0.041493020951747894,
0.0768711194396019,
-0.017355168238282204,
-0.09839589893817902,
-0.0894559845328331,
-0.008760975673794746,
0.08760863542556763,
0.01676618866622448,
0.05840616673231125,
0.02427736297249794,
-0.07032092660665512,
-0.04457717388868332,
0.022886935621500015,
-0.08144135028123856,
0.02880026213824749,
-0.006428466644138098,
0.043229393661022186,
0.00020429566211532801,
-0.03762182220816612,
-0.0033540998119860888,
0.025152700021862984,
0.009992153383791447,
0.0560612790286541,
-0.01848500408232212,
0.027201607823371887,
-0.06617697328329086,
-0.0742894858121872,
-0.08473534882068634,
0.04418400675058365,
0.09420334547758102,
-0.04821470379829407,
0.009673714637756348,
0.03366590663790703,
-0.014568683691322803,
0.002912190742790699,
-0.02766408957540989,
-0.10503211617469788,
0.0064271739684045315,
0.0036327135749161243,
0.003474018769338727,
0.0020940653048455715,
-0.06321029365062714,
0.09093846380710602,
0.009788385592401028,
-0.08034149557352066,
-0.11090480536222458,
0.041445326060056686,
0.010083124972879887,
0.04717835783958435,
0.0808144137263298,
-0.04465186223387718,
0.009730037301778793,
-0.06346885859966278,
0.048411257565021515,
-0.0031176600605249405,
0.06083102896809578,
-0.04604332894086838,
0.0514993779361248,
-0.017666799947619438,
-0.0366002656519413,
-0.03979617357254028,
-0.021490536630153656,
0.0395115464925766,
-0.015574163757264614,
0.06894145905971527,
0.02468649297952652,
0.013550467789173126,
0.0030287341214716434,
0.0033219223842024803,
0.010165735147893429,
0.04554205387830734,
-0.041955336928367615,
0.07717733085155487,
-0.05004517361521721,
0.030508194118738174,
-0.0031537616159766912,
-0.046210821717977524,
0.006102717015892267,
0.021958494558930397,
-0.028857646510004997,
0.05883302539587021,
0.04996520280838013,
4.2458198409548534e-33,
-0.016006585210561752,
-0.05285576358437538,
-0.047336678951978683,
0.05355791747570038,
0.08833415061235428,
0.048561617732048035,
0.08291837573051453,
0.0010065191891044378,
0.041137535125017166,
-0.010013851337134838,
-0.0406448058784008,
0.02568567916750908,
-0.0540197491645813,
-0.028226463124155998,
0.11497204005718231,
0.06644129753112793,
-0.09963679313659668,
-0.027115145698189735,
0.05476909503340721,
-0.07695518434047699,
0.09042250365018845,
-0.012975714169442654,
-0.0575438067317009,
-0.01507195457816124,
0.047924261540174484,
-0.08448320627212524,
0.01630866527557373,
0.00018830836052075028,
0.010286683216691017,
0.01354291383177042,
-0.0854930579662323,
0.07920162379741669,
0.05203865468502045,
-0.08636576682329178,
0.019758284091949463,
-0.0011828421847894788,
-0.0652400553226471,
0.05143050476908684,
-0.06956052780151367,
-0.06021767482161522,
0.05747801810503006,
0.012635016813874245,
0.022935396060347557,
0.00886522140353918,
-0.01860651560127735,
-0.09929392486810684,
0.06286478042602539,
-0.025239288806915283,
-0.06543735414743423,
-0.011372716166079044,
0.07435549795627594,
-0.030127843841910362,
-0.0783071294426918,
0.06180683895945549,
0.0741780549287796,
-0.03410077095031738,
-0.009512745775282383,
0.05538152530789375,
-0.09142650663852692,
0.09749135375022888,
-0.06614633649587631,
0.005739165004342794,
0.010747949592769146,
-0.05897499993443489,
0.03598824888467789,
0.04912393167614937,
-0.06216142699122429,
-0.039441220462322235,
-0.021032975986599922,
-0.02270659990608692,
0.03661472350358963,
-0.008567810989916325,
-0.023321276530623436,
-0.04746465012431145,
-0.07254846394062042,
-0.05083126947283745,
0.024497507140040398,
-0.0969034805893898,
0.03320511430501938,
0.067009836435318,
0.014165983535349369,
-0.09754431992769241,
0.00972262118011713,
0.06473513692617416,
-0.015704985707998276,
-0.10331470519304276,
0.03836527839303017,
-0.025755785405635834,
-0.0527479387819767,
0.058172304183244705,
0.0077546644024550915,
-0.013924947939813137,
0.06944267451763153,
0.0011297621531412005,
-0.025856181979179382,
-4.774318060322723e-33,
-0.0531264990568161,
0.004073673859238625,
-0.060547180473804474,
0.08804687112569809,
-0.041147381067276,
-0.018025606870651245,
-0.020756332203745842,
0.0009945060592144728,
-0.005421477369964123,
-0.055174682289361954,
-0.07501444220542908,
0.03806370496749878,
0.05177222564816475,
0.10144076496362686,
-0.07162732630968094,
-0.040164243429899216,
0.07009700685739517,
0.027212336659431458,
0.028637994080781937,
0.019653286784887314,
0.036319974809885025,
-0.03221685066819191,
0.03359939530491829,
-0.043399911373853683,
0.016734717413783073,
0.07366003841161728,
-0.020740564912557602,
0.0945630595088005,
-0.012673696503043175,
-0.02722555212676525,
0.04560769349336624,
-0.11413292586803436,
-0.04215414077043533,
-0.038609035313129425,
-0.044681888073682785,
-0.04421934112906456,
0.08064483851194382,
0.10911871492862701,
-0.06446333974599838,
0.026239732280373573,
0.0595046728849411,
-0.03338608890771866,
-0.022454703226685524,
0.0016730824718251824,
0.0576273538172245,
-0.013080352917313576,
-0.042681291699409485,
-0.05522444471716881,
-0.027273984625935555,
0.009072364307940006,
0.0397992841899395,
0.020378081128001213,
0.02849734015762806,
0.11453890800476074,
-0.06974274665117264,
0.02900591865181923,
-0.008711239323019981,
0.12329986691474915,
0.09756823629140854,
0.009429888799786568,
-0.015607508830726147,
-0.01068364828824997,
-0.05385725572705269,
-0.014871660619974136,
0.07010867446660995,
-0.04510604217648506,
0.004111721180379391,
-0.040575072169303894,
0.02993096224963665,
-0.049761462956666946,
0.045239366590976715,
0.007600964978337288,
-0.025641968473792076,
-0.028793778270483017,
0.02151789888739586,
0.10103148221969604,
-0.02101879194378853,
-0.044087380170822144,
-0.025438860058784485,
-0.025481898337602615,
-0.05392708256840706,
0.09566984325647354,
-0.023026904091238976,
0.007071364670991898,
-0.0010710761416703463,
0.055652767419815063,
0.015119542367756367,
-0.048081137239933014,
0.050195612013339996,
-0.0740082859992981,
0.06856485456228256,
0.01930065080523491,
-0.010844586417078972,
0.009053550660610199,
0.002863755449652672,
-4.783692730825351e-8,
-0.007499667815864086,
-0.007557388860732317,
-0.0779692754149437,
-0.046358272433280945,
0.06660378724336624,
-0.03169526904821396,
0.015758302062749863,
-0.025467809289693832,
0.0489998385310173,
0.015647023916244507,
0.0169863048940897,
0.08950097858905792,
-0.03060869686305523,
0.021976586431264877,
0.04277767986059189,
0.027359673753380775,
-0.08873910456895828,
-0.10406648367643356,
0.04599621146917343,
-0.05313223600387573,
0.005726885050535202,
0.013077527284622192,
-0.038370031863451004,
0.014637361280620098,
-0.07938897609710693,
-0.04949169605970383,
0.07954174280166626,
-0.02660519629716873,
-0.021934211254119873,
0.010659699328243732,
-0.012462902814149857,
-0.009870004840195179,
0.06591644883155823,
0.05120876058936119,
-0.05484188720583916,
-0.02431129664182663,
-0.015057563781738281,
-0.021261001005768776,
-0.026188893243670464,
0.008321973495185375,
0.073004350066185,
-0.04785534366965294,
-0.02083566226065159,
0.02796109765768051,
0.012998109683394432,
-0.029709244146943092,
-0.006615614052861929,
0.048694074153900146,
0.0289258174598217,
0.004457645583897829,
-0.00007309420470846817,
0.04300077259540558,
0.0057333121076226234,
-0.049582649022340775,
-0.02542119100689888,
-0.03995071351528168,
0.026968130841851234,
-0.0993519127368927,
-0.03740588575601578,
0.025364194065332413,
0.03672913461923599,
0.08121372759342194,
-0.09637069702148438,
0.018858177587389946
] |
1401.5364
|
Kiran Sree Pokkuluri Prof
|
Pokkuluri Kiran Sree, Inampudi Ramesh Babu, SSSN Usha Devi N
|
HMACA: Towards Proposing a Cellular Automata Based Tool for Protein
Coding, Promoter Region Identification and Protein Structure Prediction
| null |
International Journal of Research in Computer Applications &
Information Technology, Volume 1, Issue 1, July-September, 2013, pp. 26-31
| null | null |
cs.CE cs.LG
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Human body consists of lot of cells, each cell consist of DeOxaRibo Nucleic
Acid (DNA). Identifying the genes from the DNA sequences is a very difficult
task. But identifying the coding regions is more complex task compared to the
former. Identifying the protein which occupy little place in genes is a really
challenging issue. For understating the genes coding region analysis plays an
important role. Proteins are molecules with macro structure that are
responsible for a wide range of vital biochemical functions, which includes
acting as oxygen, cell signaling, antibody production, nutrient transport and
building up muscle fibers. Promoter region identification and protein structure
prediction has gained a remarkable attention in recent years. Even though there
are some identification techniques addressing this problem, the approximate
accuracy in identifying the promoter region is closely 68% to 72%. We have
developed a Cellular Automata based tool build with hybrid multiple attractor
cellular automata (HMACA) classifier for protein coding region, promoter region
identification and protein structure prediction which predicts the protein and
promoter regions with an accuracy of 76%. This tool also predicts the structure
of protein with an accuracy of 80%.
|
[
{
"created": "Tue, 21 Jan 2014 16:15:29 GMT",
"version": "v1"
}
] |
2014-01-22
|
[
[
"Sree",
"Pokkuluri Kiran",
""
],
[
"Babu",
"Inampudi Ramesh",
""
],
[
"N",
"SSSN Usha Devi",
""
]
] |
[
-0.09550606459379196,
-0.017397915944457054,
-0.04618839547038078,
-0.12118455022573471,
0.016310757026076317,
-0.018718482926487923,
0.024279549717903137,
-0.020284732803702354,
-0.04652242362499237,
-0.053175222128629684,
-0.004815137013792992,
-0.11424729228019714,
-0.05111293867230415,
0.03240107744932175,
-0.05049917474389076,
0.013542825356125832,
-0.08829250186681747,
-0.04775457829236984,
-0.012753522954881191,
-0.05368039384484291,
0.05322275683283806,
0.04543481767177582,
0.015826424583792686,
0.018854601308703423,
0.029416143894195557,
0.040260251611471176,
0.05286547914147377,
0.039833247661590576,
0.006543180905282497,
-0.03878409042954445,
-0.0014391638105735183,
-0.10766342282295227,
0.05870269984006882,
-0.022527381777763367,
0.009155274368822575,
0.01779155246913433,
-0.03711916133761406,
-0.019524304196238518,
-0.01625952683389187,
-0.029996536672115326,
0.11007548123598099,
-0.013967268168926239,
0.040491338819265366,
0.0923612117767334,
0.06357350945472717,
0.09486731141805649,
-0.027405988425016403,
0.007216254714876413,
0.024368328973650932,
-0.0045582992024719715,
-0.016446992754936218,
-0.08434291183948517,
0.012695097364485264,
-0.014712926931679249,
-0.015634769573807716,
0.010675394907593727,
0.016078483313322067,
-0.051948729902505875,
0.05776964873075485,
-0.02882065437734127,
0.03958775848150253,
-0.03278767690062523,
0.04725473374128342,
-0.03255352005362511,
0.0665893703699112,
-0.006105255335569382,
-0.006394024472683668,
0.01655333861708641,
-0.04998861998319626,
-0.032587647438049316,
-0.03166210278868675,
-0.03251983970403671,
0.026448065415024757,
0.12745288014411926,
0.00685667060315609,
0.0972714051604271,
-0.06526347249746323,
0.015306432731449604,
0.06474460661411285,
-0.02881629765033722,
-0.004800476599484682,
-0.014553067274391651,
0.05350480228662491,
0.05450784042477608,
0.010854862630367279,
-0.008089425973594189,
0.013509875163435936,
0.056072548031806946,
0.005183910019695759,
0.06653356552124023,
0.00856606476008892,
-0.06403226405382156,
0.046273648738861084,
-0.04736180976033211,
-0.021473849192261696,
0.054424986243247986,
0.0381995290517807,
-0.004622463136911392,
0.08890391141176224,
-0.012553691864013672,
-0.01852414198219776,
0.03573419898748398,
0.021605391055345535,
-0.05646710842847824,
0.021656323224306107,
0.01681755669414997,
-0.012392690405249596,
0.07028853893280029,
0.08351832628250122,
0.08351925015449524,
-0.041692983359098434,
0.08907784521579742,
-0.005173947662115097,
0.021347785368561745,
0.04289012402296066,
0.03864040598273277,
0.011263658292591572,
0.02038409560918808,
0.021846039220690727,
0.08922866731882095,
0.01777765527367592,
-0.08875191956758499,
0.021253246814012527,
0.028781263157725334,
0.013340730220079422,
-0.003442376386374235,
-0.15143045783042908,
1.762959958602211e-33,
0.00496192229911685,
-0.030129995197057724,
0.002318655140697956,
0.08227658271789551,
-0.10109695792198181,
-0.06608057767152786,
-0.02568238228559494,
-0.06053770333528519,
-0.017064077779650688,
0.039986614137887955,
-0.07387769967317581,
0.013629132881760597,
0.009584927000105381,
0.13704079389572144,
-0.02530132606625557,
-0.011954979971051216,
-0.023584488779306412,
-0.0352402925491333,
-0.035712361335754395,
-0.031906139105558395,
-0.01368774101138115,
0.03355515003204346,
0.02863571234047413,
-0.0992855355143547,
-0.0035187755711376667,
0.006140249781310558,
-0.0052825212478637695,
0.009614934213459492,
-0.014149723574519157,
0.0002446075959596783,
-0.05722372978925705,
-0.09670505672693253,
0.005285449326038361,
0.0060376632027328014,
0.1293305605649948,
-0.01817859709262848,
0.02977224998176098,
-0.033699825406074524,
0.016730567440390587,
0.02463834173977375,
0.05208129063248634,
-0.06754905730485916,
-0.04770522937178612,
-0.03691917285323143,
0.04826047271490097,
0.03258299455046654,
0.028628922998905182,
-0.02509574592113495,
-0.11626049876213074,
-0.02077675797045231,
0.09475059807300568,
-0.039162199944257736,
0.05006539076566696,
-0.08843456953763962,
-0.05457925423979759,
0.005031588952988386,
-0.10110212862491608,
0.017376355826854706,
0.02594693936407566,
0.048516467213630676,
-0.036027535796165466,
-0.0036468033213168383,
-0.044490039348602295,
0.029868122190237045,
-0.016936056315898895,
-0.07004168629646301,
-0.06780772656202316,
-0.07022793591022491,
-0.013458981178700924,
0.12292706221342087,
0.08332514017820358,
-0.05398598313331604,
0.035804782062768936,
-0.03320600837469101,
0.010175278410315514,
-0.037717919796705246,
0.015991143882274628,
0.05780640244483948,
-0.10550817102193832,
0.05070774257183075,
0.017236977815628052,
0.03015410527586937,
-0.059376876801252365,
-0.022778768092393875,
0.00103097187820822,
-0.06309030950069427,
0.10680528730154037,
-0.05076117441058159,
-0.14314593374729156,
0.016837801784276962,
-0.038094356656074524,
-0.0768902525305748,
0.0856291800737381,
0.04040221497416496,
-0.001540672848932445,
-4.088841386610168e-33,
0.06056807190179825,
-0.045384690165519714,
0.1096881702542305,
-0.04119409620761871,
0.01009222399443388,
-0.02599254809319973,
0.06735444813966751,
0.048534248024225235,
0.02326640672981739,
0.0006875073886476457,
0.0987989529967308,
0.04195655509829521,
0.06574761867523193,
0.014208881184458733,
0.0368986576795578,
0.054910868406295776,
-0.07537642866373062,
0.03813456743955612,
0.02232859842479229,
0.02977164089679718,
0.0025379557628184557,
0.05878451466560364,
-0.04610771685838699,
0.08677171915769577,
-0.05827635899186134,
0.018731901422142982,
-0.06416105479001999,
0.08553294837474823,
-0.05468210205435753,
-0.018696995452046394,
-0.08009450882673264,
0.028201444074511528,
0.019798967987298965,
0.02969793602824211,
-0.05214619264006615,
-0.0622919499874115,
-0.013084327802062035,
-0.03160750865936279,
0.06652265787124634,
-0.0038365779910236597,
0.01976645551621914,
0.04005042836070061,
-0.09423401206731796,
0.0047518592327833176,
-0.06870735436677933,
-0.01674133539199829,
0.03548361733555794,
0.08118417859077454,
-0.03052564710378647,
0.038465872406959534,
-0.01727200858294964,
0.015118589624762535,
-0.02660801261663437,
0.009778043255209923,
-0.007517873775213957,
0.037584684789180756,
0.01749975048005581,
0.024548595771193504,
-0.009345611557364464,
0.052632953971624374,
-0.08111829310655594,
-0.022057561203837395,
0.1067160964012146,
0.06479115039110184,
0.025253325700759888,
0.009424319490790367,
0.05292255058884621,
-0.009264752268791199,
-0.045186907052993774,
0.022644370794296265,
0.04119231179356575,
0.09502584487199783,
-0.018601076677441597,
0.04246801882982254,
0.01937861740589142,
-0.06279892474412918,
-0.03336605802178383,
-0.017669061198830605,
0.016507234424352646,
-0.03502915799617767,
-0.053288910537958145,
-0.019117446616292,
-0.0037611464504152536,
0.042349547147750854,
0.03391433507204056,
0.0795641839504242,
0.050285305827856064,
0.09512650966644287,
0.0339943990111351,
-0.03839053586125374,
0.01934214122593403,
0.017292490229010582,
-0.023489365354180336,
0.04378386586904526,
-0.02015112340450287,
-5.1764438069312746e-8,
0.03519761189818382,
-0.08325377851724625,
0.0593407042324543,
-0.08966513723134995,
-0.05088178440928459,
0.053647834807634354,
-0.050539303570985794,
0.030650915578007698,
0.058784369379282,
-0.026150159537792206,
0.1307499259710312,
-0.009442840702831745,
-0.09326287358999252,
-0.01918720453977585,
0.0036442659329622984,
-0.02233324572443962,
-0.0394536592066288,
0.03546161204576492,
-0.03641096502542496,
0.02372719533741474,
0.021676259115338326,
0.03985012695193291,
0.0033263396471738815,
0.042793747037649155,
0.07150737941265106,
-0.1034034863114357,
-0.0483853742480278,
0.049812257289886475,
-0.024737220257520676,
-0.026340650394558907,
0.018639318645000458,
-0.012629305943846703,
0.014674186706542969,
-0.04505131021142006,
-0.030418384820222855,
0.040314946323633194,
0.0628436952829361,
-0.07207687199115753,
-0.07956614345312119,
0.015253681689500809,
0.07200130820274353,
-0.02198636345565319,
-0.058281902223825455,
-0.05599009990692139,
-0.016666783019900322,
-0.0295100100338459,
0.07703171670436859,
-0.03731381520628929,
0.022572800517082214,
-0.019848883152008057,
0.040251702070236206,
-0.036904532462358475,
-0.008011959493160248,
-0.018927033990621567,
-0.04506714269518852,
-0.019138183444738388,
-0.11289723962545395,
-0.05486983805894852,
0.05804736539721489,
0.025168402120471,
-0.04467529058456421,
-0.005857401993125677,
0.02123664692044258,
-0.06602145731449127
] | null | null | null | null | null | null | null |
[
-0.09550606459379196,
-0.017397915944457054,
-0.04618839547038078,
-0.12118455022573471,
0.016310757026076317,
-0.018718482926487923,
0.024279549717903137,
-0.020284732803702354,
-0.04652242362499237,
-0.053175222128629684,
-0.004815137013792992,
-0.11424729228019714,
-0.05111293867230415,
0.03240107744932175,
-0.05049917474389076,
0.013542825356125832,
-0.08829250186681747,
-0.04775457829236984,
-0.012753522954881191,
-0.05368039384484291,
0.05322275683283806,
0.04543481767177582,
0.015826424583792686,
0.018854601308703423,
0.029416143894195557,
0.040260251611471176,
0.05286547914147377,
0.039833247661590576,
0.006543180905282497,
-0.03878409042954445,
-0.0014391638105735183,
-0.10766342282295227,
0.05870269984006882,
-0.022527381777763367,
0.009155274368822575,
0.01779155246913433,
-0.03711916133761406,
-0.019524304196238518,
-0.01625952683389187,
-0.029996536672115326,
0.11007548123598099,
-0.013967268168926239,
0.040491338819265366,
0.0923612117767334,
0.06357350945472717,
0.09486731141805649,
-0.027405988425016403,
0.007216254714876413,
0.024368328973650932,
-0.0045582992024719715,
-0.016446992754936218,
-0.08434291183948517,
0.012695097364485264,
-0.014712926931679249,
-0.015634769573807716,
0.010675394907593727,
0.016078483313322067,
-0.051948729902505875,
0.05776964873075485,
-0.02882065437734127,
0.03958775848150253,
-0.03278767690062523,
0.04725473374128342,
-0.03255352005362511,
0.0665893703699112,
-0.006105255335569382,
-0.006394024472683668,
0.01655333861708641,
-0.04998861998319626,
-0.032587647438049316,
-0.03166210278868675,
-0.03251983970403671,
0.026448065415024757,
0.12745288014411926,
0.00685667060315609,
0.0972714051604271,
-0.06526347249746323,
0.015306432731449604,
0.06474460661411285,
-0.02881629765033722,
-0.004800476599484682,
-0.014553067274391651,
0.05350480228662491,
0.05450784042477608,
0.010854862630367279,
-0.008089425973594189,
0.013509875163435936,
0.056072548031806946,
0.005183910019695759,
0.06653356552124023,
0.00856606476008892,
-0.06403226405382156,
0.046273648738861084,
-0.04736180976033211,
-0.021473849192261696,
0.054424986243247986,
0.0381995290517807,
-0.004622463136911392,
0.08890391141176224,
-0.012553691864013672,
-0.01852414198219776,
0.03573419898748398,
0.021605391055345535,
-0.05646710842847824,
0.021656323224306107,
0.01681755669414997,
-0.012392690405249596,
0.07028853893280029,
0.08351832628250122,
0.08351925015449524,
-0.041692983359098434,
0.08907784521579742,
-0.005173947662115097,
0.021347785368561745,
0.04289012402296066,
0.03864040598273277,
0.011263658292591572,
0.02038409560918808,
0.021846039220690727,
0.08922866731882095,
0.01777765527367592,
-0.08875191956758499,
0.021253246814012527,
0.028781263157725334,
0.013340730220079422,
-0.003442376386374235,
-0.15143045783042908,
1.762959958602211e-33,
0.00496192229911685,
-0.030129995197057724,
0.002318655140697956,
0.08227658271789551,
-0.10109695792198181,
-0.06608057767152786,
-0.02568238228559494,
-0.06053770333528519,
-0.017064077779650688,
0.039986614137887955,
-0.07387769967317581,
0.013629132881760597,
0.009584927000105381,
0.13704079389572144,
-0.02530132606625557,
-0.011954979971051216,
-0.023584488779306412,
-0.0352402925491333,
-0.035712361335754395,
-0.031906139105558395,
-0.01368774101138115,
0.03355515003204346,
0.02863571234047413,
-0.0992855355143547,
-0.0035187755711376667,
0.006140249781310558,
-0.0052825212478637695,
0.009614934213459492,
-0.014149723574519157,
0.0002446075959596783,
-0.05722372978925705,
-0.09670505672693253,
0.005285449326038361,
0.0060376632027328014,
0.1293305605649948,
-0.01817859709262848,
0.02977224998176098,
-0.033699825406074524,
0.016730567440390587,
0.02463834173977375,
0.05208129063248634,
-0.06754905730485916,
-0.04770522937178612,
-0.03691917285323143,
0.04826047271490097,
0.03258299455046654,
0.028628922998905182,
-0.02509574592113495,
-0.11626049876213074,
-0.02077675797045231,
0.09475059807300568,
-0.039162199944257736,
0.05006539076566696,
-0.08843456953763962,
-0.05457925423979759,
0.005031588952988386,
-0.10110212862491608,
0.017376355826854706,
0.02594693936407566,
0.048516467213630676,
-0.036027535796165466,
-0.0036468033213168383,
-0.044490039348602295,
0.029868122190237045,
-0.016936056315898895,
-0.07004168629646301,
-0.06780772656202316,
-0.07022793591022491,
-0.013458981178700924,
0.12292706221342087,
0.08332514017820358,
-0.05398598313331604,
0.035804782062768936,
-0.03320600837469101,
0.010175278410315514,
-0.037717919796705246,
0.015991143882274628,
0.05780640244483948,
-0.10550817102193832,
0.05070774257183075,
0.017236977815628052,
0.03015410527586937,
-0.059376876801252365,
-0.022778768092393875,
0.00103097187820822,
-0.06309030950069427,
0.10680528730154037,
-0.05076117441058159,
-0.14314593374729156,
0.016837801784276962,
-0.038094356656074524,
-0.0768902525305748,
0.0856291800737381,
0.04040221497416496,
-0.001540672848932445,
-4.088841386610168e-33,
0.06056807190179825,
-0.045384690165519714,
0.1096881702542305,
-0.04119409620761871,
0.01009222399443388,
-0.02599254809319973,
0.06735444813966751,
0.048534248024225235,
0.02326640672981739,
0.0006875073886476457,
0.0987989529967308,
0.04195655509829521,
0.06574761867523193,
0.014208881184458733,
0.0368986576795578,
0.054910868406295776,
-0.07537642866373062,
0.03813456743955612,
0.02232859842479229,
0.02977164089679718,
0.0025379557628184557,
0.05878451466560364,
-0.04610771685838699,
0.08677171915769577,
-0.05827635899186134,
0.018731901422142982,
-0.06416105479001999,
0.08553294837474823,
-0.05468210205435753,
-0.018696995452046394,
-0.08009450882673264,
0.028201444074511528,
0.019798967987298965,
0.02969793602824211,
-0.05214619264006615,
-0.0622919499874115,
-0.013084327802062035,
-0.03160750865936279,
0.06652265787124634,
-0.0038365779910236597,
0.01976645551621914,
0.04005042836070061,
-0.09423401206731796,
0.0047518592327833176,
-0.06870735436677933,
-0.01674133539199829,
0.03548361733555794,
0.08118417859077454,
-0.03052564710378647,
0.038465872406959534,
-0.01727200858294964,
0.015118589624762535,
-0.02660801261663437,
0.009778043255209923,
-0.007517873775213957,
0.037584684789180756,
0.01749975048005581,
0.024548595771193504,
-0.009345611557364464,
0.052632953971624374,
-0.08111829310655594,
-0.022057561203837395,
0.1067160964012146,
0.06479115039110184,
0.025253325700759888,
0.009424319490790367,
0.05292255058884621,
-0.009264752268791199,
-0.045186907052993774,
0.022644370794296265,
0.04119231179356575,
0.09502584487199783,
-0.018601076677441597,
0.04246801882982254,
0.01937861740589142,
-0.06279892474412918,
-0.03336605802178383,
-0.017669061198830605,
0.016507234424352646,
-0.03502915799617767,
-0.053288910537958145,
-0.019117446616292,
-0.0037611464504152536,
0.042349547147750854,
0.03391433507204056,
0.0795641839504242,
0.050285305827856064,
0.09512650966644287,
0.0339943990111351,
-0.03839053586125374,
0.01934214122593403,
0.017292490229010582,
-0.023489365354180336,
0.04378386586904526,
-0.02015112340450287,
-5.1764438069312746e-8,
0.03519761189818382,
-0.08325377851724625,
0.0593407042324543,
-0.08966513723134995,
-0.05088178440928459,
0.053647834807634354,
-0.050539303570985794,
0.030650915578007698,
0.058784369379282,
-0.026150159537792206,
0.1307499259710312,
-0.009442840702831745,
-0.09326287358999252,
-0.01918720453977585,
0.0036442659329622984,
-0.02233324572443962,
-0.0394536592066288,
0.03546161204576492,
-0.03641096502542496,
0.02372719533741474,
0.021676259115338326,
0.03985012695193291,
0.0033263396471738815,
0.042793747037649155,
0.07150737941265106,
-0.1034034863114357,
-0.0483853742480278,
0.049812257289886475,
-0.024737220257520676,
-0.026340650394558907,
0.018639318645000458,
-0.012629305943846703,
0.014674186706542969,
-0.04505131021142006,
-0.030418384820222855,
0.040314946323633194,
0.0628436952829361,
-0.07207687199115753,
-0.07956614345312119,
0.015253681689500809,
0.07200130820274353,
-0.02198636345565319,
-0.058281902223825455,
-0.05599009990692139,
-0.016666783019900322,
-0.0295100100338459,
0.07703171670436859,
-0.03731381520628929,
0.022572800517082214,
-0.019848883152008057,
0.040251702070236206,
-0.036904532462358475,
-0.008011959493160248,
-0.018927033990621567,
-0.04506714269518852,
-0.019138183444738388,
-0.11289723962545395,
-0.05486983805894852,
0.05804736539721489,
0.025168402120471,
-0.04467529058456421,
-0.005857401993125677,
0.02123664692044258,
-0.06602145731449127
] |
1401.5367
|
Roberto Lopez-Herrejon
|
Roberto E. Lopez-Herrejon, Javier Ferrer, Francisco Chicano, Evelyn
Nicole Haslinger, Alexander Egyed, Enrique Alba
|
Towards a Benchmark and a Comparison Framework for Combinatorial
Interaction Testing of Software Product Lines
| null | null | null | null |
cs.SE
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
As Software Product Lines (SPLs) are becoming a more pervasive development
practice, their effective testing is becoming a more important concern. In the
past few years many SPL testing approaches have been proposed, among them, are
those that support Combinatorial Interaction Testing (CIT) whose premise is to
select a group of products where faults, due to feature interactions, are more
likely to occur. Many CIT techniques for SPL testing have been put forward;
however, no systematic and comprehensive comparison among them has been
performed. To achieve such goal two items are important: a common benchmark of
feature models, and an adequate comparison framework. In this
research-in-progress paper, we propose 19 feature models as the base of a
benchmark, which we apply to three different techniques in order to analyze the
comparison framework proposed by Perrouin et al. We identify the shortcomings
of this framework and elaborate alternatives for further study.
|
[
{
"created": "Tue, 21 Jan 2014 16:20:24 GMT",
"version": "v1"
}
] |
2014-01-22
|
[
[
"Lopez-Herrejon",
"Roberto E.",
""
],
[
"Ferrer",
"Javier",
""
],
[
"Chicano",
"Francisco",
""
],
[
"Haslinger",
"Evelyn Nicole",
""
],
[
"Egyed",
"Alexander",
""
],
[
"Alba",
"Enrique",
""
]
] |
[
-0.04774961993098259,
-0.03302149847149849,
0.04884945601224899,
-0.00574363861232996,
0.038390371948480606,
-0.06873175501823425,
-0.007442049216479063,
0.04190225526690483,
-0.014971544034779072,
-0.07054868340492249,
-0.03817709907889366,
-0.041605859994888306,
0.048816245049238205,
0.01522471196949482,
0.023435665294528008,
0.05455382168292999,
0.0385749451816082,
-0.05309842526912689,
-0.03191496431827545,
-0.008762583136558533,
-0.07044491171836853,
-0.018955152481794357,
-0.07069368660449982,
0.042573481798172,
-0.025412388145923615,
-0.024971798062324524,
-0.00826983992010355,
-0.010381385684013367,
0.015991894528269768,
0.023678338155150414,
-0.03371483087539673,
0.08665711432695389,
-0.03269301727414131,
0.0042525301687419415,
0.04314025118947029,
-0.06722309440374374,
0.08948918431997299,
-0.04052054509520531,
-0.05032395198941231,
-0.09023544192314148,
-0.04473244026303291,
-0.023177241906523705,
-0.0038165603764355183,
-0.024947552010416985,
0.054443784058094025,
-0.05723107233643532,
-0.0872693732380867,
0.009641635231673717,
-0.03625568374991417,
-0.013372959569096565,
-0.0825251042842865,
0.04078444838523865,
-0.04968881979584694,
-0.015895139425992966,
0.0017802031943574548,
-0.0026058831717818975,
0.04647817462682724,
0.027330094948410988,
0.02658727765083313,
0.05418739467859268,
0.013480604626238346,
-0.10181207954883575,
-0.05303473025560379,
0.03078564815223217,
-0.03283170983195305,
0.04238254949450493,
0.04676548391580582,
-0.04773160070180893,
0.01648668758571148,
-0.004631892312318087,
-0.09497909247875214,
0.06443961709737778,
-0.06210709735751152,
-0.008661200292408466,
-0.013955434784293175,
0.08740224689245224,
0.01581135019659996,
0.0013884275685995817,
-0.004930280614644289,
-0.07001586258411407,
-0.09739357978105545,
0.011284858919680119,
-0.09343334287405014,
0.003531424328684807,
0.07136035710573196,
0.04525773972272873,
0.10113484412431717,
-0.06081414967775345,
-0.0022095751482993364,
0.07641812413930893,
-0.00433413777500391,
0.04768000543117523,
0.0416017547249794,
-0.03005976602435112,
-0.029451707378029823,
0.0642654076218605,
0.08029018342494965,
-0.06831839680671692,
-0.04595819115638733,
0.03523772582411766,
-0.02215058170258999,
-0.016092460602521896,
0.07852175086736679,
-0.10814333707094193,
-0.0049003250896930695,
0.04393036291003227,
0.09128367155790329,
-0.10819147527217865,
0.03306233137845993,
-0.01539330929517746,
-0.005954403895884752,
-0.08293185383081436,
0.020729443058371544,
-0.02562645636498928,
-0.004529013764113188,
-0.038786374032497406,
-0.039171114563941956,
0.012477239593863487,
0.04563466086983681,
0.05783277377486229,
0.06331779807806015,
0.0660691186785698,
0.04112941771745682,
0.013310050591826439,
-0.032737068831920624,
0.06884779036045074,
0.03500063344836235,
3.163039300975812e-33,
0.013573510572314262,
-0.06966165453195572,
0.018825862556695938,
0.09876082092523575,
-0.011151660233736038,
-0.047979459166526794,
-0.020369742065668106,
0.07898447662591934,
-0.03381422907114029,
0.002560590161010623,
-0.01676192693412304,
-0.01234485674649477,
-0.03929717466235161,
0.01851983740925789,
0.057658061385154724,
0.0344618521630764,
-0.05067748203873634,
0.006183639168739319,
-0.06394495069980621,
0.006892704870551825,
-0.0018290384905412793,
-0.08308272063732147,
-0.03693991154432297,
-0.03878753259778023,
0.03423405811190605,
-0.00034488769597373903,
-0.021928785368800163,
0.007695518434047699,
-0.015845363959670067,
0.007031228393316269,
-0.011495769955217838,
-0.007869407534599304,
0.04841338470578194,
0.09225061535835266,
-0.06659450381994247,
0.030114011839032173,
-0.019470637664198875,
-0.09928310662508011,
0.007382198236882687,
0.0737002044916153,
-0.06597042828798294,
-0.07732420414686203,
-0.04660489410161972,
0.0033995285630226135,
0.07219958305358887,
-0.011968148872256279,
-0.004511828068643808,
0.029482226818799973,
-0.033357296139001846,
-0.03945719450712204,
-0.0534818097949028,
0.08984550088644028,
0.03501904010772705,
0.009364026598632336,
0.003210884053260088,
-0.030904915183782578,
-0.004990704823285341,
-0.04221537336707115,
0.07143288850784302,
0.1839780956506729,
-0.09652900695800781,
0.030265958979725838,
-0.04572078213095665,
-0.04624752700328827,
0.006440386641770601,
0.004149036481976509,
0.036480098962783813,
0.0076854475773870945,
0.016373442485928535,
0.009491530247032642,
-0.052526719868183136,
0.01868971437215805,
-0.020651092752814293,
-0.019105512648820877,
0.030474521219730377,
-0.08248169720172882,
0.0218195803463459,
-0.020202746614813805,
0.04464567080140114,
-0.0038544381968677044,
0.01075342483818531,
-0.011788610368967056,
0.022656692191958427,
-0.03910055756568909,
-0.0134537098929286,
-0.046713944524526596,
-0.04839017242193222,
0.018555980175733566,
-0.059646427631378174,
-0.042147669941186905,
-0.0164598748087883,
0.04698829725384712,
0.022481199353933334,
0.023336825892329216,
0.11532336473464966,
-5.499504402573993e-33,
-0.0438687689602375,
-0.06503795087337494,
0.0924719050526619,
0.05956510081887245,
-0.004058137070387602,
-0.08231837302446365,
-0.030821215361356735,
-0.057103969156742096,
-0.0010002398630604148,
0.013846561312675476,
0.011950728483498096,
-0.060900673270225525,
-0.009850095957517624,
-0.023556064814329147,
0.010741433128714561,
0.038126084953546524,
-0.03687509521842003,
-0.09793554991483688,
0.07794173806905746,
0.009868399240076542,
0.06333819776773453,
0.07804717868566513,
0.04232124611735344,
0.004599058534950018,
-0.1543780416250229,
-0.07543236762285233,
-0.004491619300097227,
-0.05505378544330597,
0.029035594314336777,
-0.04866545647382736,
0.08555532991886139,
0.07935918867588043,
-0.10752226412296295,
0.030712204053997993,
0.05485783517360687,
-0.015983708202838898,
0.01361590065062046,
0.0012553308624774218,
0.07618655264377594,
0.044552113860845566,
0.08711940050125122,
0.01971134915947914,
-0.03556044027209282,
-0.014413641765713692,
0.047113481909036636,
0.06473875790834427,
-0.02783585526049137,
-0.05414537340402603,
0.00697080185636878,
-0.08912914991378784,
-0.03996526077389717,
0.07652643322944641,
-0.03080686740577221,
0.03448522090911865,
-0.031008264049887657,
-0.013650829903781414,
0.006478956434875727,
-0.041201427578926086,
0.03311702236533165,
0.05017804726958275,
-0.026955705136060715,
-0.04817402362823486,
0.05592720955610275,
0.0057695466093719006,
0.04155699536204338,
0.030057363212108612,
0.04603232070803642,
0.03216283395886421,
-0.030597861856222153,
0.03085913695394993,
-0.025876915082335472,
-0.05004383251070976,
-0.074051134288311,
-0.04721962288022041,
0.010970878414809704,
-0.03760671988129616,
0.03114441968500614,
-0.07899816334247589,
0.020685728639364243,
-0.04535122960805893,
0.008310949429869652,
-0.026342283934354782,
0.017207806929945946,
0.023254545405507088,
-0.038090113550424576,
0.11083514243364334,
-0.008976864628493786,
0.07282388210296631,
0.017403654754161835,
0.06859025359153748,
-0.057542696595191956,
0.12121298909187317,
-0.04989016428589821,
0.043902236968278885,
0.09150206297636032,
-5.011039760915992e-8,
-0.015768807381391525,
0.012235937640070915,
0.04199746251106262,
0.03290184959769249,
0.032104216516017914,
0.033997997641563416,
-0.061221130192279816,
0.10679645836353302,
-0.03994041681289673,
0.01915009319782257,
-0.05765777826309204,
-0.0010891902493312955,
-0.10148443281650543,
0.07970104366540909,
0.10714007169008255,
0.04660623148083687,
-0.040160633623600006,
0.0016818741569295526,
0.009752660989761353,
-0.030270352959632874,
0.09906890243291855,
0.06332281231880188,
0.13455362617969513,
0.032821763306856155,
-0.058792129158973694,
-0.08634088188409805,
0.08269406855106354,
0.12363683432340622,
0.021301690489053726,
0.003762241452932358,
0.03408823534846306,
-0.01840621419250965,
-0.030521227046847343,
-0.06626362353563309,
0.05462087690830231,
0.042561326175928116,
0.08026136457920074,
0.04779420047998428,
-0.019004933536052704,
0.006219142582267523,
-0.03397073969244957,
0.012470370158553123,
-0.01262889988720417,
-0.020678354427218437,
0.009479638189077377,
-0.044437166303396225,
-0.013689136132597923,
-0.09105244278907776,
-0.00483607267960906,
-0.06384977698326111,
-0.020130934193730354,
-0.025460930541157722,
-0.034900013357400894,
0.022101832553744316,
-0.062057480216026306,
0.027963560074567795,
-0.024991212412714958,
-0.04521128162741661,
0.11061635613441467,
0.0028872662223875523,
0.040450889617204666,
-0.0351245179772377,
0.012868744321167469,
0.033502161502838135
] | null | null | null | null | null | null | null |
[
-0.04774961993098259,
-0.03302149847149849,
0.04884945601224899,
-0.00574363861232996,
0.038390371948480606,
-0.06873175501823425,
-0.007442049216479063,
0.04190225526690483,
-0.014971544034779072,
-0.07054868340492249,
-0.03817709907889366,
-0.041605859994888306,
0.048816245049238205,
0.01522471196949482,
0.023435665294528008,
0.05455382168292999,
0.0385749451816082,
-0.05309842526912689,
-0.03191496431827545,
-0.008762583136558533,
-0.07044491171836853,
-0.018955152481794357,
-0.07069368660449982,
0.042573481798172,
-0.025412388145923615,
-0.024971798062324524,
-0.00826983992010355,
-0.010381385684013367,
0.015991894528269768,
0.023678338155150414,
-0.03371483087539673,
0.08665711432695389,
-0.03269301727414131,
0.0042525301687419415,
0.04314025118947029,
-0.06722309440374374,
0.08948918431997299,
-0.04052054509520531,
-0.05032395198941231,
-0.09023544192314148,
-0.04473244026303291,
-0.023177241906523705,
-0.0038165603764355183,
-0.024947552010416985,
0.054443784058094025,
-0.05723107233643532,
-0.0872693732380867,
0.009641635231673717,
-0.03625568374991417,
-0.013372959569096565,
-0.0825251042842865,
0.04078444838523865,
-0.04968881979584694,
-0.015895139425992966,
0.0017802031943574548,
-0.0026058831717818975,
0.04647817462682724,
0.027330094948410988,
0.02658727765083313,
0.05418739467859268,
0.013480604626238346,
-0.10181207954883575,
-0.05303473025560379,
0.03078564815223217,
-0.03283170983195305,
0.04238254949450493,
0.04676548391580582,
-0.04773160070180893,
0.01648668758571148,
-0.004631892312318087,
-0.09497909247875214,
0.06443961709737778,
-0.06210709735751152,
-0.008661200292408466,
-0.013955434784293175,
0.08740224689245224,
0.01581135019659996,
0.0013884275685995817,
-0.004930280614644289,
-0.07001586258411407,
-0.09739357978105545,
0.011284858919680119,
-0.09343334287405014,
0.003531424328684807,
0.07136035710573196,
0.04525773972272873,
0.10113484412431717,
-0.06081414967775345,
-0.0022095751482993364,
0.07641812413930893,
-0.00433413777500391,
0.04768000543117523,
0.0416017547249794,
-0.03005976602435112,
-0.029451707378029823,
0.0642654076218605,
0.08029018342494965,
-0.06831839680671692,
-0.04595819115638733,
0.03523772582411766,
-0.02215058170258999,
-0.016092460602521896,
0.07852175086736679,
-0.10814333707094193,
-0.0049003250896930695,
0.04393036291003227,
0.09128367155790329,
-0.10819147527217865,
0.03306233137845993,
-0.01539330929517746,
-0.005954403895884752,
-0.08293185383081436,
0.020729443058371544,
-0.02562645636498928,
-0.004529013764113188,
-0.038786374032497406,
-0.039171114563941956,
0.012477239593863487,
0.04563466086983681,
0.05783277377486229,
0.06331779807806015,
0.0660691186785698,
0.04112941771745682,
0.013310050591826439,
-0.032737068831920624,
0.06884779036045074,
0.03500063344836235,
3.163039300975812e-33,
0.013573510572314262,
-0.06966165453195572,
0.018825862556695938,
0.09876082092523575,
-0.011151660233736038,
-0.047979459166526794,
-0.020369742065668106,
0.07898447662591934,
-0.03381422907114029,
0.002560590161010623,
-0.01676192693412304,
-0.01234485674649477,
-0.03929717466235161,
0.01851983740925789,
0.057658061385154724,
0.0344618521630764,
-0.05067748203873634,
0.006183639168739319,
-0.06394495069980621,
0.006892704870551825,
-0.0018290384905412793,
-0.08308272063732147,
-0.03693991154432297,
-0.03878753259778023,
0.03423405811190605,
-0.00034488769597373903,
-0.021928785368800163,
0.007695518434047699,
-0.015845363959670067,
0.007031228393316269,
-0.011495769955217838,
-0.007869407534599304,
0.04841338470578194,
0.09225061535835266,
-0.06659450381994247,
0.030114011839032173,
-0.019470637664198875,
-0.09928310662508011,
0.007382198236882687,
0.0737002044916153,
-0.06597042828798294,
-0.07732420414686203,
-0.04660489410161972,
0.0033995285630226135,
0.07219958305358887,
-0.011968148872256279,
-0.004511828068643808,
0.029482226818799973,
-0.033357296139001846,
-0.03945719450712204,
-0.0534818097949028,
0.08984550088644028,
0.03501904010772705,
0.009364026598632336,
0.003210884053260088,
-0.030904915183782578,
-0.004990704823285341,
-0.04221537336707115,
0.07143288850784302,
0.1839780956506729,
-0.09652900695800781,
0.030265958979725838,
-0.04572078213095665,
-0.04624752700328827,
0.006440386641770601,
0.004149036481976509,
0.036480098962783813,
0.0076854475773870945,
0.016373442485928535,
0.009491530247032642,
-0.052526719868183136,
0.01868971437215805,
-0.020651092752814293,
-0.019105512648820877,
0.030474521219730377,
-0.08248169720172882,
0.0218195803463459,
-0.020202746614813805,
0.04464567080140114,
-0.0038544381968677044,
0.01075342483818531,
-0.011788610368967056,
0.022656692191958427,
-0.03910055756568909,
-0.0134537098929286,
-0.046713944524526596,
-0.04839017242193222,
0.018555980175733566,
-0.059646427631378174,
-0.042147669941186905,
-0.0164598748087883,
0.04698829725384712,
0.022481199353933334,
0.023336825892329216,
0.11532336473464966,
-5.499504402573993e-33,
-0.0438687689602375,
-0.06503795087337494,
0.0924719050526619,
0.05956510081887245,
-0.004058137070387602,
-0.08231837302446365,
-0.030821215361356735,
-0.057103969156742096,
-0.0010002398630604148,
0.013846561312675476,
0.011950728483498096,
-0.060900673270225525,
-0.009850095957517624,
-0.023556064814329147,
0.010741433128714561,
0.038126084953546524,
-0.03687509521842003,
-0.09793554991483688,
0.07794173806905746,
0.009868399240076542,
0.06333819776773453,
0.07804717868566513,
0.04232124611735344,
0.004599058534950018,
-0.1543780416250229,
-0.07543236762285233,
-0.004491619300097227,
-0.05505378544330597,
0.029035594314336777,
-0.04866545647382736,
0.08555532991886139,
0.07935918867588043,
-0.10752226412296295,
0.030712204053997993,
0.05485783517360687,
-0.015983708202838898,
0.01361590065062046,
0.0012553308624774218,
0.07618655264377594,
0.044552113860845566,
0.08711940050125122,
0.01971134915947914,
-0.03556044027209282,
-0.014413641765713692,
0.047113481909036636,
0.06473875790834427,
-0.02783585526049137,
-0.05414537340402603,
0.00697080185636878,
-0.08912914991378784,
-0.03996526077389717,
0.07652643322944641,
-0.03080686740577221,
0.03448522090911865,
-0.031008264049887657,
-0.013650829903781414,
0.006478956434875727,
-0.041201427578926086,
0.03311702236533165,
0.05017804726958275,
-0.026955705136060715,
-0.04817402362823486,
0.05592720955610275,
0.0057695466093719006,
0.04155699536204338,
0.030057363212108612,
0.04603232070803642,
0.03216283395886421,
-0.030597861856222153,
0.03085913695394993,
-0.025876915082335472,
-0.05004383251070976,
-0.074051134288311,
-0.04721962288022041,
0.010970878414809704,
-0.03760671988129616,
0.03114441968500614,
-0.07899816334247589,
0.020685728639364243,
-0.04535122960805893,
0.008310949429869652,
-0.026342283934354782,
0.017207806929945946,
0.023254545405507088,
-0.038090113550424576,
0.11083514243364334,
-0.008976864628493786,
0.07282388210296631,
0.017403654754161835,
0.06859025359153748,
-0.057542696595191956,
0.12121298909187317,
-0.04989016428589821,
0.043902236968278885,
0.09150206297636032,
-5.011039760915992e-8,
-0.015768807381391525,
0.012235937640070915,
0.04199746251106262,
0.03290184959769249,
0.032104216516017914,
0.033997997641563416,
-0.061221130192279816,
0.10679645836353302,
-0.03994041681289673,
0.01915009319782257,
-0.05765777826309204,
-0.0010891902493312955,
-0.10148443281650543,
0.07970104366540909,
0.10714007169008255,
0.04660623148083687,
-0.040160633623600006,
0.0016818741569295526,
0.009752660989761353,
-0.030270352959632874,
0.09906890243291855,
0.06332281231880188,
0.13455362617969513,
0.032821763306856155,
-0.058792129158973694,
-0.08634088188409805,
0.08269406855106354,
0.12363683432340622,
0.021301690489053726,
0.003762241452932358,
0.03408823534846306,
-0.01840621419250965,
-0.030521227046847343,
-0.06626362353563309,
0.05462087690830231,
0.042561326175928116,
0.08026136457920074,
0.04779420047998428,
-0.019004933536052704,
0.006219142582267523,
-0.03397073969244957,
0.012470370158553123,
-0.01262889988720417,
-0.020678354427218437,
0.009479638189077377,
-0.044437166303396225,
-0.013689136132597923,
-0.09105244278907776,
-0.00483607267960906,
-0.06384977698326111,
-0.020130934193730354,
-0.025460930541157722,
-0.034900013357400894,
0.022101832553744316,
-0.062057480216026306,
0.027963560074567795,
-0.024991212412714958,
-0.04521128162741661,
0.11061635613441467,
0.0028872662223875523,
0.040450889617204666,
-0.0351245179772377,
0.012868744321167469,
0.033502161502838135
] |
1401.5382
|
Tharun Prasath M
|
M. Tharun Prasath
|
Continuous Speech Recognition Based on Deterministic Finite Automata
Machine using Utterance and Pitch Verification
| null | null | null | null |
cs.FL
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper introduces a set of acoustic modeling techniques for utterance
verification (UV) based continuous speech recognition (CSR). Utterance
verification in this work implies the ability to determine when portions of a
hypothesized word string correspond to incorrectly decoded vocabulary words or
out-of-vocabulary words that may appear in an utterance. This capability is
implemented here as a likelihood ratio (LR). There are two UV techniques that
are presented here. The first is voice verification along with the vocabulary
testing, at the same time the parameters for UV models are generated based on
the optimization criterion which is directly related to the LR measure. The
second technique is a pitch recognition based on weighted finite-state
transducers. These transducers provide a common and natural representation for
major components of speech recognition systems, including hidden Markov models
(HMMs), context-dependency models, pronunciation dictionaries, statistical
grammars, and word or phone lattices. The finite state machine processes the
acoustic parameters of UV models. The results of an experimental study
presented in the paper shows that LR based parameter estimation results in a
significant improvement in UV performance for this task. The study also found
that the use of the LR based weighted finite-state transducers along with the
UV, can provide as much as an 11% improvement in UV performance when compared
to existing UV procedures. Finally, it was also found that the performance of
the finite state machine was highly dependent on the use of the LR criterion in
training acoustic models. Several observations are made in the paper concerning
the formation of confidence measures for UV and the interaction of these
techniques with statistical language models.
|
[
{
"created": "Tue, 21 Jan 2014 16:51:07 GMT",
"version": "v1"
}
] |
2014-01-22
|
[
[
"Prasath",
"M. Tharun",
""
]
] |
[
-0.07536052167415619,
-0.05364225059747696,
0.005995176266878843,
-0.07829655706882477,
-0.02143198251724243,
0.018578629940748215,
0.01493334025144577,
-0.03884589672088623,
-0.026258382946252823,
-0.004465574398636818,
0.01934124529361725,
-0.10969895124435425,
0.09699200838804245,
0.06696482002735138,
-0.024780936539173126,
-0.04774106293916702,
0.02220315672457218,
0.05863925442099571,
-0.06137528270483017,
-0.10146550089120865,
0.05372006818652153,
0.12161112576723099,
-0.021605296060442924,
-0.020734746009111404,
0.043063849210739136,
0.020856214687228203,
-0.022915590554475784,
-0.006878104992210865,
0.012098560109734535,
0.048932623118162155,
0.027289967983961105,
-0.016190866008400917,
0.10136102885007858,
0.005339847877621651,
-0.0400642566382885,
-0.012844630517065525,
-0.08560021221637726,
-0.060238953679800034,
-0.04134542867541313,
0.016463393345475197,
-0.04691806435585022,
-0.035964056849479675,
0.034795135259628296,
-0.06343362480401993,
-0.024904005229473114,
-0.013076724484562874,
-0.055263012647628784,
-0.01078114379197359,
-0.040553297847509384,
0.0273422934114933,
0.007565763313323259,
0.017980534583330154,
0.018720008432865143,
0.06575044989585876,
-0.18331891298294067,
0.018836693838238716,
0.09296198189258575,
-0.00623504351824522,
0.0014160602586343884,
0.0031287898309528828,
-0.05967783182859421,
-0.03744077682495117,
0.024455154314637184,
-0.025186387822031975,
-0.03902890905737877,
0.03453235700726509,
-0.04126311093568802,
0.02458464726805687,
0.009771795012056828,
-0.005504090804606676,
-0.1315188705921173,
0.05191197246313095,
0.05071377754211426,
0.05615421012043953,
-0.027096334844827652,
-0.06112915277481079,
0.05972794443368912,
-0.06604627519845963,
0.06910461187362671,
0.023407842963933945,
-0.017664972692728043,
-0.05259161815047264,
0.014922520145773888,
-0.03568561375141144,
0.0857570692896843,
-0.0015845417510718107,
-0.061015136539936066,
0.013463636860251427,
0.017467627301812172,
-0.03173992410302162,
-0.03763290494680405,
-0.07643143832683563,
-0.03977123275399208,
-0.010533357039093971,
0.011598596349358559,
0.03934469074010849,
-0.048042070120573044,
0.004034980665892363,
0.09886659681797028,
0.03939678892493248,
-0.03175273537635803,
-0.07611165940761566,
0.07483828067779541,
-0.0802716389298439,
-0.03531263768672943,
0.007350756786763668,
0.02536974847316742,
0.026095835492014885,
0.09511704742908478,
-0.018678657710552216,
0.06836207956075668,
-0.004227916244417429,
0.021351395174860954,
0.03435381129384041,
0.05281873047351837,
-0.005963267292827368,
-0.0033162536565214396,
-0.03484645113348961,
-0.020754512399435043,
0.0574764758348465,
0.007257868070155382,
0.0036198704037815332,
0.07194316387176514,
0.018891846761107445,
0.01275772787630558,
0.0030618649907410145,
0.040160804986953735,
2.708831038882965e-33,
0.007650164421647787,
0.04091407731175423,
-0.040807195007801056,
0.029047077521681786,
-0.02479574643075466,
-0.025460688397288322,
-0.03819682076573372,
0.049437426030635834,
0.004848972428590059,
-0.04970313236117363,
-0.01049486082047224,
0.09998727589845657,
-0.07772190868854523,
0.012322923168540001,
0.09281908720731735,
0.04724038764834404,
0.03041011653840542,
-0.00037991759018041193,
-0.01864565722644329,
-0.10485421866178513,
0.06541620939970016,
-0.018809335306286812,
0.08947759121656418,
0.004752533510327339,
0.014474892988801003,
0.011572157964110374,
0.06804778426885605,
-0.0902593731880188,
-0.052184123545885086,
0.008225646801292896,
-0.04966970160603523,
-0.07783148437738419,
0.009385843761265278,
-0.014886350370943546,
0.06971736997365952,
-0.049864381551742554,
0.015257509425282478,
0.05563470348715782,
-0.04782424867153168,
-0.1312318593263626,
-0.023331429809331894,
0.004033473785966635,
0.04395172744989395,
0.04209396243095398,
-0.04281304404139519,
-0.017357608303427696,
-0.0005673787673003972,
0.007254540920257568,
0.030384646728634834,
0.012542477808892727,
0.04202570393681526,
-0.02093777246773243,
-0.08806082606315613,
0.015692278742790222,
0.05448474735021591,
-0.049004483968019485,
0.014993793331086636,
0.07059526443481445,
0.025621864944696426,
0.04107753559947014,
-0.047523315995931625,
0.05219566076993942,
0.06779762357473373,
0.039659447968006134,
0.027022335678339005,
0.012606690637767315,
-0.054546475410461426,
-0.007015210576355457,
0.001560439239256084,
-0.04044695943593979,
-0.006042515393346548,
-0.0234692245721817,
0.10805186629295349,
0.07092534750699997,
0.009932078421115875,
0.026175012812018394,
0.06485871225595474,
-0.024473872035741806,
-0.07594653218984604,
0.0458611398935318,
0.03779415413737297,
0.0452519915997982,
0.0068769934587180614,
-0.031169703230261803,
0.015052962116897106,
-0.059395432472229004,
0.029535898938775063,
-0.1036461815237999,
0.02323686145246029,
0.017355361953377724,
-0.06141778454184532,
0.05879261717200279,
-0.034101858735084534,
-0.0037736904341727495,
0.006403228733688593,
-4.196035818487606e-33,
-0.00831747055053711,
0.06169603765010834,
0.06233062967658043,
0.07566922158002853,
-0.0037330833729356527,
-0.07903947681188583,
0.06382592767477036,
0.05549977719783783,
-0.02991338074207306,
-0.07506150752305984,
0.0172941442579031,
-0.009678372181952,
0.01413593627512455,
0.01370515488088131,
0.06362845748662949,
0.010369887575507164,
-0.004241643939167261,
0.06349427253007889,
0.031160453334450722,
0.06362945586442947,
0.023413890972733498,
0.04355648159980774,
-0.11671708524227142,
0.05312970280647278,
-0.07491794228553772,
-0.01592082902789116,
-0.08108536899089813,
-0.023881543427705765,
0.011137234978377819,
0.03957686945796013,
-0.025726741179823875,
0.028872942551970482,
-0.06974083185195923,
0.05429799109697342,
-0.021426817402243614,
-0.039114873856306076,
0.017877329140901566,
0.03941822052001953,
0.03954128175973892,
0.03446577116847038,
0.0802842453122139,
-0.016259441152215004,
-0.03325691819190979,
-0.1624109297990799,
-0.02455242909491062,
-0.10717502236366272,
-0.039648864418268204,
-0.0190733652561903,
0.012828206643462181,
-0.039330195635557175,
0.034012213349342346,
-0.022935256361961365,
0.057350825518369675,
0.02995314821600914,
-0.04616168886423111,
-0.03344934433698654,
-0.05956558510661125,
-0.003095359541475773,
0.01448785699903965,
0.005856354255229235,
-0.0077978880144655704,
-0.04778400436043739,
0.04522525146603584,
-0.04371879622340202,
0.012526514008641243,
0.0641012042760849,
0.017875606194138527,
-0.010495100170373917,
0.022754989564418793,
-0.020602939650416374,
-0.02003421075642109,
-0.03266744688153267,
0.06636869162321091,
0.043021779507398605,
-0.017232200130820274,
-0.023276017978787422,
-0.08229399472475052,
-0.07762231677770615,
-0.08836673200130463,
-0.057923976331949234,
0.00114124093670398,
-0.04355626553297043,
0.0015470626531168818,
0.00722203403711319,
0.02628900855779648,
0.05890307575464249,
-0.05762392655014992,
-0.0854124054312706,
0.034479208290576935,
-0.012771949172019958,
0.013543682172894478,
0.06280410289764404,
0.05793898552656174,
-0.011663270182907581,
-0.004012602847069502,
-4.9132115265138054e-8,
-0.0580214224755764,
0.0014809123240411282,
0.02501649037003517,
-0.0704486146569252,
0.013939782045781612,
-0.014598159119486809,
-0.01540143322199583,
-0.12697429955005646,
0.09921450167894363,
-0.07991230487823486,
0.10975152254104614,
-0.054977595806121826,
-0.016177859157323837,
-0.0007191920885816216,
-0.08601947873830795,
0.0615009181201458,
-0.009648367762565613,
0.06442803889513016,
0.05090680345892906,
-0.03694487735629082,
0.057620082050561905,
0.027517925947904587,
-0.029641827568411827,
0.12384156882762909,
-0.060492292046546936,
-0.03696379065513611,
0.010028124786913395,
0.09564827382564545,
0.014512971043586731,
-0.05980348959565163,
0.027395689859986305,
0.07809749990701675,
0.018178798258304596,
0.020940227434039116,
0.026771454140543938,
0.04762439429759979,
0.029640909284353256,
-0.05224078893661499,
-0.008663426153361797,
0.07376295328140259,
0.07593187689781189,
0.13396871089935303,
-0.15519686043262482,
0.029415447264909744,
0.0760086253285408,
-0.010045573115348816,
0.03990313783288002,
-0.10119078308343887,
-0.024807987734675407,
0.0005441036191768944,
0.017706016078591347,
0.033450692892074585,
-0.032120730727910995,
0.05550317466259003,
0.010962978936731815,
0.03447353094816208,
0.08062625676393509,
0.003235764103010297,
-0.00794120505452156,
-0.007400039117783308,
-0.005414548330008984,
-0.006537755951285362,
-0.014789308421313763,
-0.042562536895275116
] | null | null | null | null | null | null | null |
[
-0.07536052167415619,
-0.05364225059747696,
0.005995176266878843,
-0.07829655706882477,
-0.02143198251724243,
0.018578629940748215,
0.01493334025144577,
-0.03884589672088623,
-0.026258382946252823,
-0.004465574398636818,
0.01934124529361725,
-0.10969895124435425,
0.09699200838804245,
0.06696482002735138,
-0.024780936539173126,
-0.04774106293916702,
0.02220315672457218,
0.05863925442099571,
-0.06137528270483017,
-0.10146550089120865,
0.05372006818652153,
0.12161112576723099,
-0.021605296060442924,
-0.020734746009111404,
0.043063849210739136,
0.020856214687228203,
-0.022915590554475784,
-0.006878104992210865,
0.012098560109734535,
0.048932623118162155,
0.027289967983961105,
-0.016190866008400917,
0.10136102885007858,
0.005339847877621651,
-0.0400642566382885,
-0.012844630517065525,
-0.08560021221637726,
-0.060238953679800034,
-0.04134542867541313,
0.016463393345475197,
-0.04691806435585022,
-0.035964056849479675,
0.034795135259628296,
-0.06343362480401993,
-0.024904005229473114,
-0.013076724484562874,
-0.055263012647628784,
-0.01078114379197359,
-0.040553297847509384,
0.0273422934114933,
0.007565763313323259,
0.017980534583330154,
0.018720008432865143,
0.06575044989585876,
-0.18331891298294067,
0.018836693838238716,
0.09296198189258575,
-0.00623504351824522,
0.0014160602586343884,
0.0031287898309528828,
-0.05967783182859421,
-0.03744077682495117,
0.024455154314637184,
-0.025186387822031975,
-0.03902890905737877,
0.03453235700726509,
-0.04126311093568802,
0.02458464726805687,
0.009771795012056828,
-0.005504090804606676,
-0.1315188705921173,
0.05191197246313095,
0.05071377754211426,
0.05615421012043953,
-0.027096334844827652,
-0.06112915277481079,
0.05972794443368912,
-0.06604627519845963,
0.06910461187362671,
0.023407842963933945,
-0.017664972692728043,
-0.05259161815047264,
0.014922520145773888,
-0.03568561375141144,
0.0857570692896843,
-0.0015845417510718107,
-0.061015136539936066,
0.013463636860251427,
0.017467627301812172,
-0.03173992410302162,
-0.03763290494680405,
-0.07643143832683563,
-0.03977123275399208,
-0.010533357039093971,
0.011598596349358559,
0.03934469074010849,
-0.048042070120573044,
0.004034980665892363,
0.09886659681797028,
0.03939678892493248,
-0.03175273537635803,
-0.07611165940761566,
0.07483828067779541,
-0.0802716389298439,
-0.03531263768672943,
0.007350756786763668,
0.02536974847316742,
0.026095835492014885,
0.09511704742908478,
-0.018678657710552216,
0.06836207956075668,
-0.004227916244417429,
0.021351395174860954,
0.03435381129384041,
0.05281873047351837,
-0.005963267292827368,
-0.0033162536565214396,
-0.03484645113348961,
-0.020754512399435043,
0.0574764758348465,
0.007257868070155382,
0.0036198704037815332,
0.07194316387176514,
0.018891846761107445,
0.01275772787630558,
0.0030618649907410145,
0.040160804986953735,
2.708831038882965e-33,
0.007650164421647787,
0.04091407731175423,
-0.040807195007801056,
0.029047077521681786,
-0.02479574643075466,
-0.025460688397288322,
-0.03819682076573372,
0.049437426030635834,
0.004848972428590059,
-0.04970313236117363,
-0.01049486082047224,
0.09998727589845657,
-0.07772190868854523,
0.012322923168540001,
0.09281908720731735,
0.04724038764834404,
0.03041011653840542,
-0.00037991759018041193,
-0.01864565722644329,
-0.10485421866178513,
0.06541620939970016,
-0.018809335306286812,
0.08947759121656418,
0.004752533510327339,
0.014474892988801003,
0.011572157964110374,
0.06804778426885605,
-0.0902593731880188,
-0.052184123545885086,
0.008225646801292896,
-0.04966970160603523,
-0.07783148437738419,
0.009385843761265278,
-0.014886350370943546,
0.06971736997365952,
-0.049864381551742554,
0.015257509425282478,
0.05563470348715782,
-0.04782424867153168,
-0.1312318593263626,
-0.023331429809331894,
0.004033473785966635,
0.04395172744989395,
0.04209396243095398,
-0.04281304404139519,
-0.017357608303427696,
-0.0005673787673003972,
0.007254540920257568,
0.030384646728634834,
0.012542477808892727,
0.04202570393681526,
-0.02093777246773243,
-0.08806082606315613,
0.015692278742790222,
0.05448474735021591,
-0.049004483968019485,
0.014993793331086636,
0.07059526443481445,
0.025621864944696426,
0.04107753559947014,
-0.047523315995931625,
0.05219566076993942,
0.06779762357473373,
0.039659447968006134,
0.027022335678339005,
0.012606690637767315,
-0.054546475410461426,
-0.007015210576355457,
0.001560439239256084,
-0.04044695943593979,
-0.006042515393346548,
-0.0234692245721817,
0.10805186629295349,
0.07092534750699997,
0.009932078421115875,
0.026175012812018394,
0.06485871225595474,
-0.024473872035741806,
-0.07594653218984604,
0.0458611398935318,
0.03779415413737297,
0.0452519915997982,
0.0068769934587180614,
-0.031169703230261803,
0.015052962116897106,
-0.059395432472229004,
0.029535898938775063,
-0.1036461815237999,
0.02323686145246029,
0.017355361953377724,
-0.06141778454184532,
0.05879261717200279,
-0.034101858735084534,
-0.0037736904341727495,
0.006403228733688593,
-4.196035818487606e-33,
-0.00831747055053711,
0.06169603765010834,
0.06233062967658043,
0.07566922158002853,
-0.0037330833729356527,
-0.07903947681188583,
0.06382592767477036,
0.05549977719783783,
-0.02991338074207306,
-0.07506150752305984,
0.0172941442579031,
-0.009678372181952,
0.01413593627512455,
0.01370515488088131,
0.06362845748662949,
0.010369887575507164,
-0.004241643939167261,
0.06349427253007889,
0.031160453334450722,
0.06362945586442947,
0.023413890972733498,
0.04355648159980774,
-0.11671708524227142,
0.05312970280647278,
-0.07491794228553772,
-0.01592082902789116,
-0.08108536899089813,
-0.023881543427705765,
0.011137234978377819,
0.03957686945796013,
-0.025726741179823875,
0.028872942551970482,
-0.06974083185195923,
0.05429799109697342,
-0.021426817402243614,
-0.039114873856306076,
0.017877329140901566,
0.03941822052001953,
0.03954128175973892,
0.03446577116847038,
0.0802842453122139,
-0.016259441152215004,
-0.03325691819190979,
-0.1624109297990799,
-0.02455242909491062,
-0.10717502236366272,
-0.039648864418268204,
-0.0190733652561903,
0.012828206643462181,
-0.039330195635557175,
0.034012213349342346,
-0.022935256361961365,
0.057350825518369675,
0.02995314821600914,
-0.04616168886423111,
-0.03344934433698654,
-0.05956558510661125,
-0.003095359541475773,
0.01448785699903965,
0.005856354255229235,
-0.0077978880144655704,
-0.04778400436043739,
0.04522525146603584,
-0.04371879622340202,
0.012526514008641243,
0.0641012042760849,
0.017875606194138527,
-0.010495100170373917,
0.022754989564418793,
-0.020602939650416374,
-0.02003421075642109,
-0.03266744688153267,
0.06636869162321091,
0.043021779507398605,
-0.017232200130820274,
-0.023276017978787422,
-0.08229399472475052,
-0.07762231677770615,
-0.08836673200130463,
-0.057923976331949234,
0.00114124093670398,
-0.04355626553297043,
0.0015470626531168818,
0.00722203403711319,
0.02628900855779648,
0.05890307575464249,
-0.05762392655014992,
-0.0854124054312706,
0.034479208290576935,
-0.012771949172019958,
0.013543682172894478,
0.06280410289764404,
0.05793898552656174,
-0.011663270182907581,
-0.004012602847069502,
-4.9132115265138054e-8,
-0.0580214224755764,
0.0014809123240411282,
0.02501649037003517,
-0.0704486146569252,
0.013939782045781612,
-0.014598159119486809,
-0.01540143322199583,
-0.12697429955005646,
0.09921450167894363,
-0.07991230487823486,
0.10975152254104614,
-0.054977595806121826,
-0.016177859157323837,
-0.0007191920885816216,
-0.08601947873830795,
0.0615009181201458,
-0.009648367762565613,
0.06442803889513016,
0.05090680345892906,
-0.03694487735629082,
0.057620082050561905,
0.027517925947904587,
-0.029641827568411827,
0.12384156882762909,
-0.060492292046546936,
-0.03696379065513611,
0.010028124786913395,
0.09564827382564545,
0.014512971043586731,
-0.05980348959565163,
0.027395689859986305,
0.07809749990701675,
0.018178798258304596,
0.020940227434039116,
0.026771454140543938,
0.04762439429759979,
0.029640909284353256,
-0.05224078893661499,
-0.008663426153361797,
0.07376295328140259,
0.07593187689781189,
0.13396871089935303,
-0.15519686043262482,
0.029415447264909744,
0.0760086253285408,
-0.010045573115348816,
0.03990313783288002,
-0.10119078308343887,
-0.024807987734675407,
0.0005441036191768944,
0.017706016078591347,
0.033450692892074585,
-0.032120730727910995,
0.05550317466259003,
0.010962978936731815,
0.03447353094816208,
0.08062625676393509,
0.003235764103010297,
-0.00794120505452156,
-0.007400039117783308,
-0.005414548330008984,
-0.006537755951285362,
-0.014789308421313763,
-0.042562536895275116
] |
1401.5383
|
Rayan Chikhi
|
Rayan Chikhi, Antoine Limasset, Shaun Jackman, Jared Simpson and Paul
Medvedev
|
On the representation of de Bruijn graphs
|
Journal version (JCB). A preliminary version of this article was
published in the proceedings of RECOMB 2014
| null | null | null |
q-bio.QM cs.DS q-bio.GN
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The de Bruijn graph plays an important role in bioinformatics, especially in
the context of de novo assembly. However, the representation of the de Bruijn
graph in memory is a computational bottleneck for many assemblers. Recent
papers proposed a navigational data structure approach in order to improve
memory usage. We prove several theoretical space lower bounds to show the
limitation of these types of approaches. We further design and implement a
general data structure (DBGFM) and demonstrate its use on a human whole-genome
dataset, achieving space usage of 1.5 GB and a 46% improvement over previous
approaches. As part of DBGFM, we develop the notion of frequency-based
minimizers and show how it can be used to enumerate all maximal simple paths of
the de Bruijn graph using only 43 MB of memory. Finally, we demonstrate that
our approach can be integrated into an existing assembler by modifying the
ABySS software to use DBGFM.
|
[
{
"created": "Tue, 21 Jan 2014 16:55:02 GMT",
"version": "v1"
},
{
"created": "Wed, 22 Jan 2014 16:53:37 GMT",
"version": "v2"
},
{
"created": "Fri, 14 Feb 2014 22:55:09 GMT",
"version": "v3"
},
{
"created": "Mon, 6 Oct 2014 12:39:56 GMT",
"version": "v4"
}
] |
2014-10-07
|
[
[
"Chikhi",
"Rayan",
""
],
[
"Limasset",
"Antoine",
""
],
[
"Jackman",
"Shaun",
""
],
[
"Simpson",
"Jared",
""
],
[
"Medvedev",
"Paul",
""
]
] |
[
-0.024461863562464714,
0.0037784648593515158,
-0.028536291792988777,
-0.05203309655189514,
-0.09161115437746048,
-0.0892338752746582,
-0.07108843326568604,
0.016513995826244354,
-0.02689005807042122,
-0.0005770132411271334,
0.01833207719027996,
-0.033600930124521255,
-0.019705044105648994,
0.02697506919503212,
-0.046524904668331146,
0.06520237028598785,
-0.05869120731949806,
0.05408348888158798,
-0.01883898489177227,
-0.06896009296178818,
-0.03389104828238487,
0.08057839423418045,
-0.024447740986943245,
0.02230721339583397,
-0.030406218022108078,
0.03954794257879257,
0.02528497390449047,
0.101233571767807,
0.09882210940122604,
-0.06046309694647789,
0.10750453174114227,
0.10513248294591904,
0.07345005124807358,
0.0355389267206192,
-0.004591690842062235,
0.03395199775695801,
-0.004091655369848013,
-0.03166055679321289,
0.013091620057821274,
-0.017912572249770164,
0.02827559784054756,
0.1099938377737999,
0.03002462163567543,
0.08018311858177185,
0.03696352615952492,
0.046614911407232285,
-0.06029082462191582,
0.03231596574187279,
0.03418416529893875,
0.023004652932286263,
-0.07063108682632446,
0.04459724575281143,
-0.029138408601284027,
0.06416334956884384,
0.042188212275505066,
0.029796848073601723,
-0.0320744588971138,
-0.07240919023752213,
-0.04817938059568405,
0.005661448929458857,
0.015900876373052597,
-0.09500153362751007,
0.016345631331205368,
-0.04534512385725975,
-0.027668559923768044,
0.0305569339543581,
0.1350651979446411,
-0.009266509674489498,
0.01666370965540409,
0.025926534086465836,
-0.005030184984207153,
-0.0072382730431854725,
-0.04529004544019699,
0.12264419347047806,
-0.01467092800885439,
0.08654581755399704,
0.0025070509873330593,
-0.006430728826671839,
-0.01925673894584179,
-0.088267482817173,
-0.000960703007876873,
0.017163226380944252,
0.08130881935358047,
-0.00933864340186119,
0.060926441103219986,
-0.03377588465809822,
0.021276162937283516,
0.02534659020602703,
-0.01436658762395382,
0.05776121839880943,
-0.01736524887382984,
-0.041000597178936005,
0.0590185709297657,
-0.07995478063821793,
-0.03237105906009674,
0.07297046482563019,
0.10251225531101227,
0.03614738583564758,
0.04495280236005783,
0.02118484117090702,
-0.03793051838874817,
0.0417526476085186,
0.05270082503557205,
0.06020210310816765,
-0.037750378251075745,
-0.05892354995012283,
0.06469230353832245,
0.02327565848827362,
-0.05073094367980957,
-0.045875005424022675,
0.020890630781650543,
0.08117873966693878,
0.0073437257669866085,
0.018467582762241364,
0.028469951823353767,
-0.0399799607694149,
-0.06737761944532394,
-0.049863509833812714,
0.044647183269262314,
0.07056234031915665,
-0.04349858686327934,
0.003691236488521099,
-0.02510078065097332,
0.04130491614341736,
-0.05135039612650871,
-0.006474972236901522,
-0.09009955078363419,
2.4314700243995768e-33,
0.025387419387698174,
0.021612878888845444,
0.043461546301841736,
-0.01947668567299843,
0.03302786499261856,
-0.050311289727687836,
-0.022778106853365898,
0.0253479965031147,
-0.08700109273195267,
0.052449122071266174,
-0.08036168664693832,
0.007620168384164572,
0.03990466892719269,
0.04171694815158844,
0.10212929546833038,
-0.056719012558460236,
-0.002400406636297703,
0.057258155196905136,
-0.11557773500680923,
-0.06194548308849335,
0.050386786460876465,
-0.019175048917531967,
0.008567622862756252,
-0.05217631533741951,
0.07781534641981125,
0.0013567957794293761,
-0.009853263385593891,
-0.053391262888908386,
0.03625920042395592,
0.014298250898718834,
-0.17168596386909485,
-0.03141020983457565,
-0.014308042824268341,
0.04327959194779396,
0.1307872235774994,
-0.02784889191389084,
-0.0029312341939657927,
-0.08538183569908142,
-0.010465013794600964,
0.0016481423517689109,
0.03873483091592789,
0.042980462312698364,
-0.017060309648513794,
-0.06238987296819687,
-0.10295378416776657,
-0.004901209846138954,
0.035792429000139236,
-0.014423695392906666,
0.004912992939352989,
-0.028426215052604675,
-0.0021656230092048645,
0.008235028013586998,
-0.039662353694438934,
-0.013081217184662819,
0.029611673206090927,
-0.046759482473134995,
-0.041049763560295105,
-0.007322019897401333,
0.047992072999477386,
0.16759508848190308,
-0.06266665458679199,
0.027443697676062584,
0.036557890474796295,
0.10664918273687363,
0.07844019681215286,
-0.028246648609638214,
-0.05337095260620117,
0.015150455757975578,
0.033323172479867935,
0.004511535167694092,
-0.00441524526104331,
-0.027074040845036507,
0.0616752915084362,
-0.05660753697156906,
0.010678039863705635,
0.03718551620841026,
0.038378652185201645,
-0.08862435817718506,
-0.11079615354537964,
0.010943357832729816,
0.01387104857712984,
0.03805793821811676,
-0.04885312542319298,
0.010893506929278374,
-0.014782162383198738,
-0.07807761430740356,
0.08240248262882233,
-0.006921085529029369,
-0.08422025293111801,
-0.03762805461883545,
-0.05027332529425621,
-0.03055197186768055,
0.023436101153492928,
-0.09426578879356384,
-0.017853952944278717,
-2.5893484666066105e-33,
0.03693113103508949,
0.0102631701156497,
0.089727021753788,
0.011319182813167572,
-0.062179144471883774,
-0.04393106698989868,
0.03512949496507645,
-0.03076016716659069,
-0.010174298658967018,
-0.001984841888770461,
0.013434171676635742,
0.010013340041041374,
0.10376928001642227,
-0.09445700794458389,
0.007843810133635998,
0.03299786522984505,
-0.03025604784488678,
-0.025009583681821823,
-0.016215596348047256,
0.0029560155235230923,
0.006677752360701561,
0.08159520477056503,
0.01939936727285385,
-0.04546869918704033,
0.005323563236743212,
0.011048422195017338,
-0.0019902910571545362,
0.03819698467850685,
0.023953139781951904,
0.019635217264294624,
-0.10337692499160767,
0.022786784917116165,
-0.02118481881916523,
-0.05157884955406189,
0.0009498149156570435,
0.0005840635276399553,
0.019919175654649734,
0.030236266553401947,
0.0091039864346385,
-0.06284256279468536,
-0.0058910297229886055,
0.08498131483793259,
-0.0733451247215271,
-0.001322699710726738,
0.08863842487335205,
0.04533003643155098,
-0.07200608402490616,
0.06464480608701706,
0.018415886908769608,
-0.03013484925031662,
0.013435275293886662,
0.06987813860177994,
0.007859504781663418,
-0.06582864373922348,
0.0015666602412238717,
-0.08250901848077774,
-0.024327566847205162,
-0.029184414073824883,
0.07489123195409775,
-0.0349951907992363,
-0.040434613823890686,
-0.06724769622087479,
0.020220639184117317,
-0.02582371234893799,
-0.0015875335084274411,
-0.017162058502435684,
-0.016610199585556984,
-0.04912272468209267,
-0.07434777915477753,
-0.007660156115889549,
0.01657755859196186,
-0.03897744044661522,
0.01141248270869255,
0.04861333593726158,
0.010343900881707668,
-0.007248764391988516,
-0.03953064605593681,
-0.04661886394023895,
-0.015906287357211113,
0.030954040586948395,
-0.013421379029750824,
0.016481641680002213,
-0.018366431817412376,
0.06301284581422806,
-0.007542047183960676,
-0.014205319806933403,
-0.012390559539198875,
0.0372798852622509,
-0.016946543008089066,
-0.015803832560777664,
-0.05093764141201973,
-0.02979198470711708,
0.004908124916255474,
0.1005767360329628,
0.012689623981714249,
-4.324762414853467e-8,
-0.029475655406713486,
-0.06006509065628052,
0.034927673637866974,
0.004380304832011461,
0.10656913369894028,
-0.030222801491618156,
0.008406262844800949,
0.1265069991350174,
0.045545049011707306,
-0.00021319965890143067,
0.16467811167240143,
0.01754157990217209,
-0.11254198104143143,
0.03767484053969383,
0.012042484246194363,
0.07253710925579071,
0.013317443430423737,
-0.09889329224824905,
0.011494969949126244,
-0.021417610347270966,
-0.03922240808606148,
0.023287538439035416,
0.004487034864723682,
0.05307307839393616,
0.06252952665090561,
-0.07751019299030304,
0.0032380600459873676,
0.026652656495571136,
0.061896517872810364,
-0.06067986041307449,
0.013050571084022522,
0.002484807511791587,
0.05087237432599068,
0.06261540949344635,
-0.014468405395746231,
-0.03295854479074478,
-0.02764791063964367,
0.08095598220825195,
-0.06694722920656204,
-0.039963558316230774,
-0.0008693720446899533,
0.03868949040770531,
-0.0835961326956749,
0.030162213370203972,
-0.02468491531908512,
0.004585095215588808,
-0.03152548521757126,
0.05737552419304848,
-0.034129250794649124,
-0.08639409393072128,
-0.028031017631292343,
0.018365824595093727,
0.0413532555103302,
0.020248770713806152,
-0.036025382578372955,
0.10212954133749008,
-0.01925659365952015,
-0.06447570025920868,
0.008542926050722599,
-0.008360584266483784,
-0.03549978882074356,
-0.008797583170235157,
-0.022624120116233826,
-0.06184816360473633
] | null | null | null | null | null | null | null |
[
-0.024461863562464714,
0.0037784648593515158,
-0.028536291792988777,
-0.05203309655189514,
-0.09161115437746048,
-0.0892338752746582,
-0.07108843326568604,
0.016513995826244354,
-0.02689005807042122,
-0.0005770132411271334,
0.01833207719027996,
-0.033600930124521255,
-0.019705044105648994,
0.02697506919503212,
-0.046524904668331146,
0.06520237028598785,
-0.05869120731949806,
0.05408348888158798,
-0.01883898489177227,
-0.06896009296178818,
-0.03389104828238487,
0.08057839423418045,
-0.024447740986943245,
0.02230721339583397,
-0.030406218022108078,
0.03954794257879257,
0.02528497390449047,
0.101233571767807,
0.09882210940122604,
-0.06046309694647789,
0.10750453174114227,
0.10513248294591904,
0.07345005124807358,
0.0355389267206192,
-0.004591690842062235,
0.03395199775695801,
-0.004091655369848013,
-0.03166055679321289,
0.013091620057821274,
-0.017912572249770164,
0.02827559784054756,
0.1099938377737999,
0.03002462163567543,
0.08018311858177185,
0.03696352615952492,
0.046614911407232285,
-0.06029082462191582,
0.03231596574187279,
0.03418416529893875,
0.023004652932286263,
-0.07063108682632446,
0.04459724575281143,
-0.029138408601284027,
0.06416334956884384,
0.042188212275505066,
0.029796848073601723,
-0.0320744588971138,
-0.07240919023752213,
-0.04817938059568405,
0.005661448929458857,
0.015900876373052597,
-0.09500153362751007,
0.016345631331205368,
-0.04534512385725975,
-0.027668559923768044,
0.0305569339543581,
0.1350651979446411,
-0.009266509674489498,
0.01666370965540409,
0.025926534086465836,
-0.005030184984207153,
-0.0072382730431854725,
-0.04529004544019699,
0.12264419347047806,
-0.01467092800885439,
0.08654581755399704,
0.0025070509873330593,
-0.006430728826671839,
-0.01925673894584179,
-0.088267482817173,
-0.000960703007876873,
0.017163226380944252,
0.08130881935358047,
-0.00933864340186119,
0.060926441103219986,
-0.03377588465809822,
0.021276162937283516,
0.02534659020602703,
-0.01436658762395382,
0.05776121839880943,
-0.01736524887382984,
-0.041000597178936005,
0.0590185709297657,
-0.07995478063821793,
-0.03237105906009674,
0.07297046482563019,
0.10251225531101227,
0.03614738583564758,
0.04495280236005783,
0.02118484117090702,
-0.03793051838874817,
0.0417526476085186,
0.05270082503557205,
0.06020210310816765,
-0.037750378251075745,
-0.05892354995012283,
0.06469230353832245,
0.02327565848827362,
-0.05073094367980957,
-0.045875005424022675,
0.020890630781650543,
0.08117873966693878,
0.0073437257669866085,
0.018467582762241364,
0.028469951823353767,
-0.0399799607694149,
-0.06737761944532394,
-0.049863509833812714,
0.044647183269262314,
0.07056234031915665,
-0.04349858686327934,
0.003691236488521099,
-0.02510078065097332,
0.04130491614341736,
-0.05135039612650871,
-0.006474972236901522,
-0.09009955078363419,
2.4314700243995768e-33,
0.025387419387698174,
0.021612878888845444,
0.043461546301841736,
-0.01947668567299843,
0.03302786499261856,
-0.050311289727687836,
-0.022778106853365898,
0.0253479965031147,
-0.08700109273195267,
0.052449122071266174,
-0.08036168664693832,
0.007620168384164572,
0.03990466892719269,
0.04171694815158844,
0.10212929546833038,
-0.056719012558460236,
-0.002400406636297703,
0.057258155196905136,
-0.11557773500680923,
-0.06194548308849335,
0.050386786460876465,
-0.019175048917531967,
0.008567622862756252,
-0.05217631533741951,
0.07781534641981125,
0.0013567957794293761,
-0.009853263385593891,
-0.053391262888908386,
0.03625920042395592,
0.014298250898718834,
-0.17168596386909485,
-0.03141020983457565,
-0.014308042824268341,
0.04327959194779396,
0.1307872235774994,
-0.02784889191389084,
-0.0029312341939657927,
-0.08538183569908142,
-0.010465013794600964,
0.0016481423517689109,
0.03873483091592789,
0.042980462312698364,
-0.017060309648513794,
-0.06238987296819687,
-0.10295378416776657,
-0.004901209846138954,
0.035792429000139236,
-0.014423695392906666,
0.004912992939352989,
-0.028426215052604675,
-0.0021656230092048645,
0.008235028013586998,
-0.039662353694438934,
-0.013081217184662819,
0.029611673206090927,
-0.046759482473134995,
-0.041049763560295105,
-0.007322019897401333,
0.047992072999477386,
0.16759508848190308,
-0.06266665458679199,
0.027443697676062584,
0.036557890474796295,
0.10664918273687363,
0.07844019681215286,
-0.028246648609638214,
-0.05337095260620117,
0.015150455757975578,
0.033323172479867935,
0.004511535167694092,
-0.00441524526104331,
-0.027074040845036507,
0.0616752915084362,
-0.05660753697156906,
0.010678039863705635,
0.03718551620841026,
0.038378652185201645,
-0.08862435817718506,
-0.11079615354537964,
0.010943357832729816,
0.01387104857712984,
0.03805793821811676,
-0.04885312542319298,
0.010893506929278374,
-0.014782162383198738,
-0.07807761430740356,
0.08240248262882233,
-0.006921085529029369,
-0.08422025293111801,
-0.03762805461883545,
-0.05027332529425621,
-0.03055197186768055,
0.023436101153492928,
-0.09426578879356384,
-0.017853952944278717,
-2.5893484666066105e-33,
0.03693113103508949,
0.0102631701156497,
0.089727021753788,
0.011319182813167572,
-0.062179144471883774,
-0.04393106698989868,
0.03512949496507645,
-0.03076016716659069,
-0.010174298658967018,
-0.001984841888770461,
0.013434171676635742,
0.010013340041041374,
0.10376928001642227,
-0.09445700794458389,
0.007843810133635998,
0.03299786522984505,
-0.03025604784488678,
-0.025009583681821823,
-0.016215596348047256,
0.0029560155235230923,
0.006677752360701561,
0.08159520477056503,
0.01939936727285385,
-0.04546869918704033,
0.005323563236743212,
0.011048422195017338,
-0.0019902910571545362,
0.03819698467850685,
0.023953139781951904,
0.019635217264294624,
-0.10337692499160767,
0.022786784917116165,
-0.02118481881916523,
-0.05157884955406189,
0.0009498149156570435,
0.0005840635276399553,
0.019919175654649734,
0.030236266553401947,
0.0091039864346385,
-0.06284256279468536,
-0.0058910297229886055,
0.08498131483793259,
-0.0733451247215271,
-0.001322699710726738,
0.08863842487335205,
0.04533003643155098,
-0.07200608402490616,
0.06464480608701706,
0.018415886908769608,
-0.03013484925031662,
0.013435275293886662,
0.06987813860177994,
0.007859504781663418,
-0.06582864373922348,
0.0015666602412238717,
-0.08250901848077774,
-0.024327566847205162,
-0.029184414073824883,
0.07489123195409775,
-0.0349951907992363,
-0.040434613823890686,
-0.06724769622087479,
0.020220639184117317,
-0.02582371234893799,
-0.0015875335084274411,
-0.017162058502435684,
-0.016610199585556984,
-0.04912272468209267,
-0.07434777915477753,
-0.007660156115889549,
0.01657755859196186,
-0.03897744044661522,
0.01141248270869255,
0.04861333593726158,
0.010343900881707668,
-0.007248764391988516,
-0.03953064605593681,
-0.04661886394023895,
-0.015906287357211113,
0.030954040586948395,
-0.013421379029750824,
0.016481641680002213,
-0.018366431817412376,
0.06301284581422806,
-0.007542047183960676,
-0.014205319806933403,
-0.012390559539198875,
0.0372798852622509,
-0.016946543008089066,
-0.015803832560777664,
-0.05093764141201973,
-0.02979198470711708,
0.004908124916255474,
0.1005767360329628,
0.012689623981714249,
-4.324762414853467e-8,
-0.029475655406713486,
-0.06006509065628052,
0.034927673637866974,
0.004380304832011461,
0.10656913369894028,
-0.030222801491618156,
0.008406262844800949,
0.1265069991350174,
0.045545049011707306,
-0.00021319965890143067,
0.16467811167240143,
0.01754157990217209,
-0.11254198104143143,
0.03767484053969383,
0.012042484246194363,
0.07253710925579071,
0.013317443430423737,
-0.09889329224824905,
0.011494969949126244,
-0.021417610347270966,
-0.03922240808606148,
0.023287538439035416,
0.004487034864723682,
0.05307307839393616,
0.06252952665090561,
-0.07751019299030304,
0.0032380600459873676,
0.026652656495571136,
0.061896517872810364,
-0.06067986041307449,
0.013050571084022522,
0.002484807511791587,
0.05087237432599068,
0.06261540949344635,
-0.014468405395746231,
-0.03295854479074478,
-0.02764791063964367,
0.08095598220825195,
-0.06694722920656204,
-0.039963558316230774,
-0.0008693720446899533,
0.03868949040770531,
-0.0835961326956749,
0.030162213370203972,
-0.02468491531908512,
0.004585095215588808,
-0.03152548521757126,
0.05737552419304848,
-0.034129250794649124,
-0.08639409393072128,
-0.028031017631292343,
0.018365824595093727,
0.0413532555103302,
0.020248770713806152,
-0.036025382578372955,
0.10212954133749008,
-0.01925659365952015,
-0.06447570025920868,
0.008542926050722599,
-0.008360584266483784,
-0.03549978882074356,
-0.008797583170235157,
-0.022624120116233826,
-0.06184816360473633
] |
1401.5387
|
Petar Jurcevic
|
P. Jurcevic, B. P. Lanyon, P. Hauke, C. Hempel, P. Zoller, R. Blatt,
C. F. Roos
|
Observation of entanglement propagation in a quantum many-body system
|
[v1]: 11 pages, 4 figures, 4 extended data figures; [v2]: Update
Reference [26], for Complentary work see also arXiv:1401.5088; [v3]: Update
acknowledgments
|
Nature 511, 202 (2014)
|
10.1038/nature13461
| null |
quant-ph cond-mat.mes-hall cond-mat.quant-gas cond-mat.supr-con physics.atom-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The key to explaining a wide range of quantum phenomena is understanding how
entanglement propagates around many-body systems. Furthermore, the controlled
distribution of entanglement is of fundamental importance for quantum
communication and computation. In many situations, quasiparticles are the
carriers of information around a quantum system and are expected to distribute
entanglement in a fashion determined by the system interactions. Here we report
on the observation of magnon quasiparticle dynamics in a one-dimensional
many-body quantum system of trapped ions representing an Ising spin model.
Using the ability to tune the effective interaction range, and to prepare and
measure the quantum state at the individual particle level, we observe new
quasiparticle phenomena. For the first time, we reveal the entanglement
distributed by quasiparticles around a many-body system. Second, for long-range
interactions we observe the divergence of quasiparticle velocity and breakdown
of the light-cone picture that is valid for short-range interactions. Our
results will allow experimental studies of a wide range of phenomena, such as
quantum transport, thermalisation, localisation and entanglement growth, and
represent a first step towards a new quantum-optical regime with on-demand
quasiparticles with tunable non-linear interactions.
|
[
{
"created": "Tue, 21 Jan 2014 17:18:33 GMT",
"version": "v1"
},
{
"created": "Wed, 22 Jan 2014 12:48:07 GMT",
"version": "v2"
},
{
"created": "Fri, 24 Jan 2014 13:49:47 GMT",
"version": "v3"
}
] |
2014-07-16
|
[
[
"Jurcevic",
"P.",
""
],
[
"Lanyon",
"B. P.",
""
],
[
"Hauke",
"P.",
""
],
[
"Hempel",
"C.",
""
],
[
"Zoller",
"P.",
""
],
[
"Blatt",
"R.",
""
],
[
"Roos",
"C. F.",
""
]
] |
[
-0.03622513264417648,
-0.06623229384422302,
0.04746893420815468,
0.015720605850219727,
-0.02797912247478962,
0.016746392473578453,
0.0082749268040061,
-0.06886342912912369,
0.007240240462124348,
0.00727586867287755,
-0.040120929479599,
-0.008461023680865765,
-0.014585036784410477,
-0.035771023482084274,
0.024111449718475342,
-0.02479010820388794,
0.09707065671682358,
-0.011028710752725601,
-0.0681832879781723,
0.042835116386413574,
0.029155641794204712,
-0.07726555317640305,
0.03962776064872742,
0.026338571682572365,
-0.0020551513880491257,
-0.030258912593126297,
0.09254853427410126,
-0.06057171896100044,
-0.05451603978872299,
0.00779607892036438,
0.011251290328800678,
0.03467966616153717,
-0.13907229900360107,
0.031719088554382324,
-0.06754925847053528,
0.023946965113282204,
0.0862506777048111,
0.06881114840507507,
-0.002152543282136321,
-0.0037096943706274033,
0.09159558266401291,
0.10754546523094177,
0.009155768901109695,
0.004161377903074026,
0.0439385287463665,
0.03924166038632393,
0.08431718498468399,
0.003074540523812175,
-0.01888468861579895,
-0.11748988181352615,
-0.009128876961767673,
0.03745830059051514,
0.03637886792421341,
0.07598999887704849,
0.016783781349658966,
0.006245557684451342,
0.050404615700244904,
-0.01953505352139473,
-0.05752094089984894,
-0.0513465441763401,
-0.010967609472572803,
-0.025268446654081345,
0.03628642112016678,
-0.0065591223537921906,
0.04241344705224037,
0.008061948232352734,
-0.05368262156844139,
0.05594387650489807,
-0.016942238435149193,
0.014385250397026539,
-0.006998052354902029,
0.0025752352084964514,
-0.08648345619440079,
0.03220115602016449,
0.0705939531326294,
-0.08560101687908173,
0.0032014697790145874,
0.03041343204677105,
0.019603306427598,
-0.056028202176094055,
-0.028787117451429367,
-0.058757681399583817,
0.03924603387713432,
-0.05298219621181488,
0.050017740577459335,
-0.03777685388922691,
0.0009553904528729618,
0.052879612892866135,
0.0026698170695453882,
-0.037396278232336044,
-0.10844073444604874,
-0.0642537921667099,
-0.008438007906079292,
-0.017751308158040047,
0.06052784249186516,
-0.08132877945899963,
0.029229862615466118,
-0.024801447987556458,
-0.01749667152762413,
0.002034994075074792,
0.09558410942554474,
0.03370152413845062,
0.010404038242995739,
0.031649213284254074,
-0.021880293264985085,
-0.01880023069679737,
0.07060633599758148,
0.017110418528318405,
-0.03491828590631485,
0.08843440562486649,
0.11612170934677124,
-0.043028440326452255,
0.054620180279016495,
-0.01113911997526884,
-0.030291518196463585,
0.05026263743638992,
0.03452013060450554,
0.07295476645231247,
-0.01555570587515831,
0.08905728906393051,
-0.003652176819741726,
0.07322189211845398,
0.01551495399326086,
0.026310503482818604,
0.01669311709702015,
0.06045788899064064,
-0.039405710995197296,
7.570658408810668e-34,
0.046933699399232864,
-0.06261052191257477,
0.00015344127314165235,
0.15955759584903717,
-0.06224825605750084,
0.02746031992137432,
0.07469891011714935,
-0.0206784438341856,
-0.046637728810310364,
-0.005158137995749712,
0.04525021091103554,
0.022190270945429802,
0.025632845237851143,
0.039066944271326065,
0.0698273777961731,
-0.029521403834223747,
-0.043409693986177444,
-0.003609241219237447,
-0.004685125779360533,
0.0071301837451756,
-0.042187806218862534,
-0.056809816509485245,
-0.07828536629676819,
0.02919812873005867,
0.008347855880856514,
-0.007781255058944225,
0.02240680903196335,
-0.03063536435365677,
-0.021082274615764618,
-0.010310527868568897,
0.05578920990228653,
0.07176888734102249,
-0.04755182936787605,
0.06458310037851334,
0.016139961779117584,
-0.06562093645334244,
-0.02334549091756344,
0.008334456011652946,
0.029290704056620598,
-0.03388601168990135,
-0.04738430678844452,
-0.10321000963449478,
0.017932521179318428,
-0.042450807988643646,
-0.061098676174879074,
-0.08027955889701843,
0.06502664089202881,
-0.037698935717344284,
-0.030337387695908546,
-0.043153662234544754,
0.08565527945756912,
-0.04943418502807617,
0.010538618080317974,
0.029222358018159866,
0.031689465045928955,
0.001895142369903624,
0.053578004240989685,
-0.024669921025633812,
-0.010986415669322014,
0.0034953292924910784,
-0.020692724734544754,
0.022929184138774872,
0.07287203520536423,
0.03212198242545128,
-0.004758606664836407,
0.08168656378984451,
-0.09162721037864685,
-0.026981065049767494,
0.02520008757710457,
0.06451264768838882,
-0.03260708227753639,
0.0391642265021801,
-0.004599371459335089,
-0.04700655862689018,
0.07814059406518936,
0.053135599941015244,
0.01201753318309784,
-0.006645642686635256,
0.001700586057268083,
0.03221819922327995,
0.021771462634205818,
-0.1476956009864807,
-0.055433131754398346,
0.025083225220441818,
-0.11486618220806122,
-0.002195901470258832,
-0.05258404463529587,
-0.08537658303976059,
-0.0684640035033226,
-0.023371202871203423,
0.028895925730466843,
0.06266665458679199,
0.013086078688502312,
-0.03839636594057083,
-0.040871310979127884,
-2.7559268527066753e-33,
-0.030851202085614204,
-0.008595430292189121,
0.034324824810028076,
-0.008873702958226204,
0.0026095120701938868,
0.01273038424551487,
-0.02685915306210518,
0.014457404613494873,
0.03610805794596672,
-0.03375132754445076,
-0.010090065188705921,
-0.018031641840934753,
0.04548406973481178,
-0.027436567470431328,
-0.039583731442689896,
0.04979622736573219,
0.10336879640817642,
0.004398598801344633,
0.12136295437812805,
-0.05839084833860397,
-0.03759250417351723,
0.0314578041434288,
0.01783141866326332,
-0.05331595614552498,
0.006443085614591837,
0.0533309131860733,
0.05107594653964043,
-0.02163924090564251,
0.051734570413827896,
0.005268069449812174,
-0.01423173863440752,
-0.03917320817708969,
-0.03094937466084957,
0.03299103304743767,
-0.11190303415060043,
0.05801151320338249,
0.030559908598661423,
-0.0698389932513237,
-0.03525584191083908,
-0.07544845342636108,
0.010641020722687244,
-0.026566803455352783,
0.04459945857524872,
0.017117301002144814,
-0.018666941672563553,
-0.08841226994991302,
-0.10179296135902405,
0.06848382204771042,
-0.04403030127286911,
0.01378696784377098,
-0.10052525252103806,
0.009195299819111824,
0.021294713020324707,
0.1111733540892601,
-0.14607512950897217,
0.06056584417819977,
-0.01780865341424942,
0.033684954047203064,
0.04833868891000748,
-0.008159332908689976,
-0.026782065629959106,
-0.03352029249072075,
0.08111651241779327,
-0.03291064128279686,
-0.004454891197383404,
-0.015122019685804844,
-0.061060745269060135,
-0.004886146634817123,
0.10519134998321533,
-0.08076026290655136,
0.03635472431778908,
-0.05185127258300781,
0.06540493667125702,
-0.009055772796273232,
0.1054299846291542,
0.03243081271648407,
0.06952399760484695,
-0.03898480907082558,
0.01732438988983631,
0.003842791309580207,
-0.017077120020985603,
0.005181922111660242,
-0.006318825297057629,
-0.03696519136428833,
0.13072192668914795,
-0.07428371161222458,
-0.085417740046978,
0.01145509909838438,
-0.015712516382336617,
-0.07114841789007187,
-0.010300886817276478,
-0.09424630552530289,
0.06287435442209244,
-0.0990457758307457,
0.02960948459804058,
-5.530799995767666e-8,
0.08091186732053757,
-0.07029981166124344,
0.01755497232079506,
-0.0007649348117411137,
0.02376735955476761,
0.06823918968439102,
-0.039645858108997345,
0.003255604300647974,
-0.030042635276913643,
0.013990843668580055,
0.044204775243997574,
-0.03721530735492706,
-0.024485977366566658,
-0.008848379366099834,
0.0705869123339653,
0.043619126081466675,
-0.019794760271906853,
-0.08734108507633209,
-0.0449533686041832,
-0.0033228318206965923,
-0.058644238859415054,
-0.02801799215376377,
0.028605706989765167,
0.02263917215168476,
-0.08405429869890213,
0.07422491908073425,
-0.0904998630285263,
-0.01075652427971363,
-0.03865572810173035,
-0.02913159877061844,
0.0037991583812981844,
0.035850051790475845,
0.10049629211425781,
0.03539863973855972,
-0.10875960439443588,
-0.000022884816644364037,
-0.06072983890771866,
0.08473743498325348,
0.04201386123895645,
0.053861044347286224,
-0.03624589368700981,
-0.01683654636144638,
-0.003557113930583,
0.05955018475651741,
0.019956685602664948,
-0.058464415371418,
-0.002447631675750017,
0.029730381444096565,
-0.011859724298119545,
0.05955910682678223,
0.01978832483291626,
0.032153598964214325,
0.048786312341690063,
0.009884754195809364,
-0.015469346195459366,
0.03174847364425659,
-0.0469709187746048,
-0.04029309004545212,
0.051765430718660355,
0.08593188971281052,
0.02213899977505207,
-0.022990422323346138,
-0.041462961584329605,
0.05240776017308235
] | null | null | null | null | null | null | null |
[
-0.03622513264417648,
-0.06623229384422302,
0.04746893420815468,
0.015720605850219727,
-0.02797912247478962,
0.016746392473578453,
0.0082749268040061,
-0.06886342912912369,
0.007240240462124348,
0.00727586867287755,
-0.040120929479599,
-0.008461023680865765,
-0.014585036784410477,
-0.035771023482084274,
0.024111449718475342,
-0.02479010820388794,
0.09707065671682358,
-0.011028710752725601,
-0.0681832879781723,
0.042835116386413574,
0.029155641794204712,
-0.07726555317640305,
0.03962776064872742,
0.026338571682572365,
-0.0020551513880491257,
-0.030258912593126297,
0.09254853427410126,
-0.06057171896100044,
-0.05451603978872299,
0.00779607892036438,
0.011251290328800678,
0.03467966616153717,
-0.13907229900360107,
0.031719088554382324,
-0.06754925847053528,
0.023946965113282204,
0.0862506777048111,
0.06881114840507507,
-0.002152543282136321,
-0.0037096943706274033,
0.09159558266401291,
0.10754546523094177,
0.009155768901109695,
0.004161377903074026,
0.0439385287463665,
0.03924166038632393,
0.08431718498468399,
0.003074540523812175,
-0.01888468861579895,
-0.11748988181352615,
-0.009128876961767673,
0.03745830059051514,
0.03637886792421341,
0.07598999887704849,
0.016783781349658966,
0.006245557684451342,
0.050404615700244904,
-0.01953505352139473,
-0.05752094089984894,
-0.0513465441763401,
-0.010967609472572803,
-0.025268446654081345,
0.03628642112016678,
-0.0065591223537921906,
0.04241344705224037,
0.008061948232352734,
-0.05368262156844139,
0.05594387650489807,
-0.016942238435149193,
0.014385250397026539,
-0.006998052354902029,
0.0025752352084964514,
-0.08648345619440079,
0.03220115602016449,
0.0705939531326294,
-0.08560101687908173,
0.0032014697790145874,
0.03041343204677105,
0.019603306427598,
-0.056028202176094055,
-0.028787117451429367,
-0.058757681399583817,
0.03924603387713432,
-0.05298219621181488,
0.050017740577459335,
-0.03777685388922691,
0.0009553904528729618,
0.052879612892866135,
0.0026698170695453882,
-0.037396278232336044,
-0.10844073444604874,
-0.0642537921667099,
-0.008438007906079292,
-0.017751308158040047,
0.06052784249186516,
-0.08132877945899963,
0.029229862615466118,
-0.024801447987556458,
-0.01749667152762413,
0.002034994075074792,
0.09558410942554474,
0.03370152413845062,
0.010404038242995739,
0.031649213284254074,
-0.021880293264985085,
-0.01880023069679737,
0.07060633599758148,
0.017110418528318405,
-0.03491828590631485,
0.08843440562486649,
0.11612170934677124,
-0.043028440326452255,
0.054620180279016495,
-0.01113911997526884,
-0.030291518196463585,
0.05026263743638992,
0.03452013060450554,
0.07295476645231247,
-0.01555570587515831,
0.08905728906393051,
-0.003652176819741726,
0.07322189211845398,
0.01551495399326086,
0.026310503482818604,
0.01669311709702015,
0.06045788899064064,
-0.039405710995197296,
7.570658408810668e-34,
0.046933699399232864,
-0.06261052191257477,
0.00015344127314165235,
0.15955759584903717,
-0.06224825605750084,
0.02746031992137432,
0.07469891011714935,
-0.0206784438341856,
-0.046637728810310364,
-0.005158137995749712,
0.04525021091103554,
0.022190270945429802,
0.025632845237851143,
0.039066944271326065,
0.0698273777961731,
-0.029521403834223747,
-0.043409693986177444,
-0.003609241219237447,
-0.004685125779360533,
0.0071301837451756,
-0.042187806218862534,
-0.056809816509485245,
-0.07828536629676819,
0.02919812873005867,
0.008347855880856514,
-0.007781255058944225,
0.02240680903196335,
-0.03063536435365677,
-0.021082274615764618,
-0.010310527868568897,
0.05578920990228653,
0.07176888734102249,
-0.04755182936787605,
0.06458310037851334,
0.016139961779117584,
-0.06562093645334244,
-0.02334549091756344,
0.008334456011652946,
0.029290704056620598,
-0.03388601168990135,
-0.04738430678844452,
-0.10321000963449478,
0.017932521179318428,
-0.042450807988643646,
-0.061098676174879074,
-0.08027955889701843,
0.06502664089202881,
-0.037698935717344284,
-0.030337387695908546,
-0.043153662234544754,
0.08565527945756912,
-0.04943418502807617,
0.010538618080317974,
0.029222358018159866,
0.031689465045928955,
0.001895142369903624,
0.053578004240989685,
-0.024669921025633812,
-0.010986415669322014,
0.0034953292924910784,
-0.020692724734544754,
0.022929184138774872,
0.07287203520536423,
0.03212198242545128,
-0.004758606664836407,
0.08168656378984451,
-0.09162721037864685,
-0.026981065049767494,
0.02520008757710457,
0.06451264768838882,
-0.03260708227753639,
0.0391642265021801,
-0.004599371459335089,
-0.04700655862689018,
0.07814059406518936,
0.053135599941015244,
0.01201753318309784,
-0.006645642686635256,
0.001700586057268083,
0.03221819922327995,
0.021771462634205818,
-0.1476956009864807,
-0.055433131754398346,
0.025083225220441818,
-0.11486618220806122,
-0.002195901470258832,
-0.05258404463529587,
-0.08537658303976059,
-0.0684640035033226,
-0.023371202871203423,
0.028895925730466843,
0.06266665458679199,
0.013086078688502312,
-0.03839636594057083,
-0.040871310979127884,
-2.7559268527066753e-33,
-0.030851202085614204,
-0.008595430292189121,
0.034324824810028076,
-0.008873702958226204,
0.0026095120701938868,
0.01273038424551487,
-0.02685915306210518,
0.014457404613494873,
0.03610805794596672,
-0.03375132754445076,
-0.010090065188705921,
-0.018031641840934753,
0.04548406973481178,
-0.027436567470431328,
-0.039583731442689896,
0.04979622736573219,
0.10336879640817642,
0.004398598801344633,
0.12136295437812805,
-0.05839084833860397,
-0.03759250417351723,
0.0314578041434288,
0.01783141866326332,
-0.05331595614552498,
0.006443085614591837,
0.0533309131860733,
0.05107594653964043,
-0.02163924090564251,
0.051734570413827896,
0.005268069449812174,
-0.01423173863440752,
-0.03917320817708969,
-0.03094937466084957,
0.03299103304743767,
-0.11190303415060043,
0.05801151320338249,
0.030559908598661423,
-0.0698389932513237,
-0.03525584191083908,
-0.07544845342636108,
0.010641020722687244,
-0.026566803455352783,
0.04459945857524872,
0.017117301002144814,
-0.018666941672563553,
-0.08841226994991302,
-0.10179296135902405,
0.06848382204771042,
-0.04403030127286911,
0.01378696784377098,
-0.10052525252103806,
0.009195299819111824,
0.021294713020324707,
0.1111733540892601,
-0.14607512950897217,
0.06056584417819977,
-0.01780865341424942,
0.033684954047203064,
0.04833868891000748,
-0.008159332908689976,
-0.026782065629959106,
-0.03352029249072075,
0.08111651241779327,
-0.03291064128279686,
-0.004454891197383404,
-0.015122019685804844,
-0.061060745269060135,
-0.004886146634817123,
0.10519134998321533,
-0.08076026290655136,
0.03635472431778908,
-0.05185127258300781,
0.06540493667125702,
-0.009055772796273232,
0.1054299846291542,
0.03243081271648407,
0.06952399760484695,
-0.03898480907082558,
0.01732438988983631,
0.003842791309580207,
-0.017077120020985603,
0.005181922111660242,
-0.006318825297057629,
-0.03696519136428833,
0.13072192668914795,
-0.07428371161222458,
-0.085417740046978,
0.01145509909838438,
-0.015712516382336617,
-0.07114841789007187,
-0.010300886817276478,
-0.09424630552530289,
0.06287435442209244,
-0.0990457758307457,
0.02960948459804058,
-5.530799995767666e-8,
0.08091186732053757,
-0.07029981166124344,
0.01755497232079506,
-0.0007649348117411137,
0.02376735955476761,
0.06823918968439102,
-0.039645858108997345,
0.003255604300647974,
-0.030042635276913643,
0.013990843668580055,
0.044204775243997574,
-0.03721530735492706,
-0.024485977366566658,
-0.008848379366099834,
0.0705869123339653,
0.043619126081466675,
-0.019794760271906853,
-0.08734108507633209,
-0.0449533686041832,
-0.0033228318206965923,
-0.058644238859415054,
-0.02801799215376377,
0.028605706989765167,
0.02263917215168476,
-0.08405429869890213,
0.07422491908073425,
-0.0904998630285263,
-0.01075652427971363,
-0.03865572810173035,
-0.02913159877061844,
0.0037991583812981844,
0.035850051790475845,
0.10049629211425781,
0.03539863973855972,
-0.10875960439443588,
-0.000022884816644364037,
-0.06072983890771866,
0.08473743498325348,
0.04201386123895645,
0.053861044347286224,
-0.03624589368700981,
-0.01683654636144638,
-0.003557113930583,
0.05955018475651741,
0.019956685602664948,
-0.058464415371418,
-0.002447631675750017,
0.029730381444096565,
-0.011859724298119545,
0.05955910682678223,
0.01978832483291626,
0.032153598964214325,
0.048786312341690063,
0.009884754195809364,
-0.015469346195459366,
0.03174847364425659,
-0.0469709187746048,
-0.04029309004545212,
0.051765430718660355,
0.08593188971281052,
0.02213899977505207,
-0.022990422323346138,
-0.041462961584329605,
0.05240776017308235
] |
1401.5389
|
Sajib Dasgupta
|
Sajib Dasgupta, Vincent Ng
|
Which Clustering Do You Want? Inducing Your Ideal Clustering with
Minimal Feedback
| null |
Journal Of Artificial Intelligence Research, Volume 39, pages
581-632, 2010
|
10.1613/jair.3003
| null |
cs.IR cs.CL cs.LG
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
While traditional research on text clustering has largely focused on grouping
documents by topic, it is conceivable that a user may want to cluster documents
along other dimensions, such as the authors mood, gender, age, or sentiment.
Without knowing the users intention, a clustering algorithm will only group
documents along the most prominent dimension, which may not be the one the user
desires. To address the problem of clustering documents along the user-desired
dimension, previous work has focused on learning a similarity metric from data
manually annotated with the users intention or having a human construct a
feature space in an interactive manner during the clustering process. With the
goal of reducing reliance on human knowledge for fine-tuning the similarity
function or selecting the relevant features required by these approaches, we
propose a novel active clustering algorithm, which allows a user to easily
select the dimension along which she wants to cluster the documents by
inspecting only a small number of words. We demonstrate the viability of our
algorithm on a variety of commonly-used sentiment datasets.
|
[
{
"created": "Thu, 16 Jan 2014 04:56:03 GMT",
"version": "v1"
}
] |
2014-01-22
|
[
[
"Dasgupta",
"Sajib",
""
],
[
"Ng",
"Vincent",
""
]
] |
[
-0.029529089108109474,
-0.02074439451098442,
-0.04748361185193062,
0.10960057377815247,
0.06989551335573196,
0.025611907243728638,
0.04019153490662575,
0.03250113129615784,
0.02041850984096527,
-0.036361511796712875,
0.004536367952823639,
0.025725558400154114,
0.06455019116401672,
0.05781441181898117,
0.030464086681604385,
0.062008410692214966,
0.05662395805120468,
-0.020754432305693626,
-0.03946874290704727,
-0.04204465448856354,
-0.013584504835307598,
0.09200675040483475,
0.023365546017885208,
0.014926237985491753,
-0.025032859295606613,
0.031602490693330765,
0.002611218485981226,
-0.010790697298943996,
-0.0634017288684845,
0.0765451192855835,
0.02619863674044609,
0.13045436143875122,
0.042852066457271576,
0.014209779910743237,
-0.050372011959552765,
0.052542947232723236,
-0.002808536868542433,
0.06015096232295036,
-0.061904262751340866,
-0.04029187932610512,
-0.022914549335837364,
-0.054032567888498306,
0.004374210257083178,
0.050358764827251434,
0.053299430757761,
0.016216551885008812,
-0.10943577438592911,
0.036302633583545685,
0.011416496708989143,
0.019523633643984795,
-0.05272822082042694,
0.003079134039580822,
-0.01600896567106247,
0.08911482989788055,
-0.06645726412534714,
0.026439040899276733,
0.01557424757629633,
0.023958366364240646,
0.003925010096281767,
-0.07594802975654602,
-0.034675754606723785,
-0.10917402058839798,
0.03447245806455612,
-0.07089456170797348,
-0.04681174084544182,
-0.0446806363761425,
0.04750875383615494,
-0.0023368322290480137,
-0.019432229921221733,
0.0311772171407938,
0.03098030388355255,
0.1110864207148552,
0.005785981193184853,
0.09279303252696991,
-0.005646796431392431,
0.013510636053979397,
0.016915615648031235,
-0.05800708010792732,
0.022319085896015167,
0.006175195798277855,
-0.0872153714299202,
0.0024039491545408964,
0.034431006759405136,
0.0476144477725029,
0.03804563730955124,
-0.005457138177007437,
0.05017983540892601,
-0.0783189982175827,
-0.0397077240049839,
0.02863461524248123,
-0.0815376415848732,
-0.00878507737070322,
0.10510113090276718,
-0.10050712525844574,
-0.002415149472653866,
-0.050142932683229446,
-0.036715276539325714,
-0.04030982404947281,
0.03016773611307144,
0.07057668268680573,
-0.012029208242893219,
0.06604280322790146,
-0.006044888403266668,
-0.059245750308036804,
-0.03556211292743683,
0.0469386987388134,
-0.022047651931643486,
-0.022450095042586327,
0.09114429354667664,
-0.0655161514878273,
-0.052623141556978226,
-0.00013258482795208693,
-0.029451798647642136,
-0.029378598555922508,
0.06286247074604034,
-0.02448735386133194,
0.0831347405910492,
-0.03363749757409096,
0.0627378597855568,
0.05677798390388489,
0.06757780909538269,
0.0007379929884336889,
0.026695063337683678,
0.024658799171447754,
0.07677601277828217,
0.007177222054451704,
-0.015390057116746902,
1.4095296741057393e-33,
0.0231265090405941,
-0.04169071465730667,
-0.0065219951793551445,
0.09591208398342133,
-0.0492081493139267,
-0.03567506745457649,
-0.061372626572847366,
0.0022730606142431498,
-0.049618855118751526,
-0.09508825093507767,
-0.021277083083987236,
0.0948546901345253,
0.07265142351388931,
0.04844241589307785,
0.01838821731507778,
-0.05570443719625473,
0.009073875844478607,
0.04502548277378082,
-0.020392710343003273,
-0.03825974091887474,
-0.006233011372387409,
-0.0017708218656480312,
0.045698828995227814,
0.012974550016224384,
-0.12471690773963928,
-0.04326397925615311,
0.012189934961497784,
-0.07354147732257843,
-0.0028738928958773613,
-0.006120189558714628,
-0.0409233495593071,
-0.01947406493127346,
-0.013620938174426556,
0.05489201471209526,
-0.019144238904118538,
0.06595608592033386,
-0.08184848725795746,
-0.03409060463309288,
0.08776820451021194,
-0.017146551981568336,
-0.027948852628469467,
0.023236680775880814,
0.10707776993513107,
-0.039512332528829575,
-0.04216893017292023,
0.09900054335594177,
0.023377809673547745,
-0.037611059844493866,
0.04109414666891098,
0.00801548920571804,
0.1100573018193245,
-0.11380454152822495,
0.06277019530534744,
0.07928315550088882,
-0.013296488672494888,
-0.014957500621676445,
-0.03392915055155754,
-0.029316892847418785,
0.058125630021095276,
0.006072635296732187,
-0.018313175067305565,
-0.01237512193620205,
0.007307802326977253,
-0.028214694932103157,
-0.04347516968846321,
0.0018582926131784916,
0.07324795424938202,
0.05381815508008003,
-0.01970622129738331,
0.030373835936188698,
0.017077311873435974,
0.10346928983926773,
-0.0028455143328756094,
-0.04749705642461777,
-0.04043613374233246,
0.0844169557094574,
0.027087317779660225,
-0.026700850576162338,
-0.05186969414353371,
-0.025214632973074913,
-0.019501734524965286,
-0.1534847468137741,
0.03159860149025917,
-0.05852741748094559,
-0.029599977657198906,
-0.08698349446058273,
0.07865303754806519,
-0.04399574548006058,
-0.06156128644943237,
0.0035702104214578867,
-0.06318234652280807,
0.060728639364242554,
0.013941148295998573,
0.014232945628464222,
0.06428071856498718,
-3.7618512302238033e-34,
-0.0638047382235527,
-0.08534954488277435,
-0.02659885585308075,
0.02255047857761383,
-0.022716911509633064,
0.030968647450208664,
-0.01941959373652935,
0.04163789749145508,
-0.015037614852190018,
-0.031180039048194885,
-0.027661027386784554,
-0.08920654654502869,
0.03287188336253166,
-0.044560015201568604,
-0.03625016659498215,
0.04097672924399376,
0.005721030291169882,
0.03131822496652603,
0.011709497310221195,
0.07072754204273224,
-0.044047947973012924,
-0.023092789575457573,
-0.10046970099210739,
0.0637611448764801,
0.05260716378688812,
0.012685867957770824,
0.013401119038462639,
-0.07999632507562637,
-0.06988304108381271,
-0.003636558074504137,
-0.06756918877363205,
-0.016264714300632477,
-0.0894700288772583,
-0.015278810635209084,
-0.01579286716878414,
-0.0027529667131602764,
-0.014835702255368233,
-0.05938998609781265,
0.0020825809333473444,
0.03979644924402237,
0.0118537163361907,
0.06552319973707199,
-0.0799308568239212,
-0.044005557894706726,
-0.052041638642549515,
-0.029708722606301308,
0.014546751044690609,
0.008290543220937252,
-0.024065354838967323,
0.023920049890875816,
-0.007860397920012474,
0.009649132378399372,
0.016142617911100388,
0.02815103903412819,
-0.06355922669172287,
-0.010742498561739922,
-0.007561852224171162,
-0.004481296055018902,
0.02593359909951687,
0.027424169704318047,
-0.03296729177236557,
-0.02043289877474308,
0.06486321985721588,
0.008079661056399345,
-0.05195394158363342,
-0.16510337591171265,
0.05028064176440239,
0.0042367130517959595,
-0.13651199638843536,
0.0801200196146965,
0.05243217945098877,
0.04938693717122078,
-0.011539611034095287,
-0.0016258415998890996,
-0.04204215109348297,
-0.022035731002688408,
0.1289663463830948,
-0.03575415909290314,
-0.07907065749168396,
-0.05568474531173706,
0.07452677190303802,
0.032480694353580475,
0.00701046222820878,
0.013269761577248573,
0.06700901687145233,
0.07763666659593582,
0.019595958292484283,
0.09092869609594345,
0.026579784229397774,
0.035272013396024704,
-0.01923983544111252,
-0.02138909138739109,
0.023737696930766106,
0.02974076010286808,
-0.004247024189680815,
-3.7907781802459795e-8,
-0.09237755835056305,
-0.02013581618666649,
-0.078437440097332,
0.03688826039433479,
-0.03791330009698868,
0.012071347795426846,
0.041740477085113525,
0.08916716277599335,
-0.09297604858875275,
0.02280903235077858,
0.09385345131158829,
0.03385428339242935,
-0.043165575712919235,
-0.044776566326618195,
0.00043608705163933337,
-0.00098942790646106,
0.00044672071817331016,
-0.004064315464347601,
-0.010027148760855198,
0.015907838940620422,
0.12271548807621002,
0.016157718375325203,
-0.027356615290045738,
-0.0052324323914945126,
0.0368587002158165,
-0.07752563059329987,
-0.007314701564610004,
0.013477325439453125,
0.002459178678691387,
-0.10851310938596725,
0.004644403699785471,
0.027295101433992386,
-0.09485142678022385,
0.004709042143076658,
0.0437442921102047,
0.06451289355754852,
-0.02462528832256794,
0.022085413336753845,
-0.05948746204376221,
-0.03946336358785629,
0.013095919042825699,
0.05744453892111778,
-0.011693475767970085,
0.0018193911528214812,
0.10228391736745834,
0.03617969527840614,
0.08087129145860672,
-0.05393437296152115,
0.038565054535865784,
0.04469271004199982,
0.016339527443051338,
-0.022521736100316048,
0.03121747262775898,
0.013791628181934357,
0.025338005274534225,
0.03603820875287056,
-0.0624249130487442,
0.05842919275164604,
0.07609143853187561,
-0.029094863682985306,
0.03877502679824829,
0.018815068528056145,
-0.027531275525689125,
0.011175941675901413
] | null | null | null | null | null | null | null |
[
-0.029529089108109474,
-0.02074439451098442,
-0.04748361185193062,
0.10960057377815247,
0.06989551335573196,
0.025611907243728638,
0.04019153490662575,
0.03250113129615784,
0.02041850984096527,
-0.036361511796712875,
0.004536367952823639,
0.025725558400154114,
0.06455019116401672,
0.05781441181898117,
0.030464086681604385,
0.062008410692214966,
0.05662395805120468,
-0.020754432305693626,
-0.03946874290704727,
-0.04204465448856354,
-0.013584504835307598,
0.09200675040483475,
0.023365546017885208,
0.014926237985491753,
-0.025032859295606613,
0.031602490693330765,
0.002611218485981226,
-0.010790697298943996,
-0.0634017288684845,
0.0765451192855835,
0.02619863674044609,
0.13045436143875122,
0.042852066457271576,
0.014209779910743237,
-0.050372011959552765,
0.052542947232723236,
-0.002808536868542433,
0.06015096232295036,
-0.061904262751340866,
-0.04029187932610512,
-0.022914549335837364,
-0.054032567888498306,
0.004374210257083178,
0.050358764827251434,
0.053299430757761,
0.016216551885008812,
-0.10943577438592911,
0.036302633583545685,
0.011416496708989143,
0.019523633643984795,
-0.05272822082042694,
0.003079134039580822,
-0.01600896567106247,
0.08911482989788055,
-0.06645726412534714,
0.026439040899276733,
0.01557424757629633,
0.023958366364240646,
0.003925010096281767,
-0.07594802975654602,
-0.034675754606723785,
-0.10917402058839798,
0.03447245806455612,
-0.07089456170797348,
-0.04681174084544182,
-0.0446806363761425,
0.04750875383615494,
-0.0023368322290480137,
-0.019432229921221733,
0.0311772171407938,
0.03098030388355255,
0.1110864207148552,
0.005785981193184853,
0.09279303252696991,
-0.005646796431392431,
0.013510636053979397,
0.016915615648031235,
-0.05800708010792732,
0.022319085896015167,
0.006175195798277855,
-0.0872153714299202,
0.0024039491545408964,
0.034431006759405136,
0.0476144477725029,
0.03804563730955124,
-0.005457138177007437,
0.05017983540892601,
-0.0783189982175827,
-0.0397077240049839,
0.02863461524248123,
-0.0815376415848732,
-0.00878507737070322,
0.10510113090276718,
-0.10050712525844574,
-0.002415149472653866,
-0.050142932683229446,
-0.036715276539325714,
-0.04030982404947281,
0.03016773611307144,
0.07057668268680573,
-0.012029208242893219,
0.06604280322790146,
-0.006044888403266668,
-0.059245750308036804,
-0.03556211292743683,
0.0469386987388134,
-0.022047651931643486,
-0.022450095042586327,
0.09114429354667664,
-0.0655161514878273,
-0.052623141556978226,
-0.00013258482795208693,
-0.029451798647642136,
-0.029378598555922508,
0.06286247074604034,
-0.02448735386133194,
0.0831347405910492,
-0.03363749757409096,
0.0627378597855568,
0.05677798390388489,
0.06757780909538269,
0.0007379929884336889,
0.026695063337683678,
0.024658799171447754,
0.07677601277828217,
0.007177222054451704,
-0.015390057116746902,
1.4095296741057393e-33,
0.0231265090405941,
-0.04169071465730667,
-0.0065219951793551445,
0.09591208398342133,
-0.0492081493139267,
-0.03567506745457649,
-0.061372626572847366,
0.0022730606142431498,
-0.049618855118751526,
-0.09508825093507767,
-0.021277083083987236,
0.0948546901345253,
0.07265142351388931,
0.04844241589307785,
0.01838821731507778,
-0.05570443719625473,
0.009073875844478607,
0.04502548277378082,
-0.020392710343003273,
-0.03825974091887474,
-0.006233011372387409,
-0.0017708218656480312,
0.045698828995227814,
0.012974550016224384,
-0.12471690773963928,
-0.04326397925615311,
0.012189934961497784,
-0.07354147732257843,
-0.0028738928958773613,
-0.006120189558714628,
-0.0409233495593071,
-0.01947406493127346,
-0.013620938174426556,
0.05489201471209526,
-0.019144238904118538,
0.06595608592033386,
-0.08184848725795746,
-0.03409060463309288,
0.08776820451021194,
-0.017146551981568336,
-0.027948852628469467,
0.023236680775880814,
0.10707776993513107,
-0.039512332528829575,
-0.04216893017292023,
0.09900054335594177,
0.023377809673547745,
-0.037611059844493866,
0.04109414666891098,
0.00801548920571804,
0.1100573018193245,
-0.11380454152822495,
0.06277019530534744,
0.07928315550088882,
-0.013296488672494888,
-0.014957500621676445,
-0.03392915055155754,
-0.029316892847418785,
0.058125630021095276,
0.006072635296732187,
-0.018313175067305565,
-0.01237512193620205,
0.007307802326977253,
-0.028214694932103157,
-0.04347516968846321,
0.0018582926131784916,
0.07324795424938202,
0.05381815508008003,
-0.01970622129738331,
0.030373835936188698,
0.017077311873435974,
0.10346928983926773,
-0.0028455143328756094,
-0.04749705642461777,
-0.04043613374233246,
0.0844169557094574,
0.027087317779660225,
-0.026700850576162338,
-0.05186969414353371,
-0.025214632973074913,
-0.019501734524965286,
-0.1534847468137741,
0.03159860149025917,
-0.05852741748094559,
-0.029599977657198906,
-0.08698349446058273,
0.07865303754806519,
-0.04399574548006058,
-0.06156128644943237,
0.0035702104214578867,
-0.06318234652280807,
0.060728639364242554,
0.013941148295998573,
0.014232945628464222,
0.06428071856498718,
-3.7618512302238033e-34,
-0.0638047382235527,
-0.08534954488277435,
-0.02659885585308075,
0.02255047857761383,
-0.022716911509633064,
0.030968647450208664,
-0.01941959373652935,
0.04163789749145508,
-0.015037614852190018,
-0.031180039048194885,
-0.027661027386784554,
-0.08920654654502869,
0.03287188336253166,
-0.044560015201568604,
-0.03625016659498215,
0.04097672924399376,
0.005721030291169882,
0.03131822496652603,
0.011709497310221195,
0.07072754204273224,
-0.044047947973012924,
-0.023092789575457573,
-0.10046970099210739,
0.0637611448764801,
0.05260716378688812,
0.012685867957770824,
0.013401119038462639,
-0.07999632507562637,
-0.06988304108381271,
-0.003636558074504137,
-0.06756918877363205,
-0.016264714300632477,
-0.0894700288772583,
-0.015278810635209084,
-0.01579286716878414,
-0.0027529667131602764,
-0.014835702255368233,
-0.05938998609781265,
0.0020825809333473444,
0.03979644924402237,
0.0118537163361907,
0.06552319973707199,
-0.0799308568239212,
-0.044005557894706726,
-0.052041638642549515,
-0.029708722606301308,
0.014546751044690609,
0.008290543220937252,
-0.024065354838967323,
0.023920049890875816,
-0.007860397920012474,
0.009649132378399372,
0.016142617911100388,
0.02815103903412819,
-0.06355922669172287,
-0.010742498561739922,
-0.007561852224171162,
-0.004481296055018902,
0.02593359909951687,
0.027424169704318047,
-0.03296729177236557,
-0.02043289877474308,
0.06486321985721588,
0.008079661056399345,
-0.05195394158363342,
-0.16510337591171265,
0.05028064176440239,
0.0042367130517959595,
-0.13651199638843536,
0.0801200196146965,
0.05243217945098877,
0.04938693717122078,
-0.011539611034095287,
-0.0016258415998890996,
-0.04204215109348297,
-0.022035731002688408,
0.1289663463830948,
-0.03575415909290314,
-0.07907065749168396,
-0.05568474531173706,
0.07452677190303802,
0.032480694353580475,
0.00701046222820878,
0.013269761577248573,
0.06700901687145233,
0.07763666659593582,
0.019595958292484283,
0.09092869609594345,
0.026579784229397774,
0.035272013396024704,
-0.01923983544111252,
-0.02138909138739109,
0.023737696930766106,
0.02974076010286808,
-0.004247024189680815,
-3.7907781802459795e-8,
-0.09237755835056305,
-0.02013581618666649,
-0.078437440097332,
0.03688826039433479,
-0.03791330009698868,
0.012071347795426846,
0.041740477085113525,
0.08916716277599335,
-0.09297604858875275,
0.02280903235077858,
0.09385345131158829,
0.03385428339242935,
-0.043165575712919235,
-0.044776566326618195,
0.00043608705163933337,
-0.00098942790646106,
0.00044672071817331016,
-0.004064315464347601,
-0.010027148760855198,
0.015907838940620422,
0.12271548807621002,
0.016157718375325203,
-0.027356615290045738,
-0.0052324323914945126,
0.0368587002158165,
-0.07752563059329987,
-0.007314701564610004,
0.013477325439453125,
0.002459178678691387,
-0.10851310938596725,
0.004644403699785471,
0.027295101433992386,
-0.09485142678022385,
0.004709042143076658,
0.0437442921102047,
0.06451289355754852,
-0.02462528832256794,
0.022085413336753845,
-0.05948746204376221,
-0.03946336358785629,
0.013095919042825699,
0.05744453892111778,
-0.011693475767970085,
0.0018193911528214812,
0.10228391736745834,
0.03617969527840614,
0.08087129145860672,
-0.05393437296152115,
0.038565054535865784,
0.04469271004199982,
0.016339527443051338,
-0.022521736100316048,
0.03121747262775898,
0.013791628181934357,
0.025338005274534225,
0.03603820875287056,
-0.0624249130487442,
0.05842919275164604,
0.07609143853187561,
-0.029094863682985306,
0.03877502679824829,
0.018815068528056145,
-0.027531275525689125,
0.011175941675901413
] |
1401.5390
|
S.R.K. Branavan
|
S.R.K. Branavan, David Silver, Regina Barzilay
|
Learning to Win by Reading Manuals in a Monte-Carlo Framework
| null |
Journal Of Artificial Intelligence Research, Volume 43, pages
661-704, 2012
|
10.1613/jair.3484
| null |
cs.CL cs.AI cs.LG
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Domain knowledge is crucial for effective performance in autonomous control
systems. Typically, human effort is required to encode this knowledge into a
control algorithm. In this paper, we present an approach to language grounding
which automatically interprets text in the context of a complex control
application, such as a game, and uses domain knowledge extracted from the text
to improve control performance. Both text analysis and control strategies are
learned jointly using only a feedback signal inherent to the application. To
effectively leverage textual information, our method automatically extracts the
text segment most relevant to the current game state, and labels it with a
task-centric predicate structure. This labeled text is then used to bias an
action selection policy for the game, guiding it towards promising regions of
the action space. We encode our model for text analysis and game playing in a
multi-layer neural network, representing linguistic decisions via latent
variables in the hidden layers, and game action quality via the output layer.
Operating within the Monte-Carlo Search framework, we estimate model parameters
using feedback from simulated games. We apply our approach to the complex
strategy game Civilization II using the official game manual as the text guide.
Our results show that a linguistically-informed game-playing agent
significantly outperforms its language-unaware counterpart, yielding a 34%
absolute improvement and winning over 65% of games when playing against the
built-in AI of Civilization.
|
[
{
"created": "Sat, 18 Jan 2014 21:10:57 GMT",
"version": "v1"
}
] |
2014-01-22
|
[
[
"Branavan",
"S. R. K.",
""
],
[
"Silver",
"David",
""
],
[
"Barzilay",
"Regina",
""
]
] |
[
0.002674531890079379,
-0.04731820151209831,
-0.014318104833364487,
0.04596224054694176,
0.039992667734622955,
0.02681794762611389,
0.07652181386947632,
0.029939919710159302,
0.019680557772517204,
0.013361097313463688,
-0.0820460319519043,
-0.06156029552221298,
0.025637565180659294,
0.012286799028515816,
0.019735559821128845,
-0.007072639651596546,
0.12637752294540405,
0.04032002389431,
-0.021778393536806107,
-0.08033408969640732,
0.09307866543531418,
0.05628946051001549,
0.06818310916423798,
-0.02904217503964901,
-0.04024529829621315,
0.0034671102184802294,
-0.030879110097885132,
-0.01302027702331543,
-0.06980934739112854,
0.03742508217692375,
0.04526333138346672,
-0.005768923554569483,
0.05902770161628723,
-0.009827419184148312,
-0.05794994905591011,
0.10924834758043289,
-0.11882645636796951,
-0.05121021345257759,
-0.01331001054495573,
-0.08423224091529846,
-0.016672100871801376,
0.007960115559399128,
0.051350004971027374,
0.049965400248765945,
0.09237143397331238,
0.05363490805029869,
-0.08588964492082596,
-0.0020738793537020683,
0.004640196915715933,
0.04922427237033844,
-0.06252092123031616,
-0.0416632741689682,
0.07790055125951767,
-0.039368364959955215,
0.033563703298568726,
0.05861729755997658,
0.031409502029418945,
0.046478062868118286,
0.02093043550848961,
-0.02612294629216194,
-0.004326857626438141,
-0.1108030155301094,
-0.023540956899523735,
-0.0360734649002552,
-0.01982315070927143,
-0.04294328764081001,
0.04076004773378372,
0.002303412416949868,
-0.06654764711856842,
-0.012983016669750214,
0.033457402139902115,
0.06787951290607452,
0.02071194164454937,
0.013293581083416939,
-0.011662115342915058,
0.04469514638185501,
-0.03845769166946411,
-0.08667657524347305,
-0.0017866615671664476,
-0.08504949510097504,
0.02630099281668663,
0.004822054877877235,
0.024587905034422874,
0.11320973932743073,
0.07431916892528534,
-0.011497764848172665,
0.007720064837485552,
0.02840348146855831,
0.09919039905071259,
0.041242342442274094,
-0.09369872510433197,
-0.0554022490978241,
0.11729635298252106,
0.027605893090367317,
0.02957131341099739,
0.09001307934522629,
-0.067021444439888,
-0.09067235141992569,
-0.04445919394493103,
0.06742355227470398,
0.0036710172425955534,
0.06982337683439255,
0.012695221230387688,
-0.03029879555106163,
0.0008025721763260663,
0.06299278885126114,
0.032427165657281876,
0.053014662116765976,
-0.03262503072619438,
-0.0802256241440773,
-0.027994893491268158,
-0.02034110575914383,
-0.013757274486124516,
-0.00667420681566,
0.06985514611005783,
-0.006806422024965286,
0.08292655646800995,
0.0015198688488453627,
-0.08218665421009064,
0.07775276154279709,
-0.011930831708014011,
0.005573993548750877,
0.03727582469582558,
0.011975619941949844,
0.06901732087135315,
-0.0055052489042282104,
0.022180946543812752,
-2.9373265695316782e-33,
0.008725445717573166,
0.0051650069653987885,
0.08060014992952347,
0.09684029221534729,
0.012327469885349274,
-0.027469314634799957,
0.046929579228162766,
-0.04018639773130417,
-0.023256896063685417,
0.016329387202858925,
-0.02340867556631565,
0.03944311663508415,
-0.07316956669092178,
0.0338575541973114,
0.0749560222029686,
0.03134000673890114,
-0.023951411247253418,
0.01771995611488819,
0.025020286440849304,
-0.012602733448147774,
0.06819001585245132,
0.03723115846514702,
0.009749636985361576,
-0.09895382076501846,
0.05749320611357689,
0.0029968286398798227,
0.0028356860857456923,
-0.07412843406200409,
-0.01952333003282547,
-0.02519594132900238,
-0.1127745658159256,
-0.04776867851614952,
0.04241084307432175,
0.04616743326187134,
0.07859031856060028,
-0.007481730077415705,
-0.05349043011665344,
-0.018620029091835022,
-0.049136918038129807,
0.07266392558813095,
-0.014018861576914787,
-0.012145213782787323,
0.030239395797252655,
-0.009461167268455029,
-0.09363659471273422,
-0.0940694585442543,
-0.026866566389799118,
-0.03658832982182503,
-0.028961751610040665,
0.01800921931862831,
0.04949169233441353,
0.038760941475629807,
0.09703489392995834,
-0.031784068793058395,
0.005463926587253809,
0.0008895997307263315,
0.05551599711179733,
0.02188870497047901,
-0.007177938707172871,
0.03810534626245499,
0.0073895761743187904,
-0.040712546557188034,
0.007374760694801807,
0.0846073105931282,
0.0143645741045475,
0.08589551597833633,
-0.015362294390797615,
0.06652719527482986,
0.03923696279525757,
-0.0705401599407196,
0.0008872149628587067,
0.04124939441680908,
0.020711012184619904,
-0.017184307798743248,
0.07595294713973999,
0.035749658942222595,
-0.004978775046765804,
-0.1299695521593094,
-0.003522424725815654,
-0.021723447367548943,
-0.027870269492268562,
-0.0937981829047203,
-0.06281604617834091,
-0.019575374200940132,
-0.028185170143842697,
-0.009076091460883617,
0.055671706795692444,
-0.08400732278823853,
0.030613243579864502,
-0.023922067135572433,
-0.114606574177742,
-0.06100426986813545,
-0.055004533380270004,
-0.0010182688711211085,
0.06128048524260521,
2.491063547224436e-33,
-0.04849366843700409,
-0.07360253483057022,
-0.038534291088581085,
0.026016712188720703,
-0.012742782011628151,
-0.029168734326958656,
-0.04543907940387726,
0.008346697315573692,
0.04681605100631714,
-0.06028512865304947,
-0.09844037145376205,
0.033966049551963806,
0.033733922988176346,
0.008463435806334019,
0.015771575272083282,
-0.016236132010817528,
0.004064216278493404,
0.019880643114447594,
0.06296669691801071,
0.05440818890929222,
-0.029859596863389015,
0.03369671106338501,
-0.11279544979333878,
0.010898707434535027,
-0.02707447111606598,
0.022025123238563538,
0.016418546438217163,
0.02014636993408203,
0.03490824997425079,
0.03894856572151184,
-0.024295102804899216,
0.0013355542905628681,
-0.004853503778576851,
0.044111743569374084,
-0.06755524128675461,
0.02633458934724331,
0.08179093152284622,
-0.032040540128946304,
-0.10109204798936844,
0.014460344798862934,
0.05058257654309273,
-0.06908704340457916,
-0.1267949640750885,
0.004380539990961552,
-0.02792985737323761,
0.0670676901936531,
-0.044740889221429825,
0.02208232879638672,
-0.014726519584655762,
0.06590968370437622,
-0.000039524595194961876,
0.01103554293513298,
-0.06822119653224945,
-0.020482037216424942,
-0.06394209712743759,
-0.10613049566745758,
-0.01453378051519394,
0.025476893410086632,
0.05947449430823326,
-0.02255985140800476,
-0.012734093703329563,
0.04253483563661575,
-0.00927474070340395,
-0.015357155352830887,
0.034355755895376205,
-0.01079763937741518,
-0.007392281200736761,
0.038833219558000565,
0.0634952113032341,
-0.06831058114767075,
0.007820089347660542,
0.023270681500434875,
-0.03777311369776726,
0.00930283684283495,
-0.009471969678997993,
0.026355771347880363,
0.008027125149965286,
0.00960449781268835,
0.002201804192736745,
0.012750069610774517,
0.08998113870620728,
0.022623736411333084,
0.06275306642055511,
0.03125123679637909,
0.05885733664035797,
0.10227247327566147,
-0.04381055012345314,
0.06547509878873825,
-0.027210986241698265,
0.010509134270250797,
0.03183992579579353,
0.038258545100688934,
0.0016404780326411128,
0.026797719299793243,
-0.12160512804985046,
-4.0017230418243344e-8,
-0.05870135873556137,
0.09126993268728256,
0.029518522322177887,
-0.0007138960063457489,
0.000895197968930006,
-0.010340667329728603,
-0.01931740529835224,
0.01551872305572033,
-0.02967609465122223,
-0.021579159423708916,
0.056869763880968094,
0.03885357081890106,
0.011361729353666306,
-0.12487684935331345,
-0.02870057336986065,
0.02095312625169754,
0.026252305135130882,
-0.006488184444606304,
-0.02286994643509388,
0.03703874722123146,
0.08470373600721359,
0.05004041641950607,
-0.03994670510292053,
-0.06604892015457153,
-0.009045998565852642,
-0.06760376691818237,
-0.07462742924690247,
0.04293053224682808,
0.05471725016832352,
0.023671114817261696,
0.11278872936964035,
-0.014101703651249409,
-0.02450970932841301,
0.009691278450191021,
0.055740851908922195,
0.054274290800094604,
0.08685503900051117,
-0.08291789889335632,
0.05356265604496002,
-0.03360651433467865,
-0.04114693030714989,
0.057735711336135864,
-0.023778583854436874,
-0.02744254842400551,
0.003912812564522028,
0.03822033479809761,
-0.05158129706978798,
-0.1522887796163559,
0.09671999514102936,
-0.07151100039482117,
-0.0230107344686985,
0.003403186798095703,
-0.05536919832229614,
0.055419452488422394,
0.06710292398929596,
0.04327709227800369,
0.009817603044211864,
0.0013709110207855701,
0.01873139478266239,
0.047968123108148575,
-0.046205051243305206,
0.002198397647589445,
-0.06642463058233261,
0.021320447325706482
] | null | null | null | null | null | null | null |
[
0.002674531890079379,
-0.04731820151209831,
-0.014318104833364487,
0.04596224054694176,
0.039992667734622955,
0.02681794762611389,
0.07652181386947632,
0.029939919710159302,
0.019680557772517204,
0.013361097313463688,
-0.0820460319519043,
-0.06156029552221298,
0.025637565180659294,
0.012286799028515816,
0.019735559821128845,
-0.007072639651596546,
0.12637752294540405,
0.04032002389431,
-0.021778393536806107,
-0.08033408969640732,
0.09307866543531418,
0.05628946051001549,
0.06818310916423798,
-0.02904217503964901,
-0.04024529829621315,
0.0034671102184802294,
-0.030879110097885132,
-0.01302027702331543,
-0.06980934739112854,
0.03742508217692375,
0.04526333138346672,
-0.005768923554569483,
0.05902770161628723,
-0.009827419184148312,
-0.05794994905591011,
0.10924834758043289,
-0.11882645636796951,
-0.05121021345257759,
-0.01331001054495573,
-0.08423224091529846,
-0.016672100871801376,
0.007960115559399128,
0.051350004971027374,
0.049965400248765945,
0.09237143397331238,
0.05363490805029869,
-0.08588964492082596,
-0.0020738793537020683,
0.004640196915715933,
0.04922427237033844,
-0.06252092123031616,
-0.0416632741689682,
0.07790055125951767,
-0.039368364959955215,
0.033563703298568726,
0.05861729755997658,
0.031409502029418945,
0.046478062868118286,
0.02093043550848961,
-0.02612294629216194,
-0.004326857626438141,
-0.1108030155301094,
-0.023540956899523735,
-0.0360734649002552,
-0.01982315070927143,
-0.04294328764081001,
0.04076004773378372,
0.002303412416949868,
-0.06654764711856842,
-0.012983016669750214,
0.033457402139902115,
0.06787951290607452,
0.02071194164454937,
0.013293581083416939,
-0.011662115342915058,
0.04469514638185501,
-0.03845769166946411,
-0.08667657524347305,
-0.0017866615671664476,
-0.08504949510097504,
0.02630099281668663,
0.004822054877877235,
0.024587905034422874,
0.11320973932743073,
0.07431916892528534,
-0.011497764848172665,
0.007720064837485552,
0.02840348146855831,
0.09919039905071259,
0.041242342442274094,
-0.09369872510433197,
-0.0554022490978241,
0.11729635298252106,
0.027605893090367317,
0.02957131341099739,
0.09001307934522629,
-0.067021444439888,
-0.09067235141992569,
-0.04445919394493103,
0.06742355227470398,
0.0036710172425955534,
0.06982337683439255,
0.012695221230387688,
-0.03029879555106163,
0.0008025721763260663,
0.06299278885126114,
0.032427165657281876,
0.053014662116765976,
-0.03262503072619438,
-0.0802256241440773,
-0.027994893491268158,
-0.02034110575914383,
-0.013757274486124516,
-0.00667420681566,
0.06985514611005783,
-0.006806422024965286,
0.08292655646800995,
0.0015198688488453627,
-0.08218665421009064,
0.07775276154279709,
-0.011930831708014011,
0.005573993548750877,
0.03727582469582558,
0.011975619941949844,
0.06901732087135315,
-0.0055052489042282104,
0.022180946543812752,
-2.9373265695316782e-33,
0.008725445717573166,
0.0051650069653987885,
0.08060014992952347,
0.09684029221534729,
0.012327469885349274,
-0.027469314634799957,
0.046929579228162766,
-0.04018639773130417,
-0.023256896063685417,
0.016329387202858925,
-0.02340867556631565,
0.03944311663508415,
-0.07316956669092178,
0.0338575541973114,
0.0749560222029686,
0.03134000673890114,
-0.023951411247253418,
0.01771995611488819,
0.025020286440849304,
-0.012602733448147774,
0.06819001585245132,
0.03723115846514702,
0.009749636985361576,
-0.09895382076501846,
0.05749320611357689,
0.0029968286398798227,
0.0028356860857456923,
-0.07412843406200409,
-0.01952333003282547,
-0.02519594132900238,
-0.1127745658159256,
-0.04776867851614952,
0.04241084307432175,
0.04616743326187134,
0.07859031856060028,
-0.007481730077415705,
-0.05349043011665344,
-0.018620029091835022,
-0.049136918038129807,
0.07266392558813095,
-0.014018861576914787,
-0.012145213782787323,
0.030239395797252655,
-0.009461167268455029,
-0.09363659471273422,
-0.0940694585442543,
-0.026866566389799118,
-0.03658832982182503,
-0.028961751610040665,
0.01800921931862831,
0.04949169233441353,
0.038760941475629807,
0.09703489392995834,
-0.031784068793058395,
0.005463926587253809,
0.0008895997307263315,
0.05551599711179733,
0.02188870497047901,
-0.007177938707172871,
0.03810534626245499,
0.0073895761743187904,
-0.040712546557188034,
0.007374760694801807,
0.0846073105931282,
0.0143645741045475,
0.08589551597833633,
-0.015362294390797615,
0.06652719527482986,
0.03923696279525757,
-0.0705401599407196,
0.0008872149628587067,
0.04124939441680908,
0.020711012184619904,
-0.017184307798743248,
0.07595294713973999,
0.035749658942222595,
-0.004978775046765804,
-0.1299695521593094,
-0.003522424725815654,
-0.021723447367548943,
-0.027870269492268562,
-0.0937981829047203,
-0.06281604617834091,
-0.019575374200940132,
-0.028185170143842697,
-0.009076091460883617,
0.055671706795692444,
-0.08400732278823853,
0.030613243579864502,
-0.023922067135572433,
-0.114606574177742,
-0.06100426986813545,
-0.055004533380270004,
-0.0010182688711211085,
0.06128048524260521,
2.491063547224436e-33,
-0.04849366843700409,
-0.07360253483057022,
-0.038534291088581085,
0.026016712188720703,
-0.012742782011628151,
-0.029168734326958656,
-0.04543907940387726,
0.008346697315573692,
0.04681605100631714,
-0.06028512865304947,
-0.09844037145376205,
0.033966049551963806,
0.033733922988176346,
0.008463435806334019,
0.015771575272083282,
-0.016236132010817528,
0.004064216278493404,
0.019880643114447594,
0.06296669691801071,
0.05440818890929222,
-0.029859596863389015,
0.03369671106338501,
-0.11279544979333878,
0.010898707434535027,
-0.02707447111606598,
0.022025123238563538,
0.016418546438217163,
0.02014636993408203,
0.03490824997425079,
0.03894856572151184,
-0.024295102804899216,
0.0013355542905628681,
-0.004853503778576851,
0.044111743569374084,
-0.06755524128675461,
0.02633458934724331,
0.08179093152284622,
-0.032040540128946304,
-0.10109204798936844,
0.014460344798862934,
0.05058257654309273,
-0.06908704340457916,
-0.1267949640750885,
0.004380539990961552,
-0.02792985737323761,
0.0670676901936531,
-0.044740889221429825,
0.02208232879638672,
-0.014726519584655762,
0.06590968370437622,
-0.000039524595194961876,
0.01103554293513298,
-0.06822119653224945,
-0.020482037216424942,
-0.06394209712743759,
-0.10613049566745758,
-0.01453378051519394,
0.025476893410086632,
0.05947449430823326,
-0.02255985140800476,
-0.012734093703329563,
0.04253483563661575,
-0.00927474070340395,
-0.015357155352830887,
0.034355755895376205,
-0.01079763937741518,
-0.007392281200736761,
0.038833219558000565,
0.0634952113032341,
-0.06831058114767075,
0.007820089347660542,
0.023270681500434875,
-0.03777311369776726,
0.00930283684283495,
-0.009471969678997993,
0.026355771347880363,
0.008027125149965286,
0.00960449781268835,
0.002201804192736745,
0.012750069610774517,
0.08998113870620728,
0.022623736411333084,
0.06275306642055511,
0.03125123679637909,
0.05885733664035797,
0.10227247327566147,
-0.04381055012345314,
0.06547509878873825,
-0.027210986241698265,
0.010509134270250797,
0.03183992579579353,
0.038258545100688934,
0.0016404780326411128,
0.026797719299793243,
-0.12160512804985046,
-4.0017230418243344e-8,
-0.05870135873556137,
0.09126993268728256,
0.029518522322177887,
-0.0007138960063457489,
0.000895197968930006,
-0.010340667329728603,
-0.01931740529835224,
0.01551872305572033,
-0.02967609465122223,
-0.021579159423708916,
0.056869763880968094,
0.03885357081890106,
0.011361729353666306,
-0.12487684935331345,
-0.02870057336986065,
0.02095312625169754,
0.026252305135130882,
-0.006488184444606304,
-0.02286994643509388,
0.03703874722123146,
0.08470373600721359,
0.05004041641950607,
-0.03994670510292053,
-0.06604892015457153,
-0.009045998565852642,
-0.06760376691818237,
-0.07462742924690247,
0.04293053224682808,
0.05471725016832352,
0.023671114817261696,
0.11278872936964035,
-0.014101703651249409,
-0.02450970932841301,
0.009691278450191021,
0.055740851908922195,
0.054274290800094604,
0.08685503900051117,
-0.08291789889335632,
0.05356265604496002,
-0.03360651433467865,
-0.04114693030714989,
0.057735711336135864,
-0.023778583854436874,
-0.02744254842400551,
0.003912812564522028,
0.03822033479809761,
-0.05158129706978798,
-0.1522887796163559,
0.09671999514102936,
-0.07151100039482117,
-0.0230107344686985,
0.003403186798095703,
-0.05536919832229614,
0.055419452488422394,
0.06710292398929596,
0.04327709227800369,
0.009817603044211864,
0.0013709110207855701,
0.01873139478266239,
0.047968123108148575,
-0.046205051243305206,
0.002198397647589445,
-0.06642463058233261,
0.021320447325706482
] |
1401.5391
|
Dominic Orchard
|
Dominic Orchard, Tomas Petricek, Alan Mycroft
|
The semantic marriage of monads and effects
|
extended abstract
| null | null | null |
cs.PL
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Wadler and Thiemann unified type-and-effect systems with monadic semantics
via a syntactic correspondence and soundness results with respect to an
operational semantics. They conjecture that a general, "coherent" denotational
semantics can be given to unify effect systems with a monadic-style semantics.
We provide such a semantics based on the novel structure of an indexed monad,
which we introduce. We redefine the semantics of Moggi's computational
lambda-calculus in terms of (strong) indexed monads which gives a one-to-one
correspondence between indices of the denotations and the effect annotations of
traditional effect systems. Dually, this approach yields indexed comonads which
gives a unified semantics and effect system to contextual notions of effect
(called coeffects), which we have previously described.
|
[
{
"created": "Tue, 21 Jan 2014 17:23:45 GMT",
"version": "v1"
}
] |
2014-01-22
|
[
[
"Orchard",
"Dominic",
""
],
[
"Petricek",
"Tomas",
""
],
[
"Mycroft",
"Alan",
""
]
] |
[
-0.03306984156370163,
-0.06887231767177582,
0.04565514996647835,
-0.022978417575359344,
-0.04577293619513512,
0.010939576663076878,
0.04434917867183685,
0.011671677231788635,
-0.008251417428255081,
-0.07347296923398972,
-0.07704748213291168,
-0.08116522431373596,
-0.024364259093999863,
0.005851574707776308,
0.02014119178056717,
0.054673757404088974,
0.07031869143247604,
0.05830920487642288,
-0.019200624898076057,
-0.007338777184486389,
0.07515741884708405,
0.08239378780126572,
-0.08029098808765411,
0.02137092500925064,
-0.047686655074357986,
0.03812873736023903,
-0.08535236120223999,
-0.03549589216709137,
0.04925897717475891,
0.036154668778181076,
-0.05384300276637077,
0.11682380735874176,
-0.02183668315410614,
-0.006444093771278858,
-0.04961451515555382,
0.06757836043834686,
0.04792577400803566,
-0.0114787258207798,
0.001815131981857121,
-0.055151764303445816,
-0.038467176258563995,
0.10858939588069916,
0.05141797289252281,
0.027752362191677094,
0.059427615255117416,
-0.04476553574204445,
0.03359491378068924,
-0.00917187798768282,
-0.06370186805725098,
-0.007385909557342529,
-0.08586917072534561,
-0.04269542172551155,
0.02702360227704048,
-0.003900720737874508,
0.035606082528829575,
-0.012238786555826664,
0.029960274696350098,
-0.028373291715979576,
0.011040092445909977,
-0.10140002518892288,
-0.05829397588968277,
-0.015734616667032242,
0.024186041206121445,
0.019669534638524055,
-0.004236891865730286,
0.012532857246696949,
0.024365099146962166,
0.04177585989236832,
0.03803215175867081,
-0.028162971138954163,
-0.03996794670820236,
-0.008964150212705135,
-0.0355859138071537,
-0.04215625673532486,
-0.03616379573941231,
-0.004700923338532448,
0.08325622975826263,
-0.010163895785808563,
0.0536712221801281,
0.0078481025993824,
0.014374474063515663,
-0.08323141932487488,
0.08293262869119644,
0.021402088925242424,
0.022522959858179092,
0.0019115750910714269,
0.012806200422346592,
-0.04799230396747589,
0.028977153822779655,
0.08309684693813324,
-0.07652550935745239,
-0.1191149577498436,
0.06924828141927719,
0.042308203876018524,
0.0730094462633133,
-0.028179701417684555,
-0.043963007628917694,
-0.00700580095872283,
0.027001913636922836,
0.16027061641216278,
-0.018331116065382957,
0.05669109523296356,
-0.07040958851575851,
0.01986689679324627,
-0.02320145256817341,
-0.020683933049440384,
-0.024234170094132423,
0.04016454890370369,
-0.03947156295180321,
-0.04484596848487854,
-0.022165805101394653,
-0.0512319877743721,
0.06329808384180069,
-0.05653304234147072,
-0.04271166771650314,
-0.013747818768024445,
-0.0013873978750780225,
-0.02623438648879528,
0.12528017163276672,
-0.03377590700984001,
0.08522969484329224,
-0.009960644878447056,
-0.005249639507383108,
0.048500608652830124,
0.055863019078969955,
0.008990168571472168,
-0.018084991723299026,
-2.292257697799632e-33,
0.046133853495121,
-0.05946046859025955,
0.10368698835372925,
0.032875336706638336,
0.10763268172740936,
-0.08458776026964188,
0.05105934664607048,
-0.06084490939974785,
-0.045376311987638474,
-0.012428575195372105,
0.10113067179918289,
0.06638915091753006,
-0.07293420284986496,
0.05028586834669113,
0.03714712709188461,
-0.00437090452760458,
0.003898774506524205,
0.02477087639272213,
-0.05289154872298241,
-0.04642878472805023,
0.02072295732796192,
0.1218990758061409,
-0.06020485237240791,
0.015105031430721283,
-0.006810369435697794,
-0.018302924931049347,
0.030741337686777115,
0.022962260991334915,
-0.010376312769949436,
0.019955523312091827,
-0.06452306360006332,
-0.024935083463788033,
0.0501466728746891,
0.017731215804815292,
-0.014630110003054142,
-0.045736104249954224,
-0.06483063101768494,
-0.03728378936648369,
0.06132140010595322,
-0.018333079293370247,
-0.037561193108558655,
0.021181508898735046,
-0.05286917835474014,
-0.016238609328866005,
-0.042709823697805405,
-0.007618114352226257,
-0.024277864024043083,
0.11380241066217422,
0.005219781305640936,
-0.04146599769592285,
0.043778687715530396,
0.031823620200157166,
0.021377919241786003,
-0.03992016613483429,
0.039786115288734436,
0.011118091642856598,
-0.046202193945646286,
0.04798722639679909,
0.00037990088458172977,
0.044272731989622116,
-0.0314425528049469,
0.009017085656523705,
0.09102163463830948,
-0.02888038195669651,
-0.005225842818617821,
0.03224568068981171,
-0.058500804007053375,
-0.050190459936857224,
0.10176855325698853,
0.03416033089160919,
-0.08131466060876846,
0.05392482131719589,
-0.046877387911081314,
-0.03359850123524666,
0.0760817900300026,
-0.08409933745861053,
-0.03016994521021843,
-0.11569394171237946,
-0.02431611344218254,
0.04670599475502968,
-0.03934697434306145,
-0.024874970316886902,
0.0027697430923581123,
0.05447651445865631,
-0.011941199190914631,
-0.030172988772392273,
-0.08450954407453537,
-0.02481931634247303,
-0.0014374814927577972,
-0.15250836312770844,
-0.08196953684091568,
0.015906060114502907,
0.016480986028909683,
-0.06071656197309494,
0.028685064986348152,
-1.7404554865977028e-33,
-0.1203046515583992,
-0.00407176511362195,
-0.10058341920375824,
-0.012772972695529461,
-0.09812198579311371,
-0.017461860552430153,
-0.006795363966375589,
0.005651143845170736,
0.0338570661842823,
0.01830918714404106,
-0.021443435922265053,
0.06043975427746773,
-0.04043620824813843,
0.013739255256950855,
-0.05667570233345032,
-0.037494346499443054,
0.017329273745417595,
-0.053288932889699936,
-0.018708517774939537,
0.027854768559336662,
0.0646187961101532,
0.0510154590010643,
-0.016868190839886665,
-0.01165411900728941,
-0.006088541354984045,
0.04220832139253616,
-0.03804593160748482,
0.06526727229356766,
0.027222702279686928,
-0.02939671464264393,
-0.0786065012216568,
-0.06102279946208,
0.027102451771497726,
0.004166305996477604,
-0.012886686250567436,
0.012838741764426231,
0.04413340613245964,
0.0006414594827219844,
-0.07440025359392166,
-0.012942733243107796,
-0.02675275318324566,
-0.07306061685085297,
0.013515080325305462,
0.03210482746362686,
0.01061318814754486,
0.018147896975278854,
-0.09976399689912796,
0.06065816059708595,
0.026929687708616257,
-0.08173210918903351,
-0.0027180209290236235,
-0.019282959401607513,
-0.0058127716183662415,
-0.0012088861549273133,
-0.03868238627910614,
-0.09337861835956573,
0.052686531096696854,
-0.10771198570728302,
-0.012183093465864658,
0.04152083396911621,
-0.042097222059965134,
-0.06463246792554855,
-0.025358743965625763,
0.008962787687778473,
-0.010868960991501808,
-0.016945218667387962,
-0.07074782252311707,
-0.11795786023139954,
0.061866529285907745,
-0.0759713426232338,
0.014292906038463116,
0.07582878321409225,
-0.03491060435771942,
-0.018702220171689987,
0.010621561668813229,
-0.03600257635116577,
0.014503790996968746,
-0.06384336948394775,
-0.0045712050050497055,
-0.014683070592582226,
-0.012551512569189072,
-0.02828938327729702,
0.15302526950836182,
-0.006925575900822878,
0.012540155090391636,
-0.0013062251964583993,
0.02375461533665657,
0.06196832284331322,
0.04773206636309624,
0.0834793969988823,
-0.0899021252989769,
-0.00236687483265996,
0.04335889220237732,
0.02687658742070198,
-0.05589253827929497,
-4.367183947806552e-8,
0.0034082962665706873,
0.08000823855400085,
-0.055482812225818634,
0.03603091835975647,
-0.05743936449289322,
0.00814659520983696,
-0.05555962771177292,
-0.00690553430467844,
-0.07006778568029404,
-0.01574242115020752,
0.016775084659457207,
0.1049380898475647,
0.046116117388010025,
-0.0016620771493762732,
0.05781247839331627,
0.043062739074230194,
0.0674893781542778,
-0.03178054839372635,
-0.04849829897284508,
0.003580427495762706,
0.03136831521987915,
0.051445960998535156,
-0.019183587282896042,
0.00929747149348259,
0.03211584314703941,
-0.041008614003658295,
0.015722308307886124,
0.07693471759557724,
0.03032226301729679,
0.08865595608949661,
-0.028614874929189682,
0.054780375212430954,
-0.020918425172567368,
-0.03213563188910484,
-0.0415637232363224,
-0.0020741731859743595,
-0.06365232914686203,
-0.09723693877458572,
0.018275661394000053,
-0.015599368140101433,
0.0010191736510023475,
0.009322414174675941,
-0.01693473383784294,
0.06801219284534454,
0.09755635261535645,
0.011324805207550526,
0.05299387127161026,
-0.03854009509086609,
0.00399812264367938,
0.11823014169931412,
0.02787911146879196,
0.06488776206970215,
-0.04430307075381279,
0.07218245416879654,
-0.01708386465907097,
0.06438129395246506,
-0.03636693209409714,
-0.019997572526335716,
-0.05526486411690712,
0.03889781981706619,
0.01808212511241436,
0.029645198956131935,
0.06590928137302399,
-0.05526045709848404
] | null | null | null | null | null | null | null |
[
-0.03306984156370163,
-0.06887231767177582,
0.04565514996647835,
-0.022978417575359344,
-0.04577293619513512,
0.010939576663076878,
0.04434917867183685,
0.011671677231788635,
-0.008251417428255081,
-0.07347296923398972,
-0.07704748213291168,
-0.08116522431373596,
-0.024364259093999863,
0.005851574707776308,
0.02014119178056717,
0.054673757404088974,
0.07031869143247604,
0.05830920487642288,
-0.019200624898076057,
-0.007338777184486389,
0.07515741884708405,
0.08239378780126572,
-0.08029098808765411,
0.02137092500925064,
-0.047686655074357986,
0.03812873736023903,
-0.08535236120223999,
-0.03549589216709137,
0.04925897717475891,
0.036154668778181076,
-0.05384300276637077,
0.11682380735874176,
-0.02183668315410614,
-0.006444093771278858,
-0.04961451515555382,
0.06757836043834686,
0.04792577400803566,
-0.0114787258207798,
0.001815131981857121,
-0.055151764303445816,
-0.038467176258563995,
0.10858939588069916,
0.05141797289252281,
0.027752362191677094,
0.059427615255117416,
-0.04476553574204445,
0.03359491378068924,
-0.00917187798768282,
-0.06370186805725098,
-0.007385909557342529,
-0.08586917072534561,
-0.04269542172551155,
0.02702360227704048,
-0.003900720737874508,
0.035606082528829575,
-0.012238786555826664,
0.029960274696350098,
-0.028373291715979576,
0.011040092445909977,
-0.10140002518892288,
-0.05829397588968277,
-0.015734616667032242,
0.024186041206121445,
0.019669534638524055,
-0.004236891865730286,
0.012532857246696949,
0.024365099146962166,
0.04177585989236832,
0.03803215175867081,
-0.028162971138954163,
-0.03996794670820236,
-0.008964150212705135,
-0.0355859138071537,
-0.04215625673532486,
-0.03616379573941231,
-0.004700923338532448,
0.08325622975826263,
-0.010163895785808563,
0.0536712221801281,
0.0078481025993824,
0.014374474063515663,
-0.08323141932487488,
0.08293262869119644,
0.021402088925242424,
0.022522959858179092,
0.0019115750910714269,
0.012806200422346592,
-0.04799230396747589,
0.028977153822779655,
0.08309684693813324,
-0.07652550935745239,
-0.1191149577498436,
0.06924828141927719,
0.042308203876018524,
0.0730094462633133,
-0.028179701417684555,
-0.043963007628917694,
-0.00700580095872283,
0.027001913636922836,
0.16027061641216278,
-0.018331116065382957,
0.05669109523296356,
-0.07040958851575851,
0.01986689679324627,
-0.02320145256817341,
-0.020683933049440384,
-0.024234170094132423,
0.04016454890370369,
-0.03947156295180321,
-0.04484596848487854,
-0.022165805101394653,
-0.0512319877743721,
0.06329808384180069,
-0.05653304234147072,
-0.04271166771650314,
-0.013747818768024445,
-0.0013873978750780225,
-0.02623438648879528,
0.12528017163276672,
-0.03377590700984001,
0.08522969484329224,
-0.009960644878447056,
-0.005249639507383108,
0.048500608652830124,
0.055863019078969955,
0.008990168571472168,
-0.018084991723299026,
-2.292257697799632e-33,
0.046133853495121,
-0.05946046859025955,
0.10368698835372925,
0.032875336706638336,
0.10763268172740936,
-0.08458776026964188,
0.05105934664607048,
-0.06084490939974785,
-0.045376311987638474,
-0.012428575195372105,
0.10113067179918289,
0.06638915091753006,
-0.07293420284986496,
0.05028586834669113,
0.03714712709188461,
-0.00437090452760458,
0.003898774506524205,
0.02477087639272213,
-0.05289154872298241,
-0.04642878472805023,
0.02072295732796192,
0.1218990758061409,
-0.06020485237240791,
0.015105031430721283,
-0.006810369435697794,
-0.018302924931049347,
0.030741337686777115,
0.022962260991334915,
-0.010376312769949436,
0.019955523312091827,
-0.06452306360006332,
-0.024935083463788033,
0.0501466728746891,
0.017731215804815292,
-0.014630110003054142,
-0.045736104249954224,
-0.06483063101768494,
-0.03728378936648369,
0.06132140010595322,
-0.018333079293370247,
-0.037561193108558655,
0.021181508898735046,
-0.05286917835474014,
-0.016238609328866005,
-0.042709823697805405,
-0.007618114352226257,
-0.024277864024043083,
0.11380241066217422,
0.005219781305640936,
-0.04146599769592285,
0.043778687715530396,
0.031823620200157166,
0.021377919241786003,
-0.03992016613483429,
0.039786115288734436,
0.011118091642856598,
-0.046202193945646286,
0.04798722639679909,
0.00037990088458172977,
0.044272731989622116,
-0.0314425528049469,
0.009017085656523705,
0.09102163463830948,
-0.02888038195669651,
-0.005225842818617821,
0.03224568068981171,
-0.058500804007053375,
-0.050190459936857224,
0.10176855325698853,
0.03416033089160919,
-0.08131466060876846,
0.05392482131719589,
-0.046877387911081314,
-0.03359850123524666,
0.0760817900300026,
-0.08409933745861053,
-0.03016994521021843,
-0.11569394171237946,
-0.02431611344218254,
0.04670599475502968,
-0.03934697434306145,
-0.024874970316886902,
0.0027697430923581123,
0.05447651445865631,
-0.011941199190914631,
-0.030172988772392273,
-0.08450954407453537,
-0.02481931634247303,
-0.0014374814927577972,
-0.15250836312770844,
-0.08196953684091568,
0.015906060114502907,
0.016480986028909683,
-0.06071656197309494,
0.028685064986348152,
-1.7404554865977028e-33,
-0.1203046515583992,
-0.00407176511362195,
-0.10058341920375824,
-0.012772972695529461,
-0.09812198579311371,
-0.017461860552430153,
-0.006795363966375589,
0.005651143845170736,
0.0338570661842823,
0.01830918714404106,
-0.021443435922265053,
0.06043975427746773,
-0.04043620824813843,
0.013739255256950855,
-0.05667570233345032,
-0.037494346499443054,
0.017329273745417595,
-0.053288932889699936,
-0.018708517774939537,
0.027854768559336662,
0.0646187961101532,
0.0510154590010643,
-0.016868190839886665,
-0.01165411900728941,
-0.006088541354984045,
0.04220832139253616,
-0.03804593160748482,
0.06526727229356766,
0.027222702279686928,
-0.02939671464264393,
-0.0786065012216568,
-0.06102279946208,
0.027102451771497726,
0.004166305996477604,
-0.012886686250567436,
0.012838741764426231,
0.04413340613245964,
0.0006414594827219844,
-0.07440025359392166,
-0.012942733243107796,
-0.02675275318324566,
-0.07306061685085297,
0.013515080325305462,
0.03210482746362686,
0.01061318814754486,
0.018147896975278854,
-0.09976399689912796,
0.06065816059708595,
0.026929687708616257,
-0.08173210918903351,
-0.0027180209290236235,
-0.019282959401607513,
-0.0058127716183662415,
-0.0012088861549273133,
-0.03868238627910614,
-0.09337861835956573,
0.052686531096696854,
-0.10771198570728302,
-0.012183093465864658,
0.04152083396911621,
-0.042097222059965134,
-0.06463246792554855,
-0.025358743965625763,
0.008962787687778473,
-0.010868960991501808,
-0.016945218667387962,
-0.07074782252311707,
-0.11795786023139954,
0.061866529285907745,
-0.0759713426232338,
0.014292906038463116,
0.07582878321409225,
-0.03491060435771942,
-0.018702220171689987,
0.010621561668813229,
-0.03600257635116577,
0.014503790996968746,
-0.06384336948394775,
-0.0045712050050497055,
-0.014683070592582226,
-0.012551512569189072,
-0.02828938327729702,
0.15302526950836182,
-0.006925575900822878,
0.012540155090391636,
-0.0013062251964583993,
0.02375461533665657,
0.06196832284331322,
0.04773206636309624,
0.0834793969988823,
-0.0899021252989769,
-0.00236687483265996,
0.04335889220237732,
0.02687658742070198,
-0.05589253827929497,
-4.367183947806552e-8,
0.0034082962665706873,
0.08000823855400085,
-0.055482812225818634,
0.03603091835975647,
-0.05743936449289322,
0.00814659520983696,
-0.05555962771177292,
-0.00690553430467844,
-0.07006778568029404,
-0.01574242115020752,
0.016775084659457207,
0.1049380898475647,
0.046116117388010025,
-0.0016620771493762732,
0.05781247839331627,
0.043062739074230194,
0.0674893781542778,
-0.03178054839372635,
-0.04849829897284508,
0.003580427495762706,
0.03136831521987915,
0.051445960998535156,
-0.019183587282896042,
0.00929747149348259,
0.03211584314703941,
-0.041008614003658295,
0.015722308307886124,
0.07693471759557724,
0.03032226301729679,
0.08865595608949661,
-0.028614874929189682,
0.054780375212430954,
-0.020918425172567368,
-0.03213563188910484,
-0.0415637232363224,
-0.0020741731859743595,
-0.06365232914686203,
-0.09723693877458572,
0.018275661394000053,
-0.015599368140101433,
0.0010191736510023475,
0.009322414174675941,
-0.01693473383784294,
0.06801219284534454,
0.09755635261535645,
0.011324805207550526,
0.05299387127161026,
-0.03854009509086609,
0.00399812264367938,
0.11823014169931412,
0.02787911146879196,
0.06488776206970215,
-0.04430307075381279,
0.07218245416879654,
-0.01708386465907097,
0.06438129395246506,
-0.03636693209409714,
-0.019997572526335716,
-0.05526486411690712,
0.03889781981706619,
0.01808212511241436,
0.029645198956131935,
0.06590928137302399,
-0.05526045709848404
] |
1401.5394
|
Thomas Varghese
|
Sven Schewe, Thomas Varghese
|
Determinising Parity Automata
| null |
Proceedings of MFCS 2014, Springer-Verlag Lecture Notes in
Computer Science Vol. 8634(1): pp 486-498
|
10.1007/978-3-662-44522-8_41
| null |
cs.FL cs.GT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Parity word automata and their determinisation play an important role in
automata and game theory. We discuss a determinisation procedure for
nondeterministic parity automata through deterministic Rabin to deterministic
parity automata. We prove that the intermediate determinisation to Rabin
automata is optimal. We show that the resulting determinisation to parity
automata is optimal up to a small constant. Moreover, the lower bound refers to
the more liberal Streett acceptance. We thus show that determinisation to
Streett would not lead to better bounds than determinisation to parity. As a
side-result, this optimality extends to the determinisation of B\"uchi
automata.
|
[
{
"created": "Tue, 21 Jan 2014 17:32:51 GMT",
"version": "v1"
}
] |
2014-09-12
|
[
[
"Schewe",
"Sven",
""
],
[
"Varghese",
"Thomas",
""
]
] |
[
-0.01171270851045847,
-0.06664249300956726,
0.03016226552426815,
-0.09713444113731384,
-0.010414407588541508,
0.0011762111680582166,
0.10892864316701889,
0.007590169087052345,
-0.010777994059026241,
0.03091312013566494,
0.03148306533694267,
-0.055990152060985565,
0.010254505090415478,
0.025424808263778687,
0.013562089763581753,
-0.02007426880300045,
0.05668654292821884,
-0.059338342398405075,
-0.034533895552158356,
-0.041455984115600586,
-0.07003755867481232,
-0.038827091455459595,
-0.10474646836519241,
-0.01130447257310152,
-0.0048758541233837605,
0.0050338394939899445,
0.008713713847100735,
-0.026067858561873436,
0.07146771252155304,
-0.010300669819116592,
-0.008568523451685905,
-0.02831929735839367,
0.1267547309398651,
0.06278933584690094,
0.01151997409760952,
0.018836937844753265,
-0.015245259739458561,
-0.033931754529476166,
0.00961396750062704,
-0.008661191910505295,
-0.006573438178747892,
0.003836989402770996,
-0.018232334405183792,
0.03897876664996147,
0.012683583423495293,
0.004530737176537514,
0.011557367630302906,
0.026775382459163666,
-0.1171322762966156,
-0.015329109504818916,
0.050976186990737915,
0.027717219665646553,
-0.042489901185035706,
-0.0010695934761315584,
-0.0760791152715683,
-0.010496077127754688,
0.011761767789721489,
0.02466139756143093,
-0.021792419254779816,
-0.06823693215847015,
-0.026218587532639503,
-0.04677155241370201,
-0.09408801794052124,
-0.0321284756064415,
0.06468644738197327,
-0.026052897796034813,
0.07478268444538116,
0.026390185579657555,
0.011502353474497795,
0.11973962932825089,
-0.004362141247838736,
0.01556546613574028,
-0.06005924940109253,
0.023683542385697365,
0.01841110736131668,
-0.033492762595415115,
-0.000725998543202877,
-0.05688251182436943,
-0.08069711923599243,
-0.03634922206401825,
-0.03259379416704178,
-0.009685633704066277,
0.06441183388233185,
0.09256226569414139,
0.028334278613328934,
-0.025617152452468872,
-0.04483802244067192,
-0.015876682475209236,
0.07069645076990128,
-0.026994891464710236,
-0.038046322762966156,
-0.07919047772884369,
0.09198084473609924,
0.046973925083875656,
-0.033645108342170715,
0.056080687791109085,
-0.013077464886009693,
-0.06606300920248032,
0.04096699506044388,
0.03398197889328003,
-0.0628427118062973,
0.05765291303396225,
-0.06336206942796707,
0.034228771924972534,
0.019532961770892143,
0.01736239157617092,
-0.05594692379236221,
-0.06340082734823227,
0.015087230131030083,
0.02595341019332409,
0.0691547691822052,
0.07529063522815704,
0.055474985390901566,
-0.01585650071501732,
-0.03771732375025749,
0.002667865715920925,
-0.07307793200016022,
-0.05526648834347725,
0.01753736287355423,
-0.0011534792138263583,
-0.03576129302382469,
0.010152114555239677,
0.001225335756316781,
0.02747669816017151,
0.05447697639465332,
0.0016386512434110045,
-0.03403826802968979,
3.0334489466503245e-33,
-0.021324511617422104,
-0.0319942906498909,
-0.024242054671049118,
-0.05597343668341637,
-0.019600840285420418,
-0.001980483764782548,
0.03324102610349655,
-0.07358895987272263,
-0.06526529043912888,
0.018577778711915016,
0.02537047304213047,
-0.01010934729129076,
-0.008207798935472965,
-0.026202214881777763,
0.10538030415773392,
0.018363047391176224,
0.07312972098588943,
-0.00842383410781622,
0.01566419191658497,
-0.05960536003112793,
0.07623150944709778,
0.08083250373601913,
-0.029019521549344063,
-0.10757260024547577,
0.015543095767498016,
-0.013096636161208153,
0.04897294566035271,
0.008607986383140087,
0.07757660001516342,
0.05276082828640938,
-0.07547082751989365,
0.009694069623947144,
0.06478457897901535,
0.09317303448915482,
0.08992712944746017,
-0.05144115164875984,
-0.08238305896520615,
-0.02202681265771389,
-0.02089609205722809,
-0.09444796293973923,
0.05426228791475296,
0.06044083088636398,
-0.024207232519984245,
-0.030458178371191025,
0.07094838470220566,
-0.0756295919418335,
0.08523686975240707,
-0.007389842066913843,
-0.02229621261358261,
-0.038315944373607635,
0.009596250019967556,
0.028145549818873405,
-0.02185044065117836,
0.003573951544240117,
0.053785540163517,
-0.04809638857841492,
0.0246918685734272,
-0.02201135829091072,
-0.03865058347582817,
0.0947580561041832,
0.016826795414090157,
0.05345562472939491,
0.02126958966255188,
0.030758608132600784,
-0.025127843022346497,
0.07547405362129211,
-0.0035761650651693344,
-0.05309798941016197,
0.11821890622377396,
-0.025400128215551376,
-0.05016687139868736,
-0.024258725345134735,
-0.041512034833431244,
0.004531048238277435,
0.03496837615966797,
-0.04332530125975609,
0.09575731307268143,
-0.019524097442626953,
0.05067161098122597,
-0.033618032932281494,
-0.04891590401530266,
-0.016166601330041885,
-0.03804798796772957,
-0.01021712739020586,
-0.010364752262830734,
-0.10115830600261688,
0.050665177404880524,
-0.06318838149309158,
-0.032643724232912064,
-0.016889896243810654,
-0.03049715794622898,
-0.04204099252820015,
0.029021918773651123,
0.0735301524400711,
-0.013912167400121689,
-5.49517564462709e-33,
-0.032226964831352234,
-0.13051868975162506,
-0.11329998821020126,
0.10751160234212875,
-0.013503520749509335,
-0.06847444176673889,
-0.018201634287834167,
0.013124884106218815,
0.053932782262563705,
0.043252427130937576,
-0.03345302864909172,
0.10882996767759323,
0.04905983805656433,
0.08373139798641205,
0.05515803396701813,
0.0022942926734685898,
0.1549394726753235,
-0.0435396172106266,
0.021402405574917793,
-0.018071115016937256,
0.018949618563055992,
0.05987456440925598,
-0.003418286330997944,
0.06731250882148743,
0.007512146607041359,
0.016833893954753876,
-0.062143389135599136,
0.06843402981758118,
-0.03436858952045441,
0.05836279317736626,
-0.04365592077374458,
0.027879806235432625,
-0.05063440650701523,
-0.015805570408701897,
-0.05758634954690933,
-0.09006273746490479,
0.012488534674048424,
0.09692838042974472,
-0.022919204086065292,
0.03077821061015129,
0.016623390838503838,
-0.06100763753056526,
-0.009832060895860195,
0.0026090904138982296,
-0.023137129843235016,
-0.004088240675628185,
-0.07470628619194031,
0.019153578206896782,
-0.009066921658813953,
-0.06730717420578003,
0.06161540001630783,
0.004707434680312872,
0.1038036048412323,
-0.02660541795194149,
-0.03703427314758301,
-0.02056674286723137,
-0.037442222237586975,
-0.00007900434138718992,
0.007095662876963615,
0.07287795096635818,
0.008432439528405666,
-0.011912396177649498,
0.010396295227110386,
0.053934790194034576,
0.05888016149401665,
-0.003999548032879829,
-0.09432680904865265,
-0.027867162600159645,
0.05631700158119202,
-0.08051951974630356,
-0.009839612059295177,
0.08789952844381332,
-0.08713828772306442,
0.031089389696717262,
-0.0035559439565986395,
0.036698635667562485,
0.027888135984539986,
0.05616877228021622,
0.07813633978366852,
0.016290325671434402,
-0.03837570548057556,
0.06709189713001251,
-0.008732623420655727,
0.05961285158991814,
-0.09320338815450668,
-0.0480620414018631,
0.003958300221711397,
-0.010952618904411793,
0.011481610126793385,
0.009393141604959965,
0.061771076172590256,
-0.03449591249227524,
0.0929667130112648,
-0.0072639212012290955,
-0.021437257528305054,
-3.867476294772132e-8,
-0.09117943048477173,
-0.050315797328948975,
0.02086959406733513,
0.036968473345041275,
-0.015040758065879345,
0.02480088546872139,
-0.040078744292259216,
-0.07759986817836761,
0.004000694490969181,
-0.028981270268559456,
0.03871351107954979,
0.10252263396978378,
-0.05930597335100174,
0.026315871626138687,
-0.04232727736234665,
0.06822450459003448,
-0.042245905846357346,
-0.10286873579025269,
-0.050771959125995636,
0.02449790947139263,
-0.017352819442749023,
0.01360204815864563,
-0.0208369642496109,
-0.07502022385597229,
-0.06160329282283783,
0.002051511313766241,
-0.02714736945927143,
-0.04730593040585518,
-0.05614085868000984,
0.11245661973953247,
0.07203660160303116,
0.005407001357525587,
-0.008511077612638474,
0.015514417551457882,
-0.03315364941954613,
0.06190713122487068,
0.032625388354063034,
-0.04702128469944,
0.004442938603460789,
-0.020428793504834175,
0.09112239629030228,
0.048626650124788284,
-0.13263365626335144,
0.009471608325839043,
-0.04783100262284279,
-0.04639927297830582,
-0.01946888118982315,
-0.11292613297700882,
-0.012974446639418602,
-0.09260513633489609,
0.05117611214518547,
-0.0023845506366342306,
-0.02449585497379303,
-0.02372279204428196,
0.06583312898874283,
0.00015494911349378526,
0.022060925140976906,
-0.08326835185289383,
-0.006459335796535015,
0.042786624282598495,
0.014486716128885746,
0.07905274629592896,
0.0282629132270813,
0.044643282890319824
] | null | null | null | null | null | null | null |
[
-0.01171270851045847,
-0.06664249300956726,
0.03016226552426815,
-0.09713444113731384,
-0.010414407588541508,
0.0011762111680582166,
0.10892864316701889,
0.007590169087052345,
-0.010777994059026241,
0.03091312013566494,
0.03148306533694267,
-0.055990152060985565,
0.010254505090415478,
0.025424808263778687,
0.013562089763581753,
-0.02007426880300045,
0.05668654292821884,
-0.059338342398405075,
-0.034533895552158356,
-0.041455984115600586,
-0.07003755867481232,
-0.038827091455459595,
-0.10474646836519241,
-0.01130447257310152,
-0.0048758541233837605,
0.0050338394939899445,
0.008713713847100735,
-0.026067858561873436,
0.07146771252155304,
-0.010300669819116592,
-0.008568523451685905,
-0.02831929735839367,
0.1267547309398651,
0.06278933584690094,
0.01151997409760952,
0.018836937844753265,
-0.015245259739458561,
-0.033931754529476166,
0.00961396750062704,
-0.008661191910505295,
-0.006573438178747892,
0.003836989402770996,
-0.018232334405183792,
0.03897876664996147,
0.012683583423495293,
0.004530737176537514,
0.011557367630302906,
0.026775382459163666,
-0.1171322762966156,
-0.015329109504818916,
0.050976186990737915,
0.027717219665646553,
-0.042489901185035706,
-0.0010695934761315584,
-0.0760791152715683,
-0.010496077127754688,
0.011761767789721489,
0.02466139756143093,
-0.021792419254779816,
-0.06823693215847015,
-0.026218587532639503,
-0.04677155241370201,
-0.09408801794052124,
-0.0321284756064415,
0.06468644738197327,
-0.026052897796034813,
0.07478268444538116,
0.026390185579657555,
0.011502353474497795,
0.11973962932825089,
-0.004362141247838736,
0.01556546613574028,
-0.06005924940109253,
0.023683542385697365,
0.01841110736131668,
-0.033492762595415115,
-0.000725998543202877,
-0.05688251182436943,
-0.08069711923599243,
-0.03634922206401825,
-0.03259379416704178,
-0.009685633704066277,
0.06441183388233185,
0.09256226569414139,
0.028334278613328934,
-0.025617152452468872,
-0.04483802244067192,
-0.015876682475209236,
0.07069645076990128,
-0.026994891464710236,
-0.038046322762966156,
-0.07919047772884369,
0.09198084473609924,
0.046973925083875656,
-0.033645108342170715,
0.056080687791109085,
-0.013077464886009693,
-0.06606300920248032,
0.04096699506044388,
0.03398197889328003,
-0.0628427118062973,
0.05765291303396225,
-0.06336206942796707,
0.034228771924972534,
0.019532961770892143,
0.01736239157617092,
-0.05594692379236221,
-0.06340082734823227,
0.015087230131030083,
0.02595341019332409,
0.0691547691822052,
0.07529063522815704,
0.055474985390901566,
-0.01585650071501732,
-0.03771732375025749,
0.002667865715920925,
-0.07307793200016022,
-0.05526648834347725,
0.01753736287355423,
-0.0011534792138263583,
-0.03576129302382469,
0.010152114555239677,
0.001225335756316781,
0.02747669816017151,
0.05447697639465332,
0.0016386512434110045,
-0.03403826802968979,
3.0334489466503245e-33,
-0.021324511617422104,
-0.0319942906498909,
-0.024242054671049118,
-0.05597343668341637,
-0.019600840285420418,
-0.001980483764782548,
0.03324102610349655,
-0.07358895987272263,
-0.06526529043912888,
0.018577778711915016,
0.02537047304213047,
-0.01010934729129076,
-0.008207798935472965,
-0.026202214881777763,
0.10538030415773392,
0.018363047391176224,
0.07312972098588943,
-0.00842383410781622,
0.01566419191658497,
-0.05960536003112793,
0.07623150944709778,
0.08083250373601913,
-0.029019521549344063,
-0.10757260024547577,
0.015543095767498016,
-0.013096636161208153,
0.04897294566035271,
0.008607986383140087,
0.07757660001516342,
0.05276082828640938,
-0.07547082751989365,
0.009694069623947144,
0.06478457897901535,
0.09317303448915482,
0.08992712944746017,
-0.05144115164875984,
-0.08238305896520615,
-0.02202681265771389,
-0.02089609205722809,
-0.09444796293973923,
0.05426228791475296,
0.06044083088636398,
-0.024207232519984245,
-0.030458178371191025,
0.07094838470220566,
-0.0756295919418335,
0.08523686975240707,
-0.007389842066913843,
-0.02229621261358261,
-0.038315944373607635,
0.009596250019967556,
0.028145549818873405,
-0.02185044065117836,
0.003573951544240117,
0.053785540163517,
-0.04809638857841492,
0.0246918685734272,
-0.02201135829091072,
-0.03865058347582817,
0.0947580561041832,
0.016826795414090157,
0.05345562472939491,
0.02126958966255188,
0.030758608132600784,
-0.025127843022346497,
0.07547405362129211,
-0.0035761650651693344,
-0.05309798941016197,
0.11821890622377396,
-0.025400128215551376,
-0.05016687139868736,
-0.024258725345134735,
-0.041512034833431244,
0.004531048238277435,
0.03496837615966797,
-0.04332530125975609,
0.09575731307268143,
-0.019524097442626953,
0.05067161098122597,
-0.033618032932281494,
-0.04891590401530266,
-0.016166601330041885,
-0.03804798796772957,
-0.01021712739020586,
-0.010364752262830734,
-0.10115830600261688,
0.050665177404880524,
-0.06318838149309158,
-0.032643724232912064,
-0.016889896243810654,
-0.03049715794622898,
-0.04204099252820015,
0.029021918773651123,
0.0735301524400711,
-0.013912167400121689,
-5.49517564462709e-33,
-0.032226964831352234,
-0.13051868975162506,
-0.11329998821020126,
0.10751160234212875,
-0.013503520749509335,
-0.06847444176673889,
-0.018201634287834167,
0.013124884106218815,
0.053932782262563705,
0.043252427130937576,
-0.03345302864909172,
0.10882996767759323,
0.04905983805656433,
0.08373139798641205,
0.05515803396701813,
0.0022942926734685898,
0.1549394726753235,
-0.0435396172106266,
0.021402405574917793,
-0.018071115016937256,
0.018949618563055992,
0.05987456440925598,
-0.003418286330997944,
0.06731250882148743,
0.007512146607041359,
0.016833893954753876,
-0.062143389135599136,
0.06843402981758118,
-0.03436858952045441,
0.05836279317736626,
-0.04365592077374458,
0.027879806235432625,
-0.05063440650701523,
-0.015805570408701897,
-0.05758634954690933,
-0.09006273746490479,
0.012488534674048424,
0.09692838042974472,
-0.022919204086065292,
0.03077821061015129,
0.016623390838503838,
-0.06100763753056526,
-0.009832060895860195,
0.0026090904138982296,
-0.023137129843235016,
-0.004088240675628185,
-0.07470628619194031,
0.019153578206896782,
-0.009066921658813953,
-0.06730717420578003,
0.06161540001630783,
0.004707434680312872,
0.1038036048412323,
-0.02660541795194149,
-0.03703427314758301,
-0.02056674286723137,
-0.037442222237586975,
-0.00007900434138718992,
0.007095662876963615,
0.07287795096635818,
0.008432439528405666,
-0.011912396177649498,
0.010396295227110386,
0.053934790194034576,
0.05888016149401665,
-0.003999548032879829,
-0.09432680904865265,
-0.027867162600159645,
0.05631700158119202,
-0.08051951974630356,
-0.009839612059295177,
0.08789952844381332,
-0.08713828772306442,
0.031089389696717262,
-0.0035559439565986395,
0.036698635667562485,
0.027888135984539986,
0.05616877228021622,
0.07813633978366852,
0.016290325671434402,
-0.03837570548057556,
0.06709189713001251,
-0.008732623420655727,
0.05961285158991814,
-0.09320338815450668,
-0.0480620414018631,
0.003958300221711397,
-0.010952618904411793,
0.011481610126793385,
0.009393141604959965,
0.061771076172590256,
-0.03449591249227524,
0.0929667130112648,
-0.0072639212012290955,
-0.021437257528305054,
-3.867476294772132e-8,
-0.09117943048477173,
-0.050315797328948975,
0.02086959406733513,
0.036968473345041275,
-0.015040758065879345,
0.02480088546872139,
-0.040078744292259216,
-0.07759986817836761,
0.004000694490969181,
-0.028981270268559456,
0.03871351107954979,
0.10252263396978378,
-0.05930597335100174,
0.026315871626138687,
-0.04232727736234665,
0.06822450459003448,
-0.042245905846357346,
-0.10286873579025269,
-0.050771959125995636,
0.02449790947139263,
-0.017352819442749023,
0.01360204815864563,
-0.0208369642496109,
-0.07502022385597229,
-0.06160329282283783,
0.002051511313766241,
-0.02714736945927143,
-0.04730593040585518,
-0.05614085868000984,
0.11245661973953247,
0.07203660160303116,
0.005407001357525587,
-0.008511077612638474,
0.015514417551457882,
-0.03315364941954613,
0.06190713122487068,
0.032625388354063034,
-0.04702128469944,
0.004442938603460789,
-0.020428793504834175,
0.09112239629030228,
0.048626650124788284,
-0.13263365626335144,
0.009471608325839043,
-0.04783100262284279,
-0.04639927297830582,
-0.01946888118982315,
-0.11292613297700882,
-0.012974446639418602,
-0.09260513633489609,
0.05117611214518547,
-0.0023845506366342306,
-0.02449585497379303,
-0.02372279204428196,
0.06583312898874283,
0.00015494911349378526,
0.022060925140976906,
-0.08326835185289383,
-0.006459335796535015,
0.042786624282598495,
0.014486716128885746,
0.07905274629592896,
0.0282629132270813,
0.044643282890319824
] |
1401.5401
|
Yongpeng Wu
|
Yongpeng Wu, Chao-Kai Wen, Chengshan Xiao, Xiqi Gao, and Robert
Schober
|
Linear MIMO Precoding in Jointly-Correlated Fading Multiple Access
Channels with Finite Alphabet Signaling
|
7 pages, 2 figures, accepted for ICC14
| null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper, we investigate the design of linear precoders for
multiple-input multiple-output (MIMO) multiple access channels (MAC). We assume
that statistical channel state information (CSI) is available at the
transmitters and consider the problem under the practical finite alphabet input
assumption. First, we derive an asymptotic (in the large-system limit) weighted
sum rate (WSR) expression for the MIMO MAC with finite alphabet inputs and
general jointly-correlated fading. Subsequently, we obtain necessary conditions
for linear precoders maximizing the asymptotic WSR and propose an iterative
algorithm for determining the precoders of all users. In the proposed
algorithm, the search space of each user for designing the precoding matrices
is its own modulation set. This significantly reduces the dimension of the
search space for finding the precoding matrices of all users compared to the
conventional precoding design for the MIMO MAC with finite alphabet inputs,
where the search space is the combination of the modulation sets of all users.
As a result, the proposed algorithm decreases the computational complexity for
MIMO MAC precoding design with finite alphabet inputs by several orders of
magnitude. Simulation results for finite alphabet signalling indicate that the
proposed iterative algorithm achieves significant performance gains over
existing precoder designs, including the precoder design based on the Gaussian
input assumption, in terms of both the sum rate and the coded bit error rate.
|
[
{
"created": "Tue, 21 Jan 2014 18:03:39 GMT",
"version": "v1"
}
] |
2014-01-22
|
[
[
"Wu",
"Yongpeng",
""
],
[
"Wen",
"Chao-Kai",
""
],
[
"Xiao",
"Chengshan",
""
],
[
"Gao",
"Xiqi",
""
],
[
"Schober",
"Robert",
""
]
] |
[
0.04625392705202103,
-0.05041399225592613,
-0.01505014393478632,
-0.008231526240706444,
-0.08394871652126312,
0.05568477883934975,
0.025278253480792046,
-0.025865012779831886,
0.0696309432387352,
0.004490477032959461,
-0.005538939498364925,
0.08459742367267609,
0.09222175925970078,
0.0037102163769304752,
-0.04460369050502777,
-0.002697788877412677,
0.04413618892431259,
0.010103164240717888,
-0.04544015973806381,
-0.04285125061869621,
0.07478814572095871,
0.015192391350865364,
-0.054783839732408524,
-0.027783788740634918,
0.01995914801955223,
-0.033180736005306244,
-0.007022279780358076,
0.010398119688034058,
0.013794245198369026,
0.05930498614907265,
0.016283947974443436,
0.010271419771015644,
0.15921084582805634,
-0.008268500678241253,
-0.0695972666144371,
-0.015025436878204346,
-0.04312321916222572,
-0.016554830595850945,
0.010545390658080578,
0.09845661371946335,
-0.1055150106549263,
0.009409693069756031,
0.041063979268074036,
0.1428222805261612,
-0.04247722029685974,
-0.03831470012664795,
0.030365193262696266,
-0.04646485671401024,
-0.005901851691305637,
-0.02713262476027012,
0.09513736516237259,
0.044446609914302826,
-0.002262541325762868,
0.010949833318591118,
0.004594264551997185,
-0.14995665848255157,
-0.12139824777841568,
0.025178760290145874,
-0.03438011556863785,
0.03749772161245346,
-0.09324666857719421,
-0.05637481436133385,
-0.0032837209291756153,
-0.01730353944003582,
-0.01208310667425394,
0.09144208580255508,
-0.00449192663654685,
0.03676214814186096,
-0.03840797021985054,
-0.002987727988511324,
-0.07645432651042938,
0.0009473792742937803,
-0.0046872710809111595,
0.13227686285972595,
0.04950089007616043,
-0.025655597448349,
0.014488440938293934,
0.00691203074529767,
0.07677781581878662,
-0.0059500024653971195,
0.038447149097919464,
0.03667932748794556,
-0.02881118655204773,
-0.07240062952041626,
0.12684716284275055,
0.08513285964727402,
-0.07393798977136612,
0.013783704489469528,
0.08862453699111938,
-0.023353291675448418,
-0.06855754554271698,
-0.01025065965950489,
0.016954775899648666,
0.054630767554044724,
-0.06416331231594086,
-0.0030502036679536104,
-0.004337471444159746,
0.013081283308565617,
0.038830701261758804,
0.037739094346761703,
0.039196960628032684,
-0.0321924053132534,
0.06634465605020523,
-0.0041221994906663895,
-0.014392230659723282,
-0.018538055941462517,
0.07439921051263809,
0.0663549080491066,
0.05909474939107895,
0.005059993360191584,
-0.02650419995188713,
0.006329439580440521,
-0.03582260385155678,
0.04320954903960228,
-0.032467301934957504,
0.08938512206077576,
0.05607220157980919,
0.06390339136123657,
0.059241343289613724,
0.02956964075565338,
0.006965522654354572,
-0.07299084216356277,
0.023885488510131836,
0.034337710589170456,
-0.029090024530887604,
-0.01681671291589737,
-0.07663587480783463,
1.5388560013797727e-33,
-0.06753473728895187,
0.03626552224159241,
-0.07253698259592056,
0.06433107703924179,
-0.08322299271821976,
-0.002565004164353013,
0.06690306216478348,
0.0010620184475556016,
-0.006574839819222689,
0.006233773659914732,
0.02583540603518486,
0.08170375972986221,
-0.07032100111246109,
0.06103770434856415,
0.02231520228087902,
0.0002968223125208169,
0.01085706613957882,
-0.06307324022054672,
-0.0015369766624644399,
-0.07513383775949478,
0.06139649823307991,
-0.028363972902297974,
-0.02284916490316391,
-0.02978597767651081,
0.023578930646181107,
0.005128200631588697,
-0.034620366990566254,
-0.12574677169322968,
0.020160816609859467,
0.02057667076587677,
-0.05324766784906387,
-0.07257946580648422,
-0.02621360681951046,
-0.05176448076963425,
-0.042825862765312195,
-0.0411180779337883,
0.06771674752235413,
-0.014161262661218643,
-0.025196662172675133,
-0.04833283647894859,
-0.0320688895881176,
-0.021163133904337883,
-0.04191717132925987,
-0.04529007524251938,
-0.0476151704788208,
-0.08916758745908737,
-0.03397320955991745,
0.021334270015358925,
-0.06145212799310684,
0.024357661604881287,
0.042181119322776794,
-0.011546221561729908,
-0.08977875858545303,
0.06583314388990402,
0.06364540755748749,
-0.02028161846101284,
-0.023400165140628815,
0.032953616231679916,
0.0657043308019638,
0.1363166868686676,
-0.10824445635080338,
0.0052565704099833965,
0.07348784804344177,
0.08497410267591476,
0.07670792192220688,
-0.056686364114284515,
0.01325867511332035,
-0.033486902713775635,
0.0505124107003212,
0.04293191060423851,
-0.008390909060835838,
-0.06686990708112717,
0.00008864619303494692,
-0.0711074247956276,
-0.060948677361011505,
0.030784916132688522,
0.02460208721458912,
-0.015934176743030548,
-0.05224984884262085,
0.04013301059603691,
0.02525130659341812,
0.07364410907030106,
-0.04054834693670273,
0.05135565623641014,
0.012499487027525902,
0.03940171003341675,
0.03025556355714798,
-0.11062043160200119,
-0.09296359866857529,
0.016793135553598404,
0.01652120053768158,
0.03921591117978096,
0.033823367208242416,
-0.012035030871629715,
-0.01887550950050354,
-2.746900158118314e-33,
-0.0009113200358115137,
0.012831959873437881,
0.037136975675821304,
-0.03609653562307358,
-0.05996456369757652,
-0.0522611066699028,
0.03596332296729088,
-0.06942722201347351,
-0.030028028413653374,
-0.07731646299362183,
-0.0008269952959381044,
-0.09105794131755829,
0.05660773441195488,
0.029465995728969574,
0.03745945170521736,
0.05091241002082825,
0.04599772393703461,
0.12172666937112808,
0.050673551857471466,
-0.021673444658517838,
-0.02073643170297146,
0.0520925410091877,
-0.02035681903362274,
-0.00008227958460338414,
-0.02189943939447403,
-0.023789888247847557,
-0.02916058711707592,
0.030254047363996506,
-0.03820953145623207,
0.038748566061258316,
-0.09679077565670013,
-0.03508462384343147,
0.007492593955248594,
0.0020675035193562508,
-0.03488670662045479,
0.03237822279334068,
-0.007972757332026958,
0.11302876472473145,
-0.004204990342259407,
0.04021885246038437,
0.07534530758857727,
-0.04496809467673302,
0.01862383633852005,
-0.07726326584815979,
-0.024067560210824013,
-0.03344818949699402,
-0.07893411070108414,
-0.0018050172366201878,
0.06616117805242538,
-0.005096683278679848,
0.07965569198131561,
-0.05588959902524948,
-0.011432550847530365,
-0.04837088659405708,
-0.10350093245506287,
0.0009723491966724396,
0.027167297899723053,
0.024057820439338684,
0.11709142476320267,
-0.01274124439805746,
0.004775261506438255,
-0.08198702335357666,
0.03045712411403656,
-0.03904619812965393,
0.0012452133232727647,
-0.0936770811676979,
0.038955554366111755,
-0.0493658147752285,
0.012178545817732811,
0.04208197072148323,
-0.03969009220600128,
-0.02591407485306263,
-0.025211190804839134,
0.03951321542263031,
0.03404812514781952,
0.02327927201986313,
-0.03410147875547409,
-0.028806792572140694,
-0.037579383701086044,
0.06742747128009796,
-0.09092500060796738,
0.14002498984336853,
-0.031554922461509705,
-0.010859368368983269,
0.003207872388884425,
0.072733573615551,
0.07316531240940094,
0.00332923443056643,
0.035288430750370026,
-0.036173105239868164,
0.027769889682531357,
0.062173426151275635,
0.08148728311061859,
-0.02459448203444481,
-0.0735916942358017,
-4.892322280625194e-8,
-0.05987498164176941,
-0.041539158672094345,
0.007556075695902109,
-0.03364238888025284,
0.05290013551712036,
0.001088642398826778,
-0.006606666371226311,
-0.04021698236465454,
0.05550315976142883,
-0.03719398379325867,
0.08300573378801346,
0.03172576054930687,
-0.018886642530560493,
0.005714473780244589,
-0.05273217707872391,
0.00340724503621459,
-0.08652313798666,
-0.06426867842674255,
0.027260327711701393,
0.011724484153091908,
0.02901075780391693,
0.041360873728990555,
0.002991791581735015,
0.020740367472171783,
-0.007579020690172911,
0.005798823665827513,
-0.008608742617070675,
0.0325324647128582,
0.052402563393116,
0.022807706147432327,
0.0073206182569265366,
0.04096117988228798,
0.020999867469072342,
-0.046033825725317,
-0.06048236042261124,
-0.03841356933116913,
0.04336091876029968,
-0.045626476407051086,
-0.04747200384736061,
0.002135531511157751,
0.025317426770925522,
-0.04422737658023834,
-0.0024501641746610403,
0.008119778707623482,
0.027016842737793922,
-0.0005544510786421597,
0.0037787265609949827,
0.012422973290085793,
-0.015094327740371227,
-0.07662796229124069,
0.07308430224657059,
-0.005914165172725916,
0.0013897203607484698,
0.008336231112480164,
-0.007864231243729591,
-0.04366106539964676,
0.031250614672899246,
0.0019783193711191416,
0.04253796860575676,
-0.06444516032934189,
-0.07591473311185837,
0.08042659610509872,
-0.10403300821781158,
-0.022387810051441193
] | null | null | null | null | null | null | null |
[
0.04625392705202103,
-0.05041399225592613,
-0.01505014393478632,
-0.008231526240706444,
-0.08394871652126312,
0.05568477883934975,
0.025278253480792046,
-0.025865012779831886,
0.0696309432387352,
0.004490477032959461,
-0.005538939498364925,
0.08459742367267609,
0.09222175925970078,
0.0037102163769304752,
-0.04460369050502777,
-0.002697788877412677,
0.04413618892431259,
0.010103164240717888,
-0.04544015973806381,
-0.04285125061869621,
0.07478814572095871,
0.015192391350865364,
-0.054783839732408524,
-0.027783788740634918,
0.01995914801955223,
-0.033180736005306244,
-0.007022279780358076,
0.010398119688034058,
0.013794245198369026,
0.05930498614907265,
0.016283947974443436,
0.010271419771015644,
0.15921084582805634,
-0.008268500678241253,
-0.0695972666144371,
-0.015025436878204346,
-0.04312321916222572,
-0.016554830595850945,
0.010545390658080578,
0.09845661371946335,
-0.1055150106549263,
0.009409693069756031,
0.041063979268074036,
0.1428222805261612,
-0.04247722029685974,
-0.03831470012664795,
0.030365193262696266,
-0.04646485671401024,
-0.005901851691305637,
-0.02713262476027012,
0.09513736516237259,
0.044446609914302826,
-0.002262541325762868,
0.010949833318591118,
0.004594264551997185,
-0.14995665848255157,
-0.12139824777841568,
0.025178760290145874,
-0.03438011556863785,
0.03749772161245346,
-0.09324666857719421,
-0.05637481436133385,
-0.0032837209291756153,
-0.01730353944003582,
-0.01208310667425394,
0.09144208580255508,
-0.00449192663654685,
0.03676214814186096,
-0.03840797021985054,
-0.002987727988511324,
-0.07645432651042938,
0.0009473792742937803,
-0.0046872710809111595,
0.13227686285972595,
0.04950089007616043,
-0.025655597448349,
0.014488440938293934,
0.00691203074529767,
0.07677781581878662,
-0.0059500024653971195,
0.038447149097919464,
0.03667932748794556,
-0.02881118655204773,
-0.07240062952041626,
0.12684716284275055,
0.08513285964727402,
-0.07393798977136612,
0.013783704489469528,
0.08862453699111938,
-0.023353291675448418,
-0.06855754554271698,
-0.01025065965950489,
0.016954775899648666,
0.054630767554044724,
-0.06416331231594086,
-0.0030502036679536104,
-0.004337471444159746,
0.013081283308565617,
0.038830701261758804,
0.037739094346761703,
0.039196960628032684,
-0.0321924053132534,
0.06634465605020523,
-0.0041221994906663895,
-0.014392230659723282,
-0.018538055941462517,
0.07439921051263809,
0.0663549080491066,
0.05909474939107895,
0.005059993360191584,
-0.02650419995188713,
0.006329439580440521,
-0.03582260385155678,
0.04320954903960228,
-0.032467301934957504,
0.08938512206077576,
0.05607220157980919,
0.06390339136123657,
0.059241343289613724,
0.02956964075565338,
0.006965522654354572,
-0.07299084216356277,
0.023885488510131836,
0.034337710589170456,
-0.029090024530887604,
-0.01681671291589737,
-0.07663587480783463,
1.5388560013797727e-33,
-0.06753473728895187,
0.03626552224159241,
-0.07253698259592056,
0.06433107703924179,
-0.08322299271821976,
-0.002565004164353013,
0.06690306216478348,
0.0010620184475556016,
-0.006574839819222689,
0.006233773659914732,
0.02583540603518486,
0.08170375972986221,
-0.07032100111246109,
0.06103770434856415,
0.02231520228087902,
0.0002968223125208169,
0.01085706613957882,
-0.06307324022054672,
-0.0015369766624644399,
-0.07513383775949478,
0.06139649823307991,
-0.028363972902297974,
-0.02284916490316391,
-0.02978597767651081,
0.023578930646181107,
0.005128200631588697,
-0.034620366990566254,
-0.12574677169322968,
0.020160816609859467,
0.02057667076587677,
-0.05324766784906387,
-0.07257946580648422,
-0.02621360681951046,
-0.05176448076963425,
-0.042825862765312195,
-0.0411180779337883,
0.06771674752235413,
-0.014161262661218643,
-0.025196662172675133,
-0.04833283647894859,
-0.0320688895881176,
-0.021163133904337883,
-0.04191717132925987,
-0.04529007524251938,
-0.0476151704788208,
-0.08916758745908737,
-0.03397320955991745,
0.021334270015358925,
-0.06145212799310684,
0.024357661604881287,
0.042181119322776794,
-0.011546221561729908,
-0.08977875858545303,
0.06583314388990402,
0.06364540755748749,
-0.02028161846101284,
-0.023400165140628815,
0.032953616231679916,
0.0657043308019638,
0.1363166868686676,
-0.10824445635080338,
0.0052565704099833965,
0.07348784804344177,
0.08497410267591476,
0.07670792192220688,
-0.056686364114284515,
0.01325867511332035,
-0.033486902713775635,
0.0505124107003212,
0.04293191060423851,
-0.008390909060835838,
-0.06686990708112717,
0.00008864619303494692,
-0.0711074247956276,
-0.060948677361011505,
0.030784916132688522,
0.02460208721458912,
-0.015934176743030548,
-0.05224984884262085,
0.04013301059603691,
0.02525130659341812,
0.07364410907030106,
-0.04054834693670273,
0.05135565623641014,
0.012499487027525902,
0.03940171003341675,
0.03025556355714798,
-0.11062043160200119,
-0.09296359866857529,
0.016793135553598404,
0.01652120053768158,
0.03921591117978096,
0.033823367208242416,
-0.012035030871629715,
-0.01887550950050354,
-2.746900158118314e-33,
-0.0009113200358115137,
0.012831959873437881,
0.037136975675821304,
-0.03609653562307358,
-0.05996456369757652,
-0.0522611066699028,
0.03596332296729088,
-0.06942722201347351,
-0.030028028413653374,
-0.07731646299362183,
-0.0008269952959381044,
-0.09105794131755829,
0.05660773441195488,
0.029465995728969574,
0.03745945170521736,
0.05091241002082825,
0.04599772393703461,
0.12172666937112808,
0.050673551857471466,
-0.021673444658517838,
-0.02073643170297146,
0.0520925410091877,
-0.02035681903362274,
-0.00008227958460338414,
-0.02189943939447403,
-0.023789888247847557,
-0.02916058711707592,
0.030254047363996506,
-0.03820953145623207,
0.038748566061258316,
-0.09679077565670013,
-0.03508462384343147,
0.007492593955248594,
0.0020675035193562508,
-0.03488670662045479,
0.03237822279334068,
-0.007972757332026958,
0.11302876472473145,
-0.004204990342259407,
0.04021885246038437,
0.07534530758857727,
-0.04496809467673302,
0.01862383633852005,
-0.07726326584815979,
-0.024067560210824013,
-0.03344818949699402,
-0.07893411070108414,
-0.0018050172366201878,
0.06616117805242538,
-0.005096683278679848,
0.07965569198131561,
-0.05588959902524948,
-0.011432550847530365,
-0.04837088659405708,
-0.10350093245506287,
0.0009723491966724396,
0.027167297899723053,
0.024057820439338684,
0.11709142476320267,
-0.01274124439805746,
0.004775261506438255,
-0.08198702335357666,
0.03045712411403656,
-0.03904619812965393,
0.0012452133232727647,
-0.0936770811676979,
0.038955554366111755,
-0.0493658147752285,
0.012178545817732811,
0.04208197072148323,
-0.03969009220600128,
-0.02591407485306263,
-0.025211190804839134,
0.03951321542263031,
0.03404812514781952,
0.02327927201986313,
-0.03410147875547409,
-0.028806792572140694,
-0.037579383701086044,
0.06742747128009796,
-0.09092500060796738,
0.14002498984336853,
-0.031554922461509705,
-0.010859368368983269,
0.003207872388884425,
0.072733573615551,
0.07316531240940094,
0.00332923443056643,
0.035288430750370026,
-0.036173105239868164,
0.027769889682531357,
0.062173426151275635,
0.08148728311061859,
-0.02459448203444481,
-0.0735916942358017,
-4.892322280625194e-8,
-0.05987498164176941,
-0.041539158672094345,
0.007556075695902109,
-0.03364238888025284,
0.05290013551712036,
0.001088642398826778,
-0.006606666371226311,
-0.04021698236465454,
0.05550315976142883,
-0.03719398379325867,
0.08300573378801346,
0.03172576054930687,
-0.018886642530560493,
0.005714473780244589,
-0.05273217707872391,
0.00340724503621459,
-0.08652313798666,
-0.06426867842674255,
0.027260327711701393,
0.011724484153091908,
0.02901075780391693,
0.041360873728990555,
0.002991791581735015,
0.020740367472171783,
-0.007579020690172911,
0.005798823665827513,
-0.008608742617070675,
0.0325324647128582,
0.052402563393116,
0.022807706147432327,
0.0073206182569265366,
0.04096117988228798,
0.020999867469072342,
-0.046033825725317,
-0.06048236042261124,
-0.03841356933116913,
0.04336091876029968,
-0.045626476407051086,
-0.04747200384736061,
0.002135531511157751,
0.025317426770925522,
-0.04422737658023834,
-0.0024501641746610403,
0.008119778707623482,
0.027016842737793922,
-0.0005544510786421597,
0.0037787265609949827,
0.012422973290085793,
-0.015094327740371227,
-0.07662796229124069,
0.07308430224657059,
-0.005914165172725916,
0.0013897203607484698,
0.008336231112480164,
-0.007864231243729591,
-0.04366106539964676,
0.031250614672899246,
0.0019783193711191416,
0.04253796860575676,
-0.06444516032934189,
-0.07591473311185837,
0.08042659610509872,
-0.10403300821781158,
-0.022387810051441193
] |
1401.5402
|
Kyle McEnery Mr
|
K. R. McEnery, M. S. Tame, S. A. Maier, M. S. Kim
|
Tunable negative permeability in a quantum plasmonic metamaterial
|
11 pages, 6 figures
|
Phys. Rev. A 89, 013822 (2014)
|
10.1103/PhysRevA.89.013822
| null |
quant-ph physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We consider the integration of quantum emitters into a negative permeability
metamaterial design in order to introduce tunability as well as nonlinear
behavior. The unit cell of our metamaterial is a ring of metamolecules, each
consisting of a metal nanoparticle and a two-level semiconductor quantum dot
(QD). Without the QDs, the ring of the unit cell is known to act as an
artificial optical magnetic resonator. By adding the QDs we show that a Fano
interference profile is introduced into the magnetic field scattered from the
ring. This induced interference is shown to cause an appreciable effect in the
collective magnetic resonance of the unit cell. We find that the interference
provides a means to tune the response of the negative permeability
metamaterial. The exploitation of the QD's inherent nonlinearity is proposed to
modulate the metamaterial's magnetic response with a separate control field.
|
[
{
"created": "Tue, 21 Jan 2014 18:03:50 GMT",
"version": "v1"
}
] |
2014-01-22
|
[
[
"McEnery",
"K. R.",
""
],
[
"Tame",
"M. S.",
""
],
[
"Maier",
"S. A.",
""
],
[
"Kim",
"M. S.",
""
]
] |
[
0.012440959922969341,
0.007811293005943298,
-0.027963822707533836,
0.006417903117835522,
-0.018681155517697334,
-0.05874474346637726,
-0.011116431094706059,
0.004490268416702747,
-0.02646569535136223,
0.018117623403668404,
-0.030308937653899193,
0.015043126419186592,
-0.008999260142445564,
-0.02788701467216015,
0.01087865512818098,
0.05606696382164955,
0.08343976736068726,
-0.02777109667658806,
0.018050311133265495,
0.07574348896741867,
0.00003641527655418031,
-0.06095608323812485,
0.03340566158294678,
-0.09467469900846481,
-0.05633344128727913,
0.02939179167151451,
-0.025082537904381752,
-0.02142474427819252,
-0.08823083341121674,
-0.047542158514261246,
0.06303912401199341,
0.019302843138575554,
-0.14039456844329834,
0.005056015215814114,
-0.046407900750637054,
-0.033257171511650085,
0.0352570004761219,
0.07067009806632996,
-0.08499832451343536,
-0.02868453413248062,
0.026826879009604454,
0.06058117747306824,
-0.09201448410749435,
-0.0700220987200737,
0.009735647588968277,
0.03477746248245239,
0.03833271190524101,
0.004766124300658703,
0.024245232343673706,
-0.09177836775779724,
0.0074594346806406975,
0.07144991308450699,
-0.04965948313474655,
0.09140904992818832,
0.11363701522350311,
0.12455686181783676,
0.06973802298307419,
-0.004085235297679901,
-0.08754108846187592,
-0.06347904354333878,
-0.020868755877017975,
-0.06153685227036476,
-0.05560300126671791,
-0.05384961515665054,
0.06777258217334747,
-0.010421784594655037,
-0.08388455957174301,
0.05885869264602661,
-0.03037595935165882,
0.025282535701990128,
0.09873379021883011,
0.0072675128467381,
-0.016149774193763733,
-0.034640833735466,
0.059669461101293564,
0.1458500474691391,
-0.051751621067523956,
0.10555393248796463,
0.0755537897348404,
0.029459137469530106,
-0.05303344875574112,
-0.0660567656159401,
0.026950635015964508,
0.03915415331721306,
0.03524599224328995,
0.013025720603764057,
0.042655810713768005,
-0.0023756891023367643,
-0.07728129625320435,
-0.014158273115754128,
-0.034939780831336975,
0.0324455127120018,
-0.02112906239926815,
-0.09483423829078674,
0.0067458138801157475,
-0.04611309990286827,
0.02216327004134655,
-0.049807965755462646,
0.03281436860561371,
-0.002920296974480152,
0.07921154052019119,
-0.03616558015346527,
-0.02982552908360958,
0.045851901173591614,
-0.003561995690688491,
-0.0224542748183012,
0.04811396449804306,
0.04685811325907707,
-0.04550031200051308,
-0.03423278406262398,
-0.010105439461767673,
0.04179849103093147,
0.0047632502391934395,
-0.05630873516201973,
0.035192497074604034,
0.043753594160079956,
0.0622028224170208,
0.13479021191596985,
0.020359918475151062,
0.00745497876778245,
-0.008100227452814579,
0.07992804050445557,
-0.08819673955440521,
-0.00392545573413372,
0.03936447203159332,
-0.006962986197322607,
-0.07570398598909378,
-6.229446445993805e-34,
-0.04543408751487732,
0.010432909242808819,
0.033086348325014114,
0.012945059686899185,
0.019780980423092842,
-0.07466920465230942,
0.030714116990566254,
-0.050729647278785706,
0.026677332818508148,
-0.05935543775558472,
0.10119698196649551,
0.013591171242296696,
-0.05123934522271156,
-0.012620165012776852,
0.06323173642158508,
-0.06945623457431793,
-0.027752945199608803,
-0.06651764363050461,
-0.01739475689828396,
-0.0680847316980362,
0.06645689159631729,
-0.02972101978957653,
-0.036160908639431,
-0.004678020719438791,
-0.0282445065677166,
-0.04896236211061478,
0.015138577669858932,
0.03992525860667229,
0.008406467735767365,
0.01002424955368042,
-0.045791272073984146,
0.11220091581344604,
0.06666658073663712,
0.03846391290426254,
0.05776939168572426,
0.004268693272024393,
-0.05275659263134003,
0.03111729770898819,
0.012846538797020912,
0.017314283177256584,
-0.012987712398171425,
-0.023143433034420013,
0.03960531949996948,
0.02255060151219368,
-0.006502371281385422,
-0.046080298721790314,
0.03920888155698776,
-0.02560444362461567,
0.007177039980888367,
-0.024790730327367783,
0.01975015178322792,
-0.11526527255773544,
-0.019633030518889427,
-0.035409800708293915,
0.05581975728273392,
-0.08372525125741959,
0.023970454931259155,
0.023184971883893013,
-0.06817646324634552,
-0.06304214894771576,
0.053763628005981445,
-0.048047199845314026,
0.009194335900247097,
0.07703537493944168,
-0.013203187845647335,
0.030542347580194473,
0.004452724941074848,
0.0037766837049275637,
-0.009159416891634464,
0.01689598336815834,
0.000286646478343755,
0.14032000303268433,
0.0014736675657331944,
0.0014109869953244925,
-0.01051752083003521,
-0.001712843426503241,
0.07147026062011719,
-0.08762608468532562,
0.06694816797971725,
0.024375850334763527,
-0.029979124665260315,
-0.006372408475726843,
-0.10971197485923767,
0.030098415911197662,
-0.0329836905002594,
-0.07483415305614471,
-0.053690243512392044,
-0.08171556890010834,
-0.03217212110757828,
-0.009910202585160732,
0.07763299345970154,
0.005031999200582504,
0.02894417755305767,
0.009368309751152992,
-0.11663268506526947,
-2.6323849678291453e-33,
-0.02160620130598545,
-0.017364274710416794,
0.07652568072080612,
-0.01237065065652132,
0.04101335257291794,
0.14387598633766174,
0.038555584847927094,
0.03784489259123802,
0.05045589059591293,
0.028822345659136772,
-0.0481087900698185,
0.03568403422832489,
-0.004881192464381456,
0.029353128746151924,
-0.11056596040725708,
-0.001099222805351019,
0.02424074150621891,
-0.043271806091070175,
0.12708091735839844,
-0.006951041519641876,
-0.0666554644703865,
0.03187059983611107,
0.11960003525018692,
0.06314882636070251,
-0.0038429233245551586,
-0.011262782849371433,
-0.05977926775813103,
-0.015681792050600052,
-0.022078389301896095,
-0.009864917024970055,
0.07828175276517868,
0.022503789514303207,
-0.004672589711844921,
-0.025070680305361748,
0.045328859239816666,
0.05645376443862915,
0.020093142986297607,
-0.05071320757269859,
0.022816650569438934,
-0.04063797742128372,
-0.028256790712475777,
0.03641278296709061,
0.06466012448072433,
0.01751166209578514,
0.019439272582530975,
-0.03275996819138527,
-0.05434473603963852,
-0.019014572724699974,
-0.0496545135974884,
-0.04189291596412659,
-0.0609508752822876,
-0.011471905745565891,
0.0036814783234149218,
-0.03451821580529213,
-0.035022616386413574,
0.016042163595557213,
0.0892416462302208,
0.006736566312611103,
0.12339406460523605,
0.09556901454925537,
-0.007123088464140892,
0.011673390865325928,
-0.027855519205331802,
-0.060309991240501404,
-0.042746402323246,
0.08635172992944717,
0.04869966208934784,
0.014137369580566883,
0.05072793737053871,
-0.02657250687479973,
0.07184132933616638,
0.031503111124038696,
-0.035107385367155075,
-0.04183262586593628,
0.040896978229284286,
0.028963454067707062,
0.02347750775516033,
-0.0018104303162544966,
-0.07282055914402008,
0.038294922560453415,
0.03911245986819267,
0.09290599822998047,
-0.09532471746206284,
-0.09371969103813171,
-0.012874187901616096,
-0.09280917048454285,
-0.004695094656199217,
0.035403985530138016,
-0.07157246023416519,
0.05892283096909523,
0.05719251185655594,
-0.004464055877178907,
0.052749454975128174,
-0.018231363967061043,
0.02219405397772789,
-4.588263635696421e-8,
0.05375317111611366,
-0.012793326750397682,
-0.018617743626236916,
0.007656127214431763,
-0.034494202584028244,
-0.017516877502202988,
-0.02147402986884117,
-0.1057022288441658,
0.057219285517930984,
-0.0037602060474455357,
0.025871876627206802,
0.001733873039484024,
-0.05257194861769676,
-0.03624603524804115,
0.007787065114825964,
0.07216719537973404,
-0.0209265798330307,
-0.04177379235625267,
0.0037464038468897343,
-0.02946881391108036,
-0.02241373434662819,
0.0706472173333168,
-0.042629607021808624,
-0.06137345731258392,
0.009163708426058292,
0.027508564293384552,
-0.028264667838811874,
-0.06968715786933899,
-0.004102890379726887,
0.044699348509311676,
0.030227500945329666,
-0.0014005231205374002,
-0.057816434651613235,
0.06763305515050888,
-0.12526170909404755,
-0.013820205815136433,
-0.05250181630253792,
-0.015633227303624153,
-0.015428083948791027,
-0.04647023603320122,
0.10366857051849365,
0.05345916375517845,
-0.027256818488240242,
0.021011140197515488,
-0.016234438866376877,
-0.006493271328508854,
-0.04872382804751396,
-0.032269008457660675,
-0.028114115819334984,
0.02507128193974495,
0.04135281592607498,
-0.02713431790471077,
0.02463449537754059,
-0.05797678604722023,
-0.060995835810899734,
0.009988896548748016,
-0.054554540663957596,
-0.013448079116642475,
-0.03574305400252342,
-0.02333013154566288,
-0.007822812534868717,
0.04312777891755104,
0.010703423991799355,
0.06666930019855499
] | null | null | null | null | null | null | null |
[
0.012440959922969341,
0.007811293005943298,
-0.027963822707533836,
0.006417903117835522,
-0.018681155517697334,
-0.05874474346637726,
-0.011116431094706059,
0.004490268416702747,
-0.02646569535136223,
0.018117623403668404,
-0.030308937653899193,
0.015043126419186592,
-0.008999260142445564,
-0.02788701467216015,
0.01087865512818098,
0.05606696382164955,
0.08343976736068726,
-0.02777109667658806,
0.018050311133265495,
0.07574348896741867,
0.00003641527655418031,
-0.06095608323812485,
0.03340566158294678,
-0.09467469900846481,
-0.05633344128727913,
0.02939179167151451,
-0.025082537904381752,
-0.02142474427819252,
-0.08823083341121674,
-0.047542158514261246,
0.06303912401199341,
0.019302843138575554,
-0.14039456844329834,
0.005056015215814114,
-0.046407900750637054,
-0.033257171511650085,
0.0352570004761219,
0.07067009806632996,
-0.08499832451343536,
-0.02868453413248062,
0.026826879009604454,
0.06058117747306824,
-0.09201448410749435,
-0.0700220987200737,
0.009735647588968277,
0.03477746248245239,
0.03833271190524101,
0.004766124300658703,
0.024245232343673706,
-0.09177836775779724,
0.0074594346806406975,
0.07144991308450699,
-0.04965948313474655,
0.09140904992818832,
0.11363701522350311,
0.12455686181783676,
0.06973802298307419,
-0.004085235297679901,
-0.08754108846187592,
-0.06347904354333878,
-0.020868755877017975,
-0.06153685227036476,
-0.05560300126671791,
-0.05384961515665054,
0.06777258217334747,
-0.010421784594655037,
-0.08388455957174301,
0.05885869264602661,
-0.03037595935165882,
0.025282535701990128,
0.09873379021883011,
0.0072675128467381,
-0.016149774193763733,
-0.034640833735466,
0.059669461101293564,
0.1458500474691391,
-0.051751621067523956,
0.10555393248796463,
0.0755537897348404,
0.029459137469530106,
-0.05303344875574112,
-0.0660567656159401,
0.026950635015964508,
0.03915415331721306,
0.03524599224328995,
0.013025720603764057,
0.042655810713768005,
-0.0023756891023367643,
-0.07728129625320435,
-0.014158273115754128,
-0.034939780831336975,
0.0324455127120018,
-0.02112906239926815,
-0.09483423829078674,
0.0067458138801157475,
-0.04611309990286827,
0.02216327004134655,
-0.049807965755462646,
0.03281436860561371,
-0.002920296974480152,
0.07921154052019119,
-0.03616558015346527,
-0.02982552908360958,
0.045851901173591614,
-0.003561995690688491,
-0.0224542748183012,
0.04811396449804306,
0.04685811325907707,
-0.04550031200051308,
-0.03423278406262398,
-0.010105439461767673,
0.04179849103093147,
0.0047632502391934395,
-0.05630873516201973,
0.035192497074604034,
0.043753594160079956,
0.0622028224170208,
0.13479021191596985,
0.020359918475151062,
0.00745497876778245,
-0.008100227452814579,
0.07992804050445557,
-0.08819673955440521,
-0.00392545573413372,
0.03936447203159332,
-0.006962986197322607,
-0.07570398598909378,
-6.229446445993805e-34,
-0.04543408751487732,
0.010432909242808819,
0.033086348325014114,
0.012945059686899185,
0.019780980423092842,
-0.07466920465230942,
0.030714116990566254,
-0.050729647278785706,
0.026677332818508148,
-0.05935543775558472,
0.10119698196649551,
0.013591171242296696,
-0.05123934522271156,
-0.012620165012776852,
0.06323173642158508,
-0.06945623457431793,
-0.027752945199608803,
-0.06651764363050461,
-0.01739475689828396,
-0.0680847316980362,
0.06645689159631729,
-0.02972101978957653,
-0.036160908639431,
-0.004678020719438791,
-0.0282445065677166,
-0.04896236211061478,
0.015138577669858932,
0.03992525860667229,
0.008406467735767365,
0.01002424955368042,
-0.045791272073984146,
0.11220091581344604,
0.06666658073663712,
0.03846391290426254,
0.05776939168572426,
0.004268693272024393,
-0.05275659263134003,
0.03111729770898819,
0.012846538797020912,
0.017314283177256584,
-0.012987712398171425,
-0.023143433034420013,
0.03960531949996948,
0.02255060151219368,
-0.006502371281385422,
-0.046080298721790314,
0.03920888155698776,
-0.02560444362461567,
0.007177039980888367,
-0.024790730327367783,
0.01975015178322792,
-0.11526527255773544,
-0.019633030518889427,
-0.035409800708293915,
0.05581975728273392,
-0.08372525125741959,
0.023970454931259155,
0.023184971883893013,
-0.06817646324634552,
-0.06304214894771576,
0.053763628005981445,
-0.048047199845314026,
0.009194335900247097,
0.07703537493944168,
-0.013203187845647335,
0.030542347580194473,
0.004452724941074848,
0.0037766837049275637,
-0.009159416891634464,
0.01689598336815834,
0.000286646478343755,
0.14032000303268433,
0.0014736675657331944,
0.0014109869953244925,
-0.01051752083003521,
-0.001712843426503241,
0.07147026062011719,
-0.08762608468532562,
0.06694816797971725,
0.024375850334763527,
-0.029979124665260315,
-0.006372408475726843,
-0.10971197485923767,
0.030098415911197662,
-0.0329836905002594,
-0.07483415305614471,
-0.053690243512392044,
-0.08171556890010834,
-0.03217212110757828,
-0.009910202585160732,
0.07763299345970154,
0.005031999200582504,
0.02894417755305767,
0.009368309751152992,
-0.11663268506526947,
-2.6323849678291453e-33,
-0.02160620130598545,
-0.017364274710416794,
0.07652568072080612,
-0.01237065065652132,
0.04101335257291794,
0.14387598633766174,
0.038555584847927094,
0.03784489259123802,
0.05045589059591293,
0.028822345659136772,
-0.0481087900698185,
0.03568403422832489,
-0.004881192464381456,
0.029353128746151924,
-0.11056596040725708,
-0.001099222805351019,
0.02424074150621891,
-0.043271806091070175,
0.12708091735839844,
-0.006951041519641876,
-0.0666554644703865,
0.03187059983611107,
0.11960003525018692,
0.06314882636070251,
-0.0038429233245551586,
-0.011262782849371433,
-0.05977926775813103,
-0.015681792050600052,
-0.022078389301896095,
-0.009864917024970055,
0.07828175276517868,
0.022503789514303207,
-0.004672589711844921,
-0.025070680305361748,
0.045328859239816666,
0.05645376443862915,
0.020093142986297607,
-0.05071320757269859,
0.022816650569438934,
-0.04063797742128372,
-0.028256790712475777,
0.03641278296709061,
0.06466012448072433,
0.01751166209578514,
0.019439272582530975,
-0.03275996819138527,
-0.05434473603963852,
-0.019014572724699974,
-0.0496545135974884,
-0.04189291596412659,
-0.0609508752822876,
-0.011471905745565891,
0.0036814783234149218,
-0.03451821580529213,
-0.035022616386413574,
0.016042163595557213,
0.0892416462302208,
0.006736566312611103,
0.12339406460523605,
0.09556901454925537,
-0.007123088464140892,
0.011673390865325928,
-0.027855519205331802,
-0.060309991240501404,
-0.042746402323246,
0.08635172992944717,
0.04869966208934784,
0.014137369580566883,
0.05072793737053871,
-0.02657250687479973,
0.07184132933616638,
0.031503111124038696,
-0.035107385367155075,
-0.04183262586593628,
0.040896978229284286,
0.028963454067707062,
0.02347750775516033,
-0.0018104303162544966,
-0.07282055914402008,
0.038294922560453415,
0.03911245986819267,
0.09290599822998047,
-0.09532471746206284,
-0.09371969103813171,
-0.012874187901616096,
-0.09280917048454285,
-0.004695094656199217,
0.035403985530138016,
-0.07157246023416519,
0.05892283096909523,
0.05719251185655594,
-0.004464055877178907,
0.052749454975128174,
-0.018231363967061043,
0.02219405397772789,
-4.588263635696421e-8,
0.05375317111611366,
-0.012793326750397682,
-0.018617743626236916,
0.007656127214431763,
-0.034494202584028244,
-0.017516877502202988,
-0.02147402986884117,
-0.1057022288441658,
0.057219285517930984,
-0.0037602060474455357,
0.025871876627206802,
0.001733873039484024,
-0.05257194861769676,
-0.03624603524804115,
0.007787065114825964,
0.07216719537973404,
-0.0209265798330307,
-0.04177379235625267,
0.0037464038468897343,
-0.02946881391108036,
-0.02241373434662819,
0.0706472173333168,
-0.042629607021808624,
-0.06137345731258392,
0.009163708426058292,
0.027508564293384552,
-0.028264667838811874,
-0.06968715786933899,
-0.004102890379726887,
0.044699348509311676,
0.030227500945329666,
-0.0014005231205374002,
-0.057816434651613235,
0.06763305515050888,
-0.12526170909404755,
-0.013820205815136433,
-0.05250181630253792,
-0.015633227303624153,
-0.015428083948791027,
-0.04647023603320122,
0.10366857051849365,
0.05345916375517845,
-0.027256818488240242,
0.021011140197515488,
-0.016234438866376877,
-0.006493271328508854,
-0.04872382804751396,
-0.032269008457660675,
-0.028114115819334984,
0.02507128193974495,
0.04135281592607498,
-0.02713431790471077,
0.02463449537754059,
-0.05797678604722023,
-0.060995835810899734,
0.009988896548748016,
-0.054554540663957596,
-0.013448079116642475,
-0.03574305400252342,
-0.02333013154566288,
-0.007822812534868717,
0.04312777891755104,
0.010703423991799355,
0.06666930019855499
] |
1401.5404
|
Adam Kaminski
|
Rui Jiang, Daixiang Mou, Yun Wu, Lunan Huang, Colin D. McMillen,
Joseph Kolis, Henry G. Giesber III, John J. Egan, Adam Kaminski
|
Tunable VUV laser based spectrometer for Angle Resolved Photoemission
Spectroscopy (ARPES)
|
6 pages, 4 figures
|
Review of Scienctific Instruments 85, 033902 (2014)
|
10.1063/1.4867517
| null |
physics.optics cond-mat.str-el
|
http://creativecommons.org/licenses/publicdomain/
|
We have developed an angle-resolved photoemission spectrometer with tunable
VUV laser as a photon source. The photon source is based on the fourth harmonic
generation of a near IR beam from a Ti:sapphire laser pumped by a CW green
laser and tunable between 5.3eV and 7eV. The most important part of the set-up
is a compact, vacuum enclosed fourth harmonic generator based on KBBF crystals,
grown hydrothermally in the US. This source can deliver a photon flux of over
10^14 photons/s. We demonstrate that this energy range is sufficient to measure
the kz dispersion in an iron arsenic high temperature superconductor, which was
previously only possible at synchrotron facilities.
|
[
{
"created": "Tue, 21 Jan 2014 18:08:30 GMT",
"version": "v1"
}
] |
2017-03-21
|
[
[
"Jiang",
"Rui",
""
],
[
"Mou",
"Daixiang",
""
],
[
"Wu",
"Yun",
""
],
[
"Huang",
"Lunan",
""
],
[
"McMillen",
"Colin D.",
""
],
[
"Kolis",
"Joseph",
""
],
[
"Giesber",
"Henry G.",
"III"
],
[
"Egan",
"John J.",
""
],
[
"Kaminski",
"Adam",
""
]
] |
[
-0.06754076480865479,
0.012827195227146149,
-0.07276257127523422,
0.0012446906184777617,
0.009793691337108612,
-0.019119374454021454,
0.05996549502015114,
-0.048756323754787445,
-0.05903128907084465,
-0.002076520351693034,
0.0273879524320364,
-0.040428951382637024,
-0.02144550159573555,
-0.014698728919029236,
0.018978090956807137,
0.02484707161784172,
0.07174325734376907,
0.017908040434122086,
-0.01600782200694084,
0.03010028786957264,
0.01727069355547428,
-0.0873904824256897,
0.08580469340085983,
-0.05603932589292526,
-0.039183516055345535,
0.06144458428025246,
-0.01876869797706604,
-0.027887538075447083,
0.04781380295753479,
0.024133702740073204,
0.008865093812346458,
0.0015285724075511098,
-0.08099298179149628,
0.05535434931516647,
0.050672754645347595,
-0.002420082688331604,
0.016714800149202347,
-0.022742122411727905,
-0.08861144632101059,
0.00390401273034513,
0.03779687359929085,
0.025551971048116684,
-0.021483074873685837,
0.07388147711753845,
-0.06467316299676895,
-0.033607516437768936,
-0.003327945014461875,
-0.09495949000120163,
-0.026960374787449837,
-0.012746968306601048,
-0.024925507605075836,
0.0027053977828472853,
0.017620746046304703,
0.04877861216664314,
-0.014495786279439926,
0.05306655541062355,
-0.017948949709534645,
-0.014285043813288212,
0.03933679312467575,
-0.013084804639220238,
-0.0073647405952215195,
0.006502747070044279,
-0.05584286153316498,
-0.09849782288074493,
0.05169449374079704,
0.0083770751953125,
0.018581144511699677,
0.02114947699010372,
0.015253031626343727,
-0.08657678961753845,
0.015969380736351013,
0.04315340146422386,
-0.06458784639835358,
0.028774427250027657,
-0.0510425865650177,
0.051862478256225586,
0.06374678015708923,
-0.012469415552914143,
0.05570747330784798,
-0.03456215560436249,
-0.0016450771363452077,
-0.014846871607005596,
-0.0269625186920166,
0.0733557716012001,
0.009321759454905987,
-0.017639661207795143,
-0.012843756936490536,
0.006185830105096102,
-0.025359544903039932,
-0.07808855921030045,
-0.008842536248266697,
-0.022348323836922646,
-0.03223182260990143,
-0.05228273943066597,
-0.004839938599616289,
0.0793943703174591,
0.007164108566939831,
-0.01580631174147129,
0.01497820857912302,
0.025597622618079185,
0.06262736767530441,
0.049353424459695816,
-0.09565737098455429,
0.06140850484371185,
-0.10596121847629547,
0.006511292885988951,
0.0019717428367584944,
0.13470770418643951,
-0.053671229630708694,
0.03787384554743767,
0.12170961499214172,
0.043750688433647156,
-0.0029286767821758986,
-0.055113449692726135,
0.053459346294403076,
0.023490384221076965,
-0.0539245679974556,
0.008067109622061253,
-0.05398717150092125,
0.0005175943369977176,
-0.06794092059135437,
0.20823174715042114,
0.027350004762411118,
0.07142797112464905,
-0.01518886350095272,
0.023154212161898613,
-0.04416903853416443,
3.1363203143816215e-33,
0.022899948060512543,
0.10219218581914902,
0.05892219766974449,
-0.03987206146121025,
-0.03454141318798065,
-0.013753681443631649,
0.013525841757655144,
0.012777049094438553,
-0.06585501879453659,
0.05275045335292816,
0.05603581666946411,
0.010716835968196392,
0.05486830696463585,
-0.056124117225408554,
-0.01985297165811062,
-0.05162425711750984,
-0.03153692185878754,
-0.015428106300532818,
-0.03227529674768448,
0.12312377244234085,
0.046662554144859314,
-0.0035434977617114782,
0.04214974120259285,
0.07358312606811523,
-0.09649693220853806,
-0.036330029368400574,
-0.05904018133878708,
0.10301052778959274,
0.009547507390379906,
0.016864147037267685,
0.036642976105213165,
0.057848330587148666,
-0.037607159465551376,
-0.029217759147286415,
0.08391221612691879,
-0.07662761211395264,
-0.03624723106622696,
0.07524632662534714,
-0.037352919578552246,
-0.003809229703620076,
0.030831504613161087,
0.018082857131958008,
-0.017642689868807793,
0.022069694474339485,
-0.017316216602921486,
-0.031969230622053146,
-0.009276838973164558,
0.004701113793998957,
0.06113436445593834,
-0.04505122825503349,
-0.06298850476741791,
-0.0779147520661354,
0.02870653010904789,
0.0588378868997097,
0.02461026981472969,
0.024387450888752937,
0.08027816563844681,
-0.030248824506998062,
0.09336429089307785,
-0.005585920065641403,
0.059622470289468765,
-0.0438186414539814,
0.017375648021697998,
0.06917794048786163,
-0.09029300510883331,
-0.0075843376107513905,
0.028333518654108047,
0.04096825048327446,
-0.004798521753400564,
0.016259873285889626,
-0.04700145125389099,
0.09288955479860306,
0.017866460606455803,
-0.09396466612815857,
0.08229921013116837,
-0.032009560614824295,
-0.0350707545876503,
-0.020006470382213593,
-0.021234994754195213,
0.05018725246191025,
-0.039155371487140656,
-0.02045319229364395,
0.07433915883302689,
0.011330866254866123,
-0.05492662265896797,
-0.041837289929389954,
-0.1128091961145401,
0.023955555632710457,
-0.033373355865478516,
-0.014828610233962536,
0.00711814034730196,
-0.04337592422962189,
0.03133925423026085,
-0.09777837246656418,
-0.11838961392641068,
-2.8243668888764336e-33,
0.07606872171163559,
0.03336574509739876,
-0.012726832181215286,
0.040427032858133316,
0.051852185279130936,
0.07033506035804749,
0.12414783984422684,
0.031910184770822525,
-0.06984470784664154,
0.01888616755604744,
0.11688586324453354,
0.04913550242781639,
0.017346564680337906,
-0.023729708045721054,
0.005259653087705374,
0.08114242553710938,
-0.004462437704205513,
-0.028571302071213722,
0.06721798330545425,
0.021151360124349594,
-0.0043738894164562225,
-0.0074164411053061485,
0.07458468526601791,
0.043855633586645126,
0.0685984194278717,
-0.013634076341986656,
0.05776596814393997,
-0.053954608738422394,
-0.019418936222791672,
0.006836144253611565,
0.01912752166390419,
0.029317427426576614,
0.03491751849651337,
-0.06584470719099045,
-0.048706214874982834,
-0.06306459754705429,
0.04207519814372063,
-0.019084354862570763,
-0.024646149948239326,
0.020724719390273094,
0.04780508950352669,
0.04580723121762276,
0.005218829959630966,
0.0392196960747242,
-0.031510647386312485,
0.03276802599430084,
-0.016002202406525612,
-0.014643426984548569,
0.057123132050037384,
0.025306204333901405,
0.00910760648548603,
-0.04378768801689148,
-0.06886119395494461,
0.08943566679954529,
-0.04776279255747795,
-0.07013227045536041,
-0.015282138250768185,
0.07255662232637405,
-0.013345615938305855,
0.05198894813656807,
-0.019303468987345695,
-0.06274507194757462,
0.10500071197748184,
0.0011551432544365525,
0.06512214243412018,
0.044331591576337814,
0.021407948806881905,
0.11361659318208694,
0.0033516737166792154,
-0.01467518787831068,
0.015943752601742744,
0.02133273147046566,
0.041026193648576736,
-0.04479921609163284,
0.011879715137183666,
-0.005483505316078663,
0.02820926532149315,
-0.008108378387987614,
0.0022314353846013546,
0.00981469452381134,
0.040707122534513474,
0.01757056638598442,
-0.04596879333257675,
-0.05433712527155876,
0.10659944266080856,
-0.06656904518604279,
-0.01866265945136547,
0.01375274546444416,
-0.06705517321825027,
0.05265585705637932,
-0.06171450763940811,
-0.1147235631942749,
-0.01521288976073265,
-0.05266899988055229,
0.04471517354249954,
-4.862639713110184e-8,
-0.02751154452562332,
0.05367328226566315,
-0.05276835337281227,
0.02590491995215416,
0.010112572461366653,
-0.07065340876579285,
-0.07345114648342133,
0.009592801332473755,
0.047287702560424805,
-0.008011371828615665,
0.06718044728040695,
-0.05046949163079262,
-0.00444696145132184,
0.020268647000193596,
0.033766478300094604,
-0.033682361245155334,
0.01883423514664173,
0.029559604823589325,
0.0072393654845654964,
-0.017122585326433182,
0.01798904687166214,
0.006667625159025192,
0.05290800705552101,
-0.06024877354502678,
-0.00340143870562315,
0.04247581213712692,
-0.0837043970823288,
-0.03570697084069252,
0.06266038119792938,
-0.12230778485536575,
0.00806496012955904,
-0.053852420300245285,
0.016091885045170784,
-0.07148726284503937,
-0.06259942054748535,
-0.002467823214828968,
-0.14655464887619019,
-0.02058466523885727,
0.06541527062654495,
-0.04425761103630066,
-0.02944188006222248,
0.026394769549369812,
-0.08504937589168549,
0.007520285900682211,
-0.056537941098213196,
-0.0013019617181271315,
-0.0667082741856575,
-0.008296538144350052,
-0.030254889279603958,
0.08502577245235443,
-0.07512260973453522,
0.021104030311107635,
0.03179321438074112,
-0.04304426163434982,
-0.004248343408107758,
0.04594400152564049,
-0.015643466264009476,
-0.03871157765388489,
-0.009722732938826084,
-0.012139871716499329,
0.10968557745218277,
-0.09785404056310654,
-0.08933191746473312,
-0.011220003478229046
] | null | null | null | null | null | null | null |
[
-0.06754076480865479,
0.012827195227146149,
-0.07276257127523422,
0.0012446906184777617,
0.009793691337108612,
-0.019119374454021454,
0.05996549502015114,
-0.048756323754787445,
-0.05903128907084465,
-0.002076520351693034,
0.0273879524320364,
-0.040428951382637024,
-0.02144550159573555,
-0.014698728919029236,
0.018978090956807137,
0.02484707161784172,
0.07174325734376907,
0.017908040434122086,
-0.01600782200694084,
0.03010028786957264,
0.01727069355547428,
-0.0873904824256897,
0.08580469340085983,
-0.05603932589292526,
-0.039183516055345535,
0.06144458428025246,
-0.01876869797706604,
-0.027887538075447083,
0.04781380295753479,
0.024133702740073204,
0.008865093812346458,
0.0015285724075511098,
-0.08099298179149628,
0.05535434931516647,
0.050672754645347595,
-0.002420082688331604,
0.016714800149202347,
-0.022742122411727905,
-0.08861144632101059,
0.00390401273034513,
0.03779687359929085,
0.025551971048116684,
-0.021483074873685837,
0.07388147711753845,
-0.06467316299676895,
-0.033607516437768936,
-0.003327945014461875,
-0.09495949000120163,
-0.026960374787449837,
-0.012746968306601048,
-0.024925507605075836,
0.0027053977828472853,
0.017620746046304703,
0.04877861216664314,
-0.014495786279439926,
0.05306655541062355,
-0.017948949709534645,
-0.014285043813288212,
0.03933679312467575,
-0.013084804639220238,
-0.0073647405952215195,
0.006502747070044279,
-0.05584286153316498,
-0.09849782288074493,
0.05169449374079704,
0.0083770751953125,
0.018581144511699677,
0.02114947699010372,
0.015253031626343727,
-0.08657678961753845,
0.015969380736351013,
0.04315340146422386,
-0.06458784639835358,
0.028774427250027657,
-0.0510425865650177,
0.051862478256225586,
0.06374678015708923,
-0.012469415552914143,
0.05570747330784798,
-0.03456215560436249,
-0.0016450771363452077,
-0.014846871607005596,
-0.0269625186920166,
0.0733557716012001,
0.009321759454905987,
-0.017639661207795143,
-0.012843756936490536,
0.006185830105096102,
-0.025359544903039932,
-0.07808855921030045,
-0.008842536248266697,
-0.022348323836922646,
-0.03223182260990143,
-0.05228273943066597,
-0.004839938599616289,
0.0793943703174591,
0.007164108566939831,
-0.01580631174147129,
0.01497820857912302,
0.025597622618079185,
0.06262736767530441,
0.049353424459695816,
-0.09565737098455429,
0.06140850484371185,
-0.10596121847629547,
0.006511292885988951,
0.0019717428367584944,
0.13470770418643951,
-0.053671229630708694,
0.03787384554743767,
0.12170961499214172,
0.043750688433647156,
-0.0029286767821758986,
-0.055113449692726135,
0.053459346294403076,
0.023490384221076965,
-0.0539245679974556,
0.008067109622061253,
-0.05398717150092125,
0.0005175943369977176,
-0.06794092059135437,
0.20823174715042114,
0.027350004762411118,
0.07142797112464905,
-0.01518886350095272,
0.023154212161898613,
-0.04416903853416443,
3.1363203143816215e-33,
0.022899948060512543,
0.10219218581914902,
0.05892219766974449,
-0.03987206146121025,
-0.03454141318798065,
-0.013753681443631649,
0.013525841757655144,
0.012777049094438553,
-0.06585501879453659,
0.05275045335292816,
0.05603581666946411,
0.010716835968196392,
0.05486830696463585,
-0.056124117225408554,
-0.01985297165811062,
-0.05162425711750984,
-0.03153692185878754,
-0.015428106300532818,
-0.03227529674768448,
0.12312377244234085,
0.046662554144859314,
-0.0035434977617114782,
0.04214974120259285,
0.07358312606811523,
-0.09649693220853806,
-0.036330029368400574,
-0.05904018133878708,
0.10301052778959274,
0.009547507390379906,
0.016864147037267685,
0.036642976105213165,
0.057848330587148666,
-0.037607159465551376,
-0.029217759147286415,
0.08391221612691879,
-0.07662761211395264,
-0.03624723106622696,
0.07524632662534714,
-0.037352919578552246,
-0.003809229703620076,
0.030831504613161087,
0.018082857131958008,
-0.017642689868807793,
0.022069694474339485,
-0.017316216602921486,
-0.031969230622053146,
-0.009276838973164558,
0.004701113793998957,
0.06113436445593834,
-0.04505122825503349,
-0.06298850476741791,
-0.0779147520661354,
0.02870653010904789,
0.0588378868997097,
0.02461026981472969,
0.024387450888752937,
0.08027816563844681,
-0.030248824506998062,
0.09336429089307785,
-0.005585920065641403,
0.059622470289468765,
-0.0438186414539814,
0.017375648021697998,
0.06917794048786163,
-0.09029300510883331,
-0.0075843376107513905,
0.028333518654108047,
0.04096825048327446,
-0.004798521753400564,
0.016259873285889626,
-0.04700145125389099,
0.09288955479860306,
0.017866460606455803,
-0.09396466612815857,
0.08229921013116837,
-0.032009560614824295,
-0.0350707545876503,
-0.020006470382213593,
-0.021234994754195213,
0.05018725246191025,
-0.039155371487140656,
-0.02045319229364395,
0.07433915883302689,
0.011330866254866123,
-0.05492662265896797,
-0.041837289929389954,
-0.1128091961145401,
0.023955555632710457,
-0.033373355865478516,
-0.014828610233962536,
0.00711814034730196,
-0.04337592422962189,
0.03133925423026085,
-0.09777837246656418,
-0.11838961392641068,
-2.8243668888764336e-33,
0.07606872171163559,
0.03336574509739876,
-0.012726832181215286,
0.040427032858133316,
0.051852185279130936,
0.07033506035804749,
0.12414783984422684,
0.031910184770822525,
-0.06984470784664154,
0.01888616755604744,
0.11688586324453354,
0.04913550242781639,
0.017346564680337906,
-0.023729708045721054,
0.005259653087705374,
0.08114242553710938,
-0.004462437704205513,
-0.028571302071213722,
0.06721798330545425,
0.021151360124349594,
-0.0043738894164562225,
-0.0074164411053061485,
0.07458468526601791,
0.043855633586645126,
0.0685984194278717,
-0.013634076341986656,
0.05776596814393997,
-0.053954608738422394,
-0.019418936222791672,
0.006836144253611565,
0.01912752166390419,
0.029317427426576614,
0.03491751849651337,
-0.06584470719099045,
-0.048706214874982834,
-0.06306459754705429,
0.04207519814372063,
-0.019084354862570763,
-0.024646149948239326,
0.020724719390273094,
0.04780508950352669,
0.04580723121762276,
0.005218829959630966,
0.0392196960747242,
-0.031510647386312485,
0.03276802599430084,
-0.016002202406525612,
-0.014643426984548569,
0.057123132050037384,
0.025306204333901405,
0.00910760648548603,
-0.04378768801689148,
-0.06886119395494461,
0.08943566679954529,
-0.04776279255747795,
-0.07013227045536041,
-0.015282138250768185,
0.07255662232637405,
-0.013345615938305855,
0.05198894813656807,
-0.019303468987345695,
-0.06274507194757462,
0.10500071197748184,
0.0011551432544365525,
0.06512214243412018,
0.044331591576337814,
0.021407948806881905,
0.11361659318208694,
0.0033516737166792154,
-0.01467518787831068,
0.015943752601742744,
0.02133273147046566,
0.041026193648576736,
-0.04479921609163284,
0.011879715137183666,
-0.005483505316078663,
0.02820926532149315,
-0.008108378387987614,
0.0022314353846013546,
0.00981469452381134,
0.040707122534513474,
0.01757056638598442,
-0.04596879333257675,
-0.05433712527155876,
0.10659944266080856,
-0.06656904518604279,
-0.01866265945136547,
0.01375274546444416,
-0.06705517321825027,
0.05265585705637932,
-0.06171450763940811,
-0.1147235631942749,
-0.01521288976073265,
-0.05266899988055229,
0.04471517354249954,
-4.862639713110184e-8,
-0.02751154452562332,
0.05367328226566315,
-0.05276835337281227,
0.02590491995215416,
0.010112572461366653,
-0.07065340876579285,
-0.07345114648342133,
0.009592801332473755,
0.047287702560424805,
-0.008011371828615665,
0.06718044728040695,
-0.05046949163079262,
-0.00444696145132184,
0.020268647000193596,
0.033766478300094604,
-0.033682361245155334,
0.01883423514664173,
0.029559604823589325,
0.0072393654845654964,
-0.017122585326433182,
0.01798904687166214,
0.006667625159025192,
0.05290800705552101,
-0.06024877354502678,
-0.00340143870562315,
0.04247581213712692,
-0.0837043970823288,
-0.03570697084069252,
0.06266038119792938,
-0.12230778485536575,
0.00806496012955904,
-0.053852420300245285,
0.016091885045170784,
-0.07148726284503937,
-0.06259942054748535,
-0.002467823214828968,
-0.14655464887619019,
-0.02058466523885727,
0.06541527062654495,
-0.04425761103630066,
-0.02944188006222248,
0.026394769549369812,
-0.08504937589168549,
0.007520285900682211,
-0.056537941098213196,
-0.0013019617181271315,
-0.0667082741856575,
-0.008296538144350052,
-0.030254889279603958,
0.08502577245235443,
-0.07512260973453522,
0.021104030311107635,
0.03179321438074112,
-0.04304426163434982,
-0.004248343408107758,
0.04594400152564049,
-0.015643466264009476,
-0.03871157765388489,
-0.009722732938826084,
-0.012139871716499329,
0.10968557745218277,
-0.09785404056310654,
-0.08933191746473312,
-0.011220003478229046
] |
1401.5407
|
Thanuka Wickramarathne
|
J Xu, TL Wickramarathne, EK Grey, K Steinhaeuser, R Keller, J Drake, N
Chawla and DM Lodge
|
Patterns of Ship-borne Species Spread: A Clustering Approach for Risk
Assessment and Management of Non-indigenous Species Spread
| null | null | null | null |
cs.SI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The spread of non-indigenous species (NIS) through the global shipping
network (GSN) has enormous ecological and economic cost throughout the world.
Previous attempts at quantifying NIS invasions have mostly taken "bottom-up"
approaches that eventually require the use of multiple simplifying assumptions
due to insufficiency and/or uncertainty of available data. By modeling implicit
species exchanges via a graph abstraction that we refer to as the Species Flow
Network (SFN), a different approach that exploits the power of network science
methods in extracting knowledge from largely incomplete data is presented.
Here, coarse-grained species flow dynamics are studied via a graph clustering
approach that decomposes the SFN to clusters of ports and inter-cluster
connections. With this decomposition of ports in place, NIS flow among clusters
can be very efficiently reduced by enforcing NIS management on a few chosen
inter-cluster connections. Furthermore, efficient NIS management strategy for
species exchanges within a cluster (often difficult due higher rate of travel
and pathways) are then derived in conjunction with ecological and environmental
aspects that govern the species establishment. The benefits of the presented
approach include robustness to data uncertainties, implicit incorporation of
"stepping-stone" spread of invasive species, and decoupling of species spread
and establishment risk estimation. Our analysis of a multi-year (1997--2006)
GSN dataset using the presented approach shows the existence of a few large
clusters of ports with higher intra-cluster species flow that are fairly stable
over time. Furthermore, detailed investigations were carried out on vessel
types, ports, and inter-cluster connections. Finally, our observations are
discussed in the context of known NIS invasions and future research directions
are also presented.
|
[
{
"created": "Tue, 21 Jan 2014 18:13:57 GMT",
"version": "v1"
}
] |
2014-01-22
|
[
[
"Xu",
"J",
""
],
[
"Wickramarathne",
"TL",
""
],
[
"Grey",
"EK",
""
],
[
"Steinhaeuser",
"K",
""
],
[
"Keller",
"R",
""
],
[
"Drake",
"J",
""
],
[
"Chawla",
"N",
""
],
[
"Lodge",
"DM",
""
]
] |
[
0.005419799592345953,
-0.019617799669504166,
0.03747635707259178,
0.048832688480615616,
0.023095034062862396,
-0.11711975932121277,
-0.08565763384103775,
-0.04999306797981262,
-0.01717427559196949,
0.06843714416027069,
0.02146649919450283,
-0.08319519460201263,
-0.002391246845945716,
0.08198335021734238,
-0.058577656745910645,
0.028446128591895103,
0.018708569929003716,
-0.0642218142747879,
-0.02282244898378849,
-0.021906601265072823,
-0.05375644937157631,
0.0477215051651001,
-0.052109044045209885,
-0.002559000626206398,
-0.03623465821146965,
0.015539567917585373,
-0.02963537536561489,
0.004911438561975956,
-0.009990482591092587,
-0.019683126360177994,
-0.031310826539993286,
0.08905747532844543,
-0.035343341529369354,
0.0389995276927948,
-0.025011835619807243,
0.0377165749669075,
-0.01030790712684393,
0.027524130418896675,
0.019520141184329987,
0.07096874713897705,
0.06319072842597961,
0.010757234878838062,
0.05143072083592415,
0.04313104972243309,
-0.08343338966369629,
-0.051909614354372025,
-0.13011224567890167,
0.012900641188025475,
-0.0312504842877388,
0.008579901419579983,
-0.024069946259260178,
0.00020410693832673132,
-0.07560793310403824,
0.03856096789240837,
0.049320440739393234,
-0.05686130002140999,
0.03509132191538811,
-0.11168699711561203,
0.006968864239752293,
-0.015888171270489693,
0.12564203143119812,
-0.02352638728916645,
-0.0010647743474692106,
-0.015234800986945629,
-0.023706182837486267,
0.0355321541428566,
-0.02167779952287674,
0.13380689918994904,
0.1089947447180748,
0.011886343359947205,
0.07770831882953644,
0.018407272174954414,
-0.138414666056633,
0.01910632662475109,
-0.008052708581089973,
-0.008930913172662258,
0.013566850684583187,
0.06838764995336533,
-0.0436009019613266,
0.022552769631147385,
0.008716821670532227,
0.039428673684597015,
-0.03098617121577263,
-0.03688753396272659,
0.023298077285289764,
0.0013392162509262562,
0.006431812420487404,
0.007302341517060995,
0.03522905707359314,
0.01730356179177761,
-0.06684011965990067,
0.023809591308236122,
0.04171125963330269,
-0.010450886562466621,
0.05097256973385811,
0.011115060187876225,
-0.00544667849317193,
-0.05165624991059303,
0.002919119084253907,
0.04016662761569023,
0.04876616969704628,
-0.0022185221314430237,
-0.02051333524286747,
-0.10232729464769363,
-0.03303570672869682,
-0.031192539259791374,
-0.04456991329789162,
-0.004354251082986593,
0.03999306261539459,
0.004094983451068401,
-0.02078945003449917,
0.06516054272651672,
-0.021372349932789803,
0.06852368265390396,
-0.09672439843416214,
0.0008816826739348471,
0.056984737515449524,
-0.0711478665471077,
0.02298390306532383,
-0.009569626301527023,
-0.022821232676506042,
-0.020939622074365616,
0.035262688994407654,
-0.08449927717447281,
0.028882291167974472,
0.03294767439365387,
-0.048981521278619766,
1.2076409989104077e-33,
-0.04906177893280983,
-0.0812406986951828,
-0.05457448214292526,
-0.05417238175868988,
0.010309441946446896,
-0.06283153593540192,
-0.08965719491243362,
-0.04581742733716965,
0.013865459710359573,
-0.008749773725867271,
-0.11939071863889694,
0.07008843868970871,
-0.007155334111303091,
-0.03784763813018799,
0.019053615629673004,
0.003996430896222591,
0.12229808419942856,
0.019839245826005936,
0.056757956743240356,
-0.04295628145337105,
0.019986016675829887,
-0.14417007565498352,
-0.024828145280480385,
0.018540333956480026,
0.03245321288704872,
0.01519899070262909,
-0.02533174678683281,
-0.044153038412332535,
0.06357558816671371,
0.003025773447006941,
0.04072372615337372,
-0.011347410269081593,
0.006453126668930054,
0.07894841581583023,
0.014441262930631638,
-0.012868602760136127,
0.04310910031199455,
-0.11118622869253159,
0.021127842366695404,
0.0005619828007183969,
-0.06424964964389801,
0.02039695717394352,
0.0018879984272643924,
0.010341472923755646,
0.02213660441339016,
0.02620137669146061,
0.03871319442987442,
-0.038059402257204056,
0.021236054599285126,
0.01150853093713522,
-0.01578442007303238,
-0.07201556116342545,
0.0776352658867836,
0.01210461463779211,
-0.012611709535121918,
-0.003547841915860772,
0.06464190781116486,
0.05746201053261757,
-0.0014060309622436762,
0.07686121016740799,
-0.02144371159374714,
-0.05675451084971428,
-0.01192805077880621,
0.03200840950012207,
0.1412167102098465,
0.06531272083520889,
-0.0046997335739433765,
0.11549423635005951,
-0.004372607450932264,
-0.029892858117818832,
-0.045118335634469986,
0.09389165043830872,
-0.03997762128710747,
-0.0052513740956783295,
0.06496896594762802,
-0.05021219328045845,
0.07355306297540665,
0.01992967166006565,
0.01751471869647503,
-0.012533389031887054,
-0.08676358312368393,
-0.003116750856861472,
-0.07463312894105911,
0.008382054045796394,
-0.032320983707904816,
-0.0119745759293437,
0.0306229330599308,
0.022566689178347588,
0.0027638960164040327,
0.0019766478799283504,
-0.037322189658880234,
0.0246693417429924,
-0.026478556916117668,
-0.02186594530940056,
0.05270807817578316,
-2.4233297260201325e-33,
-0.011931290850043297,
0.08287616819143295,
0.006313571706414223,
-0.02975180372595787,
-0.02956889197230339,
-0.031061284244060516,
-0.009534117765724659,
-0.00416965875774622,
0.08521720767021179,
-0.03824634850025177,
-0.1328144520521164,
0.05954058840870857,
0.10322719812393188,
-0.05922451242804527,
0.04002093896269798,
-0.058856721967458725,
0.022550076246261597,
-0.013069983571767807,
0.037354495376348495,
-0.029209986329078674,
-0.021698905155062675,
-0.058626629412174225,
-0.07510022819042206,
-0.029351457953453064,
0.0032099131494760513,
0.04495064169168472,
-0.04286652058362961,
-0.044589415192604065,
-0.0122792087495327,
-0.013228013180196285,
0.012519413605332375,
-0.05465005338191986,
-0.022964054718613625,
-0.056049272418022156,
-0.06915253400802612,
0.08954335004091263,
0.05129774659872055,
0.061733756214380264,
0.05603499710559845,
-0.021611180156469345,
-0.11240167170763016,
0.04670415818691254,
-0.116534523665905,
-0.016590001061558723,
-0.029398536309599876,
0.06356704235076904,
-0.030666444450616837,
0.06983678042888641,
-0.049721136689186096,
0.0468721017241478,
-0.0003927532525267452,
0.12788428366184235,
0.02602158486843109,
-0.019041821360588074,
-0.03922449052333832,
0.025608809664845467,
0.02931622602045536,
0.04748697206377983,
-0.020683791488409042,
-0.05154377222061157,
0.002544111805036664,
-0.05302704498171806,
-0.0787258967757225,
0.02287181280553341,
-0.07337792217731476,
-0.03313296288251877,
0.02431916445493698,
-0.03616121783852577,
-0.018854007124900818,
0.037172142416238785,
-0.025074617937207222,
0.09672447293996811,
-0.0631868988275528,
-0.020131176337599754,
0.08381820470094681,
-0.030001036822795868,
0.02628820203244686,
-0.045007746666669846,
0.03353115916252136,
0.03869781643152237,
-0.026290347799658775,
0.09278927743434906,
0.11791735142469406,
-0.04337131604552269,
0.07839127629995346,
0.0003791170893236995,
0.0161308441311121,
0.008559183217585087,
0.09578488767147064,
0.0656057819724083,
-0.06133788824081421,
-0.04477015137672424,
-0.08115079253911972,
-0.032749999314546585,
-0.07648716121912003,
-4.6544091247824326e-8,
-0.061995599418878555,
-0.006094570737332106,
0.04111924394965172,
0.020737839862704277,
0.07959506660699844,
0.05867065116763115,
-0.009557793848216534,
0.1184871569275856,
0.04270901903510094,
0.0259528998285532,
0.051554590463638306,
-0.000366935069905594,
-0.06627237796783447,
-0.04149189218878746,
-0.025141039863228798,
0.0038210095372051,
0.0832749754190445,
-0.028626497834920883,
-0.04998045042157173,
0.03115880861878395,
-0.08300615102052689,
0.00885215774178505,
-0.04361330717802048,
0.03674483299255371,
0.056254126131534576,
-0.05539373308420181,
-0.011033540591597557,
-0.011638244614005089,
0.0557987242937088,
0.0019178568618372083,
-0.07160784304141998,
-0.008500508032739162,
0.030230583623051643,
0.11048463732004166,
-0.025159399956464767,
0.034422922879457474,
-0.018416790291666985,
0.044194962829351425,
-0.049702804535627365,
0.0021767793223261833,
0.023374130949378014,
0.08974671363830566,
-0.05015777796506882,
0.013567547313869,
0.027335189282894135,
0.06115533784031868,
-0.0272283423691988,
0.008974402211606503,
0.03231288120150566,
-0.018179625272750854,
0.004194018896669149,
-0.021967926993966103,
-0.04724714159965515,
0.07623092085123062,
0.02714868076145649,
0.011937866918742657,
-0.09568566083908081,
-0.011981545947492123,
0.07829996198415756,
0.06371138989925385,
-0.02876916341483593,
-0.01875379867851734,
-0.024600626900792122,
0.002928305882960558
] | null | null | null | null | null | null | null |
[
0.005419799592345953,
-0.019617799669504166,
0.03747635707259178,
0.048832688480615616,
0.023095034062862396,
-0.11711975932121277,
-0.08565763384103775,
-0.04999306797981262,
-0.01717427559196949,
0.06843714416027069,
0.02146649919450283,
-0.08319519460201263,
-0.002391246845945716,
0.08198335021734238,
-0.058577656745910645,
0.028446128591895103,
0.018708569929003716,
-0.0642218142747879,
-0.02282244898378849,
-0.021906601265072823,
-0.05375644937157631,
0.0477215051651001,
-0.052109044045209885,
-0.002559000626206398,
-0.03623465821146965,
0.015539567917585373,
-0.02963537536561489,
0.004911438561975956,
-0.009990482591092587,
-0.019683126360177994,
-0.031310826539993286,
0.08905747532844543,
-0.035343341529369354,
0.0389995276927948,
-0.025011835619807243,
0.0377165749669075,
-0.01030790712684393,
0.027524130418896675,
0.019520141184329987,
0.07096874713897705,
0.06319072842597961,
0.010757234878838062,
0.05143072083592415,
0.04313104972243309,
-0.08343338966369629,
-0.051909614354372025,
-0.13011224567890167,
0.012900641188025475,
-0.0312504842877388,
0.008579901419579983,
-0.024069946259260178,
0.00020410693832673132,
-0.07560793310403824,
0.03856096789240837,
0.049320440739393234,
-0.05686130002140999,
0.03509132191538811,
-0.11168699711561203,
0.006968864239752293,
-0.015888171270489693,
0.12564203143119812,
-0.02352638728916645,
-0.0010647743474692106,
-0.015234800986945629,
-0.023706182837486267,
0.0355321541428566,
-0.02167779952287674,
0.13380689918994904,
0.1089947447180748,
0.011886343359947205,
0.07770831882953644,
0.018407272174954414,
-0.138414666056633,
0.01910632662475109,
-0.008052708581089973,
-0.008930913172662258,
0.013566850684583187,
0.06838764995336533,
-0.0436009019613266,
0.022552769631147385,
0.008716821670532227,
0.039428673684597015,
-0.03098617121577263,
-0.03688753396272659,
0.023298077285289764,
0.0013392162509262562,
0.006431812420487404,
0.007302341517060995,
0.03522905707359314,
0.01730356179177761,
-0.06684011965990067,
0.023809591308236122,
0.04171125963330269,
-0.010450886562466621,
0.05097256973385811,
0.011115060187876225,
-0.00544667849317193,
-0.05165624991059303,
0.002919119084253907,
0.04016662761569023,
0.04876616969704628,
-0.0022185221314430237,
-0.02051333524286747,
-0.10232729464769363,
-0.03303570672869682,
-0.031192539259791374,
-0.04456991329789162,
-0.004354251082986593,
0.03999306261539459,
0.004094983451068401,
-0.02078945003449917,
0.06516054272651672,
-0.021372349932789803,
0.06852368265390396,
-0.09672439843416214,
0.0008816826739348471,
0.056984737515449524,
-0.0711478665471077,
0.02298390306532383,
-0.009569626301527023,
-0.022821232676506042,
-0.020939622074365616,
0.035262688994407654,
-0.08449927717447281,
0.028882291167974472,
0.03294767439365387,
-0.048981521278619766,
1.2076409989104077e-33,
-0.04906177893280983,
-0.0812406986951828,
-0.05457448214292526,
-0.05417238175868988,
0.010309441946446896,
-0.06283153593540192,
-0.08965719491243362,
-0.04581742733716965,
0.013865459710359573,
-0.008749773725867271,
-0.11939071863889694,
0.07008843868970871,
-0.007155334111303091,
-0.03784763813018799,
0.019053615629673004,
0.003996430896222591,
0.12229808419942856,
0.019839245826005936,
0.056757956743240356,
-0.04295628145337105,
0.019986016675829887,
-0.14417007565498352,
-0.024828145280480385,
0.018540333956480026,
0.03245321288704872,
0.01519899070262909,
-0.02533174678683281,
-0.044153038412332535,
0.06357558816671371,
0.003025773447006941,
0.04072372615337372,
-0.011347410269081593,
0.006453126668930054,
0.07894841581583023,
0.014441262930631638,
-0.012868602760136127,
0.04310910031199455,
-0.11118622869253159,
0.021127842366695404,
0.0005619828007183969,
-0.06424964964389801,
0.02039695717394352,
0.0018879984272643924,
0.010341472923755646,
0.02213660441339016,
0.02620137669146061,
0.03871319442987442,
-0.038059402257204056,
0.021236054599285126,
0.01150853093713522,
-0.01578442007303238,
-0.07201556116342545,
0.0776352658867836,
0.01210461463779211,
-0.012611709535121918,
-0.003547841915860772,
0.06464190781116486,
0.05746201053261757,
-0.0014060309622436762,
0.07686121016740799,
-0.02144371159374714,
-0.05675451084971428,
-0.01192805077880621,
0.03200840950012207,
0.1412167102098465,
0.06531272083520889,
-0.0046997335739433765,
0.11549423635005951,
-0.004372607450932264,
-0.029892858117818832,
-0.045118335634469986,
0.09389165043830872,
-0.03997762128710747,
-0.0052513740956783295,
0.06496896594762802,
-0.05021219328045845,
0.07355306297540665,
0.01992967166006565,
0.01751471869647503,
-0.012533389031887054,
-0.08676358312368393,
-0.003116750856861472,
-0.07463312894105911,
0.008382054045796394,
-0.032320983707904816,
-0.0119745759293437,
0.0306229330599308,
0.022566689178347588,
0.0027638960164040327,
0.0019766478799283504,
-0.037322189658880234,
0.0246693417429924,
-0.026478556916117668,
-0.02186594530940056,
0.05270807817578316,
-2.4233297260201325e-33,
-0.011931290850043297,
0.08287616819143295,
0.006313571706414223,
-0.02975180372595787,
-0.02956889197230339,
-0.031061284244060516,
-0.009534117765724659,
-0.00416965875774622,
0.08521720767021179,
-0.03824634850025177,
-0.1328144520521164,
0.05954058840870857,
0.10322719812393188,
-0.05922451242804527,
0.04002093896269798,
-0.058856721967458725,
0.022550076246261597,
-0.013069983571767807,
0.037354495376348495,
-0.029209986329078674,
-0.021698905155062675,
-0.058626629412174225,
-0.07510022819042206,
-0.029351457953453064,
0.0032099131494760513,
0.04495064169168472,
-0.04286652058362961,
-0.044589415192604065,
-0.0122792087495327,
-0.013228013180196285,
0.012519413605332375,
-0.05465005338191986,
-0.022964054718613625,
-0.056049272418022156,
-0.06915253400802612,
0.08954335004091263,
0.05129774659872055,
0.061733756214380264,
0.05603499710559845,
-0.021611180156469345,
-0.11240167170763016,
0.04670415818691254,
-0.116534523665905,
-0.016590001061558723,
-0.029398536309599876,
0.06356704235076904,
-0.030666444450616837,
0.06983678042888641,
-0.049721136689186096,
0.0468721017241478,
-0.0003927532525267452,
0.12788428366184235,
0.02602158486843109,
-0.019041821360588074,
-0.03922449052333832,
0.025608809664845467,
0.02931622602045536,
0.04748697206377983,
-0.020683791488409042,
-0.05154377222061157,
0.002544111805036664,
-0.05302704498171806,
-0.0787258967757225,
0.02287181280553341,
-0.07337792217731476,
-0.03313296288251877,
0.02431916445493698,
-0.03616121783852577,
-0.018854007124900818,
0.037172142416238785,
-0.025074617937207222,
0.09672447293996811,
-0.0631868988275528,
-0.020131176337599754,
0.08381820470094681,
-0.030001036822795868,
0.02628820203244686,
-0.045007746666669846,
0.03353115916252136,
0.03869781643152237,
-0.026290347799658775,
0.09278927743434906,
0.11791735142469406,
-0.04337131604552269,
0.07839127629995346,
0.0003791170893236995,
0.0161308441311121,
0.008559183217585087,
0.09578488767147064,
0.0656057819724083,
-0.06133788824081421,
-0.04477015137672424,
-0.08115079253911972,
-0.032749999314546585,
-0.07648716121912003,
-4.6544091247824326e-8,
-0.061995599418878555,
-0.006094570737332106,
0.04111924394965172,
0.020737839862704277,
0.07959506660699844,
0.05867065116763115,
-0.009557793848216534,
0.1184871569275856,
0.04270901903510094,
0.0259528998285532,
0.051554590463638306,
-0.000366935069905594,
-0.06627237796783447,
-0.04149189218878746,
-0.025141039863228798,
0.0038210095372051,
0.0832749754190445,
-0.028626497834920883,
-0.04998045042157173,
0.03115880861878395,
-0.08300615102052689,
0.00885215774178505,
-0.04361330717802048,
0.03674483299255371,
0.056254126131534576,
-0.05539373308420181,
-0.011033540591597557,
-0.011638244614005089,
0.0557987242937088,
0.0019178568618372083,
-0.07160784304141998,
-0.008500508032739162,
0.030230583623051643,
0.11048463732004166,
-0.025159399956464767,
0.034422922879457474,
-0.018416790291666985,
0.044194962829351425,
-0.049702804535627365,
0.0021767793223261833,
0.023374130949378014,
0.08974671363830566,
-0.05015777796506882,
0.013567547313869,
0.027335189282894135,
0.06115533784031868,
-0.0272283423691988,
0.008974402211606503,
0.03231288120150566,
-0.018179625272750854,
0.004194018896669149,
-0.021967926993966103,
-0.04724714159965515,
0.07623092085123062,
0.02714868076145649,
0.011937866918742657,
-0.09568566083908081,
-0.011981545947492123,
0.07829996198415756,
0.06371138989925385,
-0.02876916341483593,
-0.01875379867851734,
-0.024600626900792122,
0.002928305882960558
] |
1401.5418
|
Daniel Dault
|
Daniel Dault, Naveen V. Nair, Jie Li, Balasubramaniam Shanker
|
The Generalized Method of Moments for Electromagnetic Boundary Integral
Equations
|
15 pages
| null |
10.1109/TAP.2014.2315205
| null |
physics.comp-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The Generalized Method of Moments (GMM) is a partition of unity based
technique for solving electromagnetic and acoustic boundary integral equations.
Past work on the GMM for electromagnetics was confined to geometries modeled by
piecewise flat tessellations and suffered from spurious internal line charges.
In the present article, we redesign the GMM scheme and demonstrate its ability
to model scattering from PEC scatterers composed of mixtures of smooth and
non-smooth geometrical features. Furthermore, we demonstrate that because the
partition of unity provides function and effective geometrical continuity
between patches, the GMM permits mixtures of local geometry descriptions and
approximation function spaces with significantly more freedom than traditional
moment methods.
|
[
{
"created": "Tue, 21 Jan 2014 18:55:52 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Dault",
"Daniel",
""
],
[
"Nair",
"Naveen V.",
""
],
[
"Li",
"Jie",
""
],
[
"Shanker",
"Balasubramaniam",
""
]
] |
[
0.01856938935816288,
-0.015616160817444324,
0.0861361101269722,
-0.03569384664297104,
0.07297806441783905,
-0.07889995723962784,
0.013614216819405556,
0.0012732651084661484,
-0.04936246946454048,
-0.0027296163607388735,
0.04039276763796806,
0.001929981168359518,
-0.017358366400003433,
0.03924645110964775,
0.023464638739824295,
-0.0670870766043663,
0.022134937345981598,
0.03641033172607422,
-0.021087033674120903,
0.0867057666182518,
-0.02376624569296837,
0.013417107984423637,
-0.023487653583288193,
-0.02739613875746727,
0.08040311187505722,
-0.038629770278930664,
0.09177283197641373,
-0.004169039893895388,
-0.041959408670663834,
-0.04475737735629082,
0.15287335216999054,
0.04498978331685066,
-0.006293864455074072,
-0.06252045929431915,
-0.04269857704639435,
-0.01021506730467081,
-0.005736596416682005,
0.049539972096681595,
-0.007728212513029575,
-0.044256601482629776,
-0.034243594855070114,
0.029126297682523727,
0.0540686771273613,
0.013066346757113934,
0.06197419762611389,
-0.047248344868421555,
0.004329851362854242,
-0.02864890731871128,
0.02900559827685356,
-0.010409221053123474,
0.07076925784349442,
-0.06966777890920639,
-0.0833243578672409,
0.0006783837452530861,
0.053736019879579544,
-0.029127368703484535,
-0.0058191572315990925,
-0.01898101530969143,
0.05978360027074814,
-0.029601695016026497,
0.002518650609999895,
-0.0476263128221035,
0.013999191112816334,
-0.019824041053652763,
0.06871803849935532,
-0.07108402252197266,
0.08143238723278046,
0.03711528703570366,
0.005826949141919613,
0.0728510394692421,
-0.04586458578705788,
0.02791564166545868,
-0.06878852099180222,
-0.03032463602721691,
0.028971314430236816,
0.07244670391082764,
0.014988547191023827,
0.052937623113393784,
-0.07249592989683151,
0.020597536116838455,
-0.056611061096191406,
0.00957990437746048,
-0.02442154847085476,
-0.057254016399383545,
0.02070465497672558,
0.12838836014270782,
-0.06957634538412094,
0.021618066355586052,
-0.032846927642822266,
-0.01323840580880642,
0.050886739045381546,
-0.06602465361356735,
-0.06300614029169083,
-0.02634606510400772,
-0.016856584697961807,
-0.014338796027004719,
-0.04171122610569,
-0.041184671223163605,
0.01542509812861681,
0.03582427278161049,
0.029860232025384903,
-0.1076645627617836,
0.0237578172236681,
-0.020665669813752174,
0.023578213527798653,
-0.03581307455897331,
-0.00788898579776287,
0.063251793384552,
-0.016337750479578972,
-0.04655224829912186,
0.00020740659965667874,
-0.04060192406177521,
-0.09589309245347977,
0.018334750086069107,
-0.05438193306326866,
-0.028232544660568237,
0.06600509583950043,
-0.007321931421756744,
0.10479822009801865,
0.002159574767574668,
0.03519647195935249,
0.0794033333659172,
-0.03612559661269188,
0.11045968532562256,
-0.030286826193332672,
0.02187449112534523,
-0.010334834456443787,
2.001328356100885e-33,
-0.07645659148693085,
0.0051995632238686085,
0.035715557634830475,
0.004838602617383003,
0.0154172508046031,
0.024699518457055092,
0.11363902688026428,
0.06306415796279907,
0.0996982529759407,
0.06563448905944824,
-0.13899430632591248,
0.09815684705972672,
0.0728476494550705,
-0.11288373917341232,
-0.02814456634223461,
-0.009213547222316265,
-0.04836168512701988,
0.0027153752744197845,
0.0061356071382761,
0.033173080533742905,
-0.009597888216376305,
0.036182064563035965,
0.09228330105543137,
-0.026464812457561493,
0.00674327602609992,
0.05475810170173645,
-0.04027669504284859,
0.036680229008197784,
0.03867049887776375,
0.030672702938318253,
-0.002591016236692667,
0.040779877454042435,
0.030251482501626015,
0.029629651457071304,
0.02154182456433773,
-0.013386951759457588,
-0.0032947156578302383,
-0.00464494526386261,
-0.011119467206299305,
0.003535478375852108,
-0.03490327298641205,
0.009351781569421291,
0.05454229936003685,
-0.011062880046665668,
0.010485590435564518,
-0.02784710004925728,
-0.00007674934749957174,
0.06667140126228333,
0.07605904340744019,
0.04104179888963699,
-0.0007883701473474503,
0.005540248937904835,
-0.061960361897945404,
0.03775986656546593,
0.03416014090180397,
0.013380330987274647,
-0.0756864920258522,
-0.009160693734884262,
-0.0500987246632576,
-0.06249459832906723,
-0.0037825927138328552,
0.04843269661068916,
0.0315171517431736,
-0.0875411257147789,
0.0067495983093976974,
-0.011264253407716751,
-0.05002829059958458,
0.08016842603683472,
-0.05782187357544899,
-0.03955530747771263,
0.03061552904546261,
0.031616006046533585,
-0.015939190983772278,
0.05461233854293823,
-0.028092440217733383,
-0.07365776598453522,
-0.04737728834152222,
0.02291332744061947,
0.07310430705547333,
-0.03975554555654526,
-0.0593189112842083,
0.058988410979509354,
-0.038880445063114166,
-0.06316263973712921,
-0.03683721646666527,
0.08064430207014084,
0.012018855661153793,
-0.03606018051505089,
-0.05545348301529884,
-0.09210699051618576,
-0.10030672699213028,
0.006402828264981508,
0.0320633128285408,
-0.004597077611833811,
-0.019681137055158615,
-4.789506182019316e-33,
-0.06544911861419678,
0.07191279530525208,
0.02990451641380787,
0.021532632410526276,
-0.02421024814248085,
-0.0010873086284846067,
0.03505576401948929,
0.028114013373851776,
-0.018263164907693863,
0.056202929466962814,
-0.028054865077137947,
0.03452174738049507,
-0.06041884049773216,
-0.010635856539011002,
-0.021288136020302773,
-0.02570708654820919,
-0.02298094518482685,
-0.012969913892447948,
0.014209047891199589,
-0.000939204590395093,
-0.01554966252297163,
-0.01817786879837513,
0.08695923537015915,
-0.04636865854263306,
-0.036688871681690216,
-0.0037395365070551634,
-0.04993249103426933,
-0.019373789429664612,
-0.0028697852976620197,
0.029105033725500107,
-0.06378143280744553,
-0.0023172078654170036,
-0.04714517295360565,
-0.05835309624671936,
-0.036995962262153625,
-0.030182529240846634,
0.025285379961133003,
0.026453375816345215,
0.08411523699760437,
-0.05729178339242935,
-0.03592226281762123,
0.07708638906478882,
0.06821278482675552,
0.026896268129348755,
-0.034081365913152695,
0.05657096579670906,
0.006868477910757065,
0.06587059050798416,
-0.0526847168803215,
-0.047869861125946045,
-0.06222885102033615,
-0.03058650717139244,
0.08996095508337021,
-0.01467426773160696,
-0.04691288247704506,
0.03751968592405319,
-0.001823181170038879,
-0.045574694871902466,
0.011110683903098106,
0.02310379035770893,
-0.004472244996577501,
-0.019657157361507416,
0.028962252661585808,
-0.08167093992233276,
0.005304374266415834,
0.08746002614498138,
0.0197153277695179,
-0.03457605093717575,
-0.11477060616016388,
0.13163965940475464,
-0.00992175005376339,
-0.07616528123617172,
-0.10528998076915741,
-0.00907093845307827,
-0.030161062255501747,
0.02572399191558361,
0.024055127054452896,
-0.11712592095136642,
-0.05330442264676094,
-0.0365472286939621,
0.06010349467396736,
0.03042827732861042,
-0.013615861535072327,
-0.031177546828985214,
0.07658825814723969,
0.009564531035721302,
-0.055192749947309494,
0.005708915181457996,
0.05760616064071655,
0.01316013466566801,
0.03165426850318909,
0.08795899897813797,
0.1210150495171547,
0.06428731232881546,
-0.006851825397461653,
-4.637600170553924e-8,
-0.008457271382212639,
-0.05369746685028076,
-0.06010483577847481,
-0.11894313991069794,
-0.0050870515406131744,
0.00004106460983166471,
-0.10383918881416321,
-0.0916721448302269,
0.016889778897166252,
-0.04649633541703224,
0.007592663634568453,
-0.10357923060655594,
-0.09649276733398438,
0.04863325133919716,
-0.018551398068666458,
-0.01568613387644291,
-0.010088413022458553,
-0.004208215046674013,
-0.03446738049387932,
-0.07244786620140076,
-0.06969056278467178,
0.04371684044599533,
-0.05715463310480118,
-0.025403209030628204,
0.07774849236011505,
0.03516390547156334,
-0.013880440033972263,
0.04136166349053383,
0.0018184896325692534,
0.04437907412648201,
-0.020301857963204384,
-0.04838010296225548,
-0.04441741481423378,
0.10362441837787628,
-0.020833641290664673,
0.006502899806946516,
0.018591469153761864,
-0.01795475371181965,
-0.08638697117567062,
-0.03516026586294174,
0.04619693011045456,
0.05252072587609291,
0.08018562197685242,
-0.010290507227182388,
0.0920327827334404,
0.06929328292608261,
0.07197108864784241,
-0.029739076271653175,
-0.024735791608691216,
0.10866706818342209,
-0.05155827850103378,
0.019444841891527176,
-0.08159231394529343,
0.018994152545928955,
0.019192401319742203,
0.007135223131626844,
-0.011665183119475842,
-0.07271025329828262,
0.06082066893577576,
-0.08543030172586441,
-0.05068454518914223,
0.06687209755182266,
-0.11091233789920807,
0.022120440378785133
] | null | null | null | null | null | null | null |
[
0.01856938935816288,
-0.015616160817444324,
0.0861361101269722,
-0.03569384664297104,
0.07297806441783905,
-0.07889995723962784,
0.013614216819405556,
0.0012732651084661484,
-0.04936246946454048,
-0.0027296163607388735,
0.04039276763796806,
0.001929981168359518,
-0.017358366400003433,
0.03924645110964775,
0.023464638739824295,
-0.0670870766043663,
0.022134937345981598,
0.03641033172607422,
-0.021087033674120903,
0.0867057666182518,
-0.02376624569296837,
0.013417107984423637,
-0.023487653583288193,
-0.02739613875746727,
0.08040311187505722,
-0.038629770278930664,
0.09177283197641373,
-0.004169039893895388,
-0.041959408670663834,
-0.04475737735629082,
0.15287335216999054,
0.04498978331685066,
-0.006293864455074072,
-0.06252045929431915,
-0.04269857704639435,
-0.01021506730467081,
-0.005736596416682005,
0.049539972096681595,
-0.007728212513029575,
-0.044256601482629776,
-0.034243594855070114,
0.029126297682523727,
0.0540686771273613,
0.013066346757113934,
0.06197419762611389,
-0.047248344868421555,
0.004329851362854242,
-0.02864890731871128,
0.02900559827685356,
-0.010409221053123474,
0.07076925784349442,
-0.06966777890920639,
-0.0833243578672409,
0.0006783837452530861,
0.053736019879579544,
-0.029127368703484535,
-0.0058191572315990925,
-0.01898101530969143,
0.05978360027074814,
-0.029601695016026497,
0.002518650609999895,
-0.0476263128221035,
0.013999191112816334,
-0.019824041053652763,
0.06871803849935532,
-0.07108402252197266,
0.08143238723278046,
0.03711528703570366,
0.005826949141919613,
0.0728510394692421,
-0.04586458578705788,
0.02791564166545868,
-0.06878852099180222,
-0.03032463602721691,
0.028971314430236816,
0.07244670391082764,
0.014988547191023827,
0.052937623113393784,
-0.07249592989683151,
0.020597536116838455,
-0.056611061096191406,
0.00957990437746048,
-0.02442154847085476,
-0.057254016399383545,
0.02070465497672558,
0.12838836014270782,
-0.06957634538412094,
0.021618066355586052,
-0.032846927642822266,
-0.01323840580880642,
0.050886739045381546,
-0.06602465361356735,
-0.06300614029169083,
-0.02634606510400772,
-0.016856584697961807,
-0.014338796027004719,
-0.04171122610569,
-0.041184671223163605,
0.01542509812861681,
0.03582427278161049,
0.029860232025384903,
-0.1076645627617836,
0.0237578172236681,
-0.020665669813752174,
0.023578213527798653,
-0.03581307455897331,
-0.00788898579776287,
0.063251793384552,
-0.016337750479578972,
-0.04655224829912186,
0.00020740659965667874,
-0.04060192406177521,
-0.09589309245347977,
0.018334750086069107,
-0.05438193306326866,
-0.028232544660568237,
0.06600509583950043,
-0.007321931421756744,
0.10479822009801865,
0.002159574767574668,
0.03519647195935249,
0.0794033333659172,
-0.03612559661269188,
0.11045968532562256,
-0.030286826193332672,
0.02187449112534523,
-0.010334834456443787,
2.001328356100885e-33,
-0.07645659148693085,
0.0051995632238686085,
0.035715557634830475,
0.004838602617383003,
0.0154172508046031,
0.024699518457055092,
0.11363902688026428,
0.06306415796279907,
0.0996982529759407,
0.06563448905944824,
-0.13899430632591248,
0.09815684705972672,
0.0728476494550705,
-0.11288373917341232,
-0.02814456634223461,
-0.009213547222316265,
-0.04836168512701988,
0.0027153752744197845,
0.0061356071382761,
0.033173080533742905,
-0.009597888216376305,
0.036182064563035965,
0.09228330105543137,
-0.026464812457561493,
0.00674327602609992,
0.05475810170173645,
-0.04027669504284859,
0.036680229008197784,
0.03867049887776375,
0.030672702938318253,
-0.002591016236692667,
0.040779877454042435,
0.030251482501626015,
0.029629651457071304,
0.02154182456433773,
-0.013386951759457588,
-0.0032947156578302383,
-0.00464494526386261,
-0.011119467206299305,
0.003535478375852108,
-0.03490327298641205,
0.009351781569421291,
0.05454229936003685,
-0.011062880046665668,
0.010485590435564518,
-0.02784710004925728,
-0.00007674934749957174,
0.06667140126228333,
0.07605904340744019,
0.04104179888963699,
-0.0007883701473474503,
0.005540248937904835,
-0.061960361897945404,
0.03775986656546593,
0.03416014090180397,
0.013380330987274647,
-0.0756864920258522,
-0.009160693734884262,
-0.0500987246632576,
-0.06249459832906723,
-0.0037825927138328552,
0.04843269661068916,
0.0315171517431736,
-0.0875411257147789,
0.0067495983093976974,
-0.011264253407716751,
-0.05002829059958458,
0.08016842603683472,
-0.05782187357544899,
-0.03955530747771263,
0.03061552904546261,
0.031616006046533585,
-0.015939190983772278,
0.05461233854293823,
-0.028092440217733383,
-0.07365776598453522,
-0.04737728834152222,
0.02291332744061947,
0.07310430705547333,
-0.03975554555654526,
-0.0593189112842083,
0.058988410979509354,
-0.038880445063114166,
-0.06316263973712921,
-0.03683721646666527,
0.08064430207014084,
0.012018855661153793,
-0.03606018051505089,
-0.05545348301529884,
-0.09210699051618576,
-0.10030672699213028,
0.006402828264981508,
0.0320633128285408,
-0.004597077611833811,
-0.019681137055158615,
-4.789506182019316e-33,
-0.06544911861419678,
0.07191279530525208,
0.02990451641380787,
0.021532632410526276,
-0.02421024814248085,
-0.0010873086284846067,
0.03505576401948929,
0.028114013373851776,
-0.018263164907693863,
0.056202929466962814,
-0.028054865077137947,
0.03452174738049507,
-0.06041884049773216,
-0.010635856539011002,
-0.021288136020302773,
-0.02570708654820919,
-0.02298094518482685,
-0.012969913892447948,
0.014209047891199589,
-0.000939204590395093,
-0.01554966252297163,
-0.01817786879837513,
0.08695923537015915,
-0.04636865854263306,
-0.036688871681690216,
-0.0037395365070551634,
-0.04993249103426933,
-0.019373789429664612,
-0.0028697852976620197,
0.029105033725500107,
-0.06378143280744553,
-0.0023172078654170036,
-0.04714517295360565,
-0.05835309624671936,
-0.036995962262153625,
-0.030182529240846634,
0.025285379961133003,
0.026453375816345215,
0.08411523699760437,
-0.05729178339242935,
-0.03592226281762123,
0.07708638906478882,
0.06821278482675552,
0.026896268129348755,
-0.034081365913152695,
0.05657096579670906,
0.006868477910757065,
0.06587059050798416,
-0.0526847168803215,
-0.047869861125946045,
-0.06222885102033615,
-0.03058650717139244,
0.08996095508337021,
-0.01467426773160696,
-0.04691288247704506,
0.03751968592405319,
-0.001823181170038879,
-0.045574694871902466,
0.011110683903098106,
0.02310379035770893,
-0.004472244996577501,
-0.019657157361507416,
0.028962252661585808,
-0.08167093992233276,
0.005304374266415834,
0.08746002614498138,
0.0197153277695179,
-0.03457605093717575,
-0.11477060616016388,
0.13163965940475464,
-0.00992175005376339,
-0.07616528123617172,
-0.10528998076915741,
-0.00907093845307827,
-0.030161062255501747,
0.02572399191558361,
0.024055127054452896,
-0.11712592095136642,
-0.05330442264676094,
-0.0365472286939621,
0.06010349467396736,
0.03042827732861042,
-0.013615861535072327,
-0.031177546828985214,
0.07658825814723969,
0.009564531035721302,
-0.055192749947309494,
0.005708915181457996,
0.05760616064071655,
0.01316013466566801,
0.03165426850318909,
0.08795899897813797,
0.1210150495171547,
0.06428731232881546,
-0.006851825397461653,
-4.637600170553924e-8,
-0.008457271382212639,
-0.05369746685028076,
-0.06010483577847481,
-0.11894313991069794,
-0.0050870515406131744,
0.00004106460983166471,
-0.10383918881416321,
-0.0916721448302269,
0.016889778897166252,
-0.04649633541703224,
0.007592663634568453,
-0.10357923060655594,
-0.09649276733398438,
0.04863325133919716,
-0.018551398068666458,
-0.01568613387644291,
-0.010088413022458553,
-0.004208215046674013,
-0.03446738049387932,
-0.07244786620140076,
-0.06969056278467178,
0.04371684044599533,
-0.05715463310480118,
-0.025403209030628204,
0.07774849236011505,
0.03516390547156334,
-0.013880440033972263,
0.04136166349053383,
0.0018184896325692534,
0.04437907412648201,
-0.020301857963204384,
-0.04838010296225548,
-0.04441741481423378,
0.10362441837787628,
-0.020833641290664673,
0.006502899806946516,
0.018591469153761864,
-0.01795475371181965,
-0.08638697117567062,
-0.03516026586294174,
0.04619693011045456,
0.05252072587609291,
0.08018562197685242,
-0.010290507227182388,
0.0920327827334404,
0.06929328292608261,
0.07197108864784241,
-0.029739076271653175,
-0.024735791608691216,
0.10866706818342209,
-0.05155827850103378,
0.019444841891527176,
-0.08159231394529343,
0.018994152545928955,
0.019192401319742203,
0.007135223131626844,
-0.011665183119475842,
-0.07271025329828262,
0.06082066893577576,
-0.08543030172586441,
-0.05068454518914223,
0.06687209755182266,
-0.11091233789920807,
0.022120440378785133
] |
1401.5423
|
Kevin Cossel
|
Kang-Kuen Ni, Huanqian Loh, Matt Grau, Kevin C. Cossel, Jun Ye, Eric
A. Cornell
|
State-specific detection of trapped HfF$^+$ by photodissociation
|
4 pages, 5 figures
| null |
10.1016/j.jms.2014.02.001
| null |
physics.atom-ph physics.chem-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We use (1+1$'$) resonance-enhanced multiphoton photodissociation (REMPD) to
detect the population in individual rovibronic states of trapped HfF$^+$ with a
single-shot absolute efficiency of 18%, which is over 200 times better than
that obtained with fluorescence detection. The first photon excites a specific
rotational level to an intermediate vibronic band at 35,000-36,500 cm$^{-1}$,
and the second photon, at 37,594 cm$^{-1}$ (266 nm), dissociates HfF$^+$ into
Hf$^+$ and F. Mass-resolved time-of-flight ion detection then yields the number
of state-selectively dissociated ions. Using this method, we observe
rotational-state heating of trapped HfF$^+$ ions from collisions with neutral
Ar atoms. Furthermore, we measure the lifetime of the $^3\Delta_1$ $v=0,\, J=1$
state to be 2.1(2) s. This state will be used for a search for a permanent
electric dipole moment of the electron.
|
[
{
"created": "Tue, 21 Jan 2014 19:07:36 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Ni",
"Kang-Kuen",
""
],
[
"Loh",
"Huanqian",
""
],
[
"Grau",
"Matt",
""
],
[
"Cossel",
"Kevin C.",
""
],
[
"Ye",
"Jun",
""
],
[
"Cornell",
"Eric A.",
""
]
] |
[
0.04132204130291939,
-0.06707495450973511,
-0.008764407597482204,
0.053675465285778046,
-0.01957513391971588,
-0.06604026257991791,
0.07848689705133438,
-0.019291868433356285,
0.033702246844768524,
0.05496058240532875,
0.05782926455140114,
-0.041945915669202805,
0.06408580392599106,
0.000509781704749912,
0.05360349640250206,
0.011683724820613861,
-0.0368516780436039,
-0.06554605811834335,
-0.052623201161623,
0.046530455350875854,
-0.02308649569749832,
-0.12336175888776779,
-0.042094990611076355,
-0.015491378493607044,
-0.020311789587140083,
0.03274308145046234,
0.014983945526182652,
-0.012721304781734943,
-0.06043439358472824,
0.02024206891655922,
0.05319070816040039,
-0.02955951727926731,
-0.025857241824269295,
0.011746346019208431,
0.04332810640335083,
-0.023682696744799614,
-0.052745502442121506,
-0.040066566318273544,
-0.05491264536976814,
0.013033145107328892,
0.005321267526596785,
0.030622316524386406,
0.010827927850186825,
-0.05132393166422844,
0.0358855202794075,
-0.04124445840716362,
0.014966952614486217,
-0.03317869082093239,
-0.011173329316079617,
0.021561399102211,
0.03032754734158516,
0.05805543065071106,
0.0169526357203722,
0.07255659252405167,
0.0020235630217939615,
0.031154101714491844,
-0.03340286388993263,
0.007106346543878317,
-0.013212576508522034,
-0.03679557517170906,
-0.043345171958208084,
-0.014203592203557491,
-0.012792292051017284,
-0.10378945618867874,
0.0012058020802214742,
-0.009655390866100788,
0.015854239463806152,
-0.09006880223751068,
0.0879748985171318,
0.06512816250324249,
-0.012736143544316292,
0.015849947929382324,
0.017596730962395668,
-0.06673676520586014,
0.013538050465285778,
-0.05366211757063866,
0.005534703377634287,
0.02248215489089489,
0.07355991005897522,
-0.025601699948310852,
0.05145333707332611,
-0.04677123948931694,
0.0010643673595041037,
0.049791496247053146,
0.04619605466723442,
0.05170014873147011,
0.057040680199861526,
0.03966159373521805,
0.0005078187678009272,
-0.0276013296097517,
-0.10543857514858246,
-0.05312320590019226,
0.044468771666288376,
-0.10142058879137039,
-0.04351842775940895,
0.04556536674499512,
0.06344769150018692,
0.005409752484411001,
0.0743151605129242,
0.036569684743881226,
0.02081417292356491,
-0.04928167536854744,
-0.05603071302175522,
0.09219417721033096,
-0.058154720813035965,
0.0072855353355407715,
0.01830354332923889,
0.07587618380784988,
-0.073529452085495,
0.03462042286992073,
0.08566880226135254,
0.018541380763053894,
0.04918055981397629,
-0.017482241615653038,
0.0377340130507946,
0.056105341762304306,
-0.01641608588397503,
-0.005182474385946989,
0.029218772426247597,
-0.0023877068888396025,
-0.023023409768939018,
-0.05149142071604729,
0.004192240070551634,
-0.014406162314116955,
0.0735468715429306,
0.024973846971988678,
-0.06008785963058472,
3.547734153619806e-33,
0.03287501260638237,
0.0557393878698349,
0.019712012261152267,
0.011808468960225582,
-0.07968759536743164,
-0.07399512082338333,
0.0016576754860579967,
0.00228751334361732,
-0.10050501674413681,
-0.01378783117979765,
0.05383075401186943,
-0.00890076719224453,
0.10130224376916885,
-0.0197141133248806,
-0.02098667621612549,
-0.03161972388625145,
-0.0006740571698173881,
-0.016177626326680183,
0.00926012359559536,
0.040615011006593704,
-0.0023076445795595646,
0.06887397915124893,
0.024774206802248955,
0.031062418594956398,
-0.03913528844714165,
0.02976338006556034,
-0.04019695892930031,
-0.020458076149225235,
0.0030169787351042032,
-0.015191074460744858,
0.04474092647433281,
0.05485563725233078,
-0.06700507551431656,
0.016753798350691795,
0.02019060030579567,
-0.035974688827991486,
-0.035396743565797806,
0.03255648910999298,
0.007842718623578548,
-0.025463448837399483,
0.012971696443855762,
0.03319958597421646,
-0.0071870554238557816,
0.002102293074131012,
0.03290815278887749,
0.006093956995755434,
-0.06409284472465515,
-0.03884490579366684,
0.018029149621725082,
0.057585813105106354,
0.004301791079342365,
-0.054319385439157486,
0.0342935286462307,
0.012139039114117622,
0.01816597953438759,
-0.030056310817599297,
0.05972730368375778,
-0.04526976868510246,
0.0855298861861229,
0.0626019760966301,
0.0024076185654848814,
-0.08612320572137833,
0.06568971276283264,
0.07438782602548599,
-0.027420194819569588,
0.10080963373184204,
-0.0827220156788826,
0.01530228927731514,
0.02728663757443428,
-0.01777116395533085,
-0.016423741355538368,
0.07322261482477188,
0.0494387224316597,
-0.1761048138141632,
0.08361884206533432,
0.01196039468050003,
0.08456680178642273,
0.01737622171640396,
0.03969927504658699,
0.028470901772379875,
0.05214071273803711,
-0.0833020806312561,
0.012529142200946808,
0.006472173146903515,
-0.08381225168704987,
-0.06603429466485977,
-0.05165281519293785,
-0.11445438116788864,
-0.09604353457689285,
0.07076740264892578,
0.05402608960866928,
0.013753778301179409,
0.04417655989527702,
-0.06823650747537613,
-0.10327153652906418,
-3.481643453112762e-33,
0.07644020766019821,
0.0032198280096054077,
-0.03940201550722122,
0.05684185028076172,
0.0006162392091937363,
0.10676630586385727,
0.025925982743501663,
0.08702906221151352,
-0.03760536015033722,
-0.049695562571287155,
0.07410348206758499,
0.06718826293945312,
-0.07675300538539886,
0.006129931658506393,
-0.06801355630159378,
0.0296497642993927,
0.07087502628564835,
-0.03163941577076912,
0.10501895099878311,
0.06124608963727951,
-0.013189982622861862,
-0.03229441121220589,
0.06108836457133293,
-0.026852242648601532,
0.06370680779218674,
0.057765401899814606,
0.09102760255336761,
-0.04232379049062729,
0.006133336573839188,
-0.04627038910984993,
-0.018494760617613792,
-0.01605951227247715,
0.022617213428020477,
0.012972096912562847,
-0.037341341376304626,
0.0049819378182291985,
0.029495440423488617,
-0.00014525778533425182,
-0.02908213436603546,
0.0663985162973404,
0.018208801746368408,
-0.02130122296512127,
0.003387866076081991,
0.07559989392757416,
-0.0260519590228796,
0.07423391938209534,
-0.07712414860725403,
0.09451334178447723,
0.007565757725387812,
-0.02779095247387886,
-0.07902445644140244,
-0.04478367790579796,
-0.08470132201910019,
0.05419602990150452,
-0.023783139884471893,
0.023000851273536682,
0.09690059721469879,
0.05503137782216072,
-0.006378099787980318,
0.0724039301276207,
-0.05458510294556618,
0.006243336014449596,
-0.017010487616062164,
0.04345439746975899,
-0.03378776088356972,
0.005667177494615316,
0.019017044454813004,
0.008481900207698345,
-0.027499686926603317,
-0.02127026580274105,
0.019778020679950714,
0.03134264051914215,
0.10476690530776978,
-0.05755245313048363,
0.045371007174253464,
0.03339200094342232,
0.01621222496032715,
-0.08913375437259674,
0.02202504314482212,
0.00010177247895626351,
-0.04080701991915703,
-0.051195841282606125,
-0.10074493288993835,
-0.10728492587804794,
0.06543009728193283,
-0.02964038960635662,
-0.05070476979017258,
-0.02955707162618637,
-0.03460869938135147,
-0.05265572667121887,
0.025884414091706276,
-0.04772081971168518,
0.06104443594813347,
-0.13362376391887665,
0.17062155902385712,
-5.664326607757175e-8,
0.012259572744369507,
-0.017623864114284515,
-0.06476856023073196,
0.005357945803552866,
0.05569138377904892,
0.03775603696703911,
-0.010615125298500061,
-0.017046427354216576,
0.05793425440788269,
-0.008097861893475056,
0.12575390934944153,
-0.04544645920395851,
0.04384806752204895,
-0.02449015900492668,
0.030391495674848557,
0.00922096986323595,
-0.0000022758902105124434,
-0.08413772284984589,
-0.08231363445520401,
0.06859651207923889,
-0.04808472469449043,
-0.032359492033720016,
-0.022590026259422302,
-0.059322964400053024,
-0.04801096022129059,
-0.00754214683547616,
-0.017882956191897392,
-0.03679646924138069,
-0.07477599382400513,
-0.11437486857175827,
-0.009294303134083748,
-0.003294848371297121,
0.03045119158923626,
0.0123846884816885,
-0.039621517062187195,
-0.06194205582141876,
-0.06440108269453049,
0.0130936149507761,
0.019938085228204727,
-0.014708764851093292,
-0.06555227935314178,
0.043076496571302414,
-0.13090857863426208,
-0.01181749440729618,
-0.012495583854615688,
0.058327510952949524,
-0.03943020850419998,
-0.034185297787189484,
-0.031821511685848236,
0.04763902351260185,
-0.035512879490852356,
-0.012358563020825386,
0.011646891012787819,
-0.0519830584526062,
-0.0850471630692482,
0.015090818516910076,
0.03190641850233078,
0.008149554952979088,
0.022618668153882027,
0.02497083507478237,
0.09485816955566406,
-0.03605974465608597,
-0.04465644061565399,
-0.011805822141468525
] | null | null | null | null | null | null | null |
[
0.04132204130291939,
-0.06707495450973511,
-0.008764407597482204,
0.053675465285778046,
-0.01957513391971588,
-0.06604026257991791,
0.07848689705133438,
-0.019291868433356285,
0.033702246844768524,
0.05496058240532875,
0.05782926455140114,
-0.041945915669202805,
0.06408580392599106,
0.000509781704749912,
0.05360349640250206,
0.011683724820613861,
-0.0368516780436039,
-0.06554605811834335,
-0.052623201161623,
0.046530455350875854,
-0.02308649569749832,
-0.12336175888776779,
-0.042094990611076355,
-0.015491378493607044,
-0.020311789587140083,
0.03274308145046234,
0.014983945526182652,
-0.012721304781734943,
-0.06043439358472824,
0.02024206891655922,
0.05319070816040039,
-0.02955951727926731,
-0.025857241824269295,
0.011746346019208431,
0.04332810640335083,
-0.023682696744799614,
-0.052745502442121506,
-0.040066566318273544,
-0.05491264536976814,
0.013033145107328892,
0.005321267526596785,
0.030622316524386406,
0.010827927850186825,
-0.05132393166422844,
0.0358855202794075,
-0.04124445840716362,
0.014966952614486217,
-0.03317869082093239,
-0.011173329316079617,
0.021561399102211,
0.03032754734158516,
0.05805543065071106,
0.0169526357203722,
0.07255659252405167,
0.0020235630217939615,
0.031154101714491844,
-0.03340286388993263,
0.007106346543878317,
-0.013212576508522034,
-0.03679557517170906,
-0.043345171958208084,
-0.014203592203557491,
-0.012792292051017284,
-0.10378945618867874,
0.0012058020802214742,
-0.009655390866100788,
0.015854239463806152,
-0.09006880223751068,
0.0879748985171318,
0.06512816250324249,
-0.012736143544316292,
0.015849947929382324,
0.017596730962395668,
-0.06673676520586014,
0.013538050465285778,
-0.05366211757063866,
0.005534703377634287,
0.02248215489089489,
0.07355991005897522,
-0.025601699948310852,
0.05145333707332611,
-0.04677123948931694,
0.0010643673595041037,
0.049791496247053146,
0.04619605466723442,
0.05170014873147011,
0.057040680199861526,
0.03966159373521805,
0.0005078187678009272,
-0.0276013296097517,
-0.10543857514858246,
-0.05312320590019226,
0.044468771666288376,
-0.10142058879137039,
-0.04351842775940895,
0.04556536674499512,
0.06344769150018692,
0.005409752484411001,
0.0743151605129242,
0.036569684743881226,
0.02081417292356491,
-0.04928167536854744,
-0.05603071302175522,
0.09219417721033096,
-0.058154720813035965,
0.0072855353355407715,
0.01830354332923889,
0.07587618380784988,
-0.073529452085495,
0.03462042286992073,
0.08566880226135254,
0.018541380763053894,
0.04918055981397629,
-0.017482241615653038,
0.0377340130507946,
0.056105341762304306,
-0.01641608588397503,
-0.005182474385946989,
0.029218772426247597,
-0.0023877068888396025,
-0.023023409768939018,
-0.05149142071604729,
0.004192240070551634,
-0.014406162314116955,
0.0735468715429306,
0.024973846971988678,
-0.06008785963058472,
3.547734153619806e-33,
0.03287501260638237,
0.0557393878698349,
0.019712012261152267,
0.011808468960225582,
-0.07968759536743164,
-0.07399512082338333,
0.0016576754860579967,
0.00228751334361732,
-0.10050501674413681,
-0.01378783117979765,
0.05383075401186943,
-0.00890076719224453,
0.10130224376916885,
-0.0197141133248806,
-0.02098667621612549,
-0.03161972388625145,
-0.0006740571698173881,
-0.016177626326680183,
0.00926012359559536,
0.040615011006593704,
-0.0023076445795595646,
0.06887397915124893,
0.024774206802248955,
0.031062418594956398,
-0.03913528844714165,
0.02976338006556034,
-0.04019695892930031,
-0.020458076149225235,
0.0030169787351042032,
-0.015191074460744858,
0.04474092647433281,
0.05485563725233078,
-0.06700507551431656,
0.016753798350691795,
0.02019060030579567,
-0.035974688827991486,
-0.035396743565797806,
0.03255648910999298,
0.007842718623578548,
-0.025463448837399483,
0.012971696443855762,
0.03319958597421646,
-0.0071870554238557816,
0.002102293074131012,
0.03290815278887749,
0.006093956995755434,
-0.06409284472465515,
-0.03884490579366684,
0.018029149621725082,
0.057585813105106354,
0.004301791079342365,
-0.054319385439157486,
0.0342935286462307,
0.012139039114117622,
0.01816597953438759,
-0.030056310817599297,
0.05972730368375778,
-0.04526976868510246,
0.0855298861861229,
0.0626019760966301,
0.0024076185654848814,
-0.08612320572137833,
0.06568971276283264,
0.07438782602548599,
-0.027420194819569588,
0.10080963373184204,
-0.0827220156788826,
0.01530228927731514,
0.02728663757443428,
-0.01777116395533085,
-0.016423741355538368,
0.07322261482477188,
0.0494387224316597,
-0.1761048138141632,
0.08361884206533432,
0.01196039468050003,
0.08456680178642273,
0.01737622171640396,
0.03969927504658699,
0.028470901772379875,
0.05214071273803711,
-0.0833020806312561,
0.012529142200946808,
0.006472173146903515,
-0.08381225168704987,
-0.06603429466485977,
-0.05165281519293785,
-0.11445438116788864,
-0.09604353457689285,
0.07076740264892578,
0.05402608960866928,
0.013753778301179409,
0.04417655989527702,
-0.06823650747537613,
-0.10327153652906418,
-3.481643453112762e-33,
0.07644020766019821,
0.0032198280096054077,
-0.03940201550722122,
0.05684185028076172,
0.0006162392091937363,
0.10676630586385727,
0.025925982743501663,
0.08702906221151352,
-0.03760536015033722,
-0.049695562571287155,
0.07410348206758499,
0.06718826293945312,
-0.07675300538539886,
0.006129931658506393,
-0.06801355630159378,
0.0296497642993927,
0.07087502628564835,
-0.03163941577076912,
0.10501895099878311,
0.06124608963727951,
-0.013189982622861862,
-0.03229441121220589,
0.06108836457133293,
-0.026852242648601532,
0.06370680779218674,
0.057765401899814606,
0.09102760255336761,
-0.04232379049062729,
0.006133336573839188,
-0.04627038910984993,
-0.018494760617613792,
-0.01605951227247715,
0.022617213428020477,
0.012972096912562847,
-0.037341341376304626,
0.0049819378182291985,
0.029495440423488617,
-0.00014525778533425182,
-0.02908213436603546,
0.0663985162973404,
0.018208801746368408,
-0.02130122296512127,
0.003387866076081991,
0.07559989392757416,
-0.0260519590228796,
0.07423391938209534,
-0.07712414860725403,
0.09451334178447723,
0.007565757725387812,
-0.02779095247387886,
-0.07902445644140244,
-0.04478367790579796,
-0.08470132201910019,
0.05419602990150452,
-0.023783139884471893,
0.023000851273536682,
0.09690059721469879,
0.05503137782216072,
-0.006378099787980318,
0.0724039301276207,
-0.05458510294556618,
0.006243336014449596,
-0.017010487616062164,
0.04345439746975899,
-0.03378776088356972,
0.005667177494615316,
0.019017044454813004,
0.008481900207698345,
-0.027499686926603317,
-0.02127026580274105,
0.019778020679950714,
0.03134264051914215,
0.10476690530776978,
-0.05755245313048363,
0.045371007174253464,
0.03339200094342232,
0.01621222496032715,
-0.08913375437259674,
0.02202504314482212,
0.00010177247895626351,
-0.04080701991915703,
-0.051195841282606125,
-0.10074493288993835,
-0.10728492587804794,
0.06543009728193283,
-0.02964038960635662,
-0.05070476979017258,
-0.02955707162618637,
-0.03460869938135147,
-0.05265572667121887,
0.025884414091706276,
-0.04772081971168518,
0.06104443594813347,
-0.13362376391887665,
0.17062155902385712,
-5.664326607757175e-8,
0.012259572744369507,
-0.017623864114284515,
-0.06476856023073196,
0.005357945803552866,
0.05569138377904892,
0.03775603696703911,
-0.010615125298500061,
-0.017046427354216576,
0.05793425440788269,
-0.008097861893475056,
0.12575390934944153,
-0.04544645920395851,
0.04384806752204895,
-0.02449015900492668,
0.030391495674848557,
0.00922096986323595,
-0.0000022758902105124434,
-0.08413772284984589,
-0.08231363445520401,
0.06859651207923889,
-0.04808472469449043,
-0.032359492033720016,
-0.022590026259422302,
-0.059322964400053024,
-0.04801096022129059,
-0.00754214683547616,
-0.017882956191897392,
-0.03679646924138069,
-0.07477599382400513,
-0.11437486857175827,
-0.009294303134083748,
-0.003294848371297121,
0.03045119158923626,
0.0123846884816885,
-0.039621517062187195,
-0.06194205582141876,
-0.06440108269453049,
0.0130936149507761,
0.019938085228204727,
-0.014708764851093292,
-0.06555227935314178,
0.043076496571302414,
-0.13090857863426208,
-0.01181749440729618,
-0.012495583854615688,
0.058327510952949524,
-0.03943020850419998,
-0.034185297787189484,
-0.031821511685848236,
0.04763902351260185,
-0.035512879490852356,
-0.012358563020825386,
0.011646891012787819,
-0.0519830584526062,
-0.0850471630692482,
0.015090818516910076,
0.03190641850233078,
0.008149554952979088,
0.022618668153882027,
0.02497083507478237,
0.09485816955566406,
-0.03605974465608597,
-0.04465644061565399,
-0.011805822141468525
] |
1401.5424
|
Roy Hayes Jr
|
Roy Hayes, Peter Beling, William Scherer
|
Real Time Strategy Language
| null | null | null | null |
cs.AI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Real Time Strategy (RTS) games provide complex domain to test the latest
artificial intelligence (AI) research. In much of the literature, AI systems
have been limited to playing one game. Although, this specialization has
resulted in stronger AI gaming systems it does not address the key concerns of
AI researcher. AI researchers seek the development of AI agents that can
autonomously interpret learn, and apply new knowledge. To achieve human level
performance, current AI systems rely on game specific knowledge of an expert.
The paper presents the full RTS language in hopes of shifting the current
research focus to the development of general RTS agents. General RTS agents are
AI gaming systems that can play any RTS games, defined in the RTS language.
This prevents game specific knowledge from being hard coded into the system,
thereby facilitating research that addresses the fundamental concerns of
artificial intelligence.
|
[
{
"created": "Tue, 21 Jan 2014 19:14:22 GMT",
"version": "v1"
}
] |
2014-01-22
|
[
[
"Hayes",
"Roy",
""
],
[
"Beling",
"Peter",
""
],
[
"Scherer",
"William",
""
]
] |
[
-0.061319731175899506,
0.012158138677477837,
-0.06790634244680405,
0.010380899533629417,
-0.02177470549941063,
0.009950065053999424,
0.05408099666237831,
-0.0016819445881992579,
-0.02529500238597393,
0.08952692896127701,
-0.06272083520889282,
-0.006437673699110746,
-0.016244787722826004,
0.039492785930633545,
0.017087437212467194,
-0.04351993650197983,
0.05037093907594681,
-0.0010567603167146444,
-0.01867530681192875,
-0.12110836058855057,
0.023711008951067924,
-0.024378003552556038,
0.001716009108349681,
-0.040118489414453506,
0.0010875380830839276,
0.02145359292626381,
0.001970213372260332,
-0.013513416983187199,
-0.03907960653305054,
0.00036868054303340614,
0.08169443160295486,
-0.00902981124818325,
0.04813465476036072,
-0.012100053951144218,
-0.05891046300530434,
0.0666918233036995,
-0.10229302942752838,
0.04063880443572998,
0.035915493965148926,
-0.018167821690440178,
-0.08248274773359299,
-0.0432913564145565,
0.027337374165654182,
0.029461055994033813,
0.04256056994199753,
0.041885048151016235,
-0.07133574783802032,
0.07487753033638,
0.031321607530117035,
0.07615990936756134,
-0.1671505570411682,
-0.08483729511499405,
0.06391210108995438,
-0.005213662050664425,
0.0026810565032064915,
0.10644759982824326,
-0.062211230397224426,
0.06852785497903824,
0.04051533341407776,
0.013956718146800995,
0.03772304952144623,
-0.07202178984880447,
0.06200750172138214,
-0.020483138039708138,
-0.017921986058354378,
0.004033633507788181,
-0.0542345754802227,
0.06389044225215912,
0.021916469559073448,
-0.08786345273256302,
0.0034089009277522564,
0.13607612252235413,
-0.05717605724930763,
-0.036502692848443985,
0.042812101542949677,
0.02079504355788231,
-0.02058844454586506,
-0.05123170092701912,
0.034170132130384445,
0.012522350996732712,
-0.015563073568046093,
-0.02339816465973854,
0.001004067831672728,
0.07076679915189743,
-0.0011248595546931028,
0.026336856186389923,
-0.00616530142724514,
-0.011372494511306286,
0.08183114230632782,
0.009045413695275784,
-0.019770745187997818,
-0.056190602481365204,
0.1326308697462082,
0.01860414259135723,
0.09440398961305618,
0.08418690413236618,
-0.03826615586876869,
-0.07960619032382965,
-0.043201763182878494,
0.01093218196183443,
-0.04349647834897041,
0.04113175719976425,
-0.028497520834207535,
0.027710918337106705,
0.02955198846757412,
0.08332949131727219,
0.01657795161008835,
0.01175740547478199,
-0.006132336333394051,
-0.06613437086343765,
-0.06353238970041275,
0.030130939558148384,
0.02622905932366848,
-0.07476485520601273,
0.021434754133224487,
0.03818751499056816,
-0.02421034872531891,
0.09382417052984238,
-0.027763305231928825,
0.05509186536073685,
0.02252814546227455,
0.056125327944755554,
0.002386827254667878,
0.05476339906454086,
0.12177393585443497,
0.07082962989807129,
0.008396762423217297,
3.1682750262827715e-33,
-0.06421338021755219,
0.022903459146618843,
0.06539154797792435,
0.03769426420331001,
0.003466071095317602,
-0.1035958081483841,
0.039926156401634216,
-0.02776416391134262,
-0.006890798918902874,
-0.02597069926559925,
0.014111604541540146,
0.016002686694264412,
-0.07160567492246628,
0.0008412700844928622,
0.0458710715174675,
0.024409273639321327,
-0.0463651604950428,
0.017246520146727562,
0.0054321750067174435,
0.01594451814889908,
0.03319031000137329,
-0.004132452420890331,
0.03525989130139351,
-0.07705048471689224,
-0.021267471835017204,
0.05350374057888985,
-0.02868528477847576,
-0.031244635581970215,
0.07543226331472397,
-0.024509912356734276,
-0.03449364751577377,
-0.017675980925559998,
-0.1113496720790863,
-0.0009700917871668935,
-0.002981322119012475,
0.016349291428923607,
-0.06702479720115662,
-0.04792400822043419,
-0.05239478871226311,
0.12607985734939575,
-0.006090310402214527,
0.03268146887421608,
-0.04450501129031181,
0.004349702037870884,
-0.06482938677072525,
-0.023998379707336426,
-0.01570814847946167,
-0.03929238021373749,
-0.029600879177451134,
0.034155283123254776,
-0.05205128341913223,
0.07688841223716736,
-0.0026446543633937836,
-0.0218419898301363,
0.03787658363580704,
0.01055930182337761,
0.010364311747252941,
-0.006777806673198938,
0.002274187281727791,
0.023629561066627502,
-0.005601628217846155,
-0.051315754652023315,
0.022379577159881592,
0.11953815072774887,
-0.0454087071120739,
0.018554504960775375,
0.05031207948923111,
0.03237089514732361,
0.06026771664619446,
0.0053716558031737804,
0.03864315152168274,
0.003647085977718234,
0.09086522459983826,
0.039528001099824905,
-0.03293290734291077,
0.008141893893480301,
0.05466324836015701,
-0.06612878292798996,
0.026961039751768112,
-0.031098192557692528,
-0.0727599635720253,
-0.013352585956454277,
-0.04741473123431206,
-0.020100219175219536,
0.03462197631597519,
-0.015290291979908943,
-0.028228310868144035,
-0.04229121655225754,
0.04077504575252533,
-0.037313465029001236,
-0.1356775164604187,
-0.025189677253365517,
-0.09826507419347763,
0.00252829329110682,
-0.020783334970474243,
-2.788891755065563e-33,
-0.05990341305732727,
-0.0630493015050888,
-0.0998307317495346,
0.0588483065366745,
0.03548564016819,
-0.03505786508321762,
-0.08619782328605652,
0.044777534902095795,
0.04861152172088623,
0.06373269855976105,
-0.021353894844651222,
0.06233476474881172,
-0.055009763687849045,
0.03821459785103798,
-0.028389660641551018,
-0.10695895552635193,
0.06596572697162628,
-0.024204354733228683,
-0.00037948627141304314,
0.04293147474527359,
-0.005035506095737219,
0.0360368937253952,
-0.06597209721803665,
-0.03210219368338585,
0.013126525096595287,
-0.008827608078718185,
0.005174178164452314,
0.06755378097295761,
-0.03128596022725105,
0.052442766726017,
0.10171396285295486,
-0.01388314925134182,
-0.0377202145755291,
0.04514995962381363,
0.0005668234662152827,
0.029053691774606705,
0.0459328331053257,
-0.03549239784479141,
-0.04178289696574211,
0.06563089787960052,
0.10778923332691193,
-0.08405037224292755,
-0.12136717140674591,
-0.10940234363079071,
-0.06734263151884079,
0.11666033416986465,
-0.027058595791459084,
0.020765135064721107,
-0.04744517803192139,
-0.04995674639940262,
0.04906727001070976,
0.004391683265566826,
-0.0291608814150095,
-0.10364104807376862,
-0.05392228066921234,
-0.0034148211125284433,
-0.04229385405778885,
0.05832916870713234,
0.0038841431960463524,
0.027862146496772766,
0.0708220973610878,
-0.0337141677737236,
-0.03627918288111687,
0.03328616917133331,
-0.007751540280878544,
0.011332937516272068,
-0.02065255120396614,
0.03764574974775314,
0.020156651735305786,
-0.06506597995758057,
-0.03118053451180458,
0.008322770707309246,
-0.0200295802205801,
0.0648263543844223,
-0.02137776091694832,
0.02488420531153679,
-0.05397308990359306,
0.01732136309146881,
0.0753391683101654,
-0.03697429969906807,
-0.008217204362154007,
-0.04632778465747833,
0.03376922756433487,
0.0373062826693058,
0.04494186490774155,
0.06025334820151329,
-0.021392371505498886,
0.043051671236753464,
0.013650065287947655,
-0.043830178678035736,
0.06294989585876465,
0.012031713500618935,
-0.023980148136615753,
0.06557860225439072,
-0.08423998951911926,
-3.668829506864313e-8,
-0.010401960462331772,
0.008568800985813141,
0.06135369837284088,
0.0318911150097847,
0.001567994593642652,
0.022123314440250397,
-0.11131304502487183,
-0.04449031874537468,
-0.03757715970277786,
-0.012453941628336906,
0.0019965111277997494,
-0.046634163707494736,
0.051820795983076096,
-0.01816217042505741,
0.06968358159065247,
0.03425178304314613,
-0.020019058138132095,
-0.027345184236764908,
-0.02315000258386135,
0.028104402124881744,
0.11824226379394531,
0.03623846918344498,
-0.025725368410348892,
-0.05867687612771988,
0.004316016566008329,
-0.010264004580676556,
0.041855115443468094,
-0.03611103817820549,
-0.05863817408680916,
0.08018554747104645,
0.04895567521452904,
0.025173459202051163,
0.06905326247215271,
-0.0008060309919528663,
0.13490405678749084,
0.032961029559373856,
0.04666444659233093,
-0.05056171491742134,
-0.02905767410993576,
-0.03807004168629646,
-0.08866056799888611,
0.0632554441690445,
-0.043395448476076126,
-0.0077955457381904125,
0.002283887704834342,
0.017593439668416977,
-0.04200077801942825,
-0.10594765096902847,
0.023436980322003365,
-0.07442227751016617,
-0.005864892620593309,
0.02435385063290596,
0.00009439773566555232,
0.0325617715716362,
0.12149818986654282,
0.07389930635690689,
0.03332262858748436,
-0.0098915696144104,
0.03493852540850639,
-0.026409562677145004,
0.01196550764143467,
0.06686777621507645,
-0.01772284507751465,
0.017857113853096962
] | null | null | null | null | null | null | null |
[
-0.061319731175899506,
0.012158138677477837,
-0.06790634244680405,
0.010380899533629417,
-0.02177470549941063,
0.009950065053999424,
0.05408099666237831,
-0.0016819445881992579,
-0.02529500238597393,
0.08952692896127701,
-0.06272083520889282,
-0.006437673699110746,
-0.016244787722826004,
0.039492785930633545,
0.017087437212467194,
-0.04351993650197983,
0.05037093907594681,
-0.0010567603167146444,
-0.01867530681192875,
-0.12110836058855057,
0.023711008951067924,
-0.024378003552556038,
0.001716009108349681,
-0.040118489414453506,
0.0010875380830839276,
0.02145359292626381,
0.001970213372260332,
-0.013513416983187199,
-0.03907960653305054,
0.00036868054303340614,
0.08169443160295486,
-0.00902981124818325,
0.04813465476036072,
-0.012100053951144218,
-0.05891046300530434,
0.0666918233036995,
-0.10229302942752838,
0.04063880443572998,
0.035915493965148926,
-0.018167821690440178,
-0.08248274773359299,
-0.0432913564145565,
0.027337374165654182,
0.029461055994033813,
0.04256056994199753,
0.041885048151016235,
-0.07133574783802032,
0.07487753033638,
0.031321607530117035,
0.07615990936756134,
-0.1671505570411682,
-0.08483729511499405,
0.06391210108995438,
-0.005213662050664425,
0.0026810565032064915,
0.10644759982824326,
-0.062211230397224426,
0.06852785497903824,
0.04051533341407776,
0.013956718146800995,
0.03772304952144623,
-0.07202178984880447,
0.06200750172138214,
-0.020483138039708138,
-0.017921986058354378,
0.004033633507788181,
-0.0542345754802227,
0.06389044225215912,
0.021916469559073448,
-0.08786345273256302,
0.0034089009277522564,
0.13607612252235413,
-0.05717605724930763,
-0.036502692848443985,
0.042812101542949677,
0.02079504355788231,
-0.02058844454586506,
-0.05123170092701912,
0.034170132130384445,
0.012522350996732712,
-0.015563073568046093,
-0.02339816465973854,
0.001004067831672728,
0.07076679915189743,
-0.0011248595546931028,
0.026336856186389923,
-0.00616530142724514,
-0.011372494511306286,
0.08183114230632782,
0.009045413695275784,
-0.019770745187997818,
-0.056190602481365204,
0.1326308697462082,
0.01860414259135723,
0.09440398961305618,
0.08418690413236618,
-0.03826615586876869,
-0.07960619032382965,
-0.043201763182878494,
0.01093218196183443,
-0.04349647834897041,
0.04113175719976425,
-0.028497520834207535,
0.027710918337106705,
0.02955198846757412,
0.08332949131727219,
0.01657795161008835,
0.01175740547478199,
-0.006132336333394051,
-0.06613437086343765,
-0.06353238970041275,
0.030130939558148384,
0.02622905932366848,
-0.07476485520601273,
0.021434754133224487,
0.03818751499056816,
-0.02421034872531891,
0.09382417052984238,
-0.027763305231928825,
0.05509186536073685,
0.02252814546227455,
0.056125327944755554,
0.002386827254667878,
0.05476339906454086,
0.12177393585443497,
0.07082962989807129,
0.008396762423217297,
3.1682750262827715e-33,
-0.06421338021755219,
0.022903459146618843,
0.06539154797792435,
0.03769426420331001,
0.003466071095317602,
-0.1035958081483841,
0.039926156401634216,
-0.02776416391134262,
-0.006890798918902874,
-0.02597069926559925,
0.014111604541540146,
0.016002686694264412,
-0.07160567492246628,
0.0008412700844928622,
0.0458710715174675,
0.024409273639321327,
-0.0463651604950428,
0.017246520146727562,
0.0054321750067174435,
0.01594451814889908,
0.03319031000137329,
-0.004132452420890331,
0.03525989130139351,
-0.07705048471689224,
-0.021267471835017204,
0.05350374057888985,
-0.02868528477847576,
-0.031244635581970215,
0.07543226331472397,
-0.024509912356734276,
-0.03449364751577377,
-0.017675980925559998,
-0.1113496720790863,
-0.0009700917871668935,
-0.002981322119012475,
0.016349291428923607,
-0.06702479720115662,
-0.04792400822043419,
-0.05239478871226311,
0.12607985734939575,
-0.006090310402214527,
0.03268146887421608,
-0.04450501129031181,
0.004349702037870884,
-0.06482938677072525,
-0.023998379707336426,
-0.01570814847946167,
-0.03929238021373749,
-0.029600879177451134,
0.034155283123254776,
-0.05205128341913223,
0.07688841223716736,
-0.0026446543633937836,
-0.0218419898301363,
0.03787658363580704,
0.01055930182337761,
0.010364311747252941,
-0.006777806673198938,
0.002274187281727791,
0.023629561066627502,
-0.005601628217846155,
-0.051315754652023315,
0.022379577159881592,
0.11953815072774887,
-0.0454087071120739,
0.018554504960775375,
0.05031207948923111,
0.03237089514732361,
0.06026771664619446,
0.0053716558031737804,
0.03864315152168274,
0.003647085977718234,
0.09086522459983826,
0.039528001099824905,
-0.03293290734291077,
0.008141893893480301,
0.05466324836015701,
-0.06612878292798996,
0.026961039751768112,
-0.031098192557692528,
-0.0727599635720253,
-0.013352585956454277,
-0.04741473123431206,
-0.020100219175219536,
0.03462197631597519,
-0.015290291979908943,
-0.028228310868144035,
-0.04229121655225754,
0.04077504575252533,
-0.037313465029001236,
-0.1356775164604187,
-0.025189677253365517,
-0.09826507419347763,
0.00252829329110682,
-0.020783334970474243,
-2.788891755065563e-33,
-0.05990341305732727,
-0.0630493015050888,
-0.0998307317495346,
0.0588483065366745,
0.03548564016819,
-0.03505786508321762,
-0.08619782328605652,
0.044777534902095795,
0.04861152172088623,
0.06373269855976105,
-0.021353894844651222,
0.06233476474881172,
-0.055009763687849045,
0.03821459785103798,
-0.028389660641551018,
-0.10695895552635193,
0.06596572697162628,
-0.024204354733228683,
-0.00037948627141304314,
0.04293147474527359,
-0.005035506095737219,
0.0360368937253952,
-0.06597209721803665,
-0.03210219368338585,
0.013126525096595287,
-0.008827608078718185,
0.005174178164452314,
0.06755378097295761,
-0.03128596022725105,
0.052442766726017,
0.10171396285295486,
-0.01388314925134182,
-0.0377202145755291,
0.04514995962381363,
0.0005668234662152827,
0.029053691774606705,
0.0459328331053257,
-0.03549239784479141,
-0.04178289696574211,
0.06563089787960052,
0.10778923332691193,
-0.08405037224292755,
-0.12136717140674591,
-0.10940234363079071,
-0.06734263151884079,
0.11666033416986465,
-0.027058595791459084,
0.020765135064721107,
-0.04744517803192139,
-0.04995674639940262,
0.04906727001070976,
0.004391683265566826,
-0.0291608814150095,
-0.10364104807376862,
-0.05392228066921234,
-0.0034148211125284433,
-0.04229385405778885,
0.05832916870713234,
0.0038841431960463524,
0.027862146496772766,
0.0708220973610878,
-0.0337141677737236,
-0.03627918288111687,
0.03328616917133331,
-0.007751540280878544,
0.011332937516272068,
-0.02065255120396614,
0.03764574974775314,
0.020156651735305786,
-0.06506597995758057,
-0.03118053451180458,
0.008322770707309246,
-0.0200295802205801,
0.0648263543844223,
-0.02137776091694832,
0.02488420531153679,
-0.05397308990359306,
0.01732136309146881,
0.0753391683101654,
-0.03697429969906807,
-0.008217204362154007,
-0.04632778465747833,
0.03376922756433487,
0.0373062826693058,
0.04494186490774155,
0.06025334820151329,
-0.021392371505498886,
0.043051671236753464,
0.013650065287947655,
-0.043830178678035736,
0.06294989585876465,
0.012031713500618935,
-0.023980148136615753,
0.06557860225439072,
-0.08423998951911926,
-3.668829506864313e-8,
-0.010401960462331772,
0.008568800985813141,
0.06135369837284088,
0.0318911150097847,
0.001567994593642652,
0.022123314440250397,
-0.11131304502487183,
-0.04449031874537468,
-0.03757715970277786,
-0.012453941628336906,
0.0019965111277997494,
-0.046634163707494736,
0.051820795983076096,
-0.01816217042505741,
0.06968358159065247,
0.03425178304314613,
-0.020019058138132095,
-0.027345184236764908,
-0.02315000258386135,
0.028104402124881744,
0.11824226379394531,
0.03623846918344498,
-0.025725368410348892,
-0.05867687612771988,
0.004316016566008329,
-0.010264004580676556,
0.041855115443468094,
-0.03611103817820549,
-0.05863817408680916,
0.08018554747104645,
0.04895567521452904,
0.025173459202051163,
0.06905326247215271,
-0.0008060309919528663,
0.13490405678749084,
0.032961029559373856,
0.04666444659233093,
-0.05056171491742134,
-0.02905767410993576,
-0.03807004168629646,
-0.08866056799888611,
0.0632554441690445,
-0.043395448476076126,
-0.0077955457381904125,
0.002283887704834342,
0.017593439668416977,
-0.04200077801942825,
-0.10594765096902847,
0.023436980322003365,
-0.07442227751016617,
-0.005864892620593309,
0.02435385063290596,
0.00009439773566555232,
0.0325617715716362,
0.12149818986654282,
0.07389930635690689,
0.03332262858748436,
-0.0098915696144104,
0.03493852540850639,
-0.026409562677145004,
0.01196550764143467,
0.06686777621507645,
-0.01772284507751465,
0.017857113853096962
] |
1401.5430
|
Michael Atlan
|
Francois Bruno, J\'er\^ome Laurent, Claire Prada, Benjamin Lamboul,
Bruno Passilly, Michael Atlan
|
Non-destructive testing of composite plates by holographic vibrometry
| null | null |
10.1063/1.4871178
| null |
physics.optics physics.ins-det
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We report on a wide-field optical monitoring method for revealing local
delaminations in sandwich-type composite plates at video-rate by holographic
vibrometry. Non-contact measurements of low frequency flexural waves is
performed with time-averaged heterodyne holography. It enables narrowband
imaging of local out-of-plane nanometric vibration amplitudes under sinusoidal
excitation, and reveals delamination defects, which cause local resonances of
flexural waves. The size of the defect can be estimated from the first
resonance frequency of the flexural wave and the mechanical parameters of the
observed layer of the composite plate.
|
[
{
"created": "Tue, 21 Jan 2014 19:35:04 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Bruno",
"Francois",
""
],
[
"Laurent",
"Jérôme",
""
],
[
"Prada",
"Claire",
""
],
[
"Lamboul",
"Benjamin",
""
],
[
"Passilly",
"Bruno",
""
],
[
"Atlan",
"Michael",
""
]
] |
[
0.06015373766422272,
0.013707710430026054,
0.025215493515133858,
-0.12804292142391205,
0.027434388175606728,
-0.07961839437484741,
-0.050605498254299164,
0.01256643608212471,
-0.030408235266804695,
-0.013483968563377857,
0.028300924226641655,
-0.009940002113580704,
-0.12457416206598282,
-0.009084895253181458,
0.062117792665958405,
-0.03873582184314728,
0.04885650426149368,
-0.004345693625509739,
0.015668446198105812,
0.06983731687068939,
-0.0019825627095997334,
-0.05462552607059479,
-0.061231110244989395,
-0.03338448703289032,
0.005730633158236742,
0.04123945161700249,
-0.012560698203742504,
0.007893107831478119,
-0.011589223518967628,
0.01495047565549612,
-0.032220929861068726,
0.10712248086929321,
-0.0346156544983387,
0.026629267260432243,
0.02808910794556141,
-0.017842303961515427,
0.03905642777681351,
-0.01100496482104063,
-0.08346684277057648,
-0.09165344387292862,
-0.04378903657197952,
0.02317722700536251,
-0.0022483253851532936,
-0.02014785446226597,
0.009749185293912888,
0.005645301192998886,
0.03414107486605644,
-0.03146959841251373,
-0.06383154541254044,
-0.014432151801884174,
-0.005779032129794359,
0.025488372892141342,
0.11818736046552658,
-0.02948196791112423,
0.007051209453493357,
0.09279698133468628,
0.0236129779368639,
-0.07683800160884857,
-0.03409445285797119,
0.04359302297234535,
0.013423358090221882,
0.0024310064036399126,
-0.06118670478463173,
-0.06643778830766678,
0.09147924929857254,
0.06089377403259277,
0.08229850232601166,
-0.0039159818552434444,
0.004644825588911772,
0.0691622868180275,
-0.0014701730106025934,
0.02885819971561432,
0.012502837926149368,
-0.006129269953817129,
0.005082540679723024,
-0.016257639974355698,
-0.041616134345531464,
0.026955293491482735,
0.019223229959607124,
0.017392940819263458,
-0.014615430496633053,
-0.04646674543619156,
0.01303363498300314,
0.018237711861729622,
-0.023404059931635857,
0.010638476349413395,
0.002049878006801009,
0.02381281740963459,
-0.06426874548196793,
0.015558958984911442,
0.008182663470506668,
0.001708522322587669,
-0.11943108588457108,
0.0026585105806589127,
-0.018751244992017746,
-0.07072760164737701,
-0.07562915980815887,
-0.02293119952082634,
0.03125595301389694,
0.04197376221418381,
-0.010228084400296211,
-0.04755418747663498,
0.009495067410171032,
0.12435442209243774,
-0.04353407770395279,
0.042809925973415375,
-0.004900180269032717,
0.1367274969816208,
0.020880019292235374,
0.07814909517765045,
0.0007763352477923036,
0.07161097228527069,
0.0011358553310856223,
-0.004080374259501696,
-0.027030909433960915,
-0.007467800751328468,
-0.03335566073656082,
0.006223311182111502,
-0.00870361179113388,
-0.03525393083691597,
0.008196117356419563,
-0.0353279672563076,
-0.049642715603113174,
0.0018162508495151997,
-0.004303355701267719,
-0.041128452867269516,
0.11234153062105179,
-1.0364352488778229e-35,
0.03728507459163666,
0.0620521679520607,
0.03710562735795975,
0.00798607524484396,
-0.006691163871437311,
0.042044010013341904,
0.026604950428009033,
0.12331221997737885,
-0.006575209088623524,
0.014201655983924866,
0.06513360887765884,
0.015051293186843395,
0.10577934235334396,
-0.03213717043399811,
-0.02426477149128914,
-0.0022493668366223574,
0.030995313078165054,
-0.02404194325208664,
-0.0278361476957798,
0.05272965505719185,
0.009673792868852615,
-0.00537874223664403,
0.06581667065620422,
0.08080103993415833,
-0.06535748392343521,
-0.06267660856246948,
-0.009103275835514069,
-0.057951297610998154,
-0.0288222786039114,
0.029214607551693916,
0.05653933808207512,
0.04194602742791176,
0.060627058148384094,
-0.023133806884288788,
0.012581756338477135,
0.04534880071878433,
-0.034075044095516205,
0.047499772161245346,
-0.03455081582069397,
0.04848569631576538,
0.05313988775014877,
0.006362198852002621,
0.04266691207885742,
0.011491925455629826,
-0.024919332936406136,
-0.060767609626054764,
0.009997026063501835,
0.05403459072113037,
-0.03730104863643646,
0.019258668646216393,
0.024412643164396286,
-0.033690329641103745,
-0.07402588427066803,
-0.005826124455779791,
-0.02092508040368557,
0.08361154049634933,
0.08523274958133698,
-0.050767481327056885,
-0.023905448615550995,
-0.08137345314025879,
0.03490034490823746,
-0.06250914931297302,
0.03806309401988983,
-0.022002866491675377,
-0.06433895975351334,
0.04269246757030487,
-0.022818978875875473,
0.018363676965236664,
-0.04047699272632599,
0.03736623749136925,
0.021922381594777107,
-0.0071818409487605095,
-0.023082183673977852,
0.03447187691926956,
-0.030291471630334854,
0.06719663739204407,
-0.06125659868121147,
0.010972998104989529,
0.03689805790781975,
0.03986499458551407,
0.020744437351822853,
0.010009209625422955,
-0.03290209174156189,
-0.007549037225544453,
-0.018955912441015244,
0.056116294115781784,
-0.008384707383811474,
-0.05804412439465523,
-0.033080682158470154,
-0.03682873770594597,
-0.04862505570054054,
-0.02255329303443432,
0.0288398340344429,
-0.06614520400762558,
-0.014580616727471352,
-2.787515140978155e-33,
0.03937439247965813,
-0.03407731279730797,
0.0067837536334991455,
-0.031168509274721146,
0.07420873641967773,
0.009251690469682217,
-0.013059890829026699,
0.12592832744121552,
-0.07564748078584671,
-0.034218475222587585,
0.09268971532583237,
-0.026325315237045288,
-0.17564725875854492,
-0.011266178451478481,
-0.09636802971363068,
0.032780807465314865,
-0.07951881736516953,
-0.10152461379766464,
0.026704493910074234,
-0.0017397865885868669,
0.031145388260483742,
-0.027684835717082024,
0.10093776881694794,
0.06099691241979599,
0.025595029816031456,
0.0020416921470314264,
0.05480768531560898,
-0.058624401688575745,
0.01949736289680004,
-0.019984690472483635,
-0.053331393748521805,
-0.01576005108654499,
0.09705080837011337,
0.056444648653268814,
0.06960877031087875,
0.13911154866218567,
0.03648189827799797,
0.005285037215799093,
0.005770132411271334,
-0.06037187576293945,
-0.11435645818710327,
0.13826286792755127,
-0.022774627432227135,
-0.028040913864970207,
-0.048663295805454254,
0.01785796321928501,
-0.04744406044483185,
0.012650629505515099,
-0.06880460679531097,
0.04933495074510574,
0.016707923263311386,
0.02830459177494049,
0.037559498101472855,
-0.012810558080673218,
-0.060792624950408936,
0.047845713794231415,
-0.0773344486951828,
-0.026538966223597527,
0.009269831702113152,
0.058180104941129684,
-0.001661507529206574,
0.07631146907806396,
-0.02535242773592472,
0.02920946106314659,
0.07334218919277191,
0.037071287631988525,
0.040016282349824905,
0.026980264112353325,
-0.020695963874459267,
0.0182009469717741,
-0.06930134445428848,
0.08172275125980377,
0.013590804301202297,
0.025775624439120293,
0.017934268340468407,
-0.015124307945370674,
-0.06887480616569519,
-0.0648994967341423,
-0.06644710153341293,
0.029129229485988617,
0.023761006072163582,
-0.09939717501401901,
-0.0033119122963398695,
0.05094822868704796,
-0.02738797664642334,
-0.032764241099357605,
-0.003915279172360897,
-0.010630912147462368,
-0.024421140551567078,
-0.0004186691658105701,
-0.01483777817338705,
0.03968407213687897,
0.009985114447772503,
-0.10505696386098862,
0.054232656955718994,
-4.0924113875462353e-8,
0.04284795746207237,
-0.03943491727113724,
-0.024299869313836098,
-0.03464876860380173,
-0.040524162352085114,
-0.04568050056695938,
0.04739795997738838,
-0.03540728986263275,
0.05085999146103859,
-0.12331350147724152,
-0.05771877244114876,
-0.10921512544155121,
-0.09682480245828629,
-0.01905129849910736,
-0.051599737256765366,
-0.04821290820837021,
0.025574222207069397,
0.022712279111146927,
-0.06751316040754318,
0.006768758874386549,
-0.03383759409189224,
0.03729420527815819,
0.152600958943367,
0.018920600414276123,
-0.04825747385621071,
0.04432603344321251,
-0.05632088705897331,
-0.05131503939628601,
0.04073633253574371,
0.01676405593752861,
-0.019047876819968224,
-0.011722126975655556,
0.054149139672517776,
-0.0344393216073513,
-0.010781027376651764,
0.00832753349095583,
-0.10438805818557739,
-0.09601900726556778,
-0.09393815696239471,
-0.014979474246501923,
-0.02123992145061493,
0.03469104692339897,
-0.05690876767039299,
0.006198746617883444,
0.11015637218952179,
-0.0585402175784111,
0.10908331722021103,
0.008009718731045723,
-0.015112929046154022,
0.003656121902167797,
-0.040915850549936295,
0.11138065904378891,
-0.09425275772809982,
0.04024186357855797,
-0.06754140555858612,
0.03001692146062851,
0.011966968886554241,
-0.0031986257527023554,
0.06672899425029755,
-0.009066262282431126,
0.006476349197328091,
-0.052833084017038345,
0.022744525223970413,
-0.04442736506462097
] | null | null | null | null | null | null | null |
[
0.06015373766422272,
0.013707710430026054,
0.025215493515133858,
-0.12804292142391205,
0.027434388175606728,
-0.07961839437484741,
-0.050605498254299164,
0.01256643608212471,
-0.030408235266804695,
-0.013483968563377857,
0.028300924226641655,
-0.009940002113580704,
-0.12457416206598282,
-0.009084895253181458,
0.062117792665958405,
-0.03873582184314728,
0.04885650426149368,
-0.004345693625509739,
0.015668446198105812,
0.06983731687068939,
-0.0019825627095997334,
-0.05462552607059479,
-0.061231110244989395,
-0.03338448703289032,
0.005730633158236742,
0.04123945161700249,
-0.012560698203742504,
0.007893107831478119,
-0.011589223518967628,
0.01495047565549612,
-0.032220929861068726,
0.10712248086929321,
-0.0346156544983387,
0.026629267260432243,
0.02808910794556141,
-0.017842303961515427,
0.03905642777681351,
-0.01100496482104063,
-0.08346684277057648,
-0.09165344387292862,
-0.04378903657197952,
0.02317722700536251,
-0.0022483253851532936,
-0.02014785446226597,
0.009749185293912888,
0.005645301192998886,
0.03414107486605644,
-0.03146959841251373,
-0.06383154541254044,
-0.014432151801884174,
-0.005779032129794359,
0.025488372892141342,
0.11818736046552658,
-0.02948196791112423,
0.007051209453493357,
0.09279698133468628,
0.0236129779368639,
-0.07683800160884857,
-0.03409445285797119,
0.04359302297234535,
0.013423358090221882,
0.0024310064036399126,
-0.06118670478463173,
-0.06643778830766678,
0.09147924929857254,
0.06089377403259277,
0.08229850232601166,
-0.0039159818552434444,
0.004644825588911772,
0.0691622868180275,
-0.0014701730106025934,
0.02885819971561432,
0.012502837926149368,
-0.006129269953817129,
0.005082540679723024,
-0.016257639974355698,
-0.041616134345531464,
0.026955293491482735,
0.019223229959607124,
0.017392940819263458,
-0.014615430496633053,
-0.04646674543619156,
0.01303363498300314,
0.018237711861729622,
-0.023404059931635857,
0.010638476349413395,
0.002049878006801009,
0.02381281740963459,
-0.06426874548196793,
0.015558958984911442,
0.008182663470506668,
0.001708522322587669,
-0.11943108588457108,
0.0026585105806589127,
-0.018751244992017746,
-0.07072760164737701,
-0.07562915980815887,
-0.02293119952082634,
0.03125595301389694,
0.04197376221418381,
-0.010228084400296211,
-0.04755418747663498,
0.009495067410171032,
0.12435442209243774,
-0.04353407770395279,
0.042809925973415375,
-0.004900180269032717,
0.1367274969816208,
0.020880019292235374,
0.07814909517765045,
0.0007763352477923036,
0.07161097228527069,
0.0011358553310856223,
-0.004080374259501696,
-0.027030909433960915,
-0.007467800751328468,
-0.03335566073656082,
0.006223311182111502,
-0.00870361179113388,
-0.03525393083691597,
0.008196117356419563,
-0.0353279672563076,
-0.049642715603113174,
0.0018162508495151997,
-0.004303355701267719,
-0.041128452867269516,
0.11234153062105179,
-1.0364352488778229e-35,
0.03728507459163666,
0.0620521679520607,
0.03710562735795975,
0.00798607524484396,
-0.006691163871437311,
0.042044010013341904,
0.026604950428009033,
0.12331221997737885,
-0.006575209088623524,
0.014201655983924866,
0.06513360887765884,
0.015051293186843395,
0.10577934235334396,
-0.03213717043399811,
-0.02426477149128914,
-0.0022493668366223574,
0.030995313078165054,
-0.02404194325208664,
-0.0278361476957798,
0.05272965505719185,
0.009673792868852615,
-0.00537874223664403,
0.06581667065620422,
0.08080103993415833,
-0.06535748392343521,
-0.06267660856246948,
-0.009103275835514069,
-0.057951297610998154,
-0.0288222786039114,
0.029214607551693916,
0.05653933808207512,
0.04194602742791176,
0.060627058148384094,
-0.023133806884288788,
0.012581756338477135,
0.04534880071878433,
-0.034075044095516205,
0.047499772161245346,
-0.03455081582069397,
0.04848569631576538,
0.05313988775014877,
0.006362198852002621,
0.04266691207885742,
0.011491925455629826,
-0.024919332936406136,
-0.060767609626054764,
0.009997026063501835,
0.05403459072113037,
-0.03730104863643646,
0.019258668646216393,
0.024412643164396286,
-0.033690329641103745,
-0.07402588427066803,
-0.005826124455779791,
-0.02092508040368557,
0.08361154049634933,
0.08523274958133698,
-0.050767481327056885,
-0.023905448615550995,
-0.08137345314025879,
0.03490034490823746,
-0.06250914931297302,
0.03806309401988983,
-0.022002866491675377,
-0.06433895975351334,
0.04269246757030487,
-0.022818978875875473,
0.018363676965236664,
-0.04047699272632599,
0.03736623749136925,
0.021922381594777107,
-0.0071818409487605095,
-0.023082183673977852,
0.03447187691926956,
-0.030291471630334854,
0.06719663739204407,
-0.06125659868121147,
0.010972998104989529,
0.03689805790781975,
0.03986499458551407,
0.020744437351822853,
0.010009209625422955,
-0.03290209174156189,
-0.007549037225544453,
-0.018955912441015244,
0.056116294115781784,
-0.008384707383811474,
-0.05804412439465523,
-0.033080682158470154,
-0.03682873770594597,
-0.04862505570054054,
-0.02255329303443432,
0.0288398340344429,
-0.06614520400762558,
-0.014580616727471352,
-2.787515140978155e-33,
0.03937439247965813,
-0.03407731279730797,
0.0067837536334991455,
-0.031168509274721146,
0.07420873641967773,
0.009251690469682217,
-0.013059890829026699,
0.12592832744121552,
-0.07564748078584671,
-0.034218475222587585,
0.09268971532583237,
-0.026325315237045288,
-0.17564725875854492,
-0.011266178451478481,
-0.09636802971363068,
0.032780807465314865,
-0.07951881736516953,
-0.10152461379766464,
0.026704493910074234,
-0.0017397865885868669,
0.031145388260483742,
-0.027684835717082024,
0.10093776881694794,
0.06099691241979599,
0.025595029816031456,
0.0020416921470314264,
0.05480768531560898,
-0.058624401688575745,
0.01949736289680004,
-0.019984690472483635,
-0.053331393748521805,
-0.01576005108654499,
0.09705080837011337,
0.056444648653268814,
0.06960877031087875,
0.13911154866218567,
0.03648189827799797,
0.005285037215799093,
0.005770132411271334,
-0.06037187576293945,
-0.11435645818710327,
0.13826286792755127,
-0.022774627432227135,
-0.028040913864970207,
-0.048663295805454254,
0.01785796321928501,
-0.04744406044483185,
0.012650629505515099,
-0.06880460679531097,
0.04933495074510574,
0.016707923263311386,
0.02830459177494049,
0.037559498101472855,
-0.012810558080673218,
-0.060792624950408936,
0.047845713794231415,
-0.0773344486951828,
-0.026538966223597527,
0.009269831702113152,
0.058180104941129684,
-0.001661507529206574,
0.07631146907806396,
-0.02535242773592472,
0.02920946106314659,
0.07334218919277191,
0.037071287631988525,
0.040016282349824905,
0.026980264112353325,
-0.020695963874459267,
0.0182009469717741,
-0.06930134445428848,
0.08172275125980377,
0.013590804301202297,
0.025775624439120293,
0.017934268340468407,
-0.015124307945370674,
-0.06887480616569519,
-0.0648994967341423,
-0.06644710153341293,
0.029129229485988617,
0.023761006072163582,
-0.09939717501401901,
-0.0033119122963398695,
0.05094822868704796,
-0.02738797664642334,
-0.032764241099357605,
-0.003915279172360897,
-0.010630912147462368,
-0.024421140551567078,
-0.0004186691658105701,
-0.01483777817338705,
0.03968407213687897,
0.009985114447772503,
-0.10505696386098862,
0.054232656955718994,
-4.0924113875462353e-8,
0.04284795746207237,
-0.03943491727113724,
-0.024299869313836098,
-0.03464876860380173,
-0.040524162352085114,
-0.04568050056695938,
0.04739795997738838,
-0.03540728986263275,
0.05085999146103859,
-0.12331350147724152,
-0.05771877244114876,
-0.10921512544155121,
-0.09682480245828629,
-0.01905129849910736,
-0.051599737256765366,
-0.04821290820837021,
0.025574222207069397,
0.022712279111146927,
-0.06751316040754318,
0.006768758874386549,
-0.03383759409189224,
0.03729420527815819,
0.152600958943367,
0.018920600414276123,
-0.04825747385621071,
0.04432603344321251,
-0.05632088705897331,
-0.05131503939628601,
0.04073633253574371,
0.01676405593752861,
-0.019047876819968224,
-0.011722126975655556,
0.054149139672517776,
-0.0344393216073513,
-0.010781027376651764,
0.00832753349095583,
-0.10438805818557739,
-0.09601900726556778,
-0.09393815696239471,
-0.014979474246501923,
-0.02123992145061493,
0.03469104692339897,
-0.05690876767039299,
0.006198746617883444,
0.11015637218952179,
-0.0585402175784111,
0.10908331722021103,
0.008009718731045723,
-0.015112929046154022,
0.003656121902167797,
-0.040915850549936295,
0.11138065904378891,
-0.09425275772809982,
0.04024186357855797,
-0.06754140555858612,
0.03001692146062851,
0.011966968886554241,
-0.0031986257527023554,
0.06672899425029755,
-0.009066262282431126,
0.006476349197328091,
-0.052833084017038345,
0.022744525223970413,
-0.04442736506462097
] |
1401.5433
|
Boumahdi Fatima Mme
|
Fatima Boumahdi, Rachid Chalal
|
SoaDssPm: A new Service-Oriented Architecture of the decision support
system for the Project Management
|
International Conference on Control, Engineering Information
Technology (CEIT'13)
|
Economics & Strategic Management of Business Process (ESMB) vol 1;
pp. 6-10, 2013
| null | null |
cs.SE
|
http://creativecommons.org/licenses/by/3.0/
|
This paper presents an architecture for the Project Management, which is
defined using the concepts behind ServiceOriented and Decision Support System.
The framework described, denominated as SoaDssPm, represents the following: a
coherent solution to the problem of control Project Management the existing gap
between the real execution of Project Management by describing the business
process and relationships required by a SOA solution, and its objectives
representation, in which the decisional aspects determine the final shape of
the system, providing decision support to the identified business processes and
constraints.
|
[
{
"created": "Tue, 21 Jan 2014 19:40:24 GMT",
"version": "v1"
}
] |
2014-01-22
|
[
[
"Boumahdi",
"Fatima",
""
],
[
"Chalal",
"Rachid",
""
]
] |
[
-0.027070609852671623,
-0.008156843483448029,
-0.0772581696510315,
-0.025579143315553665,
-0.026468561962246895,
-0.0012617460452020168,
0.09586268663406372,
0.03325469419360161,
0.041633136570453644,
0.07273656874895096,
-0.050361517816782,
-0.01116486918181181,
0.06447219103574753,
0.013329683803021908,
0.04190193861722946,
-0.009280609898269176,
0.04214296117424965,
-0.09636302292346954,
0.028774874284863472,
0.011844323016703129,
0.06639723479747772,
-0.021708540618419647,
-0.07469859719276428,
0.04276496544480324,
-0.0514012910425663,
0.12859512865543365,
0.03296570107340813,
-0.0381094329059124,
-0.023540431633591652,
-0.039956606924533844,
-0.017884591594338417,
0.08851709961891174,
0.054428912699222565,
-0.04698862507939339,
0.009101463481783867,
0.07103890180587769,
-0.009778201580047607,
0.008179555647075176,
-0.001374380779452622,
0.025483740493655205,
-0.10824867337942123,
-0.02371346205472946,
-0.026535997167229652,
-0.09020721167325974,
-0.03072177805006504,
-0.0037625543773174286,
-0.038083065301179886,
-0.021121475845575333,
-0.036661140620708466,
-0.010079431347548962,
-0.04074568673968315,
-0.09157436341047287,
-0.03329465538263321,
-0.03584051504731178,
-0.04396714270114899,
0.025028392672538757,
0.016665050759911537,
-0.01295375358313322,
-0.05787432938814163,
-0.06190119683742523,
0.009707702323794365,
0.042058128863573074,
-0.03622640296816826,
0.007310410030186176,
0.03945755586028099,
0.07370634377002716,
-0.07365772128105164,
-0.04394220933318138,
0.043190788477659225,
-0.041603196412324905,
0.03379155322909355,
0.0052910856902599335,
-0.03718468174338341,
0.01361071690917015,
-0.01315830834209919,
0.011049405671656132,
0.0017376297619193792,
0.10072711110115051,
0.07601465284824371,
-0.02055106684565544,
0.07131905853748322,
0.076485775411129,
-0.05671439319849014,
0.11773175746202469,
0.02084830217063427,
-0.027796920388936996,
-0.013751333579421043,
0.04372400790452957,
0.10577644407749176,
0.03337743878364563,
-0.012001242488622665,
-0.10814230144023895,
0.0387195460498333,
0.01780795119702816,
-0.020987074822187424,
-0.0369560644030571,
-0.006888894364237785,
-0.021678628399968147,
-0.015927357599139214,
-0.016217760741710663,
-0.03940623626112938,
-0.010183918289840221,
0.029818449169397354,
-0.036627769470214844,
-0.0030227513052523136,
-0.01984812505543232,
-0.046492692083120346,
0.0057304492220282555,
0.04141252115368843,
-0.027446547523140907,
-0.007941641844809055,
-0.07089610397815704,
0.009001169353723526,
-0.07413284480571747,
-0.012909088283777237,
-0.003944276832044125,
0.027996398508548737,
0.03566177189350128,
-0.02946201153099537,
-0.06633223593235016,
-0.025588611140847206,
0.06049483269453049,
0.05800231546163559,
-0.014935091137886047,
0.02516707219183445,
0.011588034220039845,
-0.03359932824969292,
-1.9958171243054518e-33,
-0.04195920005440712,
-0.05984095111489296,
-0.04357956349849701,
-0.038250796496868134,
0.05405097082257271,
-0.046676479279994965,
0.019587593153119087,
0.0554019957780838,
-0.01550500188022852,
-0.03738763555884361,
0.059817664325237274,
-0.02214427851140499,
0.03532567247748375,
-0.016550259664654732,
0.12276997417211533,
-0.07141056656837463,
-0.03398607298731804,
0.06702814996242523,
0.05624515935778618,
-0.08245665580034256,
-0.08636002987623215,
-0.034929290413856506,
0.05704232677817345,
-0.01513193640857935,
0.15840595960617065,
-0.008232916705310345,
0.06702213734388351,
0.030565999448299408,
-0.02319600060582161,
-0.021820666268467903,
0.11714036017656326,
-0.016530003398656845,
0.06319082528352737,
-0.012084880843758583,
-0.023906687274575233,
0.049356859177351,
-0.12515276670455933,
-0.047194939106702805,
0.019246358424425125,
0.04678025469183922,
-0.09485107660293579,
-0.04786393791437149,
-0.0893506333231926,
0.1071183979511261,
-0.026758631691336632,
0.008497865870594978,
0.011295692063868046,
0.01711726002395153,
0.07357273995876312,
-0.07630246132612228,
0.04625532031059265,
-0.02649351954460144,
0.055593620985746384,
0.0957081988453865,
0.017599143087863922,
0.03009822592139244,
0.02407865785062313,
0.017995769158005714,
-0.027643827721476555,
0.012127638794481754,
0.008238549344241619,
-0.051230113953351974,
-0.029520155861973763,
0.05444113165140152,
0.06936276704072952,
0.02334553748369217,
-0.002640265040099621,
0.015431716106832027,
0.08986407518386841,
-0.03205794468522072,
-0.10067438334226608,
-0.05240852013230324,
0.08586660027503967,
0.06682467460632324,
-0.0794924721121788,
0.008912461809813976,
-0.016886647790670395,
0.09436233341693878,
-0.020219268277287483,
0.03818783536553383,
-0.0853249579668045,
0.00499006686732173,
0.019793543964624405,
-0.029200423508882523,
0.033781878650188446,
0.04511644318699837,
0.007696459535509348,
0.05209117382764816,
-0.10403837263584137,
-0.003887247061356902,
-0.0417250357568264,
0.039437659084796906,
-0.06091444566845894,
0.0935719758272171,
0.06150690093636513,
-2.4000584735404533e-34,
-0.013671142049133778,
-0.07783026993274689,
-0.06343547999858856,
-0.03140686824917793,
0.08688440918922424,
-0.0318610779941082,
-0.066747285425663,
-0.08990709483623505,
-0.056018732488155365,
0.09271592646837234,
-0.03349834680557251,
-0.047632377594709396,
-0.0031926576048135757,
-0.012805033475160599,
-0.0500463992357254,
0.0077492184937000275,
0.043250538408756256,
-0.06169678270816803,
-0.016459258273243904,
0.004851614590734243,
-0.10754461586475372,
0.11494363844394684,
-0.04385612532496452,
-0.021726928651332855,
-0.012623222544789314,
0.033659517765045166,
0.007937788963317871,
-0.04662580415606499,
0.05785581097006798,
-0.007366014178842306,
0.052454378455877304,
-0.04899800568819046,
-0.050743669271469116,
-0.05458761751651764,
0.01421276293694973,
-0.03804772347211838,
0.005110641475766897,
-0.029544129967689514,
-0.016079533845186234,
0.003349042497575283,
-0.08183657377958298,
-0.06640609353780746,
-0.06317581981420517,
0.02719215117394924,
0.08558265119791031,
-0.020830079913139343,
-0.03128689154982567,
0.008394726552069187,
-0.024150602519512177,
-0.04585492983460426,
-0.07460994273424149,
-0.010061469860374928,
0.017962662503123283,
-0.017276085913181305,
0.030409347265958786,
-0.020398782566189766,
0.009578948840498924,
-0.014700653031468391,
-0.043019503355026245,
0.07533352077007294,
0.09928780049085617,
-0.022477151826024055,
0.14512410759925842,
0.012303302995860577,
0.04874365031719208,
0.07100465893745422,
0.03377445414662361,
0.0012638202169910073,
-0.0274770837277174,
-0.025818318128585815,
-0.0020784505177289248,
-0.005265846382826567,
-0.0680675059556961,
0.11154492944478989,
0.023473521694540977,
-0.08504574745893478,
-0.056574057787656784,
0.005569862201809883,
0.03927594795823097,
-0.02752404473721981,
-0.06707514822483063,
0.029197022318840027,
0.01413741521537304,
0.042572781443595886,
-0.03367293253540993,
-0.013526561670005322,
0.043496739119291306,
0.03887519612908363,
0.04938064143061638,
-0.009058492258191109,
-0.015875354409217834,
-0.06010153517127037,
-0.006713266484439373,
0.027408337220549583,
-0.002832577098160982,
-4.3935727944699465e-8,
0.0008778325864113867,
-0.008064711466431618,
-0.006483055185526609,
-0.03553297743201256,
0.012337819673120975,
0.013485534116625786,
-0.04125978425145149,
-0.02807949110865593,
0.07925353199243546,
-0.021892379969358444,
0.005423381924629211,
-0.07282780855894089,
-0.06229570508003235,
0.12131588906049728,
-0.029512284323573112,
-0.0454697459936142,
0.007672350388020277,
0.09507372975349426,
0.0041166082955896854,
-0.050731267780065536,
0.10471038520336151,
-0.0594407320022583,
0.05080625042319298,
0.02762060984969139,
0.11917825788259506,
-0.06930731981992722,
-0.005478246137499809,
0.06300021708011627,
-0.008670119568705559,
0.018843796104192734,
0.0045680152252316475,
0.016594190150499344,
0.03369408845901489,
0.058922916650772095,
0.11362162232398987,
0.0012480319710448384,
0.04919758066534996,
-0.00209475914016366,
0.07103300839662552,
0.01656179130077362,
-0.0663628950715065,
0.004504732321947813,
0.044204309582710266,
0.09520038962364197,
0.0004501380608417094,
0.05042758211493492,
-0.014619524590671062,
-0.020151937380433083,
-0.04606720060110092,
-0.0721231997013092,
-0.046417251229286194,
0.00663076201453805,
0.006970219314098358,
0.08732645958662033,
0.03511105477809906,
0.0027218458708375692,
0.029060019180178642,
-0.05758226662874222,
0.007044607307761908,
-0.00787491537630558,
-0.015519763343036175,
0.008256095461547375,
0.008764298632740974,
0.038367919623851776
] | null | null | null | null | null | null | null |
[
-0.027070609852671623,
-0.008156843483448029,
-0.0772581696510315,
-0.025579143315553665,
-0.026468561962246895,
-0.0012617460452020168,
0.09586268663406372,
0.03325469419360161,
0.041633136570453644,
0.07273656874895096,
-0.050361517816782,
-0.01116486918181181,
0.06447219103574753,
0.013329683803021908,
0.04190193861722946,
-0.009280609898269176,
0.04214296117424965,
-0.09636302292346954,
0.028774874284863472,
0.011844323016703129,
0.06639723479747772,
-0.021708540618419647,
-0.07469859719276428,
0.04276496544480324,
-0.0514012910425663,
0.12859512865543365,
0.03296570107340813,
-0.0381094329059124,
-0.023540431633591652,
-0.039956606924533844,
-0.017884591594338417,
0.08851709961891174,
0.054428912699222565,
-0.04698862507939339,
0.009101463481783867,
0.07103890180587769,
-0.009778201580047607,
0.008179555647075176,
-0.001374380779452622,
0.025483740493655205,
-0.10824867337942123,
-0.02371346205472946,
-0.026535997167229652,
-0.09020721167325974,
-0.03072177805006504,
-0.0037625543773174286,
-0.038083065301179886,
-0.021121475845575333,
-0.036661140620708466,
-0.010079431347548962,
-0.04074568673968315,
-0.09157436341047287,
-0.03329465538263321,
-0.03584051504731178,
-0.04396714270114899,
0.025028392672538757,
0.016665050759911537,
-0.01295375358313322,
-0.05787432938814163,
-0.06190119683742523,
0.009707702323794365,
0.042058128863573074,
-0.03622640296816826,
0.007310410030186176,
0.03945755586028099,
0.07370634377002716,
-0.07365772128105164,
-0.04394220933318138,
0.043190788477659225,
-0.041603196412324905,
0.03379155322909355,
0.0052910856902599335,
-0.03718468174338341,
0.01361071690917015,
-0.01315830834209919,
0.011049405671656132,
0.0017376297619193792,
0.10072711110115051,
0.07601465284824371,
-0.02055106684565544,
0.07131905853748322,
0.076485775411129,
-0.05671439319849014,
0.11773175746202469,
0.02084830217063427,
-0.027796920388936996,
-0.013751333579421043,
0.04372400790452957,
0.10577644407749176,
0.03337743878364563,
-0.012001242488622665,
-0.10814230144023895,
0.0387195460498333,
0.01780795119702816,
-0.020987074822187424,
-0.0369560644030571,
-0.006888894364237785,
-0.021678628399968147,
-0.015927357599139214,
-0.016217760741710663,
-0.03940623626112938,
-0.010183918289840221,
0.029818449169397354,
-0.036627769470214844,
-0.0030227513052523136,
-0.01984812505543232,
-0.046492692083120346,
0.0057304492220282555,
0.04141252115368843,
-0.027446547523140907,
-0.007941641844809055,
-0.07089610397815704,
0.009001169353723526,
-0.07413284480571747,
-0.012909088283777237,
-0.003944276832044125,
0.027996398508548737,
0.03566177189350128,
-0.02946201153099537,
-0.06633223593235016,
-0.025588611140847206,
0.06049483269453049,
0.05800231546163559,
-0.014935091137886047,
0.02516707219183445,
0.011588034220039845,
-0.03359932824969292,
-1.9958171243054518e-33,
-0.04195920005440712,
-0.05984095111489296,
-0.04357956349849701,
-0.038250796496868134,
0.05405097082257271,
-0.046676479279994965,
0.019587593153119087,
0.0554019957780838,
-0.01550500188022852,
-0.03738763555884361,
0.059817664325237274,
-0.02214427851140499,
0.03532567247748375,
-0.016550259664654732,
0.12276997417211533,
-0.07141056656837463,
-0.03398607298731804,
0.06702814996242523,
0.05624515935778618,
-0.08245665580034256,
-0.08636002987623215,
-0.034929290413856506,
0.05704232677817345,
-0.01513193640857935,
0.15840595960617065,
-0.008232916705310345,
0.06702213734388351,
0.030565999448299408,
-0.02319600060582161,
-0.021820666268467903,
0.11714036017656326,
-0.016530003398656845,
0.06319082528352737,
-0.012084880843758583,
-0.023906687274575233,
0.049356859177351,
-0.12515276670455933,
-0.047194939106702805,
0.019246358424425125,
0.04678025469183922,
-0.09485107660293579,
-0.04786393791437149,
-0.0893506333231926,
0.1071183979511261,
-0.026758631691336632,
0.008497865870594978,
0.011295692063868046,
0.01711726002395153,
0.07357273995876312,
-0.07630246132612228,
0.04625532031059265,
-0.02649351954460144,
0.055593620985746384,
0.0957081988453865,
0.017599143087863922,
0.03009822592139244,
0.02407865785062313,
0.017995769158005714,
-0.027643827721476555,
0.012127638794481754,
0.008238549344241619,
-0.051230113953351974,
-0.029520155861973763,
0.05444113165140152,
0.06936276704072952,
0.02334553748369217,
-0.002640265040099621,
0.015431716106832027,
0.08986407518386841,
-0.03205794468522072,
-0.10067438334226608,
-0.05240852013230324,
0.08586660027503967,
0.06682467460632324,
-0.0794924721121788,
0.008912461809813976,
-0.016886647790670395,
0.09436233341693878,
-0.020219268277287483,
0.03818783536553383,
-0.0853249579668045,
0.00499006686732173,
0.019793543964624405,
-0.029200423508882523,
0.033781878650188446,
0.04511644318699837,
0.007696459535509348,
0.05209117382764816,
-0.10403837263584137,
-0.003887247061356902,
-0.0417250357568264,
0.039437659084796906,
-0.06091444566845894,
0.0935719758272171,
0.06150690093636513,
-2.4000584735404533e-34,
-0.013671142049133778,
-0.07783026993274689,
-0.06343547999858856,
-0.03140686824917793,
0.08688440918922424,
-0.0318610779941082,
-0.066747285425663,
-0.08990709483623505,
-0.056018732488155365,
0.09271592646837234,
-0.03349834680557251,
-0.047632377594709396,
-0.0031926576048135757,
-0.012805033475160599,
-0.0500463992357254,
0.0077492184937000275,
0.043250538408756256,
-0.06169678270816803,
-0.016459258273243904,
0.004851614590734243,
-0.10754461586475372,
0.11494363844394684,
-0.04385612532496452,
-0.021726928651332855,
-0.012623222544789314,
0.033659517765045166,
0.007937788963317871,
-0.04662580415606499,
0.05785581097006798,
-0.007366014178842306,
0.052454378455877304,
-0.04899800568819046,
-0.050743669271469116,
-0.05458761751651764,
0.01421276293694973,
-0.03804772347211838,
0.005110641475766897,
-0.029544129967689514,
-0.016079533845186234,
0.003349042497575283,
-0.08183657377958298,
-0.06640609353780746,
-0.06317581981420517,
0.02719215117394924,
0.08558265119791031,
-0.020830079913139343,
-0.03128689154982567,
0.008394726552069187,
-0.024150602519512177,
-0.04585492983460426,
-0.07460994273424149,
-0.010061469860374928,
0.017962662503123283,
-0.017276085913181305,
0.030409347265958786,
-0.020398782566189766,
0.009578948840498924,
-0.014700653031468391,
-0.043019503355026245,
0.07533352077007294,
0.09928780049085617,
-0.022477151826024055,
0.14512410759925842,
0.012303302995860577,
0.04874365031719208,
0.07100465893745422,
0.03377445414662361,
0.0012638202169910073,
-0.0274770837277174,
-0.025818318128585815,
-0.0020784505177289248,
-0.005265846382826567,
-0.0680675059556961,
0.11154492944478989,
0.023473521694540977,
-0.08504574745893478,
-0.056574057787656784,
0.005569862201809883,
0.03927594795823097,
-0.02752404473721981,
-0.06707514822483063,
0.029197022318840027,
0.01413741521537304,
0.042572781443595886,
-0.03367293253540993,
-0.013526561670005322,
0.043496739119291306,
0.03887519612908363,
0.04938064143061638,
-0.009058492258191109,
-0.015875354409217834,
-0.06010153517127037,
-0.006713266484439373,
0.027408337220549583,
-0.002832577098160982,
-4.3935727944699465e-8,
0.0008778325864113867,
-0.008064711466431618,
-0.006483055185526609,
-0.03553297743201256,
0.012337819673120975,
0.013485534116625786,
-0.04125978425145149,
-0.02807949110865593,
0.07925353199243546,
-0.021892379969358444,
0.005423381924629211,
-0.07282780855894089,
-0.06229570508003235,
0.12131588906049728,
-0.029512284323573112,
-0.0454697459936142,
0.007672350388020277,
0.09507372975349426,
0.0041166082955896854,
-0.050731267780065536,
0.10471038520336151,
-0.0594407320022583,
0.05080625042319298,
0.02762060984969139,
0.11917825788259506,
-0.06930731981992722,
-0.005478246137499809,
0.06300021708011627,
-0.008670119568705559,
0.018843796104192734,
0.0045680152252316475,
0.016594190150499344,
0.03369408845901489,
0.058922916650772095,
0.11362162232398987,
0.0012480319710448384,
0.04919758066534996,
-0.00209475914016366,
0.07103300839662552,
0.01656179130077362,
-0.0663628950715065,
0.004504732321947813,
0.044204309582710266,
0.09520038962364197,
0.0004501380608417094,
0.05042758211493492,
-0.014619524590671062,
-0.020151937380433083,
-0.04606720060110092,
-0.0721231997013092,
-0.046417251229286194,
0.00663076201453805,
0.006970219314098358,
0.08732645958662033,
0.03511105477809906,
0.0027218458708375692,
0.029060019180178642,
-0.05758226662874222,
0.007044607307761908,
-0.00787491537630558,
-0.015519763343036175,
0.008256095461547375,
0.008764298632740974,
0.038367919623851776
] |
1401.5435
|
Takeyasu Ito
|
T. M. Ito, D. H. Beck, S. M. Clayton, C. Crawford, S. A. Currie, W. C.
Griffith, J. C. Ramsey, A. L. Roberts, R. Schmid, G. M. Seidel, D. Wagner, W.
Yao
|
High electric field development for the SNS nEDM Experiment
|
3 pages, based on a talk given at the High Voltage in Noble Liquids
(HVNL13) Workshop, FNAL, 8-9 November 2013
| null | null |
LA-UR-13-29211
|
physics.ins-det nucl-ex
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A new experiment to search for the permanent electric dipole moment of the
neutron is being developed for installation at the Spallation Neutron Source at
Oak Ridge National Laboratory. This experiment will be performed in liquid
helium at ? 0:4 K and requires a large electric field (E ~ 75 kV/cm) to be
applied in liquid helium. We have constructed a new HV test apparatus to study
electric breakdown in liquid helium. Initial results demonstrated that it is
possible to apply fields exceeding 100 kV/cm in a 1 cm gap between two
electropolished stainless steel electrodes12 cm in diameter for a wide range of
pressures.
|
[
{
"created": "Tue, 21 Jan 2014 19:43:25 GMT",
"version": "v1"
}
] |
2014-01-22
|
[
[
"Ito",
"T. M.",
""
],
[
"Beck",
"D. H.",
""
],
[
"Clayton",
"S. M.",
""
],
[
"Crawford",
"C.",
""
],
[
"Currie",
"S. A.",
""
],
[
"Griffith",
"W. C.",
""
],
[
"Ramsey",
"J. C.",
""
],
[
"Roberts",
"A. L.",
""
],
[
"Schmid",
"R.",
""
],
[
"Seidel",
"G. M.",
""
],
[
"Wagner",
"D.",
""
],
[
"Yao",
"W.",
""
]
] |
[
-0.07340792566537857,
0.004671542905271053,
-0.006923027336597443,
-0.02655966579914093,
0.002948545850813389,
0.017913207411766052,
0.017127636820077896,
0.05154895409941673,
-0.09357304126024246,
-0.07947691529989243,
-0.01610756479203701,
-0.05710920691490173,
-0.043530821800231934,
0.00520556652918458,
-0.0008388240821659565,
-0.03329351916909218,
0.05682047829031944,
-0.04654693976044655,
0.05607300251722336,
-0.005729230120778084,
-0.003825556254014373,
-0.0533519946038723,
0.0465402789413929,
-0.017388485372066498,
-0.017817698419094086,
0.0256259236484766,
0.011061259545385838,
0.0301374439150095,
0.04425369203090668,
-0.06436960399150848,
0.01710812747478485,
-0.034944597631692886,
0.0033508753404021263,
-0.039033301174640656,
0.11795775592327118,
0.04407315328717232,
0.0049756416119635105,
0.0007596671930514276,
-0.049255795776844025,
-0.002133352216333151,
-0.011076045222580433,
-0.013776924461126328,
0.05337368696928024,
0.03858518227934837,
0.13532200455665588,
0.07379824668169022,
0.11787249147891998,
-0.04842643439769745,
0.08029910922050476,
0.014471706002950668,
-0.031063327565789223,
-0.027329666540026665,
0.11714901775121689,
0.03693721070885658,
-0.008771522901952267,
-0.05118819326162338,
0.09316134452819824,
-0.06343940645456314,
0.019388271495699883,
0.03324342891573906,
-0.05939531326293945,
0.054978128522634506,
0.04802559316158295,
-0.010103000327944756,
0.04992346093058586,
0.03216633200645447,
0.017417754977941513,
-0.03868035599589348,
0.016518890857696533,
-0.009057390503585339,
-0.017864516004920006,
-0.014206632040441036,
-0.08402221649885178,
0.021726541221141815,
-0.03334765136241913,
0.0208161361515522,
-0.08586889505386353,
-0.0493428073823452,
0.005389654543250799,
0.04819783568382263,
-0.023231960833072662,
-0.03208773210644722,
-0.09666383266448975,
-0.03954872861504555,
-0.10662324726581573,
0.0182598028331995,
0.03425261005759239,
-0.0658223032951355,
-0.06519635766744614,
0.011999139562249184,
-0.01454650703817606,
-0.0022116657346487045,
-0.04486021026968956,
-0.003996085375547409,
0.04342656210064888,
0.09458615630865097,
-0.002009136136621237,
-0.008663770742714405,
0.0024093235842883587,
-0.0350538045167923,
0.024759765714406967,
0.03574352711439133,
-0.08097925782203674,
0.004087019711732864,
-0.052430782467126846,
-0.05264298990368843,
0.04565759375691414,
0.009219566360116005,
0.04451928660273552,
0.04234673082828522,
-0.029728302732110023,
-0.018770406022667885,
-0.044352591037750244,
-0.04947182536125183,
0.022695083171129227,
-0.03584529086947441,
-0.012105303816497326,
0.011199005879461765,
0.010526353493332863,
0.06576720625162125,
0.05972164869308472,
0.06653750687837601,
-0.04943360388278961,
0.06072867661714554,
0.02249906025826931,
0.009433196857571602,
0.009272108785808086,
5.5771384576061126e-33,
0.05775080993771553,
-0.008611948229372501,
0.02590838447213173,
0.06254895776510239,
-0.07715262472629547,
-0.002126139122992754,
-0.01842152513563633,
0.05997619777917862,
0.044077396392822266,
0.046453263610601425,
0.015164042823016644,
-0.013587409630417824,
0.05452486500144005,
-0.06677881628274918,
-0.056284256279468536,
-0.06242271140217781,
0.012943982146680355,
-0.009744115173816681,
-0.028657985851168633,
0.02138405106961727,
-0.02157384157180786,
-0.037207067012786865,
0.05577763542532921,
0.02507913112640381,
0.015840686857700348,
-0.008658180013298988,
-0.008732547983527184,
-0.0019272009376436472,
-0.01200462318956852,
-0.006318668834865093,
0.018245210871100426,
-0.004188280086964369,
0.008014781400561333,
0.08587409555912018,
0.028870845213532448,
-0.04076605662703514,
-0.06256667524576187,
-0.007404380943626165,
-0.013947971165180206,
0.021095164120197296,
0.026738550513982773,
0.014059311710298061,
0.05283266678452492,
-0.006157618947327137,
0.02527148835361004,
-0.0779835656285286,
0.029060160741209984,
-0.09173418581485748,
0.14217372238636017,
-0.055333323776721954,
0.035779040306806564,
0.027053728699684143,
-0.028963925316929817,
-0.0066070700995624065,
0.12918183207511902,
0.057644642889499664,
0.0023257692810148,
0.025200292468070984,
0.039883509278297424,
0.003627224126830697,
-0.06329692155122757,
0.1046653538942337,
-0.028152577579021454,
0.016072096303105354,
-0.010281854309141636,
0.040671560913324356,
-0.07754813879728317,
-0.04193343594670296,
-0.021487148478627205,
-0.003990282770246267,
-0.04852237552404404,
-0.01850978098809719,
-0.05498499795794487,
-0.06988757103681564,
-0.05223793536424637,
0.025565017014741898,
-0.03996463492512703,
0.015983015298843384,
0.10280288755893707,
-0.09804729372262955,
0.01571611315011978,
-0.11898552626371384,
0.08316196501255035,
-0.04199995473027229,
0.01285495050251484,
-0.004162220284342766,
-0.04122336208820343,
-0.018168559297919273,
0.005600446369498968,
-0.016334066167473793,
-0.006210139021277428,
-0.04608425498008728,
0.03418779745697975,
-0.0863042101264,
0.022832607850432396,
-6.79822252011512e-33,
-0.08075349777936935,
-0.012396317906677723,
-0.07531064748764038,
0.04453394562005997,
0.041396889835596085,
-0.011586744338274002,
0.027230380102992058,
0.019227823242545128,
0.022402387112379074,
0.059460654854774475,
-0.08427894860506058,
-0.020199783146381378,
0.03204910829663277,
-0.014169018715620041,
-0.11044123023748398,
0.04179239645600319,
-0.032933566719293594,
-0.021825794130563736,
0.03987298533320427,
0.046077851206064224,
-0.0337868295609951,
0.05595451220870018,
0.11312675476074219,
0.0046112388372421265,
0.00624127360060811,
0.005698761902749538,
0.08143395185470581,
-0.039628539234399796,
0.04864053800702095,
0.012689228169620037,
-0.04215351492166519,
0.07129998505115509,
-0.01464024093002081,
0.055943168699741364,
-0.003907572943717241,
-0.10981302708387375,
0.02011563628911972,
0.02458725869655609,
0.0453704334795475,
-0.04731988161802292,
0.021251270547509193,
0.02700999565422535,
-0.06264574825763702,
-0.10259105265140533,
0.006334473844617605,
0.14967331290245056,
-0.009252424351871014,
0.006312889512628317,
0.03736959397792816,
-0.007863902486860752,
-0.06575595587491989,
-0.03868991509079933,
0.023820899426937103,
0.06585068255662918,
-0.04626176878809929,
-0.09784327447414398,
-0.03448688983917236,
0.05957135930657387,
0.0605553574860096,
-0.07220432162284851,
0.03824970871210098,
0.019298767670989037,
0.028847796842455864,
0.014895712025463581,
0.0015725413104519248,
-0.008691650815308094,
-0.006070484407246113,
0.055883750319480896,
-0.041156549006700516,
-0.059874940663576126,
0.05550868809223175,
-0.0035928396973758936,
0.05161391571164131,
-0.06211245805025101,
-0.11189541220664978,
-0.000017470947568654083,
0.07022291421890259,
-0.0683588832616806,
0.030190853402018547,
-0.06702123582363129,
0.0010697520337998867,
0.09030686318874359,
-0.11316218972206116,
-0.046136535704135895,
0.10227944701910019,
0.026953497901558876,
-0.06493266671895981,
0.039675820618867874,
0.01236611045897007,
-0.056257955729961395,
-0.050351355224847794,
0.010402942076325417,
-0.05637683719396591,
-0.094156913459301,
0.08215178549289703,
-5.0000583229348194e-8,
0.07237602770328522,
0.11401761323213577,
0.038408104330301285,
0.07600971311330795,
0.050028372555971146,
-0.0031483047641813755,
-0.018978489562869072,
0.004039351362735033,
0.019734101369976997,
-0.028519289568066597,
-0.0018688376294448972,
0.0004018234903924167,
0.06795074045658112,
-0.0800490528345108,
0.046725764870643616,
-0.04516413062810898,
0.010169386863708496,
0.06561592221260071,
-0.00854041613638401,
0.025726821273565292,
0.07340400665998459,
-0.005668266210705042,
0.056437015533447266,
0.017283013090491295,
-0.10290105640888214,
0.0173418577760458,
0.0954112857580185,
-0.0707174614071846,
0.025952577590942383,
-0.09296537935733795,
-0.045708153396844864,
0.0004026840324513614,
0.00831522699445486,
-0.02156337909400463,
0.01976603828370571,
0.06287732720375061,
-0.06903575360774994,
0.04969384893774986,
0.06559532880783081,
0.050432149320840836,
-0.1340688019990921,
-0.03571926802396774,
-0.04176067188382149,
-0.048020269721746445,
-0.07477744668722153,
0.0476095974445343,
-0.06751265376806259,
0.025966668501496315,
-0.00825781561434269,
0.014306502416729927,
-0.027076784521341324,
-0.006164130754768848,
-0.03466842323541641,
0.030995644629001617,
0.04722965136170387,
0.032126445323228836,
-0.04492587223649025,
0.00919006485491991,
-0.09338700026273727,
-0.03964272886514664,
0.1144481971859932,
-0.04601532965898514,
-0.05232013389468193,
0.030246365815401077
] | null | null | null | null | null | null | null |
[
-0.07340792566537857,
0.004671542905271053,
-0.006923027336597443,
-0.02655966579914093,
0.002948545850813389,
0.017913207411766052,
0.017127636820077896,
0.05154895409941673,
-0.09357304126024246,
-0.07947691529989243,
-0.01610756479203701,
-0.05710920691490173,
-0.043530821800231934,
0.00520556652918458,
-0.0008388240821659565,
-0.03329351916909218,
0.05682047829031944,
-0.04654693976044655,
0.05607300251722336,
-0.005729230120778084,
-0.003825556254014373,
-0.0533519946038723,
0.0465402789413929,
-0.017388485372066498,
-0.017817698419094086,
0.0256259236484766,
0.011061259545385838,
0.0301374439150095,
0.04425369203090668,
-0.06436960399150848,
0.01710812747478485,
-0.034944597631692886,
0.0033508753404021263,
-0.039033301174640656,
0.11795775592327118,
0.04407315328717232,
0.0049756416119635105,
0.0007596671930514276,
-0.049255795776844025,
-0.002133352216333151,
-0.011076045222580433,
-0.013776924461126328,
0.05337368696928024,
0.03858518227934837,
0.13532200455665588,
0.07379824668169022,
0.11787249147891998,
-0.04842643439769745,
0.08029910922050476,
0.014471706002950668,
-0.031063327565789223,
-0.027329666540026665,
0.11714901775121689,
0.03693721070885658,
-0.008771522901952267,
-0.05118819326162338,
0.09316134452819824,
-0.06343940645456314,
0.019388271495699883,
0.03324342891573906,
-0.05939531326293945,
0.054978128522634506,
0.04802559316158295,
-0.010103000327944756,
0.04992346093058586,
0.03216633200645447,
0.017417754977941513,
-0.03868035599589348,
0.016518890857696533,
-0.009057390503585339,
-0.017864516004920006,
-0.014206632040441036,
-0.08402221649885178,
0.021726541221141815,
-0.03334765136241913,
0.0208161361515522,
-0.08586889505386353,
-0.0493428073823452,
0.005389654543250799,
0.04819783568382263,
-0.023231960833072662,
-0.03208773210644722,
-0.09666383266448975,
-0.03954872861504555,
-0.10662324726581573,
0.0182598028331995,
0.03425261005759239,
-0.0658223032951355,
-0.06519635766744614,
0.011999139562249184,
-0.01454650703817606,
-0.0022116657346487045,
-0.04486021026968956,
-0.003996085375547409,
0.04342656210064888,
0.09458615630865097,
-0.002009136136621237,
-0.008663770742714405,
0.0024093235842883587,
-0.0350538045167923,
0.024759765714406967,
0.03574352711439133,
-0.08097925782203674,
0.004087019711732864,
-0.052430782467126846,
-0.05264298990368843,
0.04565759375691414,
0.009219566360116005,
0.04451928660273552,
0.04234673082828522,
-0.029728302732110023,
-0.018770406022667885,
-0.044352591037750244,
-0.04947182536125183,
0.022695083171129227,
-0.03584529086947441,
-0.012105303816497326,
0.011199005879461765,
0.010526353493332863,
0.06576720625162125,
0.05972164869308472,
0.06653750687837601,
-0.04943360388278961,
0.06072867661714554,
0.02249906025826931,
0.009433196857571602,
0.009272108785808086,
5.5771384576061126e-33,
0.05775080993771553,
-0.008611948229372501,
0.02590838447213173,
0.06254895776510239,
-0.07715262472629547,
-0.002126139122992754,
-0.01842152513563633,
0.05997619777917862,
0.044077396392822266,
0.046453263610601425,
0.015164042823016644,
-0.013587409630417824,
0.05452486500144005,
-0.06677881628274918,
-0.056284256279468536,
-0.06242271140217781,
0.012943982146680355,
-0.009744115173816681,
-0.028657985851168633,
0.02138405106961727,
-0.02157384157180786,
-0.037207067012786865,
0.05577763542532921,
0.02507913112640381,
0.015840686857700348,
-0.008658180013298988,
-0.008732547983527184,
-0.0019272009376436472,
-0.01200462318956852,
-0.006318668834865093,
0.018245210871100426,
-0.004188280086964369,
0.008014781400561333,
0.08587409555912018,
0.028870845213532448,
-0.04076605662703514,
-0.06256667524576187,
-0.007404380943626165,
-0.013947971165180206,
0.021095164120197296,
0.026738550513982773,
0.014059311710298061,
0.05283266678452492,
-0.006157618947327137,
0.02527148835361004,
-0.0779835656285286,
0.029060160741209984,
-0.09173418581485748,
0.14217372238636017,
-0.055333323776721954,
0.035779040306806564,
0.027053728699684143,
-0.028963925316929817,
-0.0066070700995624065,
0.12918183207511902,
0.057644642889499664,
0.0023257692810148,
0.025200292468070984,
0.039883509278297424,
0.003627224126830697,
-0.06329692155122757,
0.1046653538942337,
-0.028152577579021454,
0.016072096303105354,
-0.010281854309141636,
0.040671560913324356,
-0.07754813879728317,
-0.04193343594670296,
-0.021487148478627205,
-0.003990282770246267,
-0.04852237552404404,
-0.01850978098809719,
-0.05498499795794487,
-0.06988757103681564,
-0.05223793536424637,
0.025565017014741898,
-0.03996463492512703,
0.015983015298843384,
0.10280288755893707,
-0.09804729372262955,
0.01571611315011978,
-0.11898552626371384,
0.08316196501255035,
-0.04199995473027229,
0.01285495050251484,
-0.004162220284342766,
-0.04122336208820343,
-0.018168559297919273,
0.005600446369498968,
-0.016334066167473793,
-0.006210139021277428,
-0.04608425498008728,
0.03418779745697975,
-0.0863042101264,
0.022832607850432396,
-6.79822252011512e-33,
-0.08075349777936935,
-0.012396317906677723,
-0.07531064748764038,
0.04453394562005997,
0.041396889835596085,
-0.011586744338274002,
0.027230380102992058,
0.019227823242545128,
0.022402387112379074,
0.059460654854774475,
-0.08427894860506058,
-0.020199783146381378,
0.03204910829663277,
-0.014169018715620041,
-0.11044123023748398,
0.04179239645600319,
-0.032933566719293594,
-0.021825794130563736,
0.03987298533320427,
0.046077851206064224,
-0.0337868295609951,
0.05595451220870018,
0.11312675476074219,
0.0046112388372421265,
0.00624127360060811,
0.005698761902749538,
0.08143395185470581,
-0.039628539234399796,
0.04864053800702095,
0.012689228169620037,
-0.04215351492166519,
0.07129998505115509,
-0.01464024093002081,
0.055943168699741364,
-0.003907572943717241,
-0.10981302708387375,
0.02011563628911972,
0.02458725869655609,
0.0453704334795475,
-0.04731988161802292,
0.021251270547509193,
0.02700999565422535,
-0.06264574825763702,
-0.10259105265140533,
0.006334473844617605,
0.14967331290245056,
-0.009252424351871014,
0.006312889512628317,
0.03736959397792816,
-0.007863902486860752,
-0.06575595587491989,
-0.03868991509079933,
0.023820899426937103,
0.06585068255662918,
-0.04626176878809929,
-0.09784327447414398,
-0.03448688983917236,
0.05957135930657387,
0.0605553574860096,
-0.07220432162284851,
0.03824970871210098,
0.019298767670989037,
0.028847796842455864,
0.014895712025463581,
0.0015725413104519248,
-0.008691650815308094,
-0.006070484407246113,
0.055883750319480896,
-0.041156549006700516,
-0.059874940663576126,
0.05550868809223175,
-0.0035928396973758936,
0.05161391571164131,
-0.06211245805025101,
-0.11189541220664978,
-0.000017470947568654083,
0.07022291421890259,
-0.0683588832616806,
0.030190853402018547,
-0.06702123582363129,
0.0010697520337998867,
0.09030686318874359,
-0.11316218972206116,
-0.046136535704135895,
0.10227944701910019,
0.026953497901558876,
-0.06493266671895981,
0.039675820618867874,
0.01236611045897007,
-0.056257955729961395,
-0.050351355224847794,
0.010402942076325417,
-0.05637683719396591,
-0.094156913459301,
0.08215178549289703,
-5.0000583229348194e-8,
0.07237602770328522,
0.11401761323213577,
0.038408104330301285,
0.07600971311330795,
0.050028372555971146,
-0.0031483047641813755,
-0.018978489562869072,
0.004039351362735033,
0.019734101369976997,
-0.028519289568066597,
-0.0018688376294448972,
0.0004018234903924167,
0.06795074045658112,
-0.0800490528345108,
0.046725764870643616,
-0.04516413062810898,
0.010169386863708496,
0.06561592221260071,
-0.00854041613638401,
0.025726821273565292,
0.07340400665998459,
-0.005668266210705042,
0.056437015533447266,
0.017283013090491295,
-0.10290105640888214,
0.0173418577760458,
0.0954112857580185,
-0.0707174614071846,
0.025952577590942383,
-0.09296537935733795,
-0.045708153396844864,
0.0004026840324513614,
0.00831522699445486,
-0.02156337909400463,
0.01976603828370571,
0.06287732720375061,
-0.06903575360774994,
0.04969384893774986,
0.06559532880783081,
0.050432149320840836,
-0.1340688019990921,
-0.03571926802396774,
-0.04176067188382149,
-0.048020269721746445,
-0.07477744668722153,
0.0476095974445343,
-0.06751265376806259,
0.025966668501496315,
-0.00825781561434269,
0.014306502416729927,
-0.027076784521341324,
-0.006164130754768848,
-0.03466842323541641,
0.030995644629001617,
0.04722965136170387,
0.032126445323228836,
-0.04492587223649025,
0.00919006485491991,
-0.09338700026273727,
-0.03964272886514664,
0.1144481971859932,
-0.04601532965898514,
-0.05232013389468193,
0.030246365815401077
] |
1401.5437
|
Pawel Tecmer
|
Matthieu Mottet, Pawel Tecmer, Katharina Boguslawski, Ors Legeza and
Markus Reiher
|
Quantum Entanglement in Carbon-Carbon, Carbon-Phosphorus and
Silicon-Silicon Bonds
|
9 figures, 8 pages
|
Phys. Chem. Chem. Phys., 16, 8872-8880 (2014)
|
10.1039/C4CP00277F
| null |
cond-mat.str-el physics.chem-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The chemical bond is an important local concept to understand chemical
compounds and processes. Unfortunately, like most local concepts, the chemical
bond and the bond order do not correspond to any physical observable and thus
cannot be determined as an expectation value of a quantum chemical operator. We
recently demonstrated [Boguslawski et al., J. Chem. Theory Comput., 2013, 9,
2959--2973] that one- and two-orbital-based entanglement measures can be
applied to interpret electronic wave functions in terms of orbital correlation.
Orbital entanglement emerged to be a powerful tool to provide a qualitative
understanding of bond-forming and bond-breaking processes, and allowed for an
estimation of bond orders of simple diatomic molecules beyond the classical
bonding models. In this article we demonstrate that the orbital entanglement
analysis can be extended to polyatomic molecules to understand chemical
bonding.
|
[
{
"created": "Sun, 19 Jan 2014 20:05:34 GMT",
"version": "v1"
}
] |
2017-09-13
|
[
[
"Mottet",
"Matthieu",
""
],
[
"Tecmer",
"Pawel",
""
],
[
"Boguslawski",
"Katharina",
""
],
[
"Legeza",
"Ors",
""
],
[
"Reiher",
"Markus",
""
]
] |
[
-0.03693529963493347,
-0.017683781683444977,
-0.013727602548897266,
-0.007086385972797871,
-0.08266618102788925,
0.011414806358516216,
0.03921578824520111,
-0.02505061961710453,
0.024131495505571365,
-0.006268839817494154,
-0.045799631625413895,
-0.009721534326672554,
-0.055122438818216324,
0.06027458608150482,
0.010815110988914967,
0.023876063525676727,
0.012559155933558941,
-0.015367910265922546,
-0.041980888694524765,
0.059161413460969925,
0.061355650424957275,
-0.08554169535636902,
0.035000793635845184,
-0.03172462433576584,
0.06000444293022156,
0.0799662247300148,
0.10582873970270157,
0.004198663402348757,
-0.03876618668437004,
0.01800302229821682,
0.07520875334739685,
0.014536691829562187,
0.04038618505001068,
-0.0025529644917696714,
0.007165246177464724,
0.014540623873472214,
-0.021860426291823387,
-0.008851717226207256,
0.056112226098775864,
-0.06889442354440689,
0.007266166619956493,
0.10159562528133392,
0.0015672855079174042,
0.012135934084653854,
0.03651370108127594,
-0.051172759383916855,
0.042696431279182434,
-0.05359489470720291,
-0.0552847757935524,
-0.05324329435825348,
0.07946206629276276,
0.10005155950784683,
-0.06354519724845886,
-0.005502915475517511,
0.025349484756588936,
0.04786211624741554,
0.003793561365455389,
0.03557593747973442,
-0.10169682651758194,
-0.012883853167295456,
0.03221193328499794,
-0.021555868908762932,
-0.011632232926785946,
0.0714038759469986,
0.008446984924376011,
0.0003212650481145829,
0.08211928606033325,
0.015958858653903008,
-0.02461896277964115,
0.031539611518383026,
-0.10882504284381866,
0.04314449802041054,
-0.009942382574081421,
-0.009943243116140366,
0.04953335225582123,
0.014358594082295895,
-0.030869973823428154,
0.02449789270758629,
0.017821956425905228,
-0.10644964873790741,
-0.0705617144703865,
-0.001541602541692555,
0.06692192703485489,
0.025928661227226257,
0.07836224138736725,
0.09751440584659576,
-0.02501559816300869,
-0.022153455764055252,
-0.03664948046207428,
-0.039382655173540115,
-0.043977171182632446,
-0.058502133935689926,
-0.02051624469459057,
0.02382085658609867,
0.030391473323106766,
-0.005631943698972464,
0.057608649134635925,
0.04400808736681938,
-0.03555985540151596,
0.00490876380354166,
0.10590867698192596,
0.05529220402240753,
-0.03185518458485603,
-0.033034224063158035,
0.02703496813774109,
0.006707063876092434,
0.046645358204841614,
-0.013110199943184853,
-0.028979435563087463,
0.019326545298099518,
-0.04744791239500046,
0.011470364406704903,
0.10058806836605072,
0.0007866216474212706,
-0.05393315851688385,
0.04619881510734558,
-0.01338732335716486,
0.0522613562643528,
0.10442189127206802,
-0.017523130401968956,
-0.04111751914024353,
-0.04170363023877144,
-0.024983825162053108,
0.07574410736560822,
0.023809585720300674,
-0.0027910314965993166,
-0.011629830114543438,
-8.060263744542652e-34,
0.06162205711007118,
-0.04481673613190651,
0.12428155541419983,
0.07002878189086914,
-0.03088134154677391,
0.0158559400588274,
-0.03801220282912254,
-0.08244257420301437,
-0.09728355705738068,
0.06323540955781937,
0.043008070439100266,
0.031421177089214325,
0.07496515661478043,
-0.037018440663814545,
0.01921886019408703,
0.07037486135959625,
-0.05299203842878342,
0.03513015806674957,
0.05125535652041435,
-0.031194627285003662,
-0.09394348412752151,
0.06647880375385284,
-0.06983059644699097,
-0.0026855787727981806,
-0.05697723478078842,
0.05076116323471069,
0.04242125526070595,
0.023653071373701096,
-0.03959451988339424,
-0.012717829085886478,
-0.010507972911000252,
0.07311227917671204,
-0.08556950837373734,
0.055276937782764435,
0.040345218032598495,
-0.016176367178559303,
-0.023678751662373543,
0.040329981595277786,
-0.05141134187579155,
-0.104384645819664,
-0.052722301334142685,
-0.044292986392974854,
-0.00522451801225543,
-0.053518783301115036,
-0.027285905554890633,
-0.0664232075214386,
0.03305213525891304,
-0.006140981800854206,
0.11502090841531754,
-0.028430627658963203,
0.04494801163673401,
-0.06007109954953194,
0.03311922028660774,
0.08562123775482178,
-0.023609066382050514,
0.033348459750413895,
0.05486876145005226,
0.015501871705055237,
-0.03873882815241814,
0.043310604989528656,
-0.08373512327671051,
-0.024260733276605606,
0.017381437122821808,
0.01311546005308628,
-0.0141031788662076,
0.055049680173397064,
-0.0841798409819603,
-0.032185714691877365,
0.006033133249729872,
0.07028530538082123,
-0.0022436529397964478,
0.06959813088178635,
0.05108020454645157,
-0.04851638898253441,
0.011726081371307373,
0.056579381227493286,
-0.0787530392408371,
-0.0568968839943409,
0.00869871024042368,
0.061794500797986984,
0.07834988832473755,
-0.12204202264547348,
0.0422702431678772,
-0.024750223383307457,
-0.14105090498924255,
-0.038396429270505905,
-0.06408962607383728,
-0.0956619456410408,
0.0014135146047919989,
0.045666493475437164,
-0.023120587691664696,
-0.050086669623851776,
0.07705407589673996,
-0.04103076457977295,
0.02379375696182251,
-2.4635470611816093e-33,
-0.08288929611444473,
-0.015514636412262917,
0.060665737837553024,
-0.044439420104026794,
-0.002657049335539341,
-0.03701510652899742,
-0.06677733361721039,
-0.04904260113835335,
0.05236656591296196,
0.01628190651535988,
0.07881055027246475,
0.01758585125207901,
0.032393679022789,
-0.01803552731871605,
-0.022196611389517784,
0.016519391909241676,
0.00006045324698789045,
-0.005046628415584564,
0.1633100062608719,
0.0017693989211693406,
0.01978139393031597,
-0.013416258618235588,
-0.001789796631783247,
0.020163102075457573,
-0.002486791927367449,
0.10969408601522446,
0.07129175961017609,
-0.03406506031751633,
0.0024630229454487562,
-0.015612832270562649,
-0.021368511021137238,
-0.012823770754039288,
-0.033100247383117676,
0.08103777468204498,
-0.06463456898927689,
0.006730001885443926,
-0.01553433295339346,
-0.0015447313198819757,
-0.07248717546463013,
-0.05821363255381584,
-0.07740985602140427,
0.0012458208948373795,
0.05526003986597061,
0.007234382443130016,
0.09955791383981705,
-0.04737140238285065,
-0.009008819237351418,
0.061138689517974854,
-0.08594439178705215,
-0.019368790090084076,
-0.039216335862874985,
0.09642457962036133,
-0.03191615268588066,
-0.04311702027916908,
-0.0200387891381979,
0.06870207190513611,
-0.030173245817422867,
-0.011664621531963348,
0.11068591475486755,
0.010915464721620083,
0.0014130945783108473,
-0.0005160858854651451,
0.03028149902820587,
0.05557280778884888,
-0.08402004837989807,
-0.025402696803212166,
-0.06400813907384872,
0.010526294820010662,
0.05806060507893562,
-0.018580829724669456,
0.023697003722190857,
0.01102359313517809,
-0.016790859401226044,
0.03551158308982849,
0.04855199158191681,
-0.07276343554258347,
0.012136613018810749,
-0.16263671219348907,
-0.057178474962711334,
0.03883866220712662,
0.04683724418282509,
-0.0348409004509449,
0.01567678526043892,
-0.013795756734907627,
-0.038111187517642975,
-0.03378569334745407,
-0.04340038448572159,
-0.01958261802792549,
-0.023677561432123184,
-0.058685678988695145,
0.0070170145481824875,
0.048915497958660126,
-0.042079489678144455,
0.037191182374954224,
-0.03028109110891819,
-4.261946884298595e-8,
0.05488356947898865,
-0.09268003702163696,
-0.03793477639555931,
-0.05115900933742523,
-0.031413108110427856,
0.03135881572961807,
-0.011034948751330376,
-0.032500818371772766,
-0.08081790059804916,
-0.040520377457141876,
0.07089643180370331,
-0.010981861501932144,
-0.09740555286407471,
0.0018251773435622454,
0.02723276987671852,
-0.023901889100670815,
0.027022913098335266,
-0.09125781804323196,
-0.06770209968090057,
-0.027066083624958992,
0.016223572194576263,
0.017815131694078445,
-0.001801199046894908,
0.011785599403083324,
-0.02166181243956089,
-0.035861048847436905,
-0.03796887397766113,
0.06727679818868637,
0.003638393245637417,
0.07426825165748596,
-0.0008959194528870285,
-0.0054344418458640575,
0.07865332067012787,
0.08639874309301376,
0.000633364892564714,
-0.002361148362979293,
-0.011300316080451012,
-0.016810106113553047,
-0.027966171503067017,
0.02641691453754902,
-0.04404263198375702,
0.04779009148478508,
-0.00574873574078083,
0.08203612267971039,
0.07110197097063065,
0.02373775839805603,
0.047807008028030396,
-0.0038773217238485813,
0.030219191685318947,
-0.015314542688429356,
0.009408224374055862,
0.0539383627474308,
-0.05878842994570732,
-0.056650590151548386,
-0.10876338183879852,
0.06672772765159607,
-0.10544078052043915,
0.027043703943490982,
0.04057662934064865,
0.01886756718158722,
-0.07428830862045288,
-0.03147585317492485,
-0.014952407218515873,
-0.061967961490154266
] | null | null | null | null | null | null | null |
[
-0.03693529963493347,
-0.017683781683444977,
-0.013727602548897266,
-0.007086385972797871,
-0.08266618102788925,
0.011414806358516216,
0.03921578824520111,
-0.02505061961710453,
0.024131495505571365,
-0.006268839817494154,
-0.045799631625413895,
-0.009721534326672554,
-0.055122438818216324,
0.06027458608150482,
0.010815110988914967,
0.023876063525676727,
0.012559155933558941,
-0.015367910265922546,
-0.041980888694524765,
0.059161413460969925,
0.061355650424957275,
-0.08554169535636902,
0.035000793635845184,
-0.03172462433576584,
0.06000444293022156,
0.0799662247300148,
0.10582873970270157,
0.004198663402348757,
-0.03876618668437004,
0.01800302229821682,
0.07520875334739685,
0.014536691829562187,
0.04038618505001068,
-0.0025529644917696714,
0.007165246177464724,
0.014540623873472214,
-0.021860426291823387,
-0.008851717226207256,
0.056112226098775864,
-0.06889442354440689,
0.007266166619956493,
0.10159562528133392,
0.0015672855079174042,
0.012135934084653854,
0.03651370108127594,
-0.051172759383916855,
0.042696431279182434,
-0.05359489470720291,
-0.0552847757935524,
-0.05324329435825348,
0.07946206629276276,
0.10005155950784683,
-0.06354519724845886,
-0.005502915475517511,
0.025349484756588936,
0.04786211624741554,
0.003793561365455389,
0.03557593747973442,
-0.10169682651758194,
-0.012883853167295456,
0.03221193328499794,
-0.021555868908762932,
-0.011632232926785946,
0.0714038759469986,
0.008446984924376011,
0.0003212650481145829,
0.08211928606033325,
0.015958858653903008,
-0.02461896277964115,
0.031539611518383026,
-0.10882504284381866,
0.04314449802041054,
-0.009942382574081421,
-0.009943243116140366,
0.04953335225582123,
0.014358594082295895,
-0.030869973823428154,
0.02449789270758629,
0.017821956425905228,
-0.10644964873790741,
-0.0705617144703865,
-0.001541602541692555,
0.06692192703485489,
0.025928661227226257,
0.07836224138736725,
0.09751440584659576,
-0.02501559816300869,
-0.022153455764055252,
-0.03664948046207428,
-0.039382655173540115,
-0.043977171182632446,
-0.058502133935689926,
-0.02051624469459057,
0.02382085658609867,
0.030391473323106766,
-0.005631943698972464,
0.057608649134635925,
0.04400808736681938,
-0.03555985540151596,
0.00490876380354166,
0.10590867698192596,
0.05529220402240753,
-0.03185518458485603,
-0.033034224063158035,
0.02703496813774109,
0.006707063876092434,
0.046645358204841614,
-0.013110199943184853,
-0.028979435563087463,
0.019326545298099518,
-0.04744791239500046,
0.011470364406704903,
0.10058806836605072,
0.0007866216474212706,
-0.05393315851688385,
0.04619881510734558,
-0.01338732335716486,
0.0522613562643528,
0.10442189127206802,
-0.017523130401968956,
-0.04111751914024353,
-0.04170363023877144,
-0.024983825162053108,
0.07574410736560822,
0.023809585720300674,
-0.0027910314965993166,
-0.011629830114543438,
-8.060263744542652e-34,
0.06162205711007118,
-0.04481673613190651,
0.12428155541419983,
0.07002878189086914,
-0.03088134154677391,
0.0158559400588274,
-0.03801220282912254,
-0.08244257420301437,
-0.09728355705738068,
0.06323540955781937,
0.043008070439100266,
0.031421177089214325,
0.07496515661478043,
-0.037018440663814545,
0.01921886019408703,
0.07037486135959625,
-0.05299203842878342,
0.03513015806674957,
0.05125535652041435,
-0.031194627285003662,
-0.09394348412752151,
0.06647880375385284,
-0.06983059644699097,
-0.0026855787727981806,
-0.05697723478078842,
0.05076116323471069,
0.04242125526070595,
0.023653071373701096,
-0.03959451988339424,
-0.012717829085886478,
-0.010507972911000252,
0.07311227917671204,
-0.08556950837373734,
0.055276937782764435,
0.040345218032598495,
-0.016176367178559303,
-0.023678751662373543,
0.040329981595277786,
-0.05141134187579155,
-0.104384645819664,
-0.052722301334142685,
-0.044292986392974854,
-0.00522451801225543,
-0.053518783301115036,
-0.027285905554890633,
-0.0664232075214386,
0.03305213525891304,
-0.006140981800854206,
0.11502090841531754,
-0.028430627658963203,
0.04494801163673401,
-0.06007109954953194,
0.03311922028660774,
0.08562123775482178,
-0.023609066382050514,
0.033348459750413895,
0.05486876145005226,
0.015501871705055237,
-0.03873882815241814,
0.043310604989528656,
-0.08373512327671051,
-0.024260733276605606,
0.017381437122821808,
0.01311546005308628,
-0.0141031788662076,
0.055049680173397064,
-0.0841798409819603,
-0.032185714691877365,
0.006033133249729872,
0.07028530538082123,
-0.0022436529397964478,
0.06959813088178635,
0.05108020454645157,
-0.04851638898253441,
0.011726081371307373,
0.056579381227493286,
-0.0787530392408371,
-0.0568968839943409,
0.00869871024042368,
0.061794500797986984,
0.07834988832473755,
-0.12204202264547348,
0.0422702431678772,
-0.024750223383307457,
-0.14105090498924255,
-0.038396429270505905,
-0.06408962607383728,
-0.0956619456410408,
0.0014135146047919989,
0.045666493475437164,
-0.023120587691664696,
-0.050086669623851776,
0.07705407589673996,
-0.04103076457977295,
0.02379375696182251,
-2.4635470611816093e-33,
-0.08288929611444473,
-0.015514636412262917,
0.060665737837553024,
-0.044439420104026794,
-0.002657049335539341,
-0.03701510652899742,
-0.06677733361721039,
-0.04904260113835335,
0.05236656591296196,
0.01628190651535988,
0.07881055027246475,
0.01758585125207901,
0.032393679022789,
-0.01803552731871605,
-0.022196611389517784,
0.016519391909241676,
0.00006045324698789045,
-0.005046628415584564,
0.1633100062608719,
0.0017693989211693406,
0.01978139393031597,
-0.013416258618235588,
-0.001789796631783247,
0.020163102075457573,
-0.002486791927367449,
0.10969408601522446,
0.07129175961017609,
-0.03406506031751633,
0.0024630229454487562,
-0.015612832270562649,
-0.021368511021137238,
-0.012823770754039288,
-0.033100247383117676,
0.08103777468204498,
-0.06463456898927689,
0.006730001885443926,
-0.01553433295339346,
-0.0015447313198819757,
-0.07248717546463013,
-0.05821363255381584,
-0.07740985602140427,
0.0012458208948373795,
0.05526003986597061,
0.007234382443130016,
0.09955791383981705,
-0.04737140238285065,
-0.009008819237351418,
0.061138689517974854,
-0.08594439178705215,
-0.019368790090084076,
-0.039216335862874985,
0.09642457962036133,
-0.03191615268588066,
-0.04311702027916908,
-0.0200387891381979,
0.06870207190513611,
-0.030173245817422867,
-0.011664621531963348,
0.11068591475486755,
0.010915464721620083,
0.0014130945783108473,
-0.0005160858854651451,
0.03028149902820587,
0.05557280778884888,
-0.08402004837989807,
-0.025402696803212166,
-0.06400813907384872,
0.010526294820010662,
0.05806060507893562,
-0.018580829724669456,
0.023697003722190857,
0.01102359313517809,
-0.016790859401226044,
0.03551158308982849,
0.04855199158191681,
-0.07276343554258347,
0.012136613018810749,
-0.16263671219348907,
-0.057178474962711334,
0.03883866220712662,
0.04683724418282509,
-0.0348409004509449,
0.01567678526043892,
-0.013795756734907627,
-0.038111187517642975,
-0.03378569334745407,
-0.04340038448572159,
-0.01958261802792549,
-0.023677561432123184,
-0.058685678988695145,
0.0070170145481824875,
0.048915497958660126,
-0.042079489678144455,
0.037191182374954224,
-0.03028109110891819,
-4.261946884298595e-8,
0.05488356947898865,
-0.09268003702163696,
-0.03793477639555931,
-0.05115900933742523,
-0.031413108110427856,
0.03135881572961807,
-0.011034948751330376,
-0.032500818371772766,
-0.08081790059804916,
-0.040520377457141876,
0.07089643180370331,
-0.010981861501932144,
-0.09740555286407471,
0.0018251773435622454,
0.02723276987671852,
-0.023901889100670815,
0.027022913098335266,
-0.09125781804323196,
-0.06770209968090057,
-0.027066083624958992,
0.016223572194576263,
0.017815131694078445,
-0.001801199046894908,
0.011785599403083324,
-0.02166181243956089,
-0.035861048847436905,
-0.03796887397766113,
0.06727679818868637,
0.003638393245637417,
0.07426825165748596,
-0.0008959194528870285,
-0.0054344418458640575,
0.07865332067012787,
0.08639874309301376,
0.000633364892564714,
-0.002361148362979293,
-0.011300316080451012,
-0.016810106113553047,
-0.027966171503067017,
0.02641691453754902,
-0.04404263198375702,
0.04779009148478508,
-0.00574873574078083,
0.08203612267971039,
0.07110197097063065,
0.02373775839805603,
0.047807008028030396,
-0.0038773217238485813,
0.030219191685318947,
-0.015314542688429356,
0.009408224374055862,
0.0539383627474308,
-0.05878842994570732,
-0.056650590151548386,
-0.10876338183879852,
0.06672772765159607,
-0.10544078052043915,
0.027043703943490982,
0.04057662934064865,
0.01886756718158722,
-0.07428830862045288,
-0.03147585317492485,
-0.014952407218515873,
-0.061967961490154266
] |
1401.5444
|
Ray Maleh
|
Ray Maleh and Frank A. Boyle
|
Exploiting Spectral Leakage for Spectrogram Frequency Super-resolution
|
Presented at the 2013 Asilomar Conference on Signals, Systems &
Computers
| null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The spectrogram is a classical DSP tool used to view signals in both time and
frequency. Unfortunately, the Heisenberg Uncertainty Principal limits our
ability to use them for detecting and measuring narrowband signal modulation in
wideband environments. On a spectrogram, instantaneous frequency can only be
measured to the nearest bin without additional interpolation. This work
presents a novel technique for extracting higher accuracy frequency estimates.
Whereas most practitioners seek to suppress spectral leakage, we use mismatched
windows to exploit such artifacts in order to produce super-resolved spectral
displays. We present a derivation of our methodology and exhibit several
interesting examples.
|
[
{
"created": "Tue, 21 Jan 2014 20:10:30 GMT",
"version": "v1"
}
] |
2014-01-22
|
[
[
"Maleh",
"Ray",
""
],
[
"Boyle",
"Frank A.",
""
]
] |
[
-0.007901255041360855,
0.035843200981616974,
-0.012192019261419773,
0.03547348082065582,
0.005215402692556381,
0.016892535611987114,
-0.018888751044869423,
0.01952092908322811,
-0.06054186448454857,
-0.07523225992918015,
-0.018793893977999687,
-0.09174025803804398,
-0.05132444202899933,
-0.058000460267066956,
0.04171176999807358,
-0.014544283039867878,
0.10304103046655655,
-0.022068176418542862,
-0.023763088509440422,
-0.06790424138307571,
0.07981403172016144,
-0.02432953380048275,
-0.08500154316425323,
-0.02803329937160015,
0.10741759091615677,
0.03362143784761429,
-0.019406626001000404,
0.02857241965830326,
0.0948350802063942,
0.0181684922426939,
0.032031670212745667,
0.10897873342037201,
0.002086811466142535,
-0.03025689348578453,
0.060890890657901764,
-0.030639104545116425,
0.1191796213388443,
0.060762669891119,
0.07164204865694046,
-0.02224517986178398,
0.04672872647643089,
0.10666124522686005,
-0.06647985428571701,
0.01933097653090954,
-0.07289214432239532,
-0.054624464362859726,
0.018320254981517792,
0.01581464894115925,
-0.04032111167907715,
-0.06661635637283325,
-0.018256641924381256,
0.06534470617771149,
0.0868750512599945,
0.01153340470045805,
0.0031768172048032284,
-0.013137063942849636,
0.02265600860118866,
-0.09092512726783752,
0.05957670509815216,
0.0466221421957016,
-0.05389675125479698,
0.008023278787732124,
-0.021628815680742264,
-0.018271297216415405,
0.04848909378051758,
0.0878114104270935,
0.05727602541446686,
-0.022966181859374046,
0.09183596074581146,
0.02171650342643261,
-0.10997586697340012,
0.0460733100771904,
-0.04785764217376709,
0.06080886721611023,
-0.0017341567436233163,
-0.0738220065832138,
-0.09488323330879211,
-0.07185868173837662,
0.061682719737291336,
-0.03563767671585083,
0.027150852605700493,
-0.03381960839033127,
-0.01027708500623703,
0.010825073346495628,
0.12182106077671051,
0.0044900947250425816,
-0.011921948753297329,
0.07334004342556,
-0.0028268510941416025,
-0.02916056476533413,
-0.11693508177995682,
-0.11001049727201462,
-0.06091921776533127,
-0.008351961150765419,
-0.04122486338019371,
-0.009181500412523746,
0.05880508944392204,
-0.053444281220436096,
0.06307791918516159,
0.0817253440618515,
0.09111197292804718,
-0.07434828579425812,
-0.07595998793840408,
0.05228828638792038,
-0.06898379325866699,
-0.0073442584834992886,
0.04349347576498985,
0.09344853460788727,
0.048068124800920486,
0.019497061148285866,
0.10861917585134506,
-0.020345762372016907,
-0.05230550840497017,
0.013880155049264431,
0.0767190232872963,
0.011842336505651474,
0.00763844046741724,
0.06609789282083511,
-0.02195986546576023,
-0.015789082273840904,
-0.05067768320441246,
-0.009622396901249886,
-0.006284839008003473,
0.08651083707809448,
0.06326813250780106,
0.003318354720249772,
-0.014306899160146713,
1.923468385748217e-33,
0.028564997017383575,
-0.028134984895586967,
-0.01974264159798622,
-0.044033702462911606,
0.035492729395627975,
0.0069008441641926765,
-0.05628455430269241,
0.044744424521923065,
0.08790293335914612,
0.14455290138721466,
0.015102364122867584,
0.014306179247796535,
-0.018952475860714912,
-0.09274251759052277,
0.006719918921589851,
0.02642800286412239,
-0.07780539244413376,
0.053924400359392166,
-0.012470360845327377,
-0.004865868482738733,
0.009258357807993889,
-0.048397861421108246,
0.05004040151834488,
-0.04757814109325409,
-0.013052986934781075,
0.010299825109541416,
0.05068594962358475,
0.05964680761098862,
0.07195236533880234,
0.02918142080307007,
-0.03899592161178589,
-0.0048667448572814465,
0.04482903704047203,
-0.0001355025451630354,
0.04174895957112312,
-0.0859401673078537,
-0.009800278581678867,
-0.027130743488669395,
-0.00675750058144331,
0.01665477454662323,
0.015220464207231998,
-0.00917522981762886,
-0.01896006055176258,
-0.001596026006154716,
-0.009228619746863842,
-0.011064810678362846,
0.027065249159932137,
0.03625166788697243,
0.01886632665991783,
0.019631588831543922,
-0.028687506914138794,
0.021311970427632332,
-0.061545480042696,
-0.04985319450497627,
0.03363104909658432,
-0.01006911788135767,
0.06935399770736694,
0.027875052765011787,
0.07210229337215424,
0.0910906121134758,
-0.021895192563533783,
-0.015969863161444664,
-0.026760388165712357,
-0.007526159752160311,
0.017945608124136925,
0.03479829430580139,
-0.0057630944065749645,
0.051336128264665604,
-0.09913435578346252,
0.055309150367975235,
-0.07915574312210083,
0.037365417927503586,
0.07095088809728622,
-0.013998232781887054,
0.03442826867103577,
-0.00009938081348082051,
-0.011922287754714489,
0.1378328502178192,
-0.041034385561943054,
0.03849544748663902,
0.060456160455942154,
-0.040648046880960464,
-0.010058095678687096,
-0.01055009663105011,
-0.053232934325933456,
-0.0282403826713562,
-0.04768349975347519,
-0.04536247253417969,
-0.09694438427686691,
-0.07772906869649887,
-0.055922459810972214,
0.03737780451774597,
-0.027207765728235245,
0.017236415296792984,
-0.07729524374008179,
-2.8919754464639774e-33,
-0.008416201919317245,
0.07839135080575943,
0.08948048204183578,
0.028552459552884102,
0.005220350343734026,
-0.012425214983522892,
0.0010531713487580419,
0.012718657031655312,
0.00488284369930625,
-0.02721567638218403,
0.018223648890852928,
0.002985490020364523,
-0.04726094380021095,
-0.014945493079721928,
-0.016612816601991653,
0.003893942339345813,
0.0024987903889268637,
0.0018985307542607188,
-0.023022769019007683,
-0.06055167317390442,
0.010245662182569504,
-0.10573451220989227,
-0.007432162761688232,
0.050996288657188416,
0.003964532166719437,
0.0363139845430851,
-0.029223434627056122,
0.021691787987947464,
0.012485413812100887,
-0.008658386766910553,
0.03969414159655571,
0.021663440391421318,
-0.038726747035980225,
-0.11303240060806274,
0.0514545664191246,
0.05183478072285652,
0.001771670300513506,
0.007206510752439499,
-0.013480554334819317,
0.06808356940746307,
-0.04004131257534027,
0.04168856143951416,
-0.04986344650387764,
-0.06090514361858368,
-0.02783595770597458,
0.012060779146850109,
-0.035982053726911545,
0.003756230231374502,
0.0015027482295408845,
-0.06381575018167496,
0.037125300616025925,
0.016009848564863205,
-0.02172989211976528,
-0.04308227449655533,
-0.020383717492222786,
0.029649145901203156,
-0.07174377143383026,
0.050124142318964005,
0.08287618309259415,
0.05074244365096092,
-0.033437881618738174,
-0.024741213768720627,
-0.05385581776499748,
-0.013985990546643734,
0.04084717854857445,
0.04471703618764877,
0.02551850490272045,
-0.0290970578789711,
0.01558707095682621,
0.09388197958469391,
0.042401112616062164,
-0.07896525412797928,
-0.048651136457920074,
0.03336745500564575,
0.03083951398730278,
0.035164427012205124,
-0.006015229970216751,
-0.038992177695035934,
-0.02935960702598095,
0.09796856343746185,
0.08926461637020111,
-0.03706642612814903,
0.040583252906799316,
0.019948501139879227,
-0.03368410840630531,
0.03697872534394264,
-0.007414415944367647,
-0.019186291843652725,
-0.0022248609457165003,
-0.005769647657871246,
-0.0010528485290706158,
0.08720681816339493,
-0.031328894197940826,
0.007197985425591469,
0.062339067459106445,
-4.606340198165526e-8,
-0.061841320246458054,
0.055371470749378204,
0.018515514209866524,
-0.06599897891283035,
0.0365510955452919,
-0.05734645202755928,
-0.0009891773806884885,
-0.08682265877723694,
0.0005306353559717536,
-0.12036604434251785,
0.008697948418557644,
-0.10749536007642746,
-0.027297915890812874,
-0.0361289456486702,
0.021226737648248672,
-0.0831243246793747,
-0.006908410228788853,
-0.034041959792375565,
-0.009550033137202263,
-0.029240669682621956,
-0.006060716230422258,
-0.0008409103029407561,
0.15431706607341766,
-0.07103536278009415,
-0.055468615144491196,
-0.013247079215943813,
-0.0367487370967865,
0.0866926833987236,
0.08707547187805176,
0.038951147347688675,
-0.03266561031341553,
0.004431295208632946,
0.03458521515130997,
0.02199510857462883,
-0.018570052459836006,
0.00608971668407321,
-0.09767097234725952,
-0.008750499226152897,
0.016009006649255753,
0.03493810445070267,
-0.08245962113142014,
-0.006268193479627371,
-0.08338802307844162,
0.032434310764074326,
0.003561704885214567,
0.036467645317316055,
0.10353650152683258,
0.04936562851071358,
-0.04747872054576874,
0.0036977773997932673,
0.020351503044366837,
0.00865880772471428,
-0.061724912375211716,
-0.04869254305958748,
-0.0061288331635296345,
-0.037120603024959564,
-0.037844475358724594,
-0.10249035060405731,
-0.06375103443861008,
-0.028160646557807922,
-0.05289005488157272,
0.014527816325426102,
-0.09170901775360107,
-0.007505957502871752
] | null | null | null | null | null | null | null |
[
-0.007901255041360855,
0.035843200981616974,
-0.012192019261419773,
0.03547348082065582,
0.005215402692556381,
0.016892535611987114,
-0.018888751044869423,
0.01952092908322811,
-0.06054186448454857,
-0.07523225992918015,
-0.018793893977999687,
-0.09174025803804398,
-0.05132444202899933,
-0.058000460267066956,
0.04171176999807358,
-0.014544283039867878,
0.10304103046655655,
-0.022068176418542862,
-0.023763088509440422,
-0.06790424138307571,
0.07981403172016144,
-0.02432953380048275,
-0.08500154316425323,
-0.02803329937160015,
0.10741759091615677,
0.03362143784761429,
-0.019406626001000404,
0.02857241965830326,
0.0948350802063942,
0.0181684922426939,
0.032031670212745667,
0.10897873342037201,
0.002086811466142535,
-0.03025689348578453,
0.060890890657901764,
-0.030639104545116425,
0.1191796213388443,
0.060762669891119,
0.07164204865694046,
-0.02224517986178398,
0.04672872647643089,
0.10666124522686005,
-0.06647985428571701,
0.01933097653090954,
-0.07289214432239532,
-0.054624464362859726,
0.018320254981517792,
0.01581464894115925,
-0.04032111167907715,
-0.06661635637283325,
-0.018256641924381256,
0.06534470617771149,
0.0868750512599945,
0.01153340470045805,
0.0031768172048032284,
-0.013137063942849636,
0.02265600860118866,
-0.09092512726783752,
0.05957670509815216,
0.0466221421957016,
-0.05389675125479698,
0.008023278787732124,
-0.021628815680742264,
-0.018271297216415405,
0.04848909378051758,
0.0878114104270935,
0.05727602541446686,
-0.022966181859374046,
0.09183596074581146,
0.02171650342643261,
-0.10997586697340012,
0.0460733100771904,
-0.04785764217376709,
0.06080886721611023,
-0.0017341567436233163,
-0.0738220065832138,
-0.09488323330879211,
-0.07185868173837662,
0.061682719737291336,
-0.03563767671585083,
0.027150852605700493,
-0.03381960839033127,
-0.01027708500623703,
0.010825073346495628,
0.12182106077671051,
0.0044900947250425816,
-0.011921948753297329,
0.07334004342556,
-0.0028268510941416025,
-0.02916056476533413,
-0.11693508177995682,
-0.11001049727201462,
-0.06091921776533127,
-0.008351961150765419,
-0.04122486338019371,
-0.009181500412523746,
0.05880508944392204,
-0.053444281220436096,
0.06307791918516159,
0.0817253440618515,
0.09111197292804718,
-0.07434828579425812,
-0.07595998793840408,
0.05228828638792038,
-0.06898379325866699,
-0.0073442584834992886,
0.04349347576498985,
0.09344853460788727,
0.048068124800920486,
0.019497061148285866,
0.10861917585134506,
-0.020345762372016907,
-0.05230550840497017,
0.013880155049264431,
0.0767190232872963,
0.011842336505651474,
0.00763844046741724,
0.06609789282083511,
-0.02195986546576023,
-0.015789082273840904,
-0.05067768320441246,
-0.009622396901249886,
-0.006284839008003473,
0.08651083707809448,
0.06326813250780106,
0.003318354720249772,
-0.014306899160146713,
1.923468385748217e-33,
0.028564997017383575,
-0.028134984895586967,
-0.01974264159798622,
-0.044033702462911606,
0.035492729395627975,
0.0069008441641926765,
-0.05628455430269241,
0.044744424521923065,
0.08790293335914612,
0.14455290138721466,
0.015102364122867584,
0.014306179247796535,
-0.018952475860714912,
-0.09274251759052277,
0.006719918921589851,
0.02642800286412239,
-0.07780539244413376,
0.053924400359392166,
-0.012470360845327377,
-0.004865868482738733,
0.009258357807993889,
-0.048397861421108246,
0.05004040151834488,
-0.04757814109325409,
-0.013052986934781075,
0.010299825109541416,
0.05068594962358475,
0.05964680761098862,
0.07195236533880234,
0.02918142080307007,
-0.03899592161178589,
-0.0048667448572814465,
0.04482903704047203,
-0.0001355025451630354,
0.04174895957112312,
-0.0859401673078537,
-0.009800278581678867,
-0.027130743488669395,
-0.00675750058144331,
0.01665477454662323,
0.015220464207231998,
-0.00917522981762886,
-0.01896006055176258,
-0.001596026006154716,
-0.009228619746863842,
-0.011064810678362846,
0.027065249159932137,
0.03625166788697243,
0.01886632665991783,
0.019631588831543922,
-0.028687506914138794,
0.021311970427632332,
-0.061545480042696,
-0.04985319450497627,
0.03363104909658432,
-0.01006911788135767,
0.06935399770736694,
0.027875052765011787,
0.07210229337215424,
0.0910906121134758,
-0.021895192563533783,
-0.015969863161444664,
-0.026760388165712357,
-0.007526159752160311,
0.017945608124136925,
0.03479829430580139,
-0.0057630944065749645,
0.051336128264665604,
-0.09913435578346252,
0.055309150367975235,
-0.07915574312210083,
0.037365417927503586,
0.07095088809728622,
-0.013998232781887054,
0.03442826867103577,
-0.00009938081348082051,
-0.011922287754714489,
0.1378328502178192,
-0.041034385561943054,
0.03849544748663902,
0.060456160455942154,
-0.040648046880960464,
-0.010058095678687096,
-0.01055009663105011,
-0.053232934325933456,
-0.0282403826713562,
-0.04768349975347519,
-0.04536247253417969,
-0.09694438427686691,
-0.07772906869649887,
-0.055922459810972214,
0.03737780451774597,
-0.027207765728235245,
0.017236415296792984,
-0.07729524374008179,
-2.8919754464639774e-33,
-0.008416201919317245,
0.07839135080575943,
0.08948048204183578,
0.028552459552884102,
0.005220350343734026,
-0.012425214983522892,
0.0010531713487580419,
0.012718657031655312,
0.00488284369930625,
-0.02721567638218403,
0.018223648890852928,
0.002985490020364523,
-0.04726094380021095,
-0.014945493079721928,
-0.016612816601991653,
0.003893942339345813,
0.0024987903889268637,
0.0018985307542607188,
-0.023022769019007683,
-0.06055167317390442,
0.010245662182569504,
-0.10573451220989227,
-0.007432162761688232,
0.050996288657188416,
0.003964532166719437,
0.0363139845430851,
-0.029223434627056122,
0.021691787987947464,
0.012485413812100887,
-0.008658386766910553,
0.03969414159655571,
0.021663440391421318,
-0.038726747035980225,
-0.11303240060806274,
0.0514545664191246,
0.05183478072285652,
0.001771670300513506,
0.007206510752439499,
-0.013480554334819317,
0.06808356940746307,
-0.04004131257534027,
0.04168856143951416,
-0.04986344650387764,
-0.06090514361858368,
-0.02783595770597458,
0.012060779146850109,
-0.035982053726911545,
0.003756230231374502,
0.0015027482295408845,
-0.06381575018167496,
0.037125300616025925,
0.016009848564863205,
-0.02172989211976528,
-0.04308227449655533,
-0.020383717492222786,
0.029649145901203156,
-0.07174377143383026,
0.050124142318964005,
0.08287618309259415,
0.05074244365096092,
-0.033437881618738174,
-0.024741213768720627,
-0.05385581776499748,
-0.013985990546643734,
0.04084717854857445,
0.04471703618764877,
0.02551850490272045,
-0.0290970578789711,
0.01558707095682621,
0.09388197958469391,
0.042401112616062164,
-0.07896525412797928,
-0.048651136457920074,
0.03336745500564575,
0.03083951398730278,
0.035164427012205124,
-0.006015229970216751,
-0.038992177695035934,
-0.02935960702598095,
0.09796856343746185,
0.08926461637020111,
-0.03706642612814903,
0.040583252906799316,
0.019948501139879227,
-0.03368410840630531,
0.03697872534394264,
-0.007414415944367647,
-0.019186291843652725,
-0.0022248609457165003,
-0.005769647657871246,
-0.0010528485290706158,
0.08720681816339493,
-0.031328894197940826,
0.007197985425591469,
0.062339067459106445,
-4.606340198165526e-8,
-0.061841320246458054,
0.055371470749378204,
0.018515514209866524,
-0.06599897891283035,
0.0365510955452919,
-0.05734645202755928,
-0.0009891773806884885,
-0.08682265877723694,
0.0005306353559717536,
-0.12036604434251785,
0.008697948418557644,
-0.10749536007642746,
-0.027297915890812874,
-0.0361289456486702,
0.021226737648248672,
-0.0831243246793747,
-0.006908410228788853,
-0.034041959792375565,
-0.009550033137202263,
-0.029240669682621956,
-0.006060716230422258,
-0.0008409103029407561,
0.15431706607341766,
-0.07103536278009415,
-0.055468615144491196,
-0.013247079215943813,
-0.0367487370967865,
0.0866926833987236,
0.08707547187805176,
0.038951147347688675,
-0.03266561031341553,
0.004431295208632946,
0.03458521515130997,
0.02199510857462883,
-0.018570052459836006,
0.00608971668407321,
-0.09767097234725952,
-0.008750499226152897,
0.016009006649255753,
0.03493810445070267,
-0.08245962113142014,
-0.006268193479627371,
-0.08338802307844162,
0.032434310764074326,
0.003561704885214567,
0.036467645317316055,
0.10353650152683258,
0.04936562851071358,
-0.04747872054576874,
0.0036977773997932673,
0.020351503044366837,
0.00865880772471428,
-0.061724912375211716,
-0.04869254305958748,
-0.0061288331635296345,
-0.037120603024959564,
-0.037844475358724594,
-0.10249035060405731,
-0.06375103443861008,
-0.028160646557807922,
-0.05289005488157272,
0.014527816325426102,
-0.09170901775360107,
-0.007505957502871752
] |
1401.5448
|
Shuang Zhang
|
Wenlong Gao, Mark Lawrence, Biao Yang, Fu Liu, Fengzhou Fang, Benjamin
B\'eri, Jensen Li, Shuang Zhang
|
Topological Photonic Phase in Chiral Hyperbolic Metamaterials
|
11 pages, 3 figures. To appear in PRL
| null |
10.1103/PhysRevLett.114.037402
| null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Recently the possibility of achieving one-way backscatter immune
transportation of light by mimicking the topological order present within
certain solid state systems, such as topological insulators, has received much
attention. Thus far however, demonstrations of non-trivial topology in
photonics have relied on photonic crystals with precisely engineered lattice
structures, periodic on the scale of the operational wavelength and composed of
finely tuned, complex materials. Here we propose a novel effective medium
approach towards achieving topologically protected photonic surface states
robust against disorder on all length scales and for a wide range of material
parameters. Remarkably, the non-trivial topology of our metamaterial design
results from the Berry curvature arising from the transversality of
electromagnetic waves in a homogeneous medium. Our investigation therefore acts
to bridge the gap between the advancing field of topological band theory and
classical optical phenomena such as the Spin Hall effect of light. The
effective medium route to topological phases will pave the way for highly
compact one-way transportation of electromagnetic waves in integrated photonic
circuits.
|
[
{
"created": "Tue, 21 Jan 2014 20:21:13 GMT",
"version": "v1"
},
{
"created": "Fri, 19 Dec 2014 23:20:19 GMT",
"version": "v2"
}
] |
2015-06-18
|
[
[
"Gao",
"Wenlong",
""
],
[
"Lawrence",
"Mark",
""
],
[
"Yang",
"Biao",
""
],
[
"Liu",
"Fu",
""
],
[
"Fang",
"Fengzhou",
""
],
[
"Béri",
"Benjamin",
""
],
[
"Li",
"Jensen",
""
],
[
"Zhang",
"Shuang",
""
]
] |
[
-0.029195409268140793,
-0.02181367389857769,
-0.03420484438538551,
0.017888054251670837,
0.00041729671647772193,
0.04236483573913574,
0.04264017567038536,
0.010171816684305668,
-0.062447790056467056,
0.028217613697052002,
-0.0003333623753860593,
0.04177267849445343,
0.02495720051229,
-0.0258807260543108,
0.07018494606018066,
0.02015603706240654,
-0.024023985490202904,
-0.06302197277545929,
0.012367147020995617,
0.05008714273571968,
0.023145241662859917,
-0.030764926224946976,
0.022912073880434036,
-0.0757649689912796,
-0.061641108244657516,
0.028813669458031654,
0.013643481768667698,
-0.04185723885893822,
-0.020893588662147522,
-0.03762944042682648,
0.03692782297730446,
0.04051104560494423,
-0.08757061511278152,
-0.02579387277364731,
-0.021691415458917618,
-0.03426768258213997,
0.03674277290701866,
-0.05204852670431137,
-0.026100536808371544,
-0.02700223959982395,
0.004692970309406519,
-0.0051210117526352406,
-0.008898787200450897,
0.059024009853601456,
-0.06020646169781685,
-0.04154420644044876,
0.12045907974243164,
0.03275781869888306,
0.0009104104829020798,
-0.10517313331365585,
0.002357476856559515,
0.07165351510047913,
-0.01988653838634491,
0.02745581604540348,
-0.01263794582337141,
0.08520468324422836,
0.06344836205244064,
0.04385122284293175,
-0.03976808488368988,
-0.05364133417606354,
0.05124145373702049,
-0.04410837963223457,
-0.014136713929474354,
-0.0344969667494297,
0.027992920950055122,
0.03327648341655731,
-0.12491513788700104,
0.047734834253787994,
0.06032450497150421,
0.023404039442539215,
0.07800959795713425,
-0.04605112597346306,
-0.04842923581600189,
0.02900397591292858,
0.09887701272964478,
0.046575192362070084,
-0.030316494405269623,
0.056513428688049316,
-0.007776910439133644,
0.06375813484191895,
-0.13607296347618103,
-0.07264198362827301,
0.035815075039863586,
0.14237427711486816,
0.06955743581056595,
-0.01910729706287384,
-0.045821841806173325,
0.025326723232865334,
-0.09554468095302582,
0.012676969170570374,
0.013336971402168274,
0.020199399441480637,
-0.010429837740957737,
-0.036599256098270416,
0.03754768520593643,
-0.03143118694424629,
-0.029215872287750244,
-0.054473601281642914,
0.03291476145386696,
0.02062157168984413,
0.02741498313844204,
-0.06674475967884064,
0.017164161428809166,
0.07563360035419464,
-0.06455822288990021,
-0.055102214217185974,
0.09277644008398056,
0.038339901715517044,
-0.0768178328871727,
-0.04513053596019745,
0.10883153229951859,
0.031798169016838074,
0.0026630570646375418,
0.017165880650281906,
-0.05843488126993179,
0.03813100978732109,
-0.032450348138809204,
0.08192261308431625,
0.07290446013212204,
0.08408215641975403,
0.01849515363574028,
0.1410285383462906,
-0.023861689493060112,
0.046531081199645996,
-0.005071708466857672,
0.046715207397937775,
-0.003827831009402871,
2.309533056652904e-33,
0.016042564064264297,
0.08762643486261368,
-0.00807052943855524,
-0.04413663223385811,
0.006439270451664925,
-0.02667531929910183,
0.05330460146069527,
-0.010042529553174973,
0.054606638848781586,
0.05034821480512619,
-0.04875962436199188,
0.03833702206611633,
-0.003298998111858964,
0.004892110824584961,
0.012379737570881844,
-0.06153961271047592,
0.01103790570050478,
-0.03690844401717186,
-0.006584911607205868,
0.020788220688700676,
0.06854775547981262,
0.012332629412412643,
-0.0024309970904141665,
-0.012034272775053978,
-0.05394360050559044,
0.004521737806499004,
-0.02470853552222252,
-0.03925951197743416,
0.054841648787260056,
0.02122468501329422,
-0.026317855343222618,
0.10380589962005615,
0.07168940454721451,
0.13336697220802307,
0.08246222883462906,
0.0623590350151062,
-0.010134299285709858,
0.045326679944992065,
-0.005141898524016142,
-0.030097847804427147,
0.00347190466709435,
-0.0006213813903741539,
0.023066651076078415,
0.09374475479125977,
0.041340988129377365,
-0.09304691106081009,
0.03689976781606674,
-0.019926108419895172,
-0.06708884239196777,
-0.08825793117284775,
0.003096044296398759,
-0.11980227380990982,
0.0008165551698766649,
0.008591238409280777,
0.025679899379611015,
-0.08292563259601593,
0.04589063674211502,
0.02325102686882019,
0.013497550040483475,
-0.00787227414548397,
0.09316855669021606,
-0.04881162568926811,
0.05913719907402992,
0.00007865943916840479,
-0.03372061252593994,
-0.0323844738304615,
0.03640797734260559,
-0.05769459530711174,
-0.03648565337061882,
-0.02508261799812317,
-0.027849458158016205,
0.1002693623304367,
-0.059735238552093506,
-0.019637221470475197,
0.0034093454014509916,
-0.0059607550501823425,
0.05089430883526802,
-0.057419996708631516,
0.03868672251701355,
0.02464263141155243,
-0.10220862925052643,
-0.037237346172332764,
-0.09839396178722382,
-0.025997217744588852,
-0.01610933616757393,
0.047725457698106766,
-0.028747104108333588,
-0.03449303284287453,
-0.06982088834047318,
-0.057862453162670135,
0.0400615856051445,
-0.04075268656015396,
0.0966058298945427,
0.03717838600277901,
-0.05282313749194145,
-3.0015493360468693e-33,
-0.008867756463587284,
-0.07997968792915344,
0.07091885060071945,
0.0005624061450362206,
0.08799523115158081,
0.006039441097527742,
0.016910657286643982,
-0.013450111262500286,
0.05726107954978943,
0.008800102397799492,
0.02596166543662548,
0.03488830476999283,
0.05141592398285866,
-0.03515337407588959,
-0.07206394523382187,
-0.014653140679001808,
0.06590835750102997,
-0.04997160658240318,
0.01839771866798401,
-0.005103453993797302,
-0.06836792081594467,
-0.021298715844750404,
-0.008680679835379124,
-0.017283909022808075,
-0.01361912302672863,
0.009390122257173061,
0.020357288420200348,
-0.016573483124375343,
0.0037307243328541517,
0.10092958807945251,
0.021111203357577324,
-0.027130279690027237,
-0.005251982714980841,
-0.028217270970344543,
-0.024645892903208733,
0.11468535661697388,
-0.028967423364520073,
-0.011177722364664078,
-0.03962551802396774,
-0.03747134655714035,
0.007371250074356794,
-0.03820835426449776,
-0.046081479638814926,
-0.01261635310947895,
0.026522614061832428,
-0.011930758133530617,
-0.08374453336000443,
-0.005764984525740147,
-0.14680907130241394,
-0.007325975224375725,
-0.047515708953142166,
-0.0001450613053748384,
0.0073122079484164715,
-0.06769738346338272,
-0.0377497524023056,
0.04150431975722313,
-0.024228638038039207,
0.01190832071006298,
-0.012907021678984165,
0.08325452357530594,
-0.0006759607349522412,
-0.03333216905593872,
0.016061963513493538,
0.02996918559074402,
-0.01656677946448326,
0.05067510902881622,
0.03493363410234451,
0.0049907672218978405,
-0.023432936519384384,
0.03087451308965683,
-0.029508013278245926,
-0.02436746656894684,
-0.03549746423959732,
-0.011990205384790897,
0.09352664649486542,
-0.018391761928796768,
0.03836454451084137,
0.06775015592575073,
0.017292635515332222,
0.02087516151368618,
-0.0046429382637143135,
0.08051633834838867,
-0.08863860368728638,
-0.08962740004062653,
0.08589266240596771,
-0.039548613131046295,
-0.019537728279829025,
0.09646427631378174,
-0.050701506435871124,
0.0852326825261116,
0.0512564443051815,
-0.0626465231180191,
0.06309278309345245,
-0.03567155450582504,
0.0605001300573349,
-4.321876900803545e-8,
-0.001061037415638566,
0.02388283982872963,
0.05552876368165016,
-0.022253531962633133,
-0.061983734369277954,
-0.04651735723018646,
0.009527351707220078,
-0.0917569175362587,
0.018437163904309273,
-0.03497885540127754,
-0.020119303837418556,
-0.02792336232960224,
-0.08317982405424118,
-0.060949452221393585,
0.0010012452257797122,
0.06574336439371109,
0.023190215229988098,
0.017032062634825706,
-0.035922594368457794,
-0.056194234639406204,
-0.07879246771335602,
-0.027783503755927086,
0.02632155455648899,
-0.06657078117132187,
-0.023794634267687798,
0.016909878700971603,
-0.057705629616975784,
-0.06113330274820328,
0.04822542890906334,
0.00607155729085207,
0.03185894712805748,
-0.03231362998485565,
0.03284163028001785,
0.07976214587688446,
-0.1652069389820099,
-0.0032828948460519314,
-0.0338260643184185,
0.0003109465178567916,
0.0021068889182060957,
-0.0501946359872818,
0.048630490899086,
-0.0017005018889904022,
0.016486776992678642,
-0.020686648786067963,
-0.012850518338382244,
0.06266641616821289,
0.08117491751909256,
0.1248989999294281,
-0.0339684896171093,
0.12802110612392426,
-0.03590161353349686,
0.02933000959455967,
0.016948651522397995,
0.010057616978883743,
-0.02879803441464901,
0.07434850931167603,
0.011843402869999409,
-0.03521638363599777,
-0.024977311491966248,
-0.02271774224936962,
-0.08413899689912796,
-0.07252410799264908,
-0.009664149954915047,
0.028420113027095795
] | null | null | null | null | null | null | null |
[
-0.029195409268140793,
-0.02181367389857769,
-0.03420484438538551,
0.017888054251670837,
0.00041729671647772193,
0.04236483573913574,
0.04264017567038536,
0.010171816684305668,
-0.062447790056467056,
0.028217613697052002,
-0.0003333623753860593,
0.04177267849445343,
0.02495720051229,
-0.0258807260543108,
0.07018494606018066,
0.02015603706240654,
-0.024023985490202904,
-0.06302197277545929,
0.012367147020995617,
0.05008714273571968,
0.023145241662859917,
-0.030764926224946976,
0.022912073880434036,
-0.0757649689912796,
-0.061641108244657516,
0.028813669458031654,
0.013643481768667698,
-0.04185723885893822,
-0.020893588662147522,
-0.03762944042682648,
0.03692782297730446,
0.04051104560494423,
-0.08757061511278152,
-0.02579387277364731,
-0.021691415458917618,
-0.03426768258213997,
0.03674277290701866,
-0.05204852670431137,
-0.026100536808371544,
-0.02700223959982395,
0.004692970309406519,
-0.0051210117526352406,
-0.008898787200450897,
0.059024009853601456,
-0.06020646169781685,
-0.04154420644044876,
0.12045907974243164,
0.03275781869888306,
0.0009104104829020798,
-0.10517313331365585,
0.002357476856559515,
0.07165351510047913,
-0.01988653838634491,
0.02745581604540348,
-0.01263794582337141,
0.08520468324422836,
0.06344836205244064,
0.04385122284293175,
-0.03976808488368988,
-0.05364133417606354,
0.05124145373702049,
-0.04410837963223457,
-0.014136713929474354,
-0.0344969667494297,
0.027992920950055122,
0.03327648341655731,
-0.12491513788700104,
0.047734834253787994,
0.06032450497150421,
0.023404039442539215,
0.07800959795713425,
-0.04605112597346306,
-0.04842923581600189,
0.02900397591292858,
0.09887701272964478,
0.046575192362070084,
-0.030316494405269623,
0.056513428688049316,
-0.007776910439133644,
0.06375813484191895,
-0.13607296347618103,
-0.07264198362827301,
0.035815075039863586,
0.14237427711486816,
0.06955743581056595,
-0.01910729706287384,
-0.045821841806173325,
0.025326723232865334,
-0.09554468095302582,
0.012676969170570374,
0.013336971402168274,
0.020199399441480637,
-0.010429837740957737,
-0.036599256098270416,
0.03754768520593643,
-0.03143118694424629,
-0.029215872287750244,
-0.054473601281642914,
0.03291476145386696,
0.02062157168984413,
0.02741498313844204,
-0.06674475967884064,
0.017164161428809166,
0.07563360035419464,
-0.06455822288990021,
-0.055102214217185974,
0.09277644008398056,
0.038339901715517044,
-0.0768178328871727,
-0.04513053596019745,
0.10883153229951859,
0.031798169016838074,
0.0026630570646375418,
0.017165880650281906,
-0.05843488126993179,
0.03813100978732109,
-0.032450348138809204,
0.08192261308431625,
0.07290446013212204,
0.08408215641975403,
0.01849515363574028,
0.1410285383462906,
-0.023861689493060112,
0.046531081199645996,
-0.005071708466857672,
0.046715207397937775,
-0.003827831009402871,
2.309533056652904e-33,
0.016042564064264297,
0.08762643486261368,
-0.00807052943855524,
-0.04413663223385811,
0.006439270451664925,
-0.02667531929910183,
0.05330460146069527,
-0.010042529553174973,
0.054606638848781586,
0.05034821480512619,
-0.04875962436199188,
0.03833702206611633,
-0.003298998111858964,
0.004892110824584961,
0.012379737570881844,
-0.06153961271047592,
0.01103790570050478,
-0.03690844401717186,
-0.006584911607205868,
0.020788220688700676,
0.06854775547981262,
0.012332629412412643,
-0.0024309970904141665,
-0.012034272775053978,
-0.05394360050559044,
0.004521737806499004,
-0.02470853552222252,
-0.03925951197743416,
0.054841648787260056,
0.02122468501329422,
-0.026317855343222618,
0.10380589962005615,
0.07168940454721451,
0.13336697220802307,
0.08246222883462906,
0.0623590350151062,
-0.010134299285709858,
0.045326679944992065,
-0.005141898524016142,
-0.030097847804427147,
0.00347190466709435,
-0.0006213813903741539,
0.023066651076078415,
0.09374475479125977,
0.041340988129377365,
-0.09304691106081009,
0.03689976781606674,
-0.019926108419895172,
-0.06708884239196777,
-0.08825793117284775,
0.003096044296398759,
-0.11980227380990982,
0.0008165551698766649,
0.008591238409280777,
0.025679899379611015,
-0.08292563259601593,
0.04589063674211502,
0.02325102686882019,
0.013497550040483475,
-0.00787227414548397,
0.09316855669021606,
-0.04881162568926811,
0.05913719907402992,
0.00007865943916840479,
-0.03372061252593994,
-0.0323844738304615,
0.03640797734260559,
-0.05769459530711174,
-0.03648565337061882,
-0.02508261799812317,
-0.027849458158016205,
0.1002693623304367,
-0.059735238552093506,
-0.019637221470475197,
0.0034093454014509916,
-0.0059607550501823425,
0.05089430883526802,
-0.057419996708631516,
0.03868672251701355,
0.02464263141155243,
-0.10220862925052643,
-0.037237346172332764,
-0.09839396178722382,
-0.025997217744588852,
-0.01610933616757393,
0.047725457698106766,
-0.028747104108333588,
-0.03449303284287453,
-0.06982088834047318,
-0.057862453162670135,
0.0400615856051445,
-0.04075268656015396,
0.0966058298945427,
0.03717838600277901,
-0.05282313749194145,
-3.0015493360468693e-33,
-0.008867756463587284,
-0.07997968792915344,
0.07091885060071945,
0.0005624061450362206,
0.08799523115158081,
0.006039441097527742,
0.016910657286643982,
-0.013450111262500286,
0.05726107954978943,
0.008800102397799492,
0.02596166543662548,
0.03488830476999283,
0.05141592398285866,
-0.03515337407588959,
-0.07206394523382187,
-0.014653140679001808,
0.06590835750102997,
-0.04997160658240318,
0.01839771866798401,
-0.005103453993797302,
-0.06836792081594467,
-0.021298715844750404,
-0.008680679835379124,
-0.017283909022808075,
-0.01361912302672863,
0.009390122257173061,
0.020357288420200348,
-0.016573483124375343,
0.0037307243328541517,
0.10092958807945251,
0.021111203357577324,
-0.027130279690027237,
-0.005251982714980841,
-0.028217270970344543,
-0.024645892903208733,
0.11468535661697388,
-0.028967423364520073,
-0.011177722364664078,
-0.03962551802396774,
-0.03747134655714035,
0.007371250074356794,
-0.03820835426449776,
-0.046081479638814926,
-0.01261635310947895,
0.026522614061832428,
-0.011930758133530617,
-0.08374453336000443,
-0.005764984525740147,
-0.14680907130241394,
-0.007325975224375725,
-0.047515708953142166,
-0.0001450613053748384,
0.0073122079484164715,
-0.06769738346338272,
-0.0377497524023056,
0.04150431975722313,
-0.024228638038039207,
0.01190832071006298,
-0.012907021678984165,
0.08325452357530594,
-0.0006759607349522412,
-0.03333216905593872,
0.016061963513493538,
0.02996918559074402,
-0.01656677946448326,
0.05067510902881622,
0.03493363410234451,
0.0049907672218978405,
-0.023432936519384384,
0.03087451308965683,
-0.029508013278245926,
-0.02436746656894684,
-0.03549746423959732,
-0.011990205384790897,
0.09352664649486542,
-0.018391761928796768,
0.03836454451084137,
0.06775015592575073,
0.017292635515332222,
0.02087516151368618,
-0.0046429382637143135,
0.08051633834838867,
-0.08863860368728638,
-0.08962740004062653,
0.08589266240596771,
-0.039548613131046295,
-0.019537728279829025,
0.09646427631378174,
-0.050701506435871124,
0.0852326825261116,
0.0512564443051815,
-0.0626465231180191,
0.06309278309345245,
-0.03567155450582504,
0.0605001300573349,
-4.321876900803545e-8,
-0.001061037415638566,
0.02388283982872963,
0.05552876368165016,
-0.022253531962633133,
-0.061983734369277954,
-0.04651735723018646,
0.009527351707220078,
-0.0917569175362587,
0.018437163904309273,
-0.03497885540127754,
-0.020119303837418556,
-0.02792336232960224,
-0.08317982405424118,
-0.060949452221393585,
0.0010012452257797122,
0.06574336439371109,
0.023190215229988098,
0.017032062634825706,
-0.035922594368457794,
-0.056194234639406204,
-0.07879246771335602,
-0.027783503755927086,
0.02632155455648899,
-0.06657078117132187,
-0.023794634267687798,
0.016909878700971603,
-0.057705629616975784,
-0.06113330274820328,
0.04822542890906334,
0.00607155729085207,
0.03185894712805748,
-0.03231362998485565,
0.03284163028001785,
0.07976214587688446,
-0.1652069389820099,
-0.0032828948460519314,
-0.0338260643184185,
0.0003109465178567916,
0.0021068889182060957,
-0.0501946359872818,
0.048630490899086,
-0.0017005018889904022,
0.016486776992678642,
-0.020686648786067963,
-0.012850518338382244,
0.06266641616821289,
0.08117491751909256,
0.1248989999294281,
-0.0339684896171093,
0.12802110612392426,
-0.03590161353349686,
0.02933000959455967,
0.016948651522397995,
0.010057616978883743,
-0.02879803441464901,
0.07434850931167603,
0.011843402869999409,
-0.03521638363599777,
-0.024977311491966248,
-0.02271774224936962,
-0.08413899689912796,
-0.07252410799264908,
-0.009664149954915047,
0.028420113027095795
] |
1401.5451
|
Poulomi Sadhukhan
|
Poulomi Sadhukhan and Somendra M. Bhattacharjee
|
Thermodynamic relations for DNA phase transitions
|
9 Pages, 5 figures. To appear in Indian Journal of Physics, Special
Issue on the occasion of 125th Birth Anniversary of Sir C V Raman
|
Indian J Phys (2014) 88: 895-904
|
10.1007/s12648-014-0489-3
| null |
cond-mat.soft cond-mat.stat-mech physics.bio-ph q-bio.BM
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The force induced unzipping transition of a double stranded DNA is considered
from a purely thermodynamic point of view. This analysis provides us with a set
of relations that can be used to test microscopic theories and experiments. The
thermodynamic approach is based on the hypothesis of impenetrability of the
force in the zipped state. The melting and the unzipping transitions are
considered in the same framework and compared with the existing statistical
model results. The analysis is then extended to a possible continuous unzipping
transition.
|
[
{
"created": "Tue, 21 Jan 2014 20:28:41 GMT",
"version": "v1"
},
{
"created": "Tue, 22 Apr 2014 18:19:46 GMT",
"version": "v2"
}
] |
2015-06-18
|
[
[
"Sadhukhan",
"Poulomi",
""
],
[
"Bhattacharjee",
"Somendra M.",
""
]
] |
[
-0.18263369798660278,
0.009119360707700253,
-0.0008108797483146191,
0.05246837064623833,
0.03421339765191078,
0.0016226012958213687,
-0.05902208387851715,
0.045152269303798676,
-0.012129751965403557,
0.06392435729503632,
0.03483739495277405,
0.024445269256830215,
-0.03632599115371704,
0.023040182888507843,
-0.04318425431847572,
-0.03964922949671745,
-0.08039706945419312,
0.0005267082015052438,
-0.022275356575846672,
0.03213838115334511,
0.05313023924827576,
-0.010547532700002193,
0.03863418847322464,
-0.010715406388044357,
0.04607689380645752,
0.06768789887428284,
-0.0003195030440110713,
0.08809330314397812,
0.05771297216415405,
-0.01023938599973917,
0.004872055724263191,
-0.00024681127979420125,
-0.12064075469970703,
0.058217622339725494,
0.11715802550315857,
0.03156423196196556,
0.06532985717058182,
0.02503889426589012,
-0.06666617095470428,
0.02227584458887577,
0.06022559851408005,
0.024321841076016426,
-0.02660960517823696,
0.11939270794391632,
0.022681837901473045,
0.012883832678198814,
0.06794029474258423,
0.015828106552362442,
-0.08120618015527725,
-0.006020279601216316,
-0.030462298542261124,
0.03989729657769203,
0.03449409827589989,
0.06352217495441437,
-0.012254596687853336,
0.02811029925942421,
0.0333855003118515,
-0.08342825621366501,
0.009402389638125896,
-0.08947636932134628,
0.012776419520378113,
0.10058187693357468,
-0.0869845598936081,
0.027173977345228195,
0.1247205138206482,
0.012218721210956573,
0.13177433609962463,
-0.04928186163306236,
0.0049084327183663845,
-0.006957423873245716,
0.06594745814800262,
-0.008301077410578728,
-0.0335412435233593,
-0.015729812905192375,
0.02413157746195793,
-0.06733880192041397,
-0.040110766887664795,
0.02034091018140316,
0.012956144288182259,
0.05194047465920448,
-0.08202413469552994,
-0.15418082475662231,
0.021418709307909012,
-0.056958720088005066,
-0.14581407606601715,
0.009139260277152061,
0.038434065878391266,
0.004904851317405701,
-0.008965451270341873,
0.028576646000146866,
-0.03621382266283035,
0.045787785202264786,
-0.036794960498809814,
-0.035544950515031815,
-0.02076755464076996,
0.0018217074684798717,
0.013552348129451275,
0.016630614176392555,
0.05078650638461113,
-0.0628393366932869,
0.005268446169793606,
-0.012513370253145695,
-0.022688519209623337,
-0.016034571453928947,
0.027212804183363914,
-0.07948809862136841,
0.03593043237924576,
-0.09242591261863708,
0.034690696746110916,
0.1298789381980896,
0.03228980675339699,
0.021441729739308357,
0.0494217574596405,
0.058314383029937744,
-0.05715429037809372,
-0.0600593239068985,
-0.0977223590016365,
0.04624434933066368,
0.02961244061589241,
0.026880957186222076,
0.0009149211691692472,
0.023702722042798996,
-0.04548506438732147,
0.04882079362869263,
-0.04706543684005737,
-0.05580732598900795,
-0.037335872650146484,
6.729462942336479e-35,
-0.005657607689499855,
-0.06353651732206345,
0.055738721042871475,
0.08650785684585571,
-0.03460933268070221,
0.0003818672557827085,
-0.06857729703187943,
-0.02619771659374237,
-0.05435233563184738,
0.05500461161136627,
-0.023012559860944748,
0.08409766107797623,
0.02879762277007103,
0.024227915331721306,
-0.06245984509587288,
0.023150568827986717,
0.013097028248012066,
-0.029811758548021317,
0.009561179205775261,
0.03678276762366295,
-0.005703606177121401,
0.041409898549318314,
0.059677910059690475,
-0.014428223483264446,
-0.006492438726127148,
0.014467631466686726,
-0.057504668831825256,
-0.012838739901781082,
0.0635138750076294,
0.009047203697264194,
0.011192000471055508,
-0.05749273672699928,
-0.11419188231229782,
0.0655977874994278,
0.045891597867012024,
-0.0037145093083381653,
-0.0053265090100467205,
-0.026909098029136658,
-0.016749616712331772,
0.046668294817209244,
-0.046332065016031265,
-0.07176409661769867,
0.09087318927049637,
-0.07200734317302704,
0.04362896457314491,
-0.02686447463929653,
0.0749252438545227,
-0.03459085524082184,
-0.12842005491256714,
0.012928546406328678,
0.061153918504714966,
-0.005216497462242842,
0.06961838155984879,
-0.004885522648692131,
-0.007993945851922035,
0.0033365669660270214,
0.04636931046843529,
-0.03647971525788307,
-0.057996656745672226,
0.05363309383392334,
-0.03313349187374115,
0.03896896168589592,
0.03743860125541687,
-0.02810632437467575,
0.10376541316509247,
0.034963708370923996,
-0.08977514505386353,
0.02665165811777115,
0.08163920789957047,
0.04216543212532997,
-0.024851810187101364,
-0.07172597944736481,
0.0515718050301075,
-0.03747536614537239,
-0.021727167069911957,
0.048077505081892014,
-0.0367802269756794,
-0.07859807461500168,
0.022033676505088806,
-0.03370621055364609,
-0.016991659998893738,
-0.06952588260173798,
0.012948303483426571,
-0.06846681982278824,
-0.052462123334407806,
-0.04614636301994324,
-0.038675080984830856,
-0.004039559047669172,
-0.03584320843219757,
0.016609719023108482,
0.05803288146853447,
-0.08755180239677429,
0.05177915841341019,
-0.09140700846910477,
0.10348216444253922,
-3.960178019782899e-33,
0.03796069696545601,
-0.028587892651557922,
0.03478680178523064,
0.05857017636299133,
0.02491031028330326,
-0.01941198855638504,
-0.021073205396533012,
0.05495980381965637,
-0.0035510354209691286,
-0.06492569297552109,
0.08805198222398758,
-0.03312306106090546,
-0.004837961867451668,
0.003969349432736635,
0.0023855757899582386,
0.08205226808786392,
-0.0073181986808776855,
0.02790815941989422,
0.08730905503034592,
0.023745527490973473,
-0.03257199376821518,
0.01743902452290058,
-0.020123014226555824,
0.04333171993494034,
-0.008997026830911636,
-0.06299586594104767,
-0.008638095110654831,
-0.007462821900844574,
-0.021079059690237045,
0.000507549790199846,
-0.009141545742750168,
-0.0705435499548912,
-0.042166996747255325,
0.027654536068439484,
-0.07879357039928436,
-0.034037306904792786,
0.026610901579260826,
0.06633186340332031,
0.056307148188352585,
-0.07743707299232483,
0.00903739407658577,
0.026062490418553352,
-0.07533726841211319,
0.00017344561638310552,
0.02882862649857998,
0.016896389424800873,
-0.0768776684999466,
0.02442949265241623,
0.009637560695409775,
0.022894257679581642,
-0.005257530137896538,
0.07825542986392975,
-0.018155593425035477,
-0.015032075345516205,
-0.019508808851242065,
-0.008793946355581284,
-0.06665535271167755,
0.016604023054242134,
0.004543582443147898,
0.017551802098751068,
0.030250515788793564,
-0.06541170924901962,
0.0128847137093544,
-0.01999497041106224,
0.021049031987786293,
-0.045185636729002,
-0.07516323775053024,
0.001667456584982574,
0.003063383512198925,
-0.048536017537117004,
0.05888279154896736,
0.03658679127693176,
0.08922231197357178,
-0.008896729908883572,
0.06255301088094711,
-0.01962350308895111,
0.0571066252887249,
-0.10049399733543396,
0.05415865778923035,
-0.03776979818940163,
-0.04814890772104263,
0.04753159359097481,
-0.06496534496545792,
-0.0275293979793787,
0.006671454757452011,
-0.032299596816301346,
0.009852509014308453,
0.026001565158367157,
-0.01983124576508999,
-0.0866328701376915,
0.0075768097303807735,
-0.0293828584253788,
0.06956912577152252,
0.01990319788455963,
0.046194545924663544,
-4.205592674111358e-8,
0.07724500447511673,
-0.01357253361493349,
0.09075547009706497,
-0.03779163584113121,
0.03668053448200226,
0.10143688321113586,
-0.0405769981443882,
0.00835065171122551,
0.043536167591810226,
-0.018348608165979385,
0.040732234716415405,
0.07883114367723465,
0.04621802270412445,
0.03637433052062988,
-0.01410825364291668,
0.016819434240460396,
0.012329735793173313,
-0.0635368749499321,
-0.02818365767598152,
-0.039954524487257004,
-0.005977362859994173,
0.026041196659207344,
-0.05616779625415802,
0.0816982313990593,
-0.015795238316059113,
0.060286425054073334,
-0.053568679839372635,
-0.0819520354270935,
-0.007561602629721165,
-0.008132435381412506,
-0.044700510799884796,
-0.04457734525203705,
-0.002576202852651477,
0.0029895410407334566,
-0.05901609733700752,
0.0184467826038599,
0.058810535818338394,
0.040274444967508316,
0.01553751528263092,
-0.0534074641764164,
0.06563667953014374,
0.02838779054582119,
-0.09014807641506195,
0.00350949726998806,
-0.050502434372901917,
-0.030448943376541138,
-0.03578956052660942,
0.015084712766110897,
-0.09519976377487183,
0.0692465677857399,
0.003094766056165099,
0.013755274005234241,
-0.09141356498003006,
-0.025593813508749008,
-0.027201928198337555,
-0.03719459846615791,
-0.07060026377439499,
0.08145502209663391,
-0.06985549628734589,
0.07099811732769012,
0.03855207562446594,
-0.05429466813802719,
-0.019131438806653023,
-0.051251258701086044
] | null | null | null | null | null | null | null |
[
-0.18263369798660278,
0.009119360707700253,
-0.0008108797483146191,
0.05246837064623833,
0.03421339765191078,
0.0016226012958213687,
-0.05902208387851715,
0.045152269303798676,
-0.012129751965403557,
0.06392435729503632,
0.03483739495277405,
0.024445269256830215,
-0.03632599115371704,
0.023040182888507843,
-0.04318425431847572,
-0.03964922949671745,
-0.08039706945419312,
0.0005267082015052438,
-0.022275356575846672,
0.03213838115334511,
0.05313023924827576,
-0.010547532700002193,
0.03863418847322464,
-0.010715406388044357,
0.04607689380645752,
0.06768789887428284,
-0.0003195030440110713,
0.08809330314397812,
0.05771297216415405,
-0.01023938599973917,
0.004872055724263191,
-0.00024681127979420125,
-0.12064075469970703,
0.058217622339725494,
0.11715802550315857,
0.03156423196196556,
0.06532985717058182,
0.02503889426589012,
-0.06666617095470428,
0.02227584458887577,
0.06022559851408005,
0.024321841076016426,
-0.02660960517823696,
0.11939270794391632,
0.022681837901473045,
0.012883832678198814,
0.06794029474258423,
0.015828106552362442,
-0.08120618015527725,
-0.006020279601216316,
-0.030462298542261124,
0.03989729657769203,
0.03449409827589989,
0.06352217495441437,
-0.012254596687853336,
0.02811029925942421,
0.0333855003118515,
-0.08342825621366501,
0.009402389638125896,
-0.08947636932134628,
0.012776419520378113,
0.10058187693357468,
-0.0869845598936081,
0.027173977345228195,
0.1247205138206482,
0.012218721210956573,
0.13177433609962463,
-0.04928186163306236,
0.0049084327183663845,
-0.006957423873245716,
0.06594745814800262,
-0.008301077410578728,
-0.0335412435233593,
-0.015729812905192375,
0.02413157746195793,
-0.06733880192041397,
-0.040110766887664795,
0.02034091018140316,
0.012956144288182259,
0.05194047465920448,
-0.08202413469552994,
-0.15418082475662231,
0.021418709307909012,
-0.056958720088005066,
-0.14581407606601715,
0.009139260277152061,
0.038434065878391266,
0.004904851317405701,
-0.008965451270341873,
0.028576646000146866,
-0.03621382266283035,
0.045787785202264786,
-0.036794960498809814,
-0.035544950515031815,
-0.02076755464076996,
0.0018217074684798717,
0.013552348129451275,
0.016630614176392555,
0.05078650638461113,
-0.0628393366932869,
0.005268446169793606,
-0.012513370253145695,
-0.022688519209623337,
-0.016034571453928947,
0.027212804183363914,
-0.07948809862136841,
0.03593043237924576,
-0.09242591261863708,
0.034690696746110916,
0.1298789381980896,
0.03228980675339699,
0.021441729739308357,
0.0494217574596405,
0.058314383029937744,
-0.05715429037809372,
-0.0600593239068985,
-0.0977223590016365,
0.04624434933066368,
0.02961244061589241,
0.026880957186222076,
0.0009149211691692472,
0.023702722042798996,
-0.04548506438732147,
0.04882079362869263,
-0.04706543684005737,
-0.05580732598900795,
-0.037335872650146484,
6.729462942336479e-35,
-0.005657607689499855,
-0.06353651732206345,
0.055738721042871475,
0.08650785684585571,
-0.03460933268070221,
0.0003818672557827085,
-0.06857729703187943,
-0.02619771659374237,
-0.05435233563184738,
0.05500461161136627,
-0.023012559860944748,
0.08409766107797623,
0.02879762277007103,
0.024227915331721306,
-0.06245984509587288,
0.023150568827986717,
0.013097028248012066,
-0.029811758548021317,
0.009561179205775261,
0.03678276762366295,
-0.005703606177121401,
0.041409898549318314,
0.059677910059690475,
-0.014428223483264446,
-0.006492438726127148,
0.014467631466686726,
-0.057504668831825256,
-0.012838739901781082,
0.0635138750076294,
0.009047203697264194,
0.011192000471055508,
-0.05749273672699928,
-0.11419188231229782,
0.0655977874994278,
0.045891597867012024,
-0.0037145093083381653,
-0.0053265090100467205,
-0.026909098029136658,
-0.016749616712331772,
0.046668294817209244,
-0.046332065016031265,
-0.07176409661769867,
0.09087318927049637,
-0.07200734317302704,
0.04362896457314491,
-0.02686447463929653,
0.0749252438545227,
-0.03459085524082184,
-0.12842005491256714,
0.012928546406328678,
0.061153918504714966,
-0.005216497462242842,
0.06961838155984879,
-0.004885522648692131,
-0.007993945851922035,
0.0033365669660270214,
0.04636931046843529,
-0.03647971525788307,
-0.057996656745672226,
0.05363309383392334,
-0.03313349187374115,
0.03896896168589592,
0.03743860125541687,
-0.02810632437467575,
0.10376541316509247,
0.034963708370923996,
-0.08977514505386353,
0.02665165811777115,
0.08163920789957047,
0.04216543212532997,
-0.024851810187101364,
-0.07172597944736481,
0.0515718050301075,
-0.03747536614537239,
-0.021727167069911957,
0.048077505081892014,
-0.0367802269756794,
-0.07859807461500168,
0.022033676505088806,
-0.03370621055364609,
-0.016991659998893738,
-0.06952588260173798,
0.012948303483426571,
-0.06846681982278824,
-0.052462123334407806,
-0.04614636301994324,
-0.038675080984830856,
-0.004039559047669172,
-0.03584320843219757,
0.016609719023108482,
0.05803288146853447,
-0.08755180239677429,
0.05177915841341019,
-0.09140700846910477,
0.10348216444253922,
-3.960178019782899e-33,
0.03796069696545601,
-0.028587892651557922,
0.03478680178523064,
0.05857017636299133,
0.02491031028330326,
-0.01941198855638504,
-0.021073205396533012,
0.05495980381965637,
-0.0035510354209691286,
-0.06492569297552109,
0.08805198222398758,
-0.03312306106090546,
-0.004837961867451668,
0.003969349432736635,
0.0023855757899582386,
0.08205226808786392,
-0.0073181986808776855,
0.02790815941989422,
0.08730905503034592,
0.023745527490973473,
-0.03257199376821518,
0.01743902452290058,
-0.020123014226555824,
0.04333171993494034,
-0.008997026830911636,
-0.06299586594104767,
-0.008638095110654831,
-0.007462821900844574,
-0.021079059690237045,
0.000507549790199846,
-0.009141545742750168,
-0.0705435499548912,
-0.042166996747255325,
0.027654536068439484,
-0.07879357039928436,
-0.034037306904792786,
0.026610901579260826,
0.06633186340332031,
0.056307148188352585,
-0.07743707299232483,
0.00903739407658577,
0.026062490418553352,
-0.07533726841211319,
0.00017344561638310552,
0.02882862649857998,
0.016896389424800873,
-0.0768776684999466,
0.02442949265241623,
0.009637560695409775,
0.022894257679581642,
-0.005257530137896538,
0.07825542986392975,
-0.018155593425035477,
-0.015032075345516205,
-0.019508808851242065,
-0.008793946355581284,
-0.06665535271167755,
0.016604023054242134,
0.004543582443147898,
0.017551802098751068,
0.030250515788793564,
-0.06541170924901962,
0.0128847137093544,
-0.01999497041106224,
0.021049031987786293,
-0.045185636729002,
-0.07516323775053024,
0.001667456584982574,
0.003063383512198925,
-0.048536017537117004,
0.05888279154896736,
0.03658679127693176,
0.08922231197357178,
-0.008896729908883572,
0.06255301088094711,
-0.01962350308895111,
0.0571066252887249,
-0.10049399733543396,
0.05415865778923035,
-0.03776979818940163,
-0.04814890772104263,
0.04753159359097481,
-0.06496534496545792,
-0.0275293979793787,
0.006671454757452011,
-0.032299596816301346,
0.009852509014308453,
0.026001565158367157,
-0.01983124576508999,
-0.0866328701376915,
0.0075768097303807735,
-0.0293828584253788,
0.06956912577152252,
0.01990319788455963,
0.046194545924663544,
-4.205592674111358e-8,
0.07724500447511673,
-0.01357253361493349,
0.09075547009706497,
-0.03779163584113121,
0.03668053448200226,
0.10143688321113586,
-0.0405769981443882,
0.00835065171122551,
0.043536167591810226,
-0.018348608165979385,
0.040732234716415405,
0.07883114367723465,
0.04621802270412445,
0.03637433052062988,
-0.01410825364291668,
0.016819434240460396,
0.012329735793173313,
-0.0635368749499321,
-0.02818365767598152,
-0.039954524487257004,
-0.005977362859994173,
0.026041196659207344,
-0.05616779625415802,
0.0816982313990593,
-0.015795238316059113,
0.060286425054073334,
-0.053568679839372635,
-0.0819520354270935,
-0.007561602629721165,
-0.008132435381412506,
-0.044700510799884796,
-0.04457734525203705,
-0.002576202852651477,
0.0029895410407334566,
-0.05901609733700752,
0.0184467826038599,
0.058810535818338394,
0.040274444967508316,
0.01553751528263092,
-0.0534074641764164,
0.06563667953014374,
0.02838779054582119,
-0.09014807641506195,
0.00350949726998806,
-0.050502434372901917,
-0.030448943376541138,
-0.03578956052660942,
0.015084712766110897,
-0.09519976377487183,
0.0692465677857399,
0.003094766056165099,
0.013755274005234241,
-0.09141356498003006,
-0.025593813508749008,
-0.027201928198337555,
-0.03719459846615791,
-0.07060026377439499,
0.08145502209663391,
-0.06985549628734589,
0.07099811732769012,
0.03855207562446594,
-0.05429466813802719,
-0.019131438806653023,
-0.051251258701086044
] |
1401.5461
|
Regine Frank
|
Georg Maret, Tilo Sperling, Wolfgang B\"uhrer, Andreas Lubatsch,
Regine Frank, Christof M. Aegerter
|
Inelastic scattering puts in question recent claims of Anderson
localization of light
| null |
Nature Photonics 7, 934-935 (2013)
|
10.1038/nphoton.2013.281
| null |
cond-mat.dis-nn cond-mat.mes-hall cond-mat.mtrl-sci cond-mat.soft physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The interplay between nonlinear effects and Anderson localization in
disordered optical fibres1 has recently attracted great interest, and it is
important in the action of random lasers in which closed multiple scattering
loops have enhanced intensity. As optical nonlinearities in TiO2 can give
valuable information on the nature of light transport in strongly scattering
powders, we studied these effects in an extended experimental and theoretical
investigation (to be published). Now, Scheffold and Wiersma have ...
|
[
{
"created": "Tue, 21 Jan 2014 20:59:53 GMT",
"version": "v1"
}
] |
2015-04-08
|
[
[
"Maret",
"Georg",
""
],
[
"Sperling",
"Tilo",
""
],
[
"Bührer",
"Wolfgang",
""
],
[
"Lubatsch",
"Andreas",
""
],
[
"Frank",
"Regine",
""
],
[
"Aegerter",
"Christof M.",
""
]
] |
[
-0.02769535407423973,
-0.08072742819786072,
0.028999246656894684,
0.08610455691814423,
0.037349600344896317,
0.009918834082782269,
0.06693827360868454,
-0.030065450817346573,
-0.07063126564025879,
0.04507977515459061,
0.022638807073235512,
0.028482848778367043,
-0.020335029810667038,
-0.016878753900527954,
-0.005843390244990587,
0.03985964506864548,
0.015237154439091682,
-0.07235788553953171,
0.00014492464833892882,
0.06904923170804977,
0.08338858187198639,
-0.05405362695455551,
-0.000661322905216366,
-0.04507710039615631,
0.02805454470217228,
0.040819186717271805,
0.042190227657556534,
0.009436081163585186,
0.006018440704792738,
0.04346831515431404,
0.028017733246088028,
0.0032658122945576906,
-0.13742008805274963,
0.09437480568885803,
0.026985369622707367,
-0.03126610070466995,
-0.049088090658187866,
-0.03854544460773468,
-0.023454608395695686,
0.029937278479337692,
0.031786445528268814,
0.029370322823524475,
-0.010302825830876827,
0.004081754479557276,
-0.03774439916014671,
-0.086061492562294,
0.1091252863407135,
-0.03592611104249954,
-0.07594422996044159,
0.021977301687002182,
-0.024975625798106194,
-0.006805870216339827,
-0.01393315102905035,
-0.022501321509480476,
0.0492679663002491,
0.031103821471333504,
0.023613184690475464,
0.06598533689975739,
-0.03539755940437317,
0.004270920995622873,
0.025954218581318855,
-0.05418610945343971,
0.03976009413599968,
-0.012197545729577541,
0.1813022792339325,
-0.002743585268035531,
-0.0038410229608416557,
0.046071797609329224,
-0.030381670221686363,
0.025742998346686363,
-0.003051534527912736,
0.06841883808374405,
0.008985154330730438,
0.126736119389534,
0.1196734756231308,
0.005025161895900965,
-0.060438983142375946,
0.07056917250156403,
-0.05048695579171181,
-0.018340080976486206,
-0.051332004368305206,
-0.09898404777050018,
0.07032527774572372,
-0.02029462158679962,
-0.04678213223814964,
0.10153442621231079,
0.027725690975785255,
0.01679239049553871,
-0.041079528629779816,
-0.04556290805339813,
0.011049958877265453,
-0.023071058094501495,
-0.06551103293895721,
-0.020602377131581306,
-0.01569213904440403,
-0.04161255806684494,
0.010629897005856037,
0.02211257629096508,
0.014509826898574829,
-0.04096626117825508,
-0.013653733767569065,
-0.054745037108659744,
-0.0025787430349737406,
0.03103909082710743,
-0.07911139726638794,
-0.012283224612474442,
0.02469988353550434,
0.012423106469213963,
-0.1108025461435318,
0.0661076083779335,
0.088498055934906,
0.02078300528228283,
0.017360836267471313,
0.06214852258563042,
-0.028871089220046997,
-0.030623292550444603,
-0.0024155976716428995,
0.09909236431121826,
-0.10025212168693542,
0.0027218512259423733,
-0.020691972225904465,
0.026686789467930794,
0.014642170630395412,
0.04353311285376549,
-0.06326363980770111,
0.04791797697544098,
-0.014537242241203785,
-2.6507322305935734e-33,
0.03477698937058449,
-0.001552695408463478,
-0.029419321566820145,
-0.012586841359734535,
0.015666764229536057,
-0.12954218685626984,
0.021249962970614433,
-0.104087233543396,
-0.07081160694360733,
0.03769616410136223,
0.01296191569417715,
0.052548132836818695,
0.032653532922267914,
0.02050006203353405,
-0.023672273382544518,
-0.017931722104549408,
0.055207811295986176,
0.043169405311346054,
0.006411791779100895,
0.07520300149917603,
0.009021962061524391,
0.05895997956395149,
0.02868729829788208,
-0.020549152046442032,
-0.05323284491896629,
0.03771507740020752,
-0.08502684533596039,
-0.0029567917808890343,
0.06451964378356934,
-0.002643973333761096,
0.03084973618388176,
0.06915385276079178,
-0.034516364336013794,
0.015047344379127026,
0.08325548470020294,
-0.04627818614244461,
-0.015416177920997143,
0.059990040957927704,
-0.01750483177602291,
-0.007876447401940823,
0.08125291764736176,
0.0031759878620505333,
0.01983531005680561,
0.14155125617980957,
-0.014828410930931568,
-0.062125761061906815,
-0.015524493530392647,
-0.050218187272548676,
-0.024912171065807343,
-0.04187601059675217,
-0.0749284103512764,
-0.07854485511779785,
-0.023306913673877716,
0.046037256717681885,
0.06714824587106705,
-0.07449908554553986,
0.0862014889717102,
-0.03629612922668457,
0.07950621843338013,
-0.04215145856142044,
-0.028025509789586067,
-0.08055977523326874,
0.0321807861328125,
-0.07305226475000381,
-0.03830886632204056,
-0.010241152718663216,
-0.016265561804175377,
-0.04226725175976753,
-0.014951895922422409,
-0.021208209916949272,
-0.00794396735727787,
0.10765926539897919,
0.018400689586997032,
0.023975715041160583,
0.09120810031890869,
-0.019922828301787376,
0.020311428233981133,
-0.0011839958606287837,
0.0021761946845799685,
-0.03349253162741661,
-0.06047976389527321,
-0.03481650352478027,
-0.011854314245283604,
-0.01725158467888832,
-0.1313239187002182,
-0.004457942210137844,
-0.07474385201931,
-0.11553758382797241,
-0.10263212025165558,
0.02997945249080658,
0.040610093623399734,
0.029138537123799324,
-0.0024179492611438036,
-0.047362588346004486,
-0.033182840794324875,
-2.9831057378469714e-34,
0.03935650736093521,
0.018051590770483017,
0.0065734428353607655,
0.01374699268490076,
-0.020236875861883163,
0.039660558104515076,
0.0021003338042646646,
0.0672711655497551,
0.07909027487039566,
-0.036180149763822556,
0.15044380724430084,
0.038453202694654465,
-0.05907892435789108,
0.03150491043925285,
0.004456327762454748,
-0.023114463314414024,
0.1124783530831337,
-0.007306248880922794,
0.029569439589977264,
-0.10259091109037399,
-0.05777222663164139,
0.012776393443346024,
0.06490679085254669,
-0.06885311007499695,
0.021540312096476555,
0.01233323197811842,
-0.030615687370300293,
0.03862151503562927,
-0.056945815682411194,
-0.034691888839006424,
0.06503839790821075,
-0.05176784470677376,
0.02512485720217228,
-0.012434025295078754,
-0.059061985462903976,
0.026798773556947708,
-0.01794539764523506,
0.005430040881037712,
0.001995901810005307,
-0.027876030653715134,
0.04327305778861046,
-0.004777409601956606,
0.048106469213962555,
0.06762081384658813,
-0.03291861340403557,
-0.0733388215303421,
-0.06359612941741943,
-0.03367937356233597,
-0.08646012097597122,
0.014294661581516266,
0.030253836885094643,
0.03072177805006504,
-0.03580743819475174,
0.002924687694758177,
0.00001891194006020669,
0.10773687809705734,
-0.038279417902231216,
-0.013021697290241718,
-0.006848061922937632,
0.07863783091306686,
-0.052096739411354065,
0.01111297495663166,
0.05083610862493515,
0.05113108828663826,
-0.006911292672157288,
0.032313063740730286,
-0.044070109724998474,
-0.005339265801012516,
0.030075689777731895,
-0.025438126176595688,
0.052974872291088104,
-0.027179554104804993,
-0.023890221491456032,
0.06769610941410065,
0.09281773865222931,
-0.09577207267284393,
-0.036527007818222046,
0.07740328460931778,
-0.04044333100318909,
-0.005240056198090315,
-0.042893148958683014,
0.09636645019054413,
-0.06735776364803314,
-0.022145817056298256,
0.05773620679974556,
-0.061899829655885696,
0.03253885731101036,
-0.03870713338255882,
0.007736843079328537,
-0.07776833325624466,
0.06807379424571991,
-0.07981228083372116,
0.0802522748708725,
-0.055308982729911804,
0.07699146866798401,
-3.7282244846892354e-8,
-0.115300253033638,
0.0032410670537501574,
-0.013137596659362316,
0.061833880841732025,
0.015023105777800083,
-0.026550590991973877,
-0.00398743012920022,
0.10204802453517914,
0.014438382349908352,
0.004862591158598661,
0.008022114634513855,
0.019490636885166168,
-0.048442792147397995,
-0.04862547665834427,
0.05210654065012932,
-0.007596195675432682,
-0.06243959069252014,
0.04845273867249489,
-0.056443747133016586,
0.01764700375497341,
-0.008922799490392208,
-0.09099945425987244,
0.04352165386080742,
-0.0036277470644563437,
-0.06150263175368309,
0.010187041945755482,
-0.04922405630350113,
-0.07041315734386444,
-0.06885708123445511,
0.009901502169668674,
-0.022800393402576447,
-0.044728633016347885,
-0.014526063576340675,
0.11027442663908005,
-0.09316597133874893,
-0.026151612401008606,
-0.06762715429067612,
-0.022424248978495598,
-0.035671692341566086,
0.04724196717143059,
0.030853010714054108,
-0.022150162607431412,
0.04010121151804924,
0.02807053178548813,
0.010013578459620476,
0.03490391746163368,
0.01815597154200077,
-0.05200957879424095,
0.010158784687519073,
0.007914798334240913,
-0.009982919320464134,
0.02447124943137169,
-0.015410526655614376,
-0.0026022177189588547,
0.012865754775702953,
-0.042815450578927994,
-0.0023770953994244337,
0.061329662799835205,
-0.023024776950478554,
0.01575368456542492,
0.022816743701696396,
0.02408646047115326,
-0.04943752661347389,
0.021620959043502808
] | null | null | null | null | null | null | null |
[
-0.02769535407423973,
-0.08072742819786072,
0.028999246656894684,
0.08610455691814423,
0.037349600344896317,
0.009918834082782269,
0.06693827360868454,
-0.030065450817346573,
-0.07063126564025879,
0.04507977515459061,
0.022638807073235512,
0.028482848778367043,
-0.020335029810667038,
-0.016878753900527954,
-0.005843390244990587,
0.03985964506864548,
0.015237154439091682,
-0.07235788553953171,
0.00014492464833892882,
0.06904923170804977,
0.08338858187198639,
-0.05405362695455551,
-0.000661322905216366,
-0.04507710039615631,
0.02805454470217228,
0.040819186717271805,
0.042190227657556534,
0.009436081163585186,
0.006018440704792738,
0.04346831515431404,
0.028017733246088028,
0.0032658122945576906,
-0.13742008805274963,
0.09437480568885803,
0.026985369622707367,
-0.03126610070466995,
-0.049088090658187866,
-0.03854544460773468,
-0.023454608395695686,
0.029937278479337692,
0.031786445528268814,
0.029370322823524475,
-0.010302825830876827,
0.004081754479557276,
-0.03774439916014671,
-0.086061492562294,
0.1091252863407135,
-0.03592611104249954,
-0.07594422996044159,
0.021977301687002182,
-0.024975625798106194,
-0.006805870216339827,
-0.01393315102905035,
-0.022501321509480476,
0.0492679663002491,
0.031103821471333504,
0.023613184690475464,
0.06598533689975739,
-0.03539755940437317,
0.004270920995622873,
0.025954218581318855,
-0.05418610945343971,
0.03976009413599968,
-0.012197545729577541,
0.1813022792339325,
-0.002743585268035531,
-0.0038410229608416557,
0.046071797609329224,
-0.030381670221686363,
0.025742998346686363,
-0.003051534527912736,
0.06841883808374405,
0.008985154330730438,
0.126736119389534,
0.1196734756231308,
0.005025161895900965,
-0.060438983142375946,
0.07056917250156403,
-0.05048695579171181,
-0.018340080976486206,
-0.051332004368305206,
-0.09898404777050018,
0.07032527774572372,
-0.02029462158679962,
-0.04678213223814964,
0.10153442621231079,
0.027725690975785255,
0.01679239049553871,
-0.041079528629779816,
-0.04556290805339813,
0.011049958877265453,
-0.023071058094501495,
-0.06551103293895721,
-0.020602377131581306,
-0.01569213904440403,
-0.04161255806684494,
0.010629897005856037,
0.02211257629096508,
0.014509826898574829,
-0.04096626117825508,
-0.013653733767569065,
-0.054745037108659744,
-0.0025787430349737406,
0.03103909082710743,
-0.07911139726638794,
-0.012283224612474442,
0.02469988353550434,
0.012423106469213963,
-0.1108025461435318,
0.0661076083779335,
0.088498055934906,
0.02078300528228283,
0.017360836267471313,
0.06214852258563042,
-0.028871089220046997,
-0.030623292550444603,
-0.0024155976716428995,
0.09909236431121826,
-0.10025212168693542,
0.0027218512259423733,
-0.020691972225904465,
0.026686789467930794,
0.014642170630395412,
0.04353311285376549,
-0.06326363980770111,
0.04791797697544098,
-0.014537242241203785,
-2.6507322305935734e-33,
0.03477698937058449,
-0.001552695408463478,
-0.029419321566820145,
-0.012586841359734535,
0.015666764229536057,
-0.12954218685626984,
0.021249962970614433,
-0.104087233543396,
-0.07081160694360733,
0.03769616410136223,
0.01296191569417715,
0.052548132836818695,
0.032653532922267914,
0.02050006203353405,
-0.023672273382544518,
-0.017931722104549408,
0.055207811295986176,
0.043169405311346054,
0.006411791779100895,
0.07520300149917603,
0.009021962061524391,
0.05895997956395149,
0.02868729829788208,
-0.020549152046442032,
-0.05323284491896629,
0.03771507740020752,
-0.08502684533596039,
-0.0029567917808890343,
0.06451964378356934,
-0.002643973333761096,
0.03084973618388176,
0.06915385276079178,
-0.034516364336013794,
0.015047344379127026,
0.08325548470020294,
-0.04627818614244461,
-0.015416177920997143,
0.059990040957927704,
-0.01750483177602291,
-0.007876447401940823,
0.08125291764736176,
0.0031759878620505333,
0.01983531005680561,
0.14155125617980957,
-0.014828410930931568,
-0.062125761061906815,
-0.015524493530392647,
-0.050218187272548676,
-0.024912171065807343,
-0.04187601059675217,
-0.0749284103512764,
-0.07854485511779785,
-0.023306913673877716,
0.046037256717681885,
0.06714824587106705,
-0.07449908554553986,
0.0862014889717102,
-0.03629612922668457,
0.07950621843338013,
-0.04215145856142044,
-0.028025509789586067,
-0.08055977523326874,
0.0321807861328125,
-0.07305226475000381,
-0.03830886632204056,
-0.010241152718663216,
-0.016265561804175377,
-0.04226725175976753,
-0.014951895922422409,
-0.021208209916949272,
-0.00794396735727787,
0.10765926539897919,
0.018400689586997032,
0.023975715041160583,
0.09120810031890869,
-0.019922828301787376,
0.020311428233981133,
-0.0011839958606287837,
0.0021761946845799685,
-0.03349253162741661,
-0.06047976389527321,
-0.03481650352478027,
-0.011854314245283604,
-0.01725158467888832,
-0.1313239187002182,
-0.004457942210137844,
-0.07474385201931,
-0.11553758382797241,
-0.10263212025165558,
0.02997945249080658,
0.040610093623399734,
0.029138537123799324,
-0.0024179492611438036,
-0.047362588346004486,
-0.033182840794324875,
-2.9831057378469714e-34,
0.03935650736093521,
0.018051590770483017,
0.0065734428353607655,
0.01374699268490076,
-0.020236875861883163,
0.039660558104515076,
0.0021003338042646646,
0.0672711655497551,
0.07909027487039566,
-0.036180149763822556,
0.15044380724430084,
0.038453202694654465,
-0.05907892435789108,
0.03150491043925285,
0.004456327762454748,
-0.023114463314414024,
0.1124783530831337,
-0.007306248880922794,
0.029569439589977264,
-0.10259091109037399,
-0.05777222663164139,
0.012776393443346024,
0.06490679085254669,
-0.06885311007499695,
0.021540312096476555,
0.01233323197811842,
-0.030615687370300293,
0.03862151503562927,
-0.056945815682411194,
-0.034691888839006424,
0.06503839790821075,
-0.05176784470677376,
0.02512485720217228,
-0.012434025295078754,
-0.059061985462903976,
0.026798773556947708,
-0.01794539764523506,
0.005430040881037712,
0.001995901810005307,
-0.027876030653715134,
0.04327305778861046,
-0.004777409601956606,
0.048106469213962555,
0.06762081384658813,
-0.03291861340403557,
-0.0733388215303421,
-0.06359612941741943,
-0.03367937356233597,
-0.08646012097597122,
0.014294661581516266,
0.030253836885094643,
0.03072177805006504,
-0.03580743819475174,
0.002924687694758177,
0.00001891194006020669,
0.10773687809705734,
-0.038279417902231216,
-0.013021697290241718,
-0.006848061922937632,
0.07863783091306686,
-0.052096739411354065,
0.01111297495663166,
0.05083610862493515,
0.05113108828663826,
-0.006911292672157288,
0.032313063740730286,
-0.044070109724998474,
-0.005339265801012516,
0.030075689777731895,
-0.025438126176595688,
0.052974872291088104,
-0.027179554104804993,
-0.023890221491456032,
0.06769610941410065,
0.09281773865222931,
-0.09577207267284393,
-0.036527007818222046,
0.07740328460931778,
-0.04044333100318909,
-0.005240056198090315,
-0.042893148958683014,
0.09636645019054413,
-0.06735776364803314,
-0.022145817056298256,
0.05773620679974556,
-0.061899829655885696,
0.03253885731101036,
-0.03870713338255882,
0.007736843079328537,
-0.07776833325624466,
0.06807379424571991,
-0.07981228083372116,
0.0802522748708725,
-0.055308982729911804,
0.07699146866798401,
-3.7282244846892354e-8,
-0.115300253033638,
0.0032410670537501574,
-0.013137596659362316,
0.061833880841732025,
0.015023105777800083,
-0.026550590991973877,
-0.00398743012920022,
0.10204802453517914,
0.014438382349908352,
0.004862591158598661,
0.008022114634513855,
0.019490636885166168,
-0.048442792147397995,
-0.04862547665834427,
0.05210654065012932,
-0.007596195675432682,
-0.06243959069252014,
0.04845273867249489,
-0.056443747133016586,
0.01764700375497341,
-0.008922799490392208,
-0.09099945425987244,
0.04352165386080742,
-0.0036277470644563437,
-0.06150263175368309,
0.010187041945755482,
-0.04922405630350113,
-0.07041315734386444,
-0.06885708123445511,
0.009901502169668674,
-0.022800393402576447,
-0.044728633016347885,
-0.014526063576340675,
0.11027442663908005,
-0.09316597133874893,
-0.026151612401008606,
-0.06762715429067612,
-0.022424248978495598,
-0.035671692341566086,
0.04724196717143059,
0.030853010714054108,
-0.022150162607431412,
0.04010121151804924,
0.02807053178548813,
0.010013578459620476,
0.03490391746163368,
0.01815597154200077,
-0.05200957879424095,
0.010158784687519073,
0.007914798334240913,
-0.009982919320464134,
0.02447124943137169,
-0.015410526655614376,
-0.0026022177189588547,
0.012865754775702953,
-0.042815450578927994,
-0.0023770953994244337,
0.061329662799835205,
-0.023024776950478554,
0.01575368456542492,
0.022816743701696396,
0.02408646047115326,
-0.04943752661347389,
0.021620959043502808
] |
1401.5465
|
Wanling Gao
|
Zijian Ming, Chunjie Luo, Wanling Gao, Rui Han, Qiang Yang, Lei Wang,
and Jianfeng Zhan
|
BDGS: A Scalable Big Data Generator Suite in Big Data Benchmarking
| null | null | null | null |
cs.DB
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Data generation is a key issue in big data benchmarking that aims to generate
application-specific data sets to meet the 4V requirements of big data.
Specifically, big data generators need to generate scalable data (Volume) of
different types (Variety) under controllable generation rates (Velocity) while
keeping the important characteristics of raw data (Veracity). This gives rise
to various new challenges about how we design generators efficiently and
successfully. To date, most existing techniques can only generate limited types
of data and support specific big data systems such as Hadoop. Hence we develop
a tool, called Big Data Generator Suite (BDGS), to efficiently generate
scalable big data while employing data models derived from real data to
preserve data veracity. The effectiveness of BDGS is demonstrated by developing
six data generators covering three representative data types (structured,
semi-structured and unstructured) and three data sources (text, graph, and
table data).
|
[
{
"created": "Wed, 22 Jan 2014 02:17:52 GMT",
"version": "v1"
},
{
"created": "Thu, 20 Feb 2014 08:13:48 GMT",
"version": "v2"
},
{
"created": "Thu, 27 Feb 2014 03:40:26 GMT",
"version": "v3"
}
] |
2014-02-28
|
[
[
"Ming",
"Zijian",
""
],
[
"Luo",
"Chunjie",
""
],
[
"Gao",
"Wanling",
""
],
[
"Han",
"Rui",
""
],
[
"Yang",
"Qiang",
""
],
[
"Wang",
"Lei",
""
],
[
"Zhan",
"Jianfeng",
""
]
] |
[
-0.0382087416946888,
0.06473597139120102,
0.024040712043642998,
0.05956939235329628,
-0.0007543930551037192,
-0.05649729073047638,
-0.14232131838798523,
-0.05494918301701546,
-0.05374445021152496,
0.03494759276509285,
-0.031102733686566353,
-0.06919223815202713,
0.04986010119318962,
-0.10422306507825851,
-0.00869340542703867,
0.061258312314748764,
0.051578622311353683,
0.008319204673171043,
-0.10342014580965042,
-0.08142700046300888,
-0.019727744162082672,
0.06198876351118088,
0.0024211681447923183,
0.010374949313700199,
0.05825311690568924,
-0.003475984325632453,
-0.009251503273844719,
-0.01178736798465252,
0.06812407076358795,
-0.049749378114938736,
0.02934493124485016,
-0.010682373307645321,
-0.048460640013217926,
0.02504866011440754,
-0.0025549069978296757,
0.04203983396291733,
0.008011900819838047,
0.0643543154001236,
0.0019279170082882047,
-0.004109705798327923,
0.05237095057964325,
-0.01636802963912487,
-0.004939614329487085,
0.01927196979522705,
0.015283449552953243,
0.03140687197446823,
-0.034811340272426605,
0.05433979257941246,
0.014036322012543678,
0.024315079674124718,
-0.12055133283138275,
0.01671646721661091,
-0.0019159960793331265,
0.05562499165534973,
0.004678679630160332,
0.015353778377175331,
0.013635406270623207,
0.020056631416082382,
-0.004736651200801134,
-0.00681706378236413,
-0.03571034595370293,
-0.07779483497142792,
0.026528915390372276,
-0.07066623121500015,
-0.08333730697631836,
0.01497962698340416,
0.08432494848966599,
0.052479781210422516,
0.04588017612695694,
-0.05593681335449219,
-0.005216989200562239,
0.049751464277505875,
-0.06980293244123459,
0.07348906993865967,
-0.07153408229351044,
0.01789289526641369,
-0.00657277088612318,
-0.05070120841264725,
0.035776663571596146,
-0.019748438149690628,
-0.01134475413709879,
-0.0015585265355184674,
-0.007303886115550995,
0.008937057107686996,
-0.02938191406428814,
-0.013300655409693718,
0.07529092580080032,
0.04429564252495766,
-0.0311090387403965,
0.05212917551398277,
-0.06047266721725464,
0.03560498729348183,
0.059118133038282394,
-0.02182927541434765,
-0.08177230507135391,
0.026530928909778595,
-0.0429823137819767,
-0.05109965056180954,
0.0940268412232399,
-0.0066543277353048325,
0.0448247566819191,
0.062311600893735886,
0.07600776106119156,
0.049308985471725464,
0.02942555584013462,
-0.08879204839468002,
0.04477148875594139,
0.04887234419584274,
0.0012086800998076797,
-0.04847920313477516,
0.05861421301960945,
0.07728991657495499,
-0.019263599067926407,
-0.03654240444302559,
0.03527814894914627,
-0.03855167329311371,
-0.12185058742761612,
-0.03862088546156883,
-0.06265465170145035,
0.013187720440328121,
0.037357963621616364,
0.0013975176261737943,
0.008531454019248486,
-0.008843068033456802,
-0.055577922612428665,
0.002218078589066863,
0.0038685225881636143,
3.9119188338938594e-33,
0.00483662961050868,
0.012685188092291355,
0.04379424452781677,
-0.02008225955069065,
0.00704409833997488,
0.02687354013323784,
-0.028401758521795273,
0.05296621099114418,
-0.09414175152778625,
0.06497509777545929,
-0.052067842334508896,
-0.008348152041435242,
0.012624319642782211,
0.06869429349899292,
0.13134343922138214,
-0.03301587328314781,
-0.03469986841082573,
0.0296467337757349,
0.008787080645561218,
-0.016727404668927193,
0.08148655295372009,
0.01354174967855215,
-0.004549297504127026,
0.029227497056126595,
0.03906814381480217,
0.03639495000243187,
0.08931383490562439,
0.039486780762672424,
-0.011859968304634094,
-0.002176706213504076,
-0.07413789629936218,
-0.029492449015378952,
0.056735362857580185,
0.024281617254018784,
0.017233842983841896,
-0.0042029088363051414,
-0.08924633264541626,
-0.08605436235666275,
-0.003879210213199258,
0.035317108035087585,
-0.013896199874579906,
0.08103755116462708,
-0.08580391854047775,
-0.038820452988147736,
-0.05326799303293228,
-0.016213014721870422,
0.013685266487300396,
-0.006214627530425787,
0.0016123898094519973,
-0.06078550964593887,
0.0794324055314064,
-0.0037054885178804398,
0.0787237286567688,
0.0220034159719944,
0.02890000306069851,
0.027966266497969627,
0.06822855025529861,
-0.0026733712293207645,
0.08860466629266739,
0.12300911545753479,
-0.06827500462532043,
0.00040223548421636224,
0.03717024251818657,
0.04518984258174896,
-0.029348084703087807,
-0.0007243271684274077,
0.05998304486274719,
0.013978729024529457,
0.013363891281187534,
-0.03629439324140549,
0.08874392509460449,
0.026270214468240738,
-0.003164138412103057,
-0.03870872035622597,
0.015368632040917873,
-0.05316545069217682,
0.0020949044264853,
0.01975109986960888,
-0.07856369018554688,
-0.02376210317015648,
-0.020570652559399605,
0.030438940972089767,
0.073434978723526,
-0.024344049394130707,
0.03941543027758598,
-0.08368580788373947,
-0.03895052149891853,
0.025008922442793846,
-0.021188637241721153,
-0.020302794873714447,
-0.0911719873547554,
-0.041378650814294815,
0.005232921335846186,
-0.10341719537973404,
-0.05603720247745514,
-2.939231237721995e-33,
-0.05947495996952057,
0.04853114113211632,
-0.03432248905301094,
0.13609924912452698,
0.04905182495713234,
-0.05526890978217125,
0.013989974744617939,
-0.013400479219853878,
-0.041756629943847656,
-0.017078369855880737,
-0.05909790098667145,
-0.06276600807905197,
0.07943673431873322,
-0.06681181490421295,
0.03502923995256424,
-0.037408746778964996,
0.03206627443432808,
-0.07192563265562057,
-0.09012121707201004,
0.024537179619073868,
-0.04865650460124016,
0.020867303013801575,
-0.019434064626693726,
0.053022000938653946,
0.038306329399347305,
-0.01817837357521057,
-0.05684209242463112,
-0.02027728408575058,
-0.009686085395514965,
-0.00828279834240675,
-0.0028201669920235872,
0.00394374318420887,
0.016846053302288055,
-0.09241265058517456,
-0.00026085355784744024,
-0.026879766955971718,
0.1243465468287468,
-0.013076793402433395,
-0.030199237167835236,
0.036015503108501434,
-0.018655523657798767,
0.03773362562060356,
-0.0792183205485344,
-0.021232642233371735,
-0.015289668925106525,
0.08453033119440079,
-0.08033260703086853,
0.07015829533338547,
0.013870005495846272,
-0.018880028277635574,
-0.01809304766356945,
0.05417708307504654,
0.001011267420835793,
0.028769712895154953,
0.04323333501815796,
-0.1467248797416687,
-0.045997343957424164,
0.03376913070678711,
-0.03682482987642288,
-0.02471362054347992,
-0.07543961703777313,
-0.08780869096517563,
0.08959376066923141,
0.030494272708892822,
0.0035980669781565666,
-0.041797082871198654,
0.019234826788306236,
-0.05462322384119034,
-0.11814022064208984,
0.038225073367357254,
0.03306220844388008,
-0.02668825350701809,
0.019366271793842316,
0.07021981477737427,
-0.06507664173841476,
0.017838547006249428,
-0.024243658408522606,
-0.01640123873949051,
0.04037666693329811,
0.049783192574977875,
0.07901718467473984,
0.08402960002422333,
0.08768190443515778,
0.05324423685669899,
0.03142170235514641,
-0.03639180213212967,
-0.017291586846113205,
-0.005302423611283302,
0.001361590693704784,
0.0771850198507309,
-0.035883694887161255,
0.04554721713066101,
-0.09432623535394669,
0.08985696732997894,
0.020620064809918404,
-3.800236925144418e-8,
0.014926879666745663,
-0.002756689675152302,
0.015160536393523216,
0.028842687606811523,
0.0018127755029127002,
-0.035183463245630264,
-0.010446984320878983,
0.12792618572711945,
0.051932256668806076,
-0.001152558601461351,
0.025496801361441612,
-0.08687005937099457,
-0.06030241400003433,
-0.0780048668384552,
0.08414001017808914,
-0.0015080897137522697,
0.030489062890410423,
-0.10083353519439697,
0.02158573642373085,
0.01675906963646412,
-0.0022908030077815056,
0.07549193501472473,
-0.052710823714733124,
0.007663801312446594,
0.11499733477830887,
-0.06855297833681107,
0.0037167409900575876,
0.010394150391221046,
0.05712665244936943,
-0.03477039933204651,
0.04326499626040459,
-0.060471512377262115,
0.012366840615868568,
-0.032553039491176605,
0.06522513926029205,
0.034081343561410904,
0.001929576974362135,
0.1000954881310463,
0.05284218490123749,
-0.012023057788610458,
0.0299571193754673,
0.048149485141038895,
-0.03921180218458176,
-0.01939687877893448,
-0.0502220019698143,
-0.027693986892700195,
-0.09105144441127777,
0.025444524362683296,
0.04019182547926903,
0.03571060672402382,
-0.06359689682722092,
-0.08716274052858353,
0.037060756236314774,
0.011544172652065754,
0.04036720469594002,
0.04966238513588905,
-0.04413957521319389,
-0.031612567603588104,
0.10066549479961395,
-0.02998177334666252,
0.06140069290995598,
-0.03400975093245506,
-0.05771009251475334,
0.027514809742569923
] | null | null | null | null | null | null | null |
[
-0.0382087416946888,
0.06473597139120102,
0.024040712043642998,
0.05956939235329628,
-0.0007543930551037192,
-0.05649729073047638,
-0.14232131838798523,
-0.05494918301701546,
-0.05374445021152496,
0.03494759276509285,
-0.031102733686566353,
-0.06919223815202713,
0.04986010119318962,
-0.10422306507825851,
-0.00869340542703867,
0.061258312314748764,
0.051578622311353683,
0.008319204673171043,
-0.10342014580965042,
-0.08142700046300888,
-0.019727744162082672,
0.06198876351118088,
0.0024211681447923183,
0.010374949313700199,
0.05825311690568924,
-0.003475984325632453,
-0.009251503273844719,
-0.01178736798465252,
0.06812407076358795,
-0.049749378114938736,
0.02934493124485016,
-0.010682373307645321,
-0.048460640013217926,
0.02504866011440754,
-0.0025549069978296757,
0.04203983396291733,
0.008011900819838047,
0.0643543154001236,
0.0019279170082882047,
-0.004109705798327923,
0.05237095057964325,
-0.01636802963912487,
-0.004939614329487085,
0.01927196979522705,
0.015283449552953243,
0.03140687197446823,
-0.034811340272426605,
0.05433979257941246,
0.014036322012543678,
0.024315079674124718,
-0.12055133283138275,
0.01671646721661091,
-0.0019159960793331265,
0.05562499165534973,
0.004678679630160332,
0.015353778377175331,
0.013635406270623207,
0.020056631416082382,
-0.004736651200801134,
-0.00681706378236413,
-0.03571034595370293,
-0.07779483497142792,
0.026528915390372276,
-0.07066623121500015,
-0.08333730697631836,
0.01497962698340416,
0.08432494848966599,
0.052479781210422516,
0.04588017612695694,
-0.05593681335449219,
-0.005216989200562239,
0.049751464277505875,
-0.06980293244123459,
0.07348906993865967,
-0.07153408229351044,
0.01789289526641369,
-0.00657277088612318,
-0.05070120841264725,
0.035776663571596146,
-0.019748438149690628,
-0.01134475413709879,
-0.0015585265355184674,
-0.007303886115550995,
0.008937057107686996,
-0.02938191406428814,
-0.013300655409693718,
0.07529092580080032,
0.04429564252495766,
-0.0311090387403965,
0.05212917551398277,
-0.06047266721725464,
0.03560498729348183,
0.059118133038282394,
-0.02182927541434765,
-0.08177230507135391,
0.026530928909778595,
-0.0429823137819767,
-0.05109965056180954,
0.0940268412232399,
-0.0066543277353048325,
0.0448247566819191,
0.062311600893735886,
0.07600776106119156,
0.049308985471725464,
0.02942555584013462,
-0.08879204839468002,
0.04477148875594139,
0.04887234419584274,
0.0012086800998076797,
-0.04847920313477516,
0.05861421301960945,
0.07728991657495499,
-0.019263599067926407,
-0.03654240444302559,
0.03527814894914627,
-0.03855167329311371,
-0.12185058742761612,
-0.03862088546156883,
-0.06265465170145035,
0.013187720440328121,
0.037357963621616364,
0.0013975176261737943,
0.008531454019248486,
-0.008843068033456802,
-0.055577922612428665,
0.002218078589066863,
0.0038685225881636143,
3.9119188338938594e-33,
0.00483662961050868,
0.012685188092291355,
0.04379424452781677,
-0.02008225955069065,
0.00704409833997488,
0.02687354013323784,
-0.028401758521795273,
0.05296621099114418,
-0.09414175152778625,
0.06497509777545929,
-0.052067842334508896,
-0.008348152041435242,
0.012624319642782211,
0.06869429349899292,
0.13134343922138214,
-0.03301587328314781,
-0.03469986841082573,
0.0296467337757349,
0.008787080645561218,
-0.016727404668927193,
0.08148655295372009,
0.01354174967855215,
-0.004549297504127026,
0.029227497056126595,
0.03906814381480217,
0.03639495000243187,
0.08931383490562439,
0.039486780762672424,
-0.011859968304634094,
-0.002176706213504076,
-0.07413789629936218,
-0.029492449015378952,
0.056735362857580185,
0.024281617254018784,
0.017233842983841896,
-0.0042029088363051414,
-0.08924633264541626,
-0.08605436235666275,
-0.003879210213199258,
0.035317108035087585,
-0.013896199874579906,
0.08103755116462708,
-0.08580391854047775,
-0.038820452988147736,
-0.05326799303293228,
-0.016213014721870422,
0.013685266487300396,
-0.006214627530425787,
0.0016123898094519973,
-0.06078550964593887,
0.0794324055314064,
-0.0037054885178804398,
0.0787237286567688,
0.0220034159719944,
0.02890000306069851,
0.027966266497969627,
0.06822855025529861,
-0.0026733712293207645,
0.08860466629266739,
0.12300911545753479,
-0.06827500462532043,
0.00040223548421636224,
0.03717024251818657,
0.04518984258174896,
-0.029348084703087807,
-0.0007243271684274077,
0.05998304486274719,
0.013978729024529457,
0.013363891281187534,
-0.03629439324140549,
0.08874392509460449,
0.026270214468240738,
-0.003164138412103057,
-0.03870872035622597,
0.015368632040917873,
-0.05316545069217682,
0.0020949044264853,
0.01975109986960888,
-0.07856369018554688,
-0.02376210317015648,
-0.020570652559399605,
0.030438940972089767,
0.073434978723526,
-0.024344049394130707,
0.03941543027758598,
-0.08368580788373947,
-0.03895052149891853,
0.025008922442793846,
-0.021188637241721153,
-0.020302794873714447,
-0.0911719873547554,
-0.041378650814294815,
0.005232921335846186,
-0.10341719537973404,
-0.05603720247745514,
-2.939231237721995e-33,
-0.05947495996952057,
0.04853114113211632,
-0.03432248905301094,
0.13609924912452698,
0.04905182495713234,
-0.05526890978217125,
0.013989974744617939,
-0.013400479219853878,
-0.041756629943847656,
-0.017078369855880737,
-0.05909790098667145,
-0.06276600807905197,
0.07943673431873322,
-0.06681181490421295,
0.03502923995256424,
-0.037408746778964996,
0.03206627443432808,
-0.07192563265562057,
-0.09012121707201004,
0.024537179619073868,
-0.04865650460124016,
0.020867303013801575,
-0.019434064626693726,
0.053022000938653946,
0.038306329399347305,
-0.01817837357521057,
-0.05684209242463112,
-0.02027728408575058,
-0.009686085395514965,
-0.00828279834240675,
-0.0028201669920235872,
0.00394374318420887,
0.016846053302288055,
-0.09241265058517456,
-0.00026085355784744024,
-0.026879766955971718,
0.1243465468287468,
-0.013076793402433395,
-0.030199237167835236,
0.036015503108501434,
-0.018655523657798767,
0.03773362562060356,
-0.0792183205485344,
-0.021232642233371735,
-0.015289668925106525,
0.08453033119440079,
-0.08033260703086853,
0.07015829533338547,
0.013870005495846272,
-0.018880028277635574,
-0.01809304766356945,
0.05417708307504654,
0.001011267420835793,
0.028769712895154953,
0.04323333501815796,
-0.1467248797416687,
-0.045997343957424164,
0.03376913070678711,
-0.03682482987642288,
-0.02471362054347992,
-0.07543961703777313,
-0.08780869096517563,
0.08959376066923141,
0.030494272708892822,
0.0035980669781565666,
-0.041797082871198654,
0.019234826788306236,
-0.05462322384119034,
-0.11814022064208984,
0.038225073367357254,
0.03306220844388008,
-0.02668825350701809,
0.019366271793842316,
0.07021981477737427,
-0.06507664173841476,
0.017838547006249428,
-0.024243658408522606,
-0.01640123873949051,
0.04037666693329811,
0.049783192574977875,
0.07901718467473984,
0.08402960002422333,
0.08768190443515778,
0.05324423685669899,
0.03142170235514641,
-0.03639180213212967,
-0.017291586846113205,
-0.005302423611283302,
0.001361590693704784,
0.0771850198507309,
-0.035883694887161255,
0.04554721713066101,
-0.09432623535394669,
0.08985696732997894,
0.020620064809918404,
-3.800236925144418e-8,
0.014926879666745663,
-0.002756689675152302,
0.015160536393523216,
0.028842687606811523,
0.0018127755029127002,
-0.035183463245630264,
-0.010446984320878983,
0.12792618572711945,
0.051932256668806076,
-0.001152558601461351,
0.025496801361441612,
-0.08687005937099457,
-0.06030241400003433,
-0.0780048668384552,
0.08414001017808914,
-0.0015080897137522697,
0.030489062890410423,
-0.10083353519439697,
0.02158573642373085,
0.01675906963646412,
-0.0022908030077815056,
0.07549193501472473,
-0.052710823714733124,
0.007663801312446594,
0.11499733477830887,
-0.06855297833681107,
0.0037167409900575876,
0.010394150391221046,
0.05712665244936943,
-0.03477039933204651,
0.04326499626040459,
-0.060471512377262115,
0.012366840615868568,
-0.032553039491176605,
0.06522513926029205,
0.034081343561410904,
0.001929576974362135,
0.1000954881310463,
0.05284218490123749,
-0.012023057788610458,
0.0299571193754673,
0.048149485141038895,
-0.03921180218458176,
-0.01939687877893448,
-0.0502220019698143,
-0.027693986892700195,
-0.09105144441127777,
0.025444524362683296,
0.04019182547926903,
0.03571060672402382,
-0.06359689682722092,
-0.08716274052858353,
0.037060756236314774,
0.011544172652065754,
0.04036720469594002,
0.04966238513588905,
-0.04413957521319389,
-0.031612567603588104,
0.10066549479961395,
-0.02998177334666252,
0.06140069290995598,
-0.03400975093245506,
-0.05771009251475334,
0.027514809742569923
] |
1401.5471
|
Lorenzo Sironi
|
Lorenzo Sironi (Harvard) and Anatoly Spitkovsky (Princeton)
|
Relativistic Reconnection: an Efficient Source of Non-Thermal Particles
|
6 pages, 5 figures, ApJL accepted, movies available at
https://www.cfa.harvard.edu/~lsironi/Site/sigma10.no.guide.field/
| null |
10.1088/2041-8205/783/1/L21
| null |
astro-ph.HE physics.plasm-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In magnetized astrophysical outflows, the dissipation of field energy into
particle energy via magnetic reconnection is often invoked to explain the
observed non-thermal signatures. By means of two- and three-dimensional
particle-in-cell simulations, we investigate anti-parallel reconnection in
magnetically-dominated electron-positron plasmas. Our simulations extend to
unprecedentedly long temporal and spatial scales, so we can capture the
asymptotic state of the system beyond the initial transients, and without any
artificial limitation by the boundary conditions. At late times, the
reconnection layer is organized into a chain of large magnetic islands
connected by thin X-lines. The plasmoid instability further fragments each
X-line into a series of smaller islands, separated by X-points. At the
X-points, the particles become unmagnetized and they get accelerated along the
reconnection electric field. We provide definitive evidence that the late-time
particle spectrum integrated over the whole reconnection region is a power-law,
whose slope is harder than -2 for magnetizations sigma>10. Efficient particle
acceleration to non-thermal energies is a generic by-product of the long-term
evolution of relativistic reconnection in both two and three dimensions. In
three dimensions, the drift-kink mode corrugates the reconnection layer at
early times, but the long-term evolution is controlled by the plasmoid
instability, that facilitates efficient particle acceleration, in analogy to
the two-dimensional physics. Our findings have important implications for the
generation of hard photon spectra in pulsar winds and relativistic
astrophysical jets.
|
[
{
"created": "Tue, 21 Jan 2014 21:00:15 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Sironi",
"Lorenzo",
"",
"Harvard"
],
[
"Spitkovsky",
"Anatoly",
"",
"Princeton"
]
] |
[
-0.03892425075173378,
-0.053143441677093506,
-0.005995386745780706,
0.04398968443274498,
-0.014245214872062206,
-0.06310860812664032,
-0.05664348229765892,
-0.009550902061164379,
0.04056869074702263,
-0.10131122916936874,
-0.009345177561044693,
-0.0034703989513218403,
-0.016036774963140488,
-0.09281794726848602,
0.07208913564682007,
-0.0038201925344765186,
-0.01624629646539688,
0.0024970234371721745,
-0.0047425078228116035,
0.02646024525165558,
0.0007625605794601142,
-0.03240673243999481,
-0.0057486677542328835,
0.0338481105864048,
0.09484352916479111,
0.04348929598927498,
0.06543609499931335,
-0.06628493964672089,
-0.09388752281665802,
-0.002288134302943945,
0.05243517830967903,
-0.002845313400030136,
-0.16695500910282135,
0.0438542403280735,
0.024081582203507423,
0.0729048028588295,
0.04731503129005432,
0.0816216766834259,
-0.03363978490233421,
0.012291685678064823,
0.005894672125577927,
-0.0306756179779768,
-0.03800620883703232,
-0.014418886043131351,
0.06298892199993134,
-0.04577334225177765,
0.10149390995502472,
-0.05851387605071068,
0.031015757471323013,
0.012148561887443066,
0.05300949513912201,
0.07738395780324936,
-0.030343130230903625,
0.05798293277621269,
-0.011897307820618153,
0.04768066108226776,
0.049632854759693146,
-0.032616253942251205,
-0.022500254213809967,
-0.006623735651373863,
0.021167483180761337,
-0.0038357756566256285,
-0.026361139491200447,
0.03554832935333252,
-0.03836507722735405,
-0.04701850935816765,
0.004254995379596949,
0.008634163998067379,
-0.006352610420435667,
0.01364146824926138,
0.010616042651236057,
0.0347648449242115,
-0.0548800453543663,
-0.07614973187446594,
0.025499433279037476,
0.030165348201990128,
0.00013640544784720987,
0.011358764953911304,
0.05765470117330551,
-0.02918289415538311,
0.004249243065714836,
0.09122695028781891,
-0.04309486225247383,
0.041116297245025635,
-0.03266732767224312,
0.05120020732283592,
-0.009242291562259197,
-0.04594849795103073,
0.03173644468188286,
0.016020508483052254,
0.017575686797499657,
0.008317025378346443,
0.002983778016641736,
0.03563252463936806,
0.12044189870357513,
-0.02253440022468567,
0.026124736294150352,
-0.007786856032907963,
0.08894772082567215,
0.004716673865914345,
0.07276231795549393,
-0.042733196169137955,
-0.005634024739265442,
0.10572256147861481,
0.02417628839612007,
0.033463142812252045,
0.07167764008045197,
0.029489582404494286,
-0.08860483765602112,
0.030124744400382042,
0.09903872758150101,
-0.0854121595621109,
-0.032487135380506516,
-0.04161909222602844,
0.02432059682905674,
0.06673507392406464,
0.04644620046019554,
0.030907757580280304,
-0.007951121777296066,
0.026051610708236694,
-0.04804975166916847,
0.03825967013835907,
-0.03102441318333149,
0.03162231296300888,
0.025284377858042717,
0.008949549868702888,
-0.02998689003288746,
1.7246809034226446e-33,
-0.00427443441003561,
0.05575881525874138,
0.027342423796653748,
0.05477729067206383,
0.045053429901599884,
0.005556133110076189,
-0.05365706980228424,
-0.038850337266922,
-0.05402155593037605,
0.09283530712127686,
-0.026308387517929077,
0.03714386746287346,
0.012355798855423927,
-0.05116686597466469,
-0.04632025957107544,
-0.08523809909820557,
0.03130902722477913,
-0.007891551591455936,
-0.06435030698776245,
0.03337588533759117,
0.044649600982666016,
0.023496150970458984,
0.02648680843412876,
-0.08251466602087021,
0.02303873747587204,
0.02573746256530285,
-0.004093719180673361,
-0.0059875124134123325,
-0.01858069747686386,
0.012760783545672894,
0.009888466447591782,
-0.03181682154536247,
-0.023918019607663155,
0.007702352944761515,
-0.0580894872546196,
-0.02961820177733898,
0.007226225454360247,
-0.04561694711446762,
-0.022629745304584503,
-0.017623504623770714,
0.0032432395964860916,
-0.01933377794921398,
-0.08299583941698074,
-0.006705686915665865,
0.035293303430080414,
-0.08255626261234283,
0.09838718175888062,
-0.07905899733304977,
-0.0329141728579998,
-0.005768759176135063,
0.028550399467349052,
0.020433852449059486,
-0.009795094840228558,
-0.005306166131049395,
0.028295226395130157,
-0.08007238060235977,
-0.003358125686645508,
-0.013149948790669441,
-0.042257267981767654,
0.052483078092336655,
0.03181268274784088,
0.0476774163544178,
-0.040439583361148834,
0.008848234079778194,
-0.028973743319511414,
0.012680157087743282,
0.013467654585838318,
0.06596653163433075,
0.061863213777542114,
0.004340559709817171,
-0.01400013081729412,
0.05230511724948883,
0.02063811384141445,
-0.09040717780590057,
0.06997361779212952,
-0.08073480427265167,
-0.03740794584155083,
0.11964067816734314,
0.02896738052368164,
0.007683980744332075,
0.011982687748968601,
-0.146087184548378,
-0.0224771611392498,
0.058934424072504044,
-0.005801680963486433,
-0.03933590278029442,
-0.048573240637779236,
0.004318070597946644,
-0.042113251984119415,
-0.05880381539463997,
0.013754873536527157,
-0.0029050123412162066,
0.07534860074520111,
0.0013494434533640742,
-0.09777013957500458,
-3.6306145868764395e-33,
-0.0046127596870064735,
-0.06623289734125137,
0.06168881058692932,
0.0050606755539774895,
-0.012311579659581184,
0.03875242546200752,
-0.04868925362825394,
0.10013831406831741,
-0.05606671795248985,
-0.0751141682267189,
-0.05374209210276604,
-0.01167791523039341,
-0.07727501541376114,
-0.050396524369716644,
0.08237510919570923,
-0.0061699156649410725,
-0.03226739913225174,
0.02684633620083332,
-0.009285831823945045,
-0.04764649644494057,
0.03567514568567276,
-0.06254908442497253,
0.093206025660038,
-0.019147666171193123,
0.03270217031240463,
0.00827612541615963,
0.011852091178297997,
-0.08637528866529465,
0.020954497158527374,
0.003486436791718006,
-0.023386776447296143,
-0.03095102310180664,
-0.020374225452542305,
0.01051495224237442,
-0.011267710477113724,
-0.0012355537619441748,
-0.014983727596700191,
-0.017004720866680145,
0.08005158603191376,
-0.06934408098459244,
-0.01434821356087923,
0.05783732235431671,
0.030346909537911415,
-0.017235279083251953,
0.009293405339121819,
0.03475865349173546,
-0.10066824406385422,
0.10538788884878159,
0.013942391611635685,
0.045717865228652954,
-0.06732335686683655,
-0.003663553623482585,
0.009498958475887775,
0.06155107915401459,
-0.03526683896780014,
0.04747363552451134,
-0.03128216788172722,
0.012082456611096859,
0.06428521871566772,
-0.04679246246814728,
-0.07850269228219986,
-0.14243604242801666,
0.047863684594631195,
0.037231799215078354,
0.08191955834627151,
-0.0595664381980896,
-0.008075674995779991,
0.07115264981985092,
0.002069225301966071,
-0.002821750473231077,
0.011278958059847355,
0.015212349593639374,
-0.11966609954833984,
-0.04593770205974579,
-0.016468970105051994,
0.05291368439793587,
0.11501587927341461,
-0.13421279191970825,
0.0746607631444931,
-0.027934199199080467,
-0.02721763402223587,
-0.0005228013615123928,
-0.024774514138698578,
-0.05858271196484566,
0.13159416615962982,
-0.03615088388323784,
0.015100003220140934,
-0.012432192452251911,
-0.014826543629169464,
0.015278594568371773,
0.09023374319076538,
-0.040355656296014786,
0.11849802732467651,
0.005219243001192808,
0.0313030406832695,
-5.416151793724566e-8,
0.05115732178092003,
0.040778208523988724,
-0.02579686976969242,
0.03268308937549591,
0.06360320001840591,
0.003969862125813961,
-0.09465263783931732,
0.006362861022353172,
0.08435336500406265,
-0.04352027550339699,
0.10261837393045425,
0.010343612171709538,
0.056255366653203964,
-0.0036120687145739794,
-0.021662695333361626,
0.06325356662273407,
-0.020104296505451202,
-0.05977257341146469,
0.01961202174425125,
0.02442692406475544,
0.015998221933841705,
0.05297785997390747,
-0.06341259926557541,
0.023796435445547104,
-0.05513317883014679,
0.05576648935675621,
0.018255237489938736,
0.01601654477417469,
-0.008134829811751842,
-0.0411265604197979,
-0.12134365737438202,
-0.010528075508773327,
0.015277929604053497,
-0.019495250657200813,
-0.032559726387262344,
-0.03499307110905647,
0.013201458379626274,
0.05877884849905968,
0.04844401404261589,
-0.018010200932621956,
0.03291453421115875,
-0.016753841191530228,
0.1139499768614769,
-0.04223274067044258,
-0.0023875737097114325,
0.05415264889597893,
-0.1100018322467804,
0.003254505107179284,
-0.009228353388607502,
0.03380681574344635,
-0.03393617644906044,
0.08299822360277176,
0.03768352046608925,
-0.12188562005758286,
-0.08832335472106934,
-0.03892946615815163,
-0.12140293419361115,
-0.004172743298113346,
0.07621623575687408,
0.007090471219271421,
0.02156362123787403,
0.013754437677562237,
-0.1090812087059021,
-0.022617964074015617
] | null | null | null | null | null | null | null |
[
-0.03892425075173378,
-0.053143441677093506,
-0.005995386745780706,
0.04398968443274498,
-0.014245214872062206,
-0.06310860812664032,
-0.05664348229765892,
-0.009550902061164379,
0.04056869074702263,
-0.10131122916936874,
-0.009345177561044693,
-0.0034703989513218403,
-0.016036774963140488,
-0.09281794726848602,
0.07208913564682007,
-0.0038201925344765186,
-0.01624629646539688,
0.0024970234371721745,
-0.0047425078228116035,
0.02646024525165558,
0.0007625605794601142,
-0.03240673243999481,
-0.0057486677542328835,
0.0338481105864048,
0.09484352916479111,
0.04348929598927498,
0.06543609499931335,
-0.06628493964672089,
-0.09388752281665802,
-0.002288134302943945,
0.05243517830967903,
-0.002845313400030136,
-0.16695500910282135,
0.0438542403280735,
0.024081582203507423,
0.0729048028588295,
0.04731503129005432,
0.0816216766834259,
-0.03363978490233421,
0.012291685678064823,
0.005894672125577927,
-0.0306756179779768,
-0.03800620883703232,
-0.014418886043131351,
0.06298892199993134,
-0.04577334225177765,
0.10149390995502472,
-0.05851387605071068,
0.031015757471323013,
0.012148561887443066,
0.05300949513912201,
0.07738395780324936,
-0.030343130230903625,
0.05798293277621269,
-0.011897307820618153,
0.04768066108226776,
0.049632854759693146,
-0.032616253942251205,
-0.022500254213809967,
-0.006623735651373863,
0.021167483180761337,
-0.0038357756566256285,
-0.026361139491200447,
0.03554832935333252,
-0.03836507722735405,
-0.04701850935816765,
0.004254995379596949,
0.008634163998067379,
-0.006352610420435667,
0.01364146824926138,
0.010616042651236057,
0.0347648449242115,
-0.0548800453543663,
-0.07614973187446594,
0.025499433279037476,
0.030165348201990128,
0.00013640544784720987,
0.011358764953911304,
0.05765470117330551,
-0.02918289415538311,
0.004249243065714836,
0.09122695028781891,
-0.04309486225247383,
0.041116297245025635,
-0.03266732767224312,
0.05120020732283592,
-0.009242291562259197,
-0.04594849795103073,
0.03173644468188286,
0.016020508483052254,
0.017575686797499657,
0.008317025378346443,
0.002983778016641736,
0.03563252463936806,
0.12044189870357513,
-0.02253440022468567,
0.026124736294150352,
-0.007786856032907963,
0.08894772082567215,
0.004716673865914345,
0.07276231795549393,
-0.042733196169137955,
-0.005634024739265442,
0.10572256147861481,
0.02417628839612007,
0.033463142812252045,
0.07167764008045197,
0.029489582404494286,
-0.08860483765602112,
0.030124744400382042,
0.09903872758150101,
-0.0854121595621109,
-0.032487135380506516,
-0.04161909222602844,
0.02432059682905674,
0.06673507392406464,
0.04644620046019554,
0.030907757580280304,
-0.007951121777296066,
0.026051610708236694,
-0.04804975166916847,
0.03825967013835907,
-0.03102441318333149,
0.03162231296300888,
0.025284377858042717,
0.008949549868702888,
-0.02998689003288746,
1.7246809034226446e-33,
-0.00427443441003561,
0.05575881525874138,
0.027342423796653748,
0.05477729067206383,
0.045053429901599884,
0.005556133110076189,
-0.05365706980228424,
-0.038850337266922,
-0.05402155593037605,
0.09283530712127686,
-0.026308387517929077,
0.03714386746287346,
0.012355798855423927,
-0.05116686597466469,
-0.04632025957107544,
-0.08523809909820557,
0.03130902722477913,
-0.007891551591455936,
-0.06435030698776245,
0.03337588533759117,
0.044649600982666016,
0.023496150970458984,
0.02648680843412876,
-0.08251466602087021,
0.02303873747587204,
0.02573746256530285,
-0.004093719180673361,
-0.0059875124134123325,
-0.01858069747686386,
0.012760783545672894,
0.009888466447591782,
-0.03181682154536247,
-0.023918019607663155,
0.007702352944761515,
-0.0580894872546196,
-0.02961820177733898,
0.007226225454360247,
-0.04561694711446762,
-0.022629745304584503,
-0.017623504623770714,
0.0032432395964860916,
-0.01933377794921398,
-0.08299583941698074,
-0.006705686915665865,
0.035293303430080414,
-0.08255626261234283,
0.09838718175888062,
-0.07905899733304977,
-0.0329141728579998,
-0.005768759176135063,
0.028550399467349052,
0.020433852449059486,
-0.009795094840228558,
-0.005306166131049395,
0.028295226395130157,
-0.08007238060235977,
-0.003358125686645508,
-0.013149948790669441,
-0.042257267981767654,
0.052483078092336655,
0.03181268274784088,
0.0476774163544178,
-0.040439583361148834,
0.008848234079778194,
-0.028973743319511414,
0.012680157087743282,
0.013467654585838318,
0.06596653163433075,
0.061863213777542114,
0.004340559709817171,
-0.01400013081729412,
0.05230511724948883,
0.02063811384141445,
-0.09040717780590057,
0.06997361779212952,
-0.08073480427265167,
-0.03740794584155083,
0.11964067816734314,
0.02896738052368164,
0.007683980744332075,
0.011982687748968601,
-0.146087184548378,
-0.0224771611392498,
0.058934424072504044,
-0.005801680963486433,
-0.03933590278029442,
-0.048573240637779236,
0.004318070597946644,
-0.042113251984119415,
-0.05880381539463997,
0.013754873536527157,
-0.0029050123412162066,
0.07534860074520111,
0.0013494434533640742,
-0.09777013957500458,
-3.6306145868764395e-33,
-0.0046127596870064735,
-0.06623289734125137,
0.06168881058692932,
0.0050606755539774895,
-0.012311579659581184,
0.03875242546200752,
-0.04868925362825394,
0.10013831406831741,
-0.05606671795248985,
-0.0751141682267189,
-0.05374209210276604,
-0.01167791523039341,
-0.07727501541376114,
-0.050396524369716644,
0.08237510919570923,
-0.0061699156649410725,
-0.03226739913225174,
0.02684633620083332,
-0.009285831823945045,
-0.04764649644494057,
0.03567514568567276,
-0.06254908442497253,
0.093206025660038,
-0.019147666171193123,
0.03270217031240463,
0.00827612541615963,
0.011852091178297997,
-0.08637528866529465,
0.020954497158527374,
0.003486436791718006,
-0.023386776447296143,
-0.03095102310180664,
-0.020374225452542305,
0.01051495224237442,
-0.011267710477113724,
-0.0012355537619441748,
-0.014983727596700191,
-0.017004720866680145,
0.08005158603191376,
-0.06934408098459244,
-0.01434821356087923,
0.05783732235431671,
0.030346909537911415,
-0.017235279083251953,
0.009293405339121819,
0.03475865349173546,
-0.10066824406385422,
0.10538788884878159,
0.013942391611635685,
0.045717865228652954,
-0.06732335686683655,
-0.003663553623482585,
0.009498958475887775,
0.06155107915401459,
-0.03526683896780014,
0.04747363552451134,
-0.03128216788172722,
0.012082456611096859,
0.06428521871566772,
-0.04679246246814728,
-0.07850269228219986,
-0.14243604242801666,
0.047863684594631195,
0.037231799215078354,
0.08191955834627151,
-0.0595664381980896,
-0.008075674995779991,
0.07115264981985092,
0.002069225301966071,
-0.002821750473231077,
0.011278958059847355,
0.015212349593639374,
-0.11966609954833984,
-0.04593770205974579,
-0.016468970105051994,
0.05291368439793587,
0.11501587927341461,
-0.13421279191970825,
0.0746607631444931,
-0.027934199199080467,
-0.02721763402223587,
-0.0005228013615123928,
-0.024774514138698578,
-0.05858271196484566,
0.13159416615962982,
-0.03615088388323784,
0.015100003220140934,
-0.012432192452251911,
-0.014826543629169464,
0.015278594568371773,
0.09023374319076538,
-0.040355656296014786,
0.11849802732467651,
0.005219243001192808,
0.0313030406832695,
-5.416151793724566e-8,
0.05115732178092003,
0.040778208523988724,
-0.02579686976969242,
0.03268308937549591,
0.06360320001840591,
0.003969862125813961,
-0.09465263783931732,
0.006362861022353172,
0.08435336500406265,
-0.04352027550339699,
0.10261837393045425,
0.010343612171709538,
0.056255366653203964,
-0.0036120687145739794,
-0.021662695333361626,
0.06325356662273407,
-0.020104296505451202,
-0.05977257341146469,
0.01961202174425125,
0.02442692406475544,
0.015998221933841705,
0.05297785997390747,
-0.06341259926557541,
0.023796435445547104,
-0.05513317883014679,
0.05576648935675621,
0.018255237489938736,
0.01601654477417469,
-0.008134829811751842,
-0.0411265604197979,
-0.12134365737438202,
-0.010528075508773327,
0.015277929604053497,
-0.019495250657200813,
-0.032559726387262344,
-0.03499307110905647,
0.013201458379626274,
0.05877884849905968,
0.04844401404261589,
-0.018010200932621956,
0.03291453421115875,
-0.016753841191530228,
0.1139499768614769,
-0.04223274067044258,
-0.0023875737097114325,
0.05415264889597893,
-0.1100018322467804,
0.003254505107179284,
-0.009228353388607502,
0.03380681574344635,
-0.03393617644906044,
0.08299822360277176,
0.03768352046608925,
-0.12188562005758286,
-0.08832335472106934,
-0.03892946615815163,
-0.12140293419361115,
-0.004172743298113346,
0.07621623575687408,
0.007090471219271421,
0.02156362123787403,
0.013754437677562237,
-0.1090812087059021,
-0.022617964074015617
] |
1401.5481
|
Igor Iosilevskiy
|
Igor Iosilevskiy
|
"Phase freezeout" in isentropically expanding matter
|
6 pages, 2 figures, 11 refs. Proceedings of Int. Conference "Physics
of Extreme State of Matter" (Elbrus-2011), 1-6 February 2011, Russia
|
"Physics of Extreme State of Matter", Eds. V.Fortov et al., IPCP
RAS Publ., Chernogolovka, Russia, 2011, PP. 99-102
| null | null |
physics.plasm-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Features of isentropic expansion of warm dense matter (WDM) created by
intense energy fluxes (strong shock compression or instant isochoric heating by
laser or heavy ions) are under discussion in situation when ($i$) --
thermodynamic trajectory of such expansion crosses binodal of liquid-gas phase
transition, and ($ii$) -- expansion within the two-phase region is going along
equilibrium branch (not metastable one) of the two-phase mixture isentrope. It
is known in the plane case that because of break in the expansion isentrope at
binodal point (in $P-V$ plane) i.e. jump of sound velocity in this point, there
appears extended zone ("boiling layer") of uniformity in expanding material
with constant thermodynamic and kinematic parameters. It corresponds just to
the state on this binodal of boiling liquid. The point is that because of
self-similarity of such expansion (in plane case) this boiling layer contains
finite and fixed part of whole expanding material. This property makes it
possible (at least formally) to discuss this type of isentropic expansion of
WDM as a tool for generation (and diagnostics) of extended uniform state of
matter exactly on binodal (and even in critical point) when parameters of this
binodal (and/or thermophysical properties on it) are not known. It is natural
to use the term "phase freezeout" for this regime of expansion. It is similar
to the terms "chemical freezeout" and "kinetic freezeout", which are widely
used in interpretation of quark-hardon transformations during expansion of
quark-gluon "fireball" in ultra-high energy ionic collisions in supercolliders.
General hydrodynamic scheme of adiabatic movements for the case of ensemble of
well positioned plates or foils (stack target) under instant isochoric heating
(for example, by heavy ion beam) is considered as elaboration of simple idea of
phase freeze-out ("reverberation" regime).
|
[
{
"created": "Tue, 21 Jan 2014 21:00:52 GMT",
"version": "v1"
}
] |
2014-01-23
|
[
[
"Iosilevskiy",
"Igor",
""
]
] |
[
-0.02943752333521843,
-0.06915658712387085,
0.03130277991294861,
0.038459569215774536,
0.021491333842277527,
0.013157210312783718,
0.08146839588880539,
0.02626476064324379,
0.04048359394073486,
0.020635254681110382,
0.004563850350677967,
-0.07314001023769379,
-0.02341364324092865,
-0.04838934168219566,
0.07509694248437881,
-0.08779152482748032,
0.029476970434188843,
-0.06340990960597992,
-0.022571442648768425,
-0.02224052883684635,
0.10852034389972687,
0.013579074293375015,
0.008782286196947098,
0.018883945420384407,
0.03635050356388092,
0.025117460638284683,
0.012959727086126804,
0.09381049871444702,
0.051739297807216644,
0.056421857327222824,
0.07811083644628525,
0.07540728151798248,
-0.10910153388977051,
0.07385064661502838,
0.06280621886253357,
-0.005356319714337587,
0.04137185961008072,
0.10243669152259827,
-0.07738196849822998,
-0.043223775923252106,
0.02076350338757038,
0.03321110084652901,
0.03596669062972069,
0.06111191585659981,
-0.005950102116912603,
-0.010641307570040226,
-0.02429315447807312,
-0.03803403675556183,
-0.08744332939386368,
-0.08284783363342285,
0.025940874591469765,
-0.011381897144019604,
0.0077653019689023495,
0.11126641184091568,
-0.038585465401411057,
-0.03997209668159485,
0.04774002358317375,
0.06888456642627716,
-0.024811336770653725,
-0.007215673569589853,
-0.05597784370183945,
0.06515228748321533,
-0.024760985746979713,
-0.0388043150305748,
0.0744045227766037,
-0.04972314462065697,
0.011739366687834263,
0.03110281191766262,
0.004283048678189516,
0.011572648771107197,
0.018307996913790703,
0.026611629873514175,
0.01630251109600067,
-0.02678992785513401,
0.0815783217549324,
0.055050525814294815,
0.010564646683633327,
0.03348856419324875,
-0.01634187065064907,
0.03402286022901535,
0.0038712015375494957,
0.044179290533065796,
0.023003816604614258,
-0.1491013914346695,
-0.12506446242332458,
-0.007369496859610081,
-0.03624076768755913,
-0.06160162016749382,
0.016766944900155067,
-0.04722753167152405,
-0.03998536989092827,
-0.0010711244540289044,
-0.09999950975179672,
-0.03490356355905533,
0.2116272896528244,
-0.05406675487756729,
0.031154455617070198,
-0.054355040192604065,
0.1603894829750061,
-0.04361892119050026,
-0.0306454636156559,
-0.06878520548343658,
-0.056699689477682114,
-0.015231617726385593,
0.011305219493806362,
-0.024275146424770355,
0.0010481139179319143,
0.022649750113487244,
0.03943731263279915,
0.006704803556203842,
-0.08430509269237518,
-0.046982113271951675,
0.11262288689613342,
-0.0882205218076706,
0.004107812885195017,
-0.012053200975060463,
-0.07164499908685684,
0.035932354629039764,
-0.0476851649582386,
-0.0638076439499855,
0.007248392794281244,
-0.0095484284684062,
-0.043794989585876465,
0.07509323954582214,
-0.0028308976907283068,
-0.052304401993751526,
0.011035891249775887,
2.898755661145322e-33,
0.038888249546289444,
0.07764948904514313,
-0.012570404447615147,
0.10949203372001648,
-0.03051764704287052,
-0.0011309206020087004,
0.001282315468415618,
-0.06674107164144516,
-0.06253795325756073,
0.008569679223001003,
-0.016656463965773582,
0.09118127822875977,
-0.03312984108924866,
-0.001552931615151465,
0.0666227862238884,
-0.09251497685909271,
-0.027192095294594765,
0.1404789686203003,
0.017701897770166397,
-0.008474048227071762,
-0.05874256417155266,
0.0753883570432663,
0.03389142081141472,
-0.026220237836241722,
0.0053960420191287994,
-0.0005575966206379235,
0.030928855761885643,
0.006243033800274134,
0.0038840663619339466,
0.011079620569944382,
-0.004006698727607727,
-0.02424369938671589,
-0.09456633776426315,
-0.016653163358569145,
-0.06933952122926712,
0.0626101940870285,
-0.07431758940219879,
-0.024855805560946465,
0.036561377346515656,
-0.040975652635097504,
0.04099186509847641,
-0.042798519134521484,
0.04313899204134941,
0.03202077001333237,
-0.011491062119603157,
0.020145336166024208,
0.012983985245227814,
-0.058735862374305725,
-0.05672233924269676,
-0.035237137228250504,
0.014843068085610867,
0.06131540238857269,
0.020554065704345703,
-0.026948777958750725,
-0.002622306114062667,
-0.0009485233458690345,
0.10218391567468643,
-0.029491731896996498,
0.035066891461610794,
0.01987975463271141,
-0.01424846425652504,
-0.023138510063290596,
-0.015393354929983616,
-0.020537668839097023,
0.022715657949447632,
0.010112881660461426,
-0.047076765447854996,
0.00922180525958538,
0.08570756018161774,
0.0011361982906237245,
-0.033906757831573486,
0.0008387455018237233,
-0.002395037794485688,
-0.014226146042346954,
0.058669425547122955,
-0.004702358972281218,
0.03086203709244728,
-0.019468674436211586,
-0.014493701979517937,
-0.044507164508104324,
-0.11400558799505234,
0.008872550912201405,
-0.07638205587863922,
-0.03409285098314285,
-0.051722221076488495,
-0.009249773807823658,
-0.04675355553627014,
-0.04083099961280823,
-0.0654897391796112,
-0.016309473663568497,
-0.029310492798686028,
-0.09073641151189804,
0.07815100997686386,
0.022685274481773376,
0.04034503921866417,
-5.861331849332663e-33,
-0.026560768485069275,
-0.044863637536764145,
-0.039999544620513916,
0.014815175905823708,
0.024753406643867493,
-0.003285755403339863,
0.04178188368678093,
0.09861008822917938,
-0.0837707668542862,
-0.17420229315757751,
0.02789437584578991,
-0.047390539199113846,
-0.008408773690462112,
0.022760622203350067,
-0.12022296339273453,
-0.005819445010274649,
-0.020087899640202522,
0.037427108734846115,
0.1350453495979309,
0.042657844722270966,
0.08685597777366638,
-0.034602392464876175,
-0.006370628252625465,
-0.02124899998307228,
-0.022394560277462006,
-0.005727388430386782,
-0.04194732755422592,
0.025776948779821396,
0.047652717679739,
0.08931895345449448,
-0.00988705549389124,
0.013844567351043224,
-0.01871882751584053,
-0.0717407837510109,
-0.029493553563952446,
0.030181916430592537,
0.06557999551296234,
-0.023739049211144447,
-0.059988655149936676,
-0.015058817341923714,
-0.0029220562428236008,
-0.02517993003129959,
0.04162340611219406,
-0.0667421892285347,
0.0016736077377572656,
0.038188736885786057,
0.004727046471089125,
0.004073721822351217,
0.033452846109867096,
0.07916291803121567,
0.01861119456589222,
-0.02068866603076458,
-0.013560970313847065,
0.048520613461732864,
0.00256812060251832,
0.026710255071520805,
-0.01631435751914978,
-0.011167969554662704,
-0.07845602184534073,
-0.0669020563364029,
-0.0212065652012825,
-0.00005419234366854653,
0.08040113747119904,
-0.05347765237092972,
0.031597867608070374,
-0.024872733280062675,
-0.024336151778697968,
-0.09862495213747025,
0.0659465417265892,
-0.09016255289316177,
0.04898860305547714,
-0.01386974100023508,
0.002020188607275486,
0.018358051776885986,
0.0322885662317276,
-0.027579685673117638,
0.08024498075246811,
-0.07684583961963654,
-0.04042308032512665,
0.009766566567122936,
-0.08388449251651764,
0.048964403569698334,
0.01369482558220625,
-0.0012059076689183712,
0.03221798688173294,
-0.0791262835264206,
0.027330299839377403,
0.030193250626325607,
-0.025826720520853996,
-0.017545199021697044,
0.0386403389275074,
-0.009516299702227116,
0.06631734222173691,
-0.009538182988762856,
-0.0023600729182362556,
-5.8747900766320527e-8,
-0.01773313246667385,
-0.07167799770832062,
0.060416653752326965,
-0.011080686934292316,
0.00877456646412611,
-0.005538911558687687,
0.02618219517171383,
-0.02896665595471859,
0.05107448995113373,
-0.02715643122792244,
-0.028618494048714638,
0.04468279704451561,
0.05341328680515289,
-0.0411221943795681,
-0.015200593508780003,
0.00459841825067997,
-0.06480205059051514,
-0.006057789549231529,
-0.020649658516049385,
-0.03167176991701126,
-0.052021872252225876,
-0.007116499822586775,
-0.005068288650363684,
-0.059575412422418594,
-0.009208694100379944,
0.010035853832960129,
-0.04329037666320801,
-0.024081826210021973,
0.03287455067038536,
0.0028977380134165287,
-0.040681805461645126,
0.029304001480340958,
-0.006304205395281315,
0.10057688504457474,
-0.03690822795033455,
0.02708577923476696,
-0.06906542181968689,
0.0679466500878334,
-0.06723066419363022,
-0.0022829442750662565,
0.03587287291884422,
0.013094723224639893,
0.05260593444108963,
0.01285488996654749,
0.08844097703695297,
0.041572753340005875,
-0.08308736234903336,
0.061510153114795685,
-0.03506600484251976,
0.01603967696428299,
-0.07222290337085724,
0.06530222296714783,
0.01680462248623371,
-0.009428453631699085,
-0.02827090583741665,
0.04633196070790291,
-0.10091347247362137,
0.06908783316612244,
0.0583692230284214,
0.02991890162229538,
0.005917172878980637,
-0.07227490842342377,
0.017705172300338745,
-0.009922931902110577
] | null | null | null | null | null | null | null |
[
-0.02943752333521843,
-0.06915658712387085,
0.03130277991294861,
0.038459569215774536,
0.021491333842277527,
0.013157210312783718,
0.08146839588880539,
0.02626476064324379,
0.04048359394073486,
0.020635254681110382,
0.004563850350677967,
-0.07314001023769379,
-0.02341364324092865,
-0.04838934168219566,
0.07509694248437881,
-0.08779152482748032,
0.029476970434188843,
-0.06340990960597992,
-0.022571442648768425,
-0.02224052883684635,
0.10852034389972687,
0.013579074293375015,
0.008782286196947098,
0.018883945420384407,
0.03635050356388092,
0.025117460638284683,
0.012959727086126804,
0.09381049871444702,
0.051739297807216644,
0.056421857327222824,
0.07811083644628525,
0.07540728151798248,
-0.10910153388977051,
0.07385064661502838,
0.06280621886253357,
-0.005356319714337587,
0.04137185961008072,
0.10243669152259827,
-0.07738196849822998,
-0.043223775923252106,
0.02076350338757038,
0.03321110084652901,
0.03596669062972069,
0.06111191585659981,
-0.005950102116912603,
-0.010641307570040226,
-0.02429315447807312,
-0.03803403675556183,
-0.08744332939386368,
-0.08284783363342285,
0.025940874591469765,
-0.011381897144019604,
0.0077653019689023495,
0.11126641184091568,
-0.038585465401411057,
-0.03997209668159485,
0.04774002358317375,
0.06888456642627716,
-0.024811336770653725,
-0.007215673569589853,
-0.05597784370183945,
0.06515228748321533,
-0.024760985746979713,
-0.0388043150305748,
0.0744045227766037,
-0.04972314462065697,
0.011739366687834263,
0.03110281191766262,
0.004283048678189516,
0.011572648771107197,
0.018307996913790703,
0.026611629873514175,
0.01630251109600067,
-0.02678992785513401,
0.0815783217549324,
0.055050525814294815,
0.010564646683633327,
0.03348856419324875,
-0.01634187065064907,
0.03402286022901535,
0.0038712015375494957,
0.044179290533065796,
0.023003816604614258,
-0.1491013914346695,
-0.12506446242332458,
-0.007369496859610081,
-0.03624076768755913,
-0.06160162016749382,
0.016766944900155067,
-0.04722753167152405,
-0.03998536989092827,
-0.0010711244540289044,
-0.09999950975179672,
-0.03490356355905533,
0.2116272896528244,
-0.05406675487756729,
0.031154455617070198,
-0.054355040192604065,
0.1603894829750061,
-0.04361892119050026,
-0.0306454636156559,
-0.06878520548343658,
-0.056699689477682114,
-0.015231617726385593,
0.011305219493806362,
-0.024275146424770355,
0.0010481139179319143,
0.022649750113487244,
0.03943731263279915,
0.006704803556203842,
-0.08430509269237518,
-0.046982113271951675,
0.11262288689613342,
-0.0882205218076706,
0.004107812885195017,
-0.012053200975060463,
-0.07164499908685684,
0.035932354629039764,
-0.0476851649582386,
-0.0638076439499855,
0.007248392794281244,
-0.0095484284684062,
-0.043794989585876465,
0.07509323954582214,
-0.0028308976907283068,
-0.052304401993751526,
0.011035891249775887,
2.898755661145322e-33,
0.038888249546289444,
0.07764948904514313,
-0.012570404447615147,
0.10949203372001648,
-0.03051764704287052,
-0.0011309206020087004,
0.001282315468415618,
-0.06674107164144516,
-0.06253795325756073,
0.008569679223001003,
-0.016656463965773582,
0.09118127822875977,
-0.03312984108924866,
-0.001552931615151465,
0.0666227862238884,
-0.09251497685909271,
-0.027192095294594765,
0.1404789686203003,
0.017701897770166397,
-0.008474048227071762,
-0.05874256417155266,
0.0753883570432663,
0.03389142081141472,
-0.026220237836241722,
0.0053960420191287994,
-0.0005575966206379235,
0.030928855761885643,
0.006243033800274134,
0.0038840663619339466,
0.011079620569944382,
-0.004006698727607727,
-0.02424369938671589,
-0.09456633776426315,
-0.016653163358569145,
-0.06933952122926712,
0.0626101940870285,
-0.07431758940219879,
-0.024855805560946465,
0.036561377346515656,
-0.040975652635097504,
0.04099186509847641,
-0.042798519134521484,
0.04313899204134941,
0.03202077001333237,
-0.011491062119603157,
0.020145336166024208,
0.012983985245227814,
-0.058735862374305725,
-0.05672233924269676,
-0.035237137228250504,
0.014843068085610867,
0.06131540238857269,
0.020554065704345703,
-0.026948777958750725,
-0.002622306114062667,
-0.0009485233458690345,
0.10218391567468643,
-0.029491731896996498,
0.035066891461610794,
0.01987975463271141,
-0.01424846425652504,
-0.023138510063290596,
-0.015393354929983616,
-0.020537668839097023,
0.022715657949447632,
0.010112881660461426,
-0.047076765447854996,
0.00922180525958538,
0.08570756018161774,
0.0011361982906237245,
-0.033906757831573486,
0.0008387455018237233,
-0.002395037794485688,
-0.014226146042346954,
0.058669425547122955,
-0.004702358972281218,
0.03086203709244728,
-0.019468674436211586,
-0.014493701979517937,
-0.044507164508104324,
-0.11400558799505234,
0.008872550912201405,
-0.07638205587863922,
-0.03409285098314285,
-0.051722221076488495,
-0.009249773807823658,
-0.04675355553627014,
-0.04083099961280823,
-0.0654897391796112,
-0.016309473663568497,
-0.029310492798686028,
-0.09073641151189804,
0.07815100997686386,
0.022685274481773376,
0.04034503921866417,
-5.861331849332663e-33,
-0.026560768485069275,
-0.044863637536764145,
-0.039999544620513916,
0.014815175905823708,
0.024753406643867493,
-0.003285755403339863,
0.04178188368678093,
0.09861008822917938,
-0.0837707668542862,
-0.17420229315757751,
0.02789437584578991,
-0.047390539199113846,
-0.008408773690462112,
0.022760622203350067,
-0.12022296339273453,
-0.005819445010274649,
-0.020087899640202522,
0.037427108734846115,
0.1350453495979309,
0.042657844722270966,
0.08685597777366638,
-0.034602392464876175,
-0.006370628252625465,
-0.02124899998307228,
-0.022394560277462006,
-0.005727388430386782,
-0.04194732755422592,
0.025776948779821396,
0.047652717679739,
0.08931895345449448,
-0.00988705549389124,
0.013844567351043224,
-0.01871882751584053,
-0.0717407837510109,
-0.029493553563952446,
0.030181916430592537,
0.06557999551296234,
-0.023739049211144447,
-0.059988655149936676,
-0.015058817341923714,
-0.0029220562428236008,
-0.02517993003129959,
0.04162340611219406,
-0.0667421892285347,
0.0016736077377572656,
0.038188736885786057,
0.004727046471089125,
0.004073721822351217,
0.033452846109867096,
0.07916291803121567,
0.01861119456589222,
-0.02068866603076458,
-0.013560970313847065,
0.048520613461732864,
0.00256812060251832,
0.026710255071520805,
-0.01631435751914978,
-0.011167969554662704,
-0.07845602184534073,
-0.0669020563364029,
-0.0212065652012825,
-0.00005419234366854653,
0.08040113747119904,
-0.05347765237092972,
0.031597867608070374,
-0.024872733280062675,
-0.024336151778697968,
-0.09862495213747025,
0.0659465417265892,
-0.09016255289316177,
0.04898860305547714,
-0.01386974100023508,
0.002020188607275486,
0.018358051776885986,
0.0322885662317276,
-0.027579685673117638,
0.08024498075246811,
-0.07684583961963654,
-0.04042308032512665,
0.009766566567122936,
-0.08388449251651764,
0.048964403569698334,
0.01369482558220625,
-0.0012059076689183712,
0.03221798688173294,
-0.0791262835264206,
0.027330299839377403,
0.030193250626325607,
-0.025826720520853996,
-0.017545199021697044,
0.0386403389275074,
-0.009516299702227116,
0.06631734222173691,
-0.009538182988762856,
-0.0023600729182362556,
-5.8747900766320527e-8,
-0.01773313246667385,
-0.07167799770832062,
0.060416653752326965,
-0.011080686934292316,
0.00877456646412611,
-0.005538911558687687,
0.02618219517171383,
-0.02896665595471859,
0.05107448995113373,
-0.02715643122792244,
-0.028618494048714638,
0.04468279704451561,
0.05341328680515289,
-0.0411221943795681,
-0.015200593508780003,
0.00459841825067997,
-0.06480205059051514,
-0.006057789549231529,
-0.020649658516049385,
-0.03167176991701126,
-0.052021872252225876,
-0.007116499822586775,
-0.005068288650363684,
-0.059575412422418594,
-0.009208694100379944,
0.010035853832960129,
-0.04329037666320801,
-0.024081826210021973,
0.03287455067038536,
0.0028977380134165287,
-0.040681805461645126,
0.029304001480340958,
-0.006304205395281315,
0.10057688504457474,
-0.03690822795033455,
0.02708577923476696,
-0.06906542181968689,
0.0679466500878334,
-0.06723066419363022,
-0.0022829442750662565,
0.03587287291884422,
0.013094723224639893,
0.05260593444108963,
0.01285488996654749,
0.08844097703695297,
0.041572753340005875,
-0.08308736234903336,
0.061510153114795685,
-0.03506600484251976,
0.01603967696428299,
-0.07222290337085724,
0.06530222296714783,
0.01680462248623371,
-0.009428453631699085,
-0.02827090583741665,
0.04633196070790291,
-0.10091347247362137,
0.06908783316612244,
0.0583692230284214,
0.02991890162229538,
0.005917172878980637,
-0.07227490842342377,
0.017705172300338745,
-0.009922931902110577
] |
1401.5482
|
Bradley Hauer
|
Bradley D Hauer, Paul H Kim, Callum Doolin, Allison JR MacDonald, Hugh
Ramp and John P Davis
|
On-Chip Cavity Optomechanical Coupling
|
31 pages, 9 figures
|
EPJ Techniques and Instrumentation 1, 4 (2014)
|
10.1140/epjti4
| null |
cond-mat.mes-hall physics.ins-det physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
On-chip cavity optomechanics, in which strong co-localization of light and
mechanical motion is engineered, relies on efficient coupling of light both
into and out of the on-chip optical resonator. Here we detail our particular
style of tapered and dimpled optical fibers, pioneered by the Painter group at
Caltech, which are a versatile and reliable solution to efficient on-chip
coupling. First, a brief overview of tapered, single mode fibers is presented,
in which the single mode cutoff diameter is highlighted. The apparatus used to
create a dimpled tapered fiber is then described, followed by a comprehensive
account of the procedure by which a dimpled tapered fiber is produced and
mounted in our system. The custom-built optical access vacuum chambers in which
our on-chip optomechanical measurements are performed are then discussed.
Finally, the process by which our optomechanical devices are fabricated and the
method by which we explore their optical and mechanical properties is
explained. It is our expectation that this manuscript will enable the novice to
develop advanced optomechanical experiments.
|
[
{
"created": "Tue, 21 Jan 2014 21:01:14 GMT",
"version": "v1"
}
] |
2014-05-19
|
[
[
"Hauer",
"Bradley D",
""
],
[
"Kim",
"Paul H",
""
],
[
"Doolin",
"Callum",
""
],
[
"MacDonald",
"Allison JR",
""
],
[
"Ramp",
"Hugh",
""
],
[
"Davis",
"John P",
""
]
] |
[
-0.016986511647701263,
-0.01547192595899105,
0.019863935187458992,
-0.028653036803007126,
-0.094325952231884,
-0.08762722462415695,
0.027613304555416107,
0.024362657219171524,
-0.0518219992518425,
0.005757474806159735,
0.025237536057829857,
0.05838058888912201,
-0.10287411510944366,
0.012596255168318748,
-0.022395282983779907,
-0.008479719050228596,
0.013847761787474155,
-0.015546219423413277,
0.04473876953125,
0.025583116337656975,
0.09520140290260315,
-0.012212344445288181,
-0.026608970016241074,
-0.05239948630332947,
-0.029227599501609802,
-0.03144722059369087,
0.026326175779104233,
0.042692504823207855,
-0.005820180289447308,
0.02642202191054821,
0.026960622519254684,
-0.026488451287150383,
-0.03392883762717247,
0.010618786327540874,
0.04877013340592384,
-0.047210030257701874,
0.07465717196464539,
-0.11197438836097717,
-0.016680659726262093,
-0.02973485179245472,
0.037888068705797195,
-0.06813271343708038,
0.039405494928359985,
0.08801844716072083,
0.01831643097102642,
0.029406888410449028,
0.09737014025449753,
-0.01768617331981659,
-0.07390337437391281,
-0.04276549816131592,
-0.036856409162282944,
-0.05487346649169922,
0.003587283892557025,
-0.016477862372994423,
0.04894041642546654,
0.10647623986005783,
-0.0281834714114666,
0.018383994698524475,
-0.050083402544260025,
-0.08567465096712112,
0.06574631482362747,
-0.02221943996846676,
-0.07253196835517883,
-0.007475400809198618,
-0.04109784960746765,
0.047457318753004074,
0.08530425280332565,
-0.01530478149652481,
-0.016148868948221207,
-0.04818234592676163,
0.0014141895808279514,
-0.03268222510814667,
0.00026963677373714745,
0.0960889607667923,
0.09695213288068771,
-0.021978436037898064,
0.013775793835520744,
0.02655876986682415,
-0.04328731447458267,
0.07300322502851486,
0.022616244852542877,
-0.037432607263326645,
-0.022970817983150482,
0.06073477119207382,
-0.06813842058181763,
0.046054817736148834,
0.0635787695646286,
0.04225604608654976,
0.0104325320571661,
-0.1370754837989807,
-0.010545340366661549,
0.02908370830118656,
-0.09960045665502548,
-0.08683084696531296,
0.07566408812999725,
-0.08519477397203445,
-0.0593310222029686,
-0.015951668843626976,
0.021226244047284126,
-0.010767794214189053,
0.016934925690293312,
-0.08674679696559906,
-0.008757248520851135,
-0.003907460253685713,
-0.08158016204833984,
0.009634439833462238,
-0.015905138105154037,
0.10910502821207047,
0.000191397441085428,
0.0463298074901104,
-0.013310193084180355,
0.0379975251853466,
-0.019232245162129402,
0.0036432568449527025,
0.028758835047483444,
0.02297966368496418,
-0.011288599111139774,
0.08791690319776535,
0.03078942745923996,
0.012285124510526657,
-0.028153592720627785,
0.0201603751629591,
-0.0276727844029665,
-0.015706021338701248,
-0.046465303748846054,
0.049438104033470154,
-0.028789307922124863,
8.820171251181335e-34,
0.0544324591755867,
0.024682017043232918,
-0.004632298368960619,
-0.07665719836950302,
-0.03155164420604706,
-0.041403837502002716,
0.0863942876458168,
0.010838700458407402,
-0.04091577231884003,
-0.019582776352763176,
0.08767151087522507,
-0.020235145464539528,
-0.04528579115867615,
0.11458458751440048,
0.02916022390127182,
-0.031242508441209793,
0.0386333204805851,
0.010354170575737953,
-0.04087376222014427,
0.04270324856042862,
-0.02139156684279442,
0.022679178044199944,
0.05558022856712341,
0.046147726476192474,
0.041231248527765274,
-0.05965544283390045,
-0.05840146541595459,
0.0240952018648386,
-0.03033125214278698,
-0.03032050095498562,
-0.04818682372570038,
0.0036648891400545835,
0.05490301921963692,
0.043168507516384125,
0.006138996221125126,
0.04860455542802811,
-0.022690923884510994,
0.0468907505273819,
-0.021562201902270317,
0.06757295876741409,
-0.010398783721029758,
0.06767626851797104,
0.06254252046346664,
-0.021034955978393555,
-0.023007946088910103,
-0.03936712443828583,
-0.10875817388296127,
0.06776507198810577,
0.07241354882717133,
-0.0065283928997814655,
-0.016746891662478447,
-0.05507463589310646,
-0.017269562929868698,
-0.006355223245918751,
0.0012803274439647794,
-0.06638580560684204,
-0.038067758083343506,
-0.02956857532262802,
-0.018152127042412758,
-0.08412544429302216,
0.001718898885883391,
-0.11356926709413528,
0.10022708028554916,
-0.006676438730210066,
-0.011324197053909302,
-0.0008587857591919601,
0.015618274919688702,
0.021755047142505646,
0.00033831107430160046,
0.036771029233932495,
-0.1050485372543335,
0.031292106956243515,
-0.08984962850809097,
-0.09498211741447449,
-0.008212771266698837,
0.08543192595243454,
-0.01985166035592556,
-0.0017602270236238837,
0.03880186006426811,
0.006503714248538017,
-0.04503703489899635,
0.025933673605322838,
0.006446210667490959,
-0.026447921991348267,
0.04036093130707741,
0.06480133533477783,
0.005581823643296957,
-0.018044769763946533,
-0.037467725574970245,
-0.113728828728199,
0.029231425374746323,
-0.0006853904342278838,
0.02551756426692009,
-0.08541851490736008,
-0.03220253437757492,
-2.4198599973042913e-33,
-0.008883158676326275,
-0.02139526978135109,
0.025919616222381592,
0.10430793464183807,
0.05085713043808937,
-0.026801710948348045,
0.03315329551696777,
0.0019464590586721897,
-0.016476621851325035,
-0.029615044593811035,
0.08398839086294174,
0.01721908152103424,
-0.013352829962968826,
0.05381263419985771,
-0.02333158068358898,
0.04627278447151184,
-0.05969000980257988,
-0.09974896162748337,
0.02731567807495594,
-0.00940045528113842,
0.08510901033878326,
0.051153089851140976,
0.06968650221824646,
-0.01618373766541481,
-0.0647466704249382,
-0.0060934885405004025,
0.015325551852583885,
-0.04962613806128502,
-0.05128057673573494,
0.027855457738041878,
0.02967888116836548,
-0.03701554611325264,
0.08611372113227844,
0.009132472798228264,
0.05773144215345383,
0.0918426662683487,
0.013940783217549324,
0.04394879564642906,
-0.017435086891055107,
-0.06302297115325928,
0.012862112373113632,
0.027806179597973824,
-0.0007043020450510085,
-0.025973860174417496,
-0.07730095088481903,
-0.050915323197841644,
0.0056873648427426815,
-0.07352504134178162,
-0.1126674935221672,
-0.02687169797718525,
-0.010263459756970406,
0.13505388796329498,
0.014647198840975761,
-0.006689309608191252,
-0.03343883156776428,
-0.005761243402957916,
0.012714555487036705,
0.05961532145738602,
0.03409657999873161,
0.04181935638189316,
0.006135263945907354,
0.006854203063994646,
0.044485993683338165,
-0.04287811368703842,
0.06464231759309769,
0.057228803634643555,
0.0828646868467331,
-0.01854013279080391,
-0.060661431401968,
-0.015957610681653023,
0.058474522083997726,
0.01651947759091854,
0.0620637983083725,
-0.0012548926752060652,
0.053407032042741776,
-0.0637427270412445,
0.006191355641931295,
0.017999254167079926,
-0.0435626246035099,
0.17449909448623657,
0.006976128555834293,
0.015706922858953476,
-0.04186539351940155,
0.08869869261980057,
-0.014306641183793545,
-0.04696160927414894,
-0.012204182334244251,
0.05238572135567665,
-0.029959920793771744,
0.06505649536848068,
0.022939041256904602,
0.017596032470464706,
0.0760878324508667,
-0.014882822521030903,
0.03664353862404823,
-5.1260307998290955e-8,
0.0036016334779560566,
0.07117381691932678,
-0.10074932128190994,
0.025997120887041092,
-0.08214844763278961,
-0.032461442053318024,
0.01996752806007862,
0.03398745507001877,
-0.03919750452041626,
-0.036687906831502914,
0.03696253523230553,
-0.05908830463886261,
0.003599087242037058,
-0.00377186038531363,
0.12424130737781525,
-0.007378042209893465,
-0.05920492857694626,
0.022475609555840492,
-0.07497113198041916,
-0.06684009730815887,
-0.013910213485360146,
-0.08042043447494507,
0.08283498138189316,
-0.010216574184596539,
-0.04290265962481499,
-0.013889351859688759,
-0.10555003583431244,
0.03813013806939125,
0.02428041398525238,
0.0379859060049057,
0.03370361402630806,
0.024259833618998528,
0.08589953184127808,
-0.006027025170624256,
-0.09302803874015808,
-0.012691305950284004,
-0.06140860915184021,
0.066044382750988,
0.023308128118515015,
0.011943538673222065,
-0.028947921469807625,
-0.10556156188249588,
-0.027044804766774178,
0.04390442743897438,
0.0350736603140831,
-0.06212672218680382,
0.0741392970085144,
-0.03533579036593437,
-0.09518644213676453,
0.09675523638725281,
-0.02070336975157261,
0.07082975655794144,
0.05733933299779892,
-0.009858768433332443,
-0.031799446791410446,
0.007349121849983931,
-0.01770441234111786,
0.09623339772224426,
-0.055317915976047516,
0.004225399345159531,
-0.02606675587594509,
-0.045861851423978806,
-0.003602916607633233,
0.02240024507045746
] | null | null | null | null | null | null | null |
[
-0.016986511647701263,
-0.01547192595899105,
0.019863935187458992,
-0.028653036803007126,
-0.094325952231884,
-0.08762722462415695,
0.027613304555416107,
0.024362657219171524,
-0.0518219992518425,
0.005757474806159735,
0.025237536057829857,
0.05838058888912201,
-0.10287411510944366,
0.012596255168318748,
-0.022395282983779907,
-0.008479719050228596,
0.013847761787474155,
-0.015546219423413277,
0.04473876953125,
0.025583116337656975,
0.09520140290260315,
-0.012212344445288181,
-0.026608970016241074,
-0.05239948630332947,
-0.029227599501609802,
-0.03144722059369087,
0.026326175779104233,
0.042692504823207855,
-0.005820180289447308,
0.02642202191054821,
0.026960622519254684,
-0.026488451287150383,
-0.03392883762717247,
0.010618786327540874,
0.04877013340592384,
-0.047210030257701874,
0.07465717196464539,
-0.11197438836097717,
-0.016680659726262093,
-0.02973485179245472,
0.037888068705797195,
-0.06813271343708038,
0.039405494928359985,
0.08801844716072083,
0.01831643097102642,
0.029406888410449028,
0.09737014025449753,
-0.01768617331981659,
-0.07390337437391281,
-0.04276549816131592,
-0.036856409162282944,
-0.05487346649169922,
0.003587283892557025,
-0.016477862372994423,
0.04894041642546654,
0.10647623986005783,
-0.0281834714114666,
0.018383994698524475,
-0.050083402544260025,
-0.08567465096712112,
0.06574631482362747,
-0.02221943996846676,
-0.07253196835517883,
-0.007475400809198618,
-0.04109784960746765,
0.047457318753004074,
0.08530425280332565,
-0.01530478149652481,
-0.016148868948221207,
-0.04818234592676163,
0.0014141895808279514,
-0.03268222510814667,
0.00026963677373714745,
0.0960889607667923,
0.09695213288068771,
-0.021978436037898064,
0.013775793835520744,
0.02655876986682415,
-0.04328731447458267,
0.07300322502851486,
0.022616244852542877,
-0.037432607263326645,
-0.022970817983150482,
0.06073477119207382,
-0.06813842058181763,
0.046054817736148834,
0.0635787695646286,
0.04225604608654976,
0.0104325320571661,
-0.1370754837989807,
-0.010545340366661549,
0.02908370830118656,
-0.09960045665502548,
-0.08683084696531296,
0.07566408812999725,
-0.08519477397203445,
-0.0593310222029686,
-0.015951668843626976,
0.021226244047284126,
-0.010767794214189053,
0.016934925690293312,
-0.08674679696559906,
-0.008757248520851135,
-0.003907460253685713,
-0.08158016204833984,
0.009634439833462238,
-0.015905138105154037,
0.10910502821207047,
0.000191397441085428,
0.0463298074901104,
-0.013310193084180355,
0.0379975251853466,
-0.019232245162129402,
0.0036432568449527025,
0.028758835047483444,
0.02297966368496418,
-0.011288599111139774,
0.08791690319776535,
0.03078942745923996,
0.012285124510526657,
-0.028153592720627785,
0.0201603751629591,
-0.0276727844029665,
-0.015706021338701248,
-0.046465303748846054,
0.049438104033470154,
-0.028789307922124863,
8.820171251181335e-34,
0.0544324591755867,
0.024682017043232918,
-0.004632298368960619,
-0.07665719836950302,
-0.03155164420604706,
-0.041403837502002716,
0.0863942876458168,
0.010838700458407402,
-0.04091577231884003,
-0.019582776352763176,
0.08767151087522507,
-0.020235145464539528,
-0.04528579115867615,
0.11458458751440048,
0.02916022390127182,
-0.031242508441209793,
0.0386333204805851,
0.010354170575737953,
-0.04087376222014427,
0.04270324856042862,
-0.02139156684279442,
0.022679178044199944,
0.05558022856712341,
0.046147726476192474,
0.041231248527765274,
-0.05965544283390045,
-0.05840146541595459,
0.0240952018648386,
-0.03033125214278698,
-0.03032050095498562,
-0.04818682372570038,
0.0036648891400545835,
0.05490301921963692,
0.043168507516384125,
0.006138996221125126,
0.04860455542802811,
-0.022690923884510994,
0.0468907505273819,
-0.021562201902270317,
0.06757295876741409,
-0.010398783721029758,
0.06767626851797104,
0.06254252046346664,
-0.021034955978393555,
-0.023007946088910103,
-0.03936712443828583,
-0.10875817388296127,
0.06776507198810577,
0.07241354882717133,
-0.0065283928997814655,
-0.016746891662478447,
-0.05507463589310646,
-0.017269562929868698,
-0.006355223245918751,
0.0012803274439647794,
-0.06638580560684204,
-0.038067758083343506,
-0.02956857532262802,
-0.018152127042412758,
-0.08412544429302216,
0.001718898885883391,
-0.11356926709413528,
0.10022708028554916,
-0.006676438730210066,
-0.011324197053909302,
-0.0008587857591919601,
0.015618274919688702,
0.021755047142505646,
0.00033831107430160046,
0.036771029233932495,
-0.1050485372543335,
0.031292106956243515,
-0.08984962850809097,
-0.09498211741447449,
-0.008212771266698837,
0.08543192595243454,
-0.01985166035592556,
-0.0017602270236238837,
0.03880186006426811,
0.006503714248538017,
-0.04503703489899635,
0.025933673605322838,
0.006446210667490959,
-0.026447921991348267,
0.04036093130707741,
0.06480133533477783,
0.005581823643296957,
-0.018044769763946533,
-0.037467725574970245,
-0.113728828728199,
0.029231425374746323,
-0.0006853904342278838,
0.02551756426692009,
-0.08541851490736008,
-0.03220253437757492,
-2.4198599973042913e-33,
-0.008883158676326275,
-0.02139526978135109,
0.025919616222381592,
0.10430793464183807,
0.05085713043808937,
-0.026801710948348045,
0.03315329551696777,
0.0019464590586721897,
-0.016476621851325035,
-0.029615044593811035,
0.08398839086294174,
0.01721908152103424,
-0.013352829962968826,
0.05381263419985771,
-0.02333158068358898,
0.04627278447151184,
-0.05969000980257988,
-0.09974896162748337,
0.02731567807495594,
-0.00940045528113842,
0.08510901033878326,
0.051153089851140976,
0.06968650221824646,
-0.01618373766541481,
-0.0647466704249382,
-0.0060934885405004025,
0.015325551852583885,
-0.04962613806128502,
-0.05128057673573494,
0.027855457738041878,
0.02967888116836548,
-0.03701554611325264,
0.08611372113227844,
0.009132472798228264,
0.05773144215345383,
0.0918426662683487,
0.013940783217549324,
0.04394879564642906,
-0.017435086891055107,
-0.06302297115325928,
0.012862112373113632,
0.027806179597973824,
-0.0007043020450510085,
-0.025973860174417496,
-0.07730095088481903,
-0.050915323197841644,
0.0056873648427426815,
-0.07352504134178162,
-0.1126674935221672,
-0.02687169797718525,
-0.010263459756970406,
0.13505388796329498,
0.014647198840975761,
-0.006689309608191252,
-0.03343883156776428,
-0.005761243402957916,
0.012714555487036705,
0.05961532145738602,
0.03409657999873161,
0.04181935638189316,
0.006135263945907354,
0.006854203063994646,
0.044485993683338165,
-0.04287811368703842,
0.06464231759309769,
0.057228803634643555,
0.0828646868467331,
-0.01854013279080391,
-0.060661431401968,
-0.015957610681653023,
0.058474522083997726,
0.01651947759091854,
0.0620637983083725,
-0.0012548926752060652,
0.053407032042741776,
-0.0637427270412445,
0.006191355641931295,
0.017999254167079926,
-0.0435626246035099,
0.17449909448623657,
0.006976128555834293,
0.015706922858953476,
-0.04186539351940155,
0.08869869261980057,
-0.014306641183793545,
-0.04696160927414894,
-0.012204182334244251,
0.05238572135567665,
-0.029959920793771744,
0.06505649536848068,
0.022939041256904602,
0.017596032470464706,
0.0760878324508667,
-0.014882822521030903,
0.03664353862404823,
-5.1260307998290955e-8,
0.0036016334779560566,
0.07117381691932678,
-0.10074932128190994,
0.025997120887041092,
-0.08214844763278961,
-0.032461442053318024,
0.01996752806007862,
0.03398745507001877,
-0.03919750452041626,
-0.036687906831502914,
0.03696253523230553,
-0.05908830463886261,
0.003599087242037058,
-0.00377186038531363,
0.12424130737781525,
-0.007378042209893465,
-0.05920492857694626,
0.022475609555840492,
-0.07497113198041916,
-0.06684009730815887,
-0.013910213485360146,
-0.08042043447494507,
0.08283498138189316,
-0.010216574184596539,
-0.04290265962481499,
-0.013889351859688759,
-0.10555003583431244,
0.03813013806939125,
0.02428041398525238,
0.0379859060049057,
0.03370361402630806,
0.024259833618998528,
0.08589953184127808,
-0.006027025170624256,
-0.09302803874015808,
-0.012691305950284004,
-0.06140860915184021,
0.066044382750988,
0.023308128118515015,
0.011943538673222065,
-0.028947921469807625,
-0.10556156188249588,
-0.027044804766774178,
0.04390442743897438,
0.0350736603140831,
-0.06212672218680382,
0.0741392970085144,
-0.03533579036593437,
-0.09518644213676453,
0.09675523638725281,
-0.02070336975157261,
0.07082975655794144,
0.05733933299779892,
-0.009858768433332443,
-0.031799446791410446,
0.007349121849983931,
-0.01770441234111786,
0.09623339772224426,
-0.055317915976047516,
0.004225399345159531,
-0.02606675587594509,
-0.045861851423978806,
-0.003602916607633233,
0.02240024507045746
] |
1401.5497
|
Markus Reiher
|
Sebastian F. Keller and Markus Reiher
|
Determining Factors for the Accuracy of DMRG in Chemistry
|
16 pages, 2 figures, 1 table
|
Chimia 68 (2014) 200-203
|
10.2533/chimia.2014.200
| null |
physics.chem-ph cond-mat.str-el physics.comp-ph quant-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The Density Matrix Renormalization Group (DMRG) algorithm has been a rising
star for the accurate ab initio exploration of Born-Oppenheimer potential
energy surfaces in theoretical chemistry. However, owing to its iterative
numerical nature, pit falls, that can affect the accuracy of DMRG energies,
need to be circumvented. Here, after a brief introduction into this quantum
chemical method, we discuss criteria that determine the accuracy of DMRG
calculations.
|
[
{
"created": "Tue, 21 Jan 2014 21:37:43 GMT",
"version": "v1"
}
] |
2014-05-13
|
[
[
"Keller",
"Sebastian F.",
""
],
[
"Reiher",
"Markus",
""
]
] |
[
-0.05424131825566292,
-0.04547787085175514,
-0.07301174849271774,
0.0889805480837822,
-0.048328276723623276,
-0.013133515603840351,
0.02555503509938717,
0.04364024102687836,
-0.02084810473024845,
-0.0026400373317301273,
-0.05005662143230438,
-0.020928669720888138,
-0.021457359194755554,
0.021923257037997246,
-0.029720364138484,
0.025514163076877594,
0.01687198504805565,
-0.004708147142082453,
0.02348814532160759,
-0.010051235556602478,
-0.0425020307302475,
0.03778299316763878,
0.017426857724785805,
-0.051748499274253845,
0.08250781148672104,
0.00927016418427229,
0.048571374267339706,
0.07343268394470215,
0.08100369572639465,
-0.0012707194546237588,
0.0754166767001152,
0.016310224309563637,
0.004219784401357174,
-0.013144713826477528,
-0.019136441871523857,
0.049082815647125244,
0.004433439113199711,
0.05190819501876831,
0.011034714989364147,
0.03162514045834541,
-0.002572115743532777,
0.09662973135709763,
0.0713503360748291,
0.04426443949341774,
0.09609369188547134,
-0.036129847168922424,
0.006556978449225426,
0.0125580420717597,
-0.016399648040533066,
-0.03738439455628395,
0.12827177345752716,
0.009895875118672848,
0.03907310217618942,
0.00018785582506097853,
-0.06143908575177193,
-0.028883449733257294,
0.0428336039185524,
-0.01964212767779827,
0.01137455739080906,
-0.030918259173631668,
0.026196734979748726,
0.001216117525473237,
-0.01848636381328106,
-0.033876411616802216,
0.07315032929182053,
-0.024323808029294014,
0.15757134556770325,
-0.029847996309399605,
0.013081680051982403,
0.0558849573135376,
-0.07613252103328705,
0.028948945924639702,
-0.03187553957104683,
0.024629542604088783,
0.009587534703314304,
0.0015922676539048553,
-0.016656694933772087,
0.027702022343873978,
0.054695721715688705,
-0.11045678704977036,
0.04320957139134407,
0.028760408982634544,
-0.023941488936543465,
-0.030571846291422844,
-0.006150935310870409,
0.09666242450475693,
-0.03594644367694855,
0.0023108874447643757,
0.04120660200715065,
-0.08379781246185303,
0.0060920147225260735,
-0.0011495202779769897,
-0.16713780164718628,
-0.04817424342036247,
-0.04533947631716728,
0.027687877416610718,
0.06733930855989456,
0.013298606500029564,
-0.011424136348068714,
-0.024880994111299515,
0.1149301826953888,
-0.007032472640275955,
-0.08415740728378296,
-0.04014171287417412,
-0.03665973246097565,
-0.04360513016581535,
0.08502664417028427,
0.10283606499433517,
0.0050323354080319405,
0.034411102533340454,
0.06993125379085541,
0.0008452581241726875,
0.07815844565629959,
0.07585616409778595,
-0.030160069465637207,
0.0445077158510685,
0.023498959839344025,
-0.0076118591241538525,
0.01504214946180582,
0.04805455729365349,
-0.10801641643047333,
0.08335123211145401,
0.05929917097091675,
0.06552950292825699,
-0.1257627308368683,
0.0050985668785870075,
-0.11620711535215378,
1.3457099735831857e-33,
-0.013664370402693748,
-0.007299813907593489,
0.03968850523233414,
0.07620380073785782,
0.0016432476695626974,
0.0020419869106262922,
0.0020696830470114946,
-0.10418539494276047,
-0.10069536417722702,
-0.006634492892771959,
-0.027361445128917694,
0.009872714057564735,
0.05373396351933479,
-0.04745989665389061,
-0.07390935719013214,
-0.002081595128402114,
-0.007793456315994263,
0.018942005932331085,
-0.04618525505065918,
-0.012492387555539608,
0.05965350940823555,
0.03617849573493004,
0.002991519635543227,
-0.0026966047007590532,
-0.020382268354296684,
0.07726167142391205,
0.10102157294750214,
0.03210969269275665,
0.005431307014077902,
0.0036646225489676,
-0.015247734263539314,
0.020174449309706688,
-0.07202943414449692,
-0.051407791674137115,
0.04991089180111885,
-0.053579047322273254,
-0.008918585255742073,
0.007915342226624489,
0.02192581817507744,
-0.16588164865970612,
-0.04639667272567749,
-0.004622645676136017,
0.03092358633875847,
0.016989530995488167,
-0.08292762190103531,
0.08163121342658997,
0.07158268243074417,
-0.04755355417728424,
0.0711817815899849,
-0.012816268019378185,
0.003155870595946908,
0.02394464798271656,
-0.07029587775468826,
-0.021145030856132507,
-0.023388247936964035,
0.014754236675798893,
0.015421048738062382,
-0.03062569722533226,
0.11330331861972809,
0.03406061977148056,
0.0012334315106272697,
0.05889138579368591,
-0.09725064039230347,
-0.020401423797011375,
-0.04956923425197601,
0.024342162534594536,
-0.011325320228934288,
0.036868687719106674,
0.019315239042043686,
0.039523039013147354,
0.0011760951019823551,
0.06356678158044815,
0.06406004726886749,
-0.03271795064210892,
0.005130952224135399,
0.031394291669130325,
0.061480797827243805,
-0.03140224888920784,
-0.006685677915811539,
-0.017260072752833366,
0.0012989825336262584,
0.05845450982451439,
0.0023813860025256872,
-0.02625078707933426,
-0.08932540565729141,
-0.14631418883800507,
-0.02762947604060173,
0.0037161805666983128,
-0.06181780621409416,
0.05894392356276512,
0.013930882327258587,
-0.07717824727296829,
0.07499522715806961,
-0.05207882076501846,
-0.07127923518419266,
-3.082084841744604e-33,
-0.09108371287584305,
0.015795065090060234,
0.02938918024301529,
0.028599938377738,
0.02092338725924492,
-0.09583520889282227,
-0.04410252720117569,
-0.07729047536849976,
0.06529612839221954,
-0.08525651693344116,
0.07131311297416687,
0.08506640046834946,
-0.047790348529815674,
0.04459737241268158,
0.07422369718551636,
-0.0020440472289919853,
-0.055966902524232864,
-0.001187234534882009,
0.040950894355773926,
0.0026541331317275763,
0.004886492155492306,
-0.014853290282189846,
-0.01111985370516777,
-0.007979669608175755,
-0.1002405434846878,
0.028322311118245125,
0.09594762325286865,
-0.03587751463055611,
0.06168932840228081,
0.03319418057799339,
0.02142823301255703,
0.03578001260757446,
-0.11544425040483475,
0.064841128885746,
-0.09083354473114014,
0.04119104892015457,
-0.0007858916651457548,
0.029768526554107666,
-0.05319540947675705,
-0.01947556622326374,
-0.02950124628841877,
0.020769119262695312,
-0.08758893609046936,
-0.06166538596153259,
0.053287118673324585,
0.08834131062030792,
0.031200315803289413,
-0.004825994838029146,
-0.02945348061621189,
-0.016365790739655495,
0.003945149481296539,
-0.032593075186014175,
-0.004786855541169643,
0.031166300177574158,
-0.020645562559366226,
0.017809469252824783,
0.0002854829654097557,
0.07912430167198181,
0.039366982877254486,
-0.01444075908511877,
-0.10256551951169968,
-0.020578157156705856,
0.07654982060194016,
-0.04834827780723572,
-0.1150568425655365,
-0.05653650313615799,
-0.06834430247545242,
0.017846468836069107,
0.031102869659662247,
0.0318450927734375,
-0.06660176813602448,
-0.010281023569405079,
0.0369798019528389,
0.009476184844970703,
0.009775250218808651,
-0.07683597505092621,
0.07728861272335052,
-0.04089630767703056,
0.0017996247624978423,
-0.03829239681363106,
-0.0036093394737690687,
0.08485031127929688,
-0.04399148374795914,
0.03295952454209328,
0.05460059642791748,
-0.009964891709387302,
-0.02920890599489212,
0.023313073441386223,
0.008192060515284538,
-0.09331732243299484,
0.03268256410956383,
-0.04500502720475197,
0.036224570125341415,
-0.01114550419151783,
-0.037608277052640915,
-3.794600900164369e-8,
-0.0008760405471548438,
-0.05633667856454849,
0.06521749496459961,
-0.01425827108323574,
0.018799031153321266,
0.0056357355788350105,
0.026853321120142937,
0.07170381397008896,
-0.0036875237710773945,
-0.016588477417826653,
0.035361066460609436,
-0.06569936871528625,
-0.043404873460531235,
-0.04275757819414139,
-0.04078240692615509,
0.030711006373167038,
-0.028266938403248787,
-0.025606300681829453,
-0.015026534907519817,
-0.041962698101997375,
0.025651294738054276,
0.01872238516807556,
0.03573977202177048,
-0.006242799106985331,
-0.021284526214003563,
-0.07509594410657883,
-0.04109402373433113,
-0.032979365438222885,
-0.02998964674770832,
-0.027830416336655617,
0.005914344917982817,
-0.0070302230305969715,
-0.024560758844017982,
0.13449984788894653,
0.03983961418271065,
-0.012254604138433933,
0.0011166178155690432,
0.05050045996904373,
-0.0021382912527769804,
0.03446458280086517,
0.03817090019583702,
0.00456335349008441,
0.06490100920200348,
0.047575000673532486,
-0.01574430614709854,
0.09449004381895065,
-0.05135634168982506,
0.023492787033319473,
0.0410572811961174,
-0.0023685882333666086,
-0.03369538113474846,
-0.004450552631169558,
-0.03772473707795143,
-0.0028405191842466593,
-0.03845363110303879,
-0.018733182922005653,
-0.13240644335746765,
-0.020162660628557205,
0.013378173112869263,
0.03543064370751381,
0.015576844103634357,
-0.03113023191690445,
-0.06098306179046631,
0.004868896212428808
] | null | null | null | null | null | null | null |
[
-0.05424131825566292,
-0.04547787085175514,
-0.07301174849271774,
0.0889805480837822,
-0.048328276723623276,
-0.013133515603840351,
0.02555503509938717,
0.04364024102687836,
-0.02084810473024845,
-0.0026400373317301273,
-0.05005662143230438,
-0.020928669720888138,
-0.021457359194755554,
0.021923257037997246,
-0.029720364138484,
0.025514163076877594,
0.01687198504805565,
-0.004708147142082453,
0.02348814532160759,
-0.010051235556602478,
-0.0425020307302475,
0.03778299316763878,
0.017426857724785805,
-0.051748499274253845,
0.08250781148672104,
0.00927016418427229,
0.048571374267339706,
0.07343268394470215,
0.08100369572639465,
-0.0012707194546237588,
0.0754166767001152,
0.016310224309563637,
0.004219784401357174,
-0.013144713826477528,
-0.019136441871523857,
0.049082815647125244,
0.004433439113199711,
0.05190819501876831,
0.011034714989364147,
0.03162514045834541,
-0.002572115743532777,
0.09662973135709763,
0.0713503360748291,
0.04426443949341774,
0.09609369188547134,
-0.036129847168922424,
0.006556978449225426,
0.0125580420717597,
-0.016399648040533066,
-0.03738439455628395,
0.12827177345752716,
0.009895875118672848,
0.03907310217618942,
0.00018785582506097853,
-0.06143908575177193,
-0.028883449733257294,
0.0428336039185524,
-0.01964212767779827,
0.01137455739080906,
-0.030918259173631668,
0.026196734979748726,
0.001216117525473237,
-0.01848636381328106,
-0.033876411616802216,
0.07315032929182053,
-0.024323808029294014,
0.15757134556770325,
-0.029847996309399605,
0.013081680051982403,
0.0558849573135376,
-0.07613252103328705,
0.028948945924639702,
-0.03187553957104683,
0.024629542604088783,
0.009587534703314304,
0.0015922676539048553,
-0.016656694933772087,
0.027702022343873978,
0.054695721715688705,
-0.11045678704977036,
0.04320957139134407,
0.028760408982634544,
-0.023941488936543465,
-0.030571846291422844,
-0.006150935310870409,
0.09666242450475693,
-0.03594644367694855,
0.0023108874447643757,
0.04120660200715065,
-0.08379781246185303,
0.0060920147225260735,
-0.0011495202779769897,
-0.16713780164718628,
-0.04817424342036247,
-0.04533947631716728,
0.027687877416610718,
0.06733930855989456,
0.013298606500029564,
-0.011424136348068714,
-0.024880994111299515,
0.1149301826953888,
-0.007032472640275955,
-0.08415740728378296,
-0.04014171287417412,
-0.03665973246097565,
-0.04360513016581535,
0.08502664417028427,
0.10283606499433517,
0.0050323354080319405,
0.034411102533340454,
0.06993125379085541,
0.0008452581241726875,
0.07815844565629959,
0.07585616409778595,
-0.030160069465637207,
0.0445077158510685,
0.023498959839344025,
-0.0076118591241538525,
0.01504214946180582,
0.04805455729365349,
-0.10801641643047333,
0.08335123211145401,
0.05929917097091675,
0.06552950292825699,
-0.1257627308368683,
0.0050985668785870075,
-0.11620711535215378,
1.3457099735831857e-33,
-0.013664370402693748,
-0.007299813907593489,
0.03968850523233414,
0.07620380073785782,
0.0016432476695626974,
0.0020419869106262922,
0.0020696830470114946,
-0.10418539494276047,
-0.10069536417722702,
-0.006634492892771959,
-0.027361445128917694,
0.009872714057564735,
0.05373396351933479,
-0.04745989665389061,
-0.07390935719013214,
-0.002081595128402114,
-0.007793456315994263,
0.018942005932331085,
-0.04618525505065918,
-0.012492387555539608,
0.05965350940823555,
0.03617849573493004,
0.002991519635543227,
-0.0026966047007590532,
-0.020382268354296684,
0.07726167142391205,
0.10102157294750214,
0.03210969269275665,
0.005431307014077902,
0.0036646225489676,
-0.015247734263539314,
0.020174449309706688,
-0.07202943414449692,
-0.051407791674137115,
0.04991089180111885,
-0.053579047322273254,
-0.008918585255742073,
0.007915342226624489,
0.02192581817507744,
-0.16588164865970612,
-0.04639667272567749,
-0.004622645676136017,
0.03092358633875847,
0.016989530995488167,
-0.08292762190103531,
0.08163121342658997,
0.07158268243074417,
-0.04755355417728424,
0.0711817815899849,
-0.012816268019378185,
0.003155870595946908,
0.02394464798271656,
-0.07029587775468826,
-0.021145030856132507,
-0.023388247936964035,
0.014754236675798893,
0.015421048738062382,
-0.03062569722533226,
0.11330331861972809,
0.03406061977148056,
0.0012334315106272697,
0.05889138579368591,
-0.09725064039230347,
-0.020401423797011375,
-0.04956923425197601,
0.024342162534594536,
-0.011325320228934288,
0.036868687719106674,
0.019315239042043686,
0.039523039013147354,
0.0011760951019823551,
0.06356678158044815,
0.06406004726886749,
-0.03271795064210892,
0.005130952224135399,
0.031394291669130325,
0.061480797827243805,
-0.03140224888920784,
-0.006685677915811539,
-0.017260072752833366,
0.0012989825336262584,
0.05845450982451439,
0.0023813860025256872,
-0.02625078707933426,
-0.08932540565729141,
-0.14631418883800507,
-0.02762947604060173,
0.0037161805666983128,
-0.06181780621409416,
0.05894392356276512,
0.013930882327258587,
-0.07717824727296829,
0.07499522715806961,
-0.05207882076501846,
-0.07127923518419266,
-3.082084841744604e-33,
-0.09108371287584305,
0.015795065090060234,
0.02938918024301529,
0.028599938377738,
0.02092338725924492,
-0.09583520889282227,
-0.04410252720117569,
-0.07729047536849976,
0.06529612839221954,
-0.08525651693344116,
0.07131311297416687,
0.08506640046834946,
-0.047790348529815674,
0.04459737241268158,
0.07422369718551636,
-0.0020440472289919853,
-0.055966902524232864,
-0.001187234534882009,
0.040950894355773926,
0.0026541331317275763,
0.004886492155492306,
-0.014853290282189846,
-0.01111985370516777,
-0.007979669608175755,
-0.1002405434846878,
0.028322311118245125,
0.09594762325286865,
-0.03587751463055611,
0.06168932840228081,
0.03319418057799339,
0.02142823301255703,
0.03578001260757446,
-0.11544425040483475,
0.064841128885746,
-0.09083354473114014,
0.04119104892015457,
-0.0007858916651457548,
0.029768526554107666,
-0.05319540947675705,
-0.01947556622326374,
-0.02950124628841877,
0.020769119262695312,
-0.08758893609046936,
-0.06166538596153259,
0.053287118673324585,
0.08834131062030792,
0.031200315803289413,
-0.004825994838029146,
-0.02945348061621189,
-0.016365790739655495,
0.003945149481296539,
-0.032593075186014175,
-0.004786855541169643,
0.031166300177574158,
-0.020645562559366226,
0.017809469252824783,
0.0002854829654097557,
0.07912430167198181,
0.039366982877254486,
-0.01444075908511877,
-0.10256551951169968,
-0.020578157156705856,
0.07654982060194016,
-0.04834827780723572,
-0.1150568425655365,
-0.05653650313615799,
-0.06834430247545242,
0.017846468836069107,
0.031102869659662247,
0.0318450927734375,
-0.06660176813602448,
-0.010281023569405079,
0.0369798019528389,
0.009476184844970703,
0.009775250218808651,
-0.07683597505092621,
0.07728861272335052,
-0.04089630767703056,
0.0017996247624978423,
-0.03829239681363106,
-0.0036093394737690687,
0.08485031127929688,
-0.04399148374795914,
0.03295952454209328,
0.05460059642791748,
-0.009964891709387302,
-0.02920890599489212,
0.023313073441386223,
0.008192060515284538,
-0.09331732243299484,
0.03268256410956383,
-0.04500502720475197,
0.036224570125341415,
-0.01114550419151783,
-0.037608277052640915,
-3.794600900164369e-8,
-0.0008760405471548438,
-0.05633667856454849,
0.06521749496459961,
-0.01425827108323574,
0.018799031153321266,
0.0056357355788350105,
0.026853321120142937,
0.07170381397008896,
-0.0036875237710773945,
-0.016588477417826653,
0.035361066460609436,
-0.06569936871528625,
-0.043404873460531235,
-0.04275757819414139,
-0.04078240692615509,
0.030711006373167038,
-0.028266938403248787,
-0.025606300681829453,
-0.015026534907519817,
-0.041962698101997375,
0.025651294738054276,
0.01872238516807556,
0.03573977202177048,
-0.006242799106985331,
-0.021284526214003563,
-0.07509594410657883,
-0.04109402373433113,
-0.032979365438222885,
-0.02998964674770832,
-0.027830416336655617,
0.005914344917982817,
-0.0070302230305969715,
-0.024560758844017982,
0.13449984788894653,
0.03983961418271065,
-0.012254604138433933,
0.0011166178155690432,
0.05050045996904373,
-0.0021382912527769804,
0.03446458280086517,
0.03817090019583702,
0.00456335349008441,
0.06490100920200348,
0.047575000673532486,
-0.01574430614709854,
0.09449004381895065,
-0.05135634168982506,
0.023492787033319473,
0.0410572811961174,
-0.0023685882333666086,
-0.03369538113474846,
-0.004450552631169558,
-0.03772473707795143,
-0.0028405191842466593,
-0.03845363110303879,
-0.018733182922005653,
-0.13240644335746765,
-0.020162660628557205,
0.013378173112869263,
0.03543064370751381,
0.015576844103634357,
-0.03113023191690445,
-0.06098306179046631,
0.004868896212428808
] |
1401.5503
|
Spyros Themelis
|
Spyros I. Themelis
|
Two-color pump-probe dynamics of transitions between doubly excited
states of Helium
|
10 pages, 5 figures
|
Balkan Physics Letters, BPL, 12 (3), pp. 158 - 167 (2004) - 1 July
2004
| null | null |
physics.atom-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We discuss the dynamics of the two-photon resonant ionization of helium
involving two autoionizing states in the presence of two-color laser fields.
The first source is tuned around the transition from the ground state to the
2s2p 1Po autoionizing state, and the second couples the state 2s2p 1Po to the
2p2 1S autoionizing state. The laser coupling between the doubly excited states
is shown to lead to modifications of the Beutler-Fano profile and the
appearance of an Autler-Townes doublet. This double resonance effect between
autoionizing states can be observed at moderate laser intensities easily
attainable by currently operated sources.
|
[
{
"created": "Tue, 21 Jan 2014 22:04:46 GMT",
"version": "v1"
},
{
"created": "Thu, 23 Jan 2014 19:54:33 GMT",
"version": "v2"
}
] |
2014-01-24
|
[
[
"Themelis",
"Spyros I.",
""
]
] |
[
0.0025432368274778128,
-0.019864778965711594,
0.013895094394683838,
0.03237837925553322,
-0.06935158371925354,
0.020176060497760773,
0.05521271750330925,
0.0053037614561617374,
-0.06299003958702087,
-0.03858143463730812,
0.005646637175232172,
-0.030718009918928146,
-0.06039440631866455,
-0.03886394575238228,
0.04959619417786598,
0.07955160737037659,
0.05645636469125748,
-0.07066286355257034,
-0.0005298986216075718,
-0.043442968279123306,
0.00976001750677824,
-0.15512853860855103,
0.0008524272125214338,
-0.004624126944690943,
0.03295126557350159,
0.015268120914697647,
0.0011885319836437702,
0.037345051765441895,
0.004784929566085339,
-0.01644008979201317,
0.0456182137131691,
-0.08049790561199188,
-0.07165854424238205,
0.04448362812399864,
-0.01710519753396511,
-0.0925741046667099,
0.04552924260497093,
0.0639798492193222,
-0.046101994812488556,
-0.06717599928379059,
0.056440453976392746,
-0.014491390436887741,
0.013435209169983864,
0.0060860891826450825,
-0.06212175637483597,
0.0541924424469471,
0.03005124442279339,
-0.02863590605556965,
0.0025730286724865437,
-0.02817992866039276,
0.040806807577610016,
0.051188211888074875,
0.008534354157745838,
-0.0016280729323625565,
0.010660658590495586,
0.13002708554267883,
0.07205118983983994,
0.08415394276380539,
-0.01937459409236908,
-0.08138525485992432,
-0.012880166061222553,
0.022040218114852905,
-0.02112795226275921,
0.017442001029849052,
0.06526800245046616,
-0.0005006746505387127,
-0.019688749685883522,
0.005034193862229586,
-0.036003533750772476,
-0.0022579184733331203,
0.12095623463392258,
-0.026488160714507103,
-0.008640359155833721,
-0.017944080755114555,
0.05821993947029114,
0.004548251163214445,
-0.13009515404701233,
0.04111302271485329,
0.03782821446657181,
0.00468168780207634,
-0.0061840517446398735,
-0.07737382501363754,
0.01527470350265503,
-0.016821986064314842,
-0.09451792389154434,
-0.004391423426568508,
-0.057994164526462555,
-0.06597372144460678,
-0.016885768622159958,
-0.020813852548599243,
-0.013169887475669384,
-0.04471183940768242,
0.003140486543998122,
-0.05633426085114479,
0.008840475231409073,
0.06169770285487175,
0.09349565953016281,
-0.014053795486688614,
0.028132865205407143,
-0.031035251915454865,
0.0638960748910904,
-0.00986532773822546,
0.000734496396034956,
0.031914301216602325,
-0.05331151932477951,
-0.025339389219880104,
0.005969926714897156,
0.03544578328728676,
-0.040141697973012924,
0.041524361819028854,
0.07825586199760437,
-0.0020082967821508646,
0.054761745035648346,
-0.0694008618593216,
-0.03104075789451599,
0.12556129693984985,
0.006011024583131075,
0.08019986003637314,
-0.026781901717185974,
-0.003569012274965644,
-0.011275414377450943,
0.0018894104287028313,
0.0072341179475188255,
0.04880857467651367,
0.05414417386054993,
-0.09740503132343292,
-0.05068587884306908,
2.9885156750901425e-33,
0.02559300884604454,
0.03322634845972061,
0.0029175165109336376,
0.05114293843507767,
-0.049245238304138184,
-0.03571350872516632,
0.0198614913970232,
-0.047309864312410355,
-0.1275378316640854,
-0.04880814626812935,
0.049757275730371475,
-0.016114957630634308,
0.03288114070892334,
0.029570000246167183,
-0.03318212926387787,
-0.05423316732048988,
0.0617680624127388,
0.04794420674443245,
0.02105121873319149,
0.022979777306318283,
0.012793902307748795,
0.1365436315536499,
-0.011263196356594563,
0.07794678956270218,
-0.042735401540994644,
0.022033901885151863,
0.06315482407808304,
0.050354909151792526,
-0.032723408192396164,
0.0008130093337967992,
0.07384857535362244,
0.08998123556375504,
-0.03250754252076149,
0.049999333918094635,
0.01756701059639454,
-0.0421980582177639,
-0.049759428948163986,
0.056251656264066696,
-0.02325107343494892,
-0.024338189512491226,
0.07784051448106766,
0.023787474259734154,
-0.027799755334854126,
-0.024205192923545837,
0.049058616161346436,
-0.09704673290252686,
-0.0338706336915493,
-0.09413276612758636,
0.06741274893283844,
-0.03447795286774635,
-0.000938260811381042,
-0.029404444620013237,
-0.05063311383128166,
0.1009804904460907,
0.11996790021657944,
0.03543223813176155,
0.0720483735203743,
-0.0024166374932974577,
0.045502036809921265,
-0.06109244376420975,
0.07610879838466644,
-0.012841370888054371,
0.06846266239881516,
-0.03493330255150795,
-0.030243882909417152,
0.0239751935005188,
-0.03264400735497475,
-0.05614815652370453,
0.027430636808276176,
0.05631857365369797,
-0.0018628428224474192,
0.08462817221879959,
0.08217556029558182,
-0.07851730287075043,
0.08262859284877777,
0.018454939126968384,
0.05811622366309166,
0.011649631895124912,
0.009290480986237526,
0.02335391938686371,
-0.06055654212832451,
-0.05246417969465256,
0.04667328670620918,
0.10534114390611649,
-0.0020020424854010344,
-0.11650504171848297,
-0.09587811678647995,
-0.02269735001027584,
-0.08875039219856262,
0.06854160875082016,
0.03883307799696922,
-0.036120377480983734,
-0.060575179755687714,
-0.03857482224702835,
-0.03480754420161247,
-4.543737129227254e-33,
0.007463972549885511,
0.026602882891893387,
0.0083310566842556,
0.07326865941286087,
0.04460231214761734,
0.06329026073217392,
-0.02158205211162567,
0.03473133221268654,
0.0061806077137589455,
-0.01802685111761093,
0.06142536178231239,
0.03884101286530495,
0.0030140636954456568,
0.01623084954917431,
-0.052244883030653,
0.003378610359504819,
0.09461714327335358,
0.047876738011837006,
0.11212728172540665,
0.007720596622675657,
-0.028453191742300987,
-0.018835103139281273,
0.04147344082593918,
-0.03205731883645058,
0.05681152269244194,
-0.022011594846844673,
-0.02681846171617508,
-0.0519968643784523,
0.03657955676317215,
0.04302682727575302,
0.03316909819841385,
0.05078403279185295,
-0.013201582245528698,
0.014279628172516823,
-0.05449867993593216,
-0.015120773576200008,
-0.003084499854594469,
0.027782490476965904,
-0.05073729529976845,
0.023806972429156303,
-0.003000713651999831,
-0.018064558506011963,
-0.03776617720723152,
-0.0304454043507576,
-0.015312851406633854,
-0.043694015592336655,
-0.07696262001991272,
0.02047097124159336,
-0.02959962747991085,
-0.10394495725631714,
-0.08362872898578644,
-0.035358525812625885,
-0.04542958363890648,
0.07352964580059052,
-0.026061391457915306,
-0.018856419250369072,
0.08713222295045853,
0.09629498422145844,
0.054067350924015045,
0.009791179560124874,
-0.05023401603102684,
-0.029289500787854195,
0.05683857947587967,
-0.0681367740035057,
-0.050201576203107834,
-0.006035969126969576,
-0.06209958344697952,
0.02789650671184063,
-0.027339909225702286,
0.01823360286653042,
0.009729241952300072,
-0.019142020493745804,
0.02394973859190941,
0.0565706342458725,
-0.026492951437830925,
-0.03459993377327919,
0.06371627002954483,
-0.08746085315942764,
0.061747871339321136,
-0.05386684834957123,
-0.07357998192310333,
0.018098654225468636,
-0.07020881772041321,
-0.047945018857717514,
0.03469138965010643,
-0.0669722706079483,
-0.021240271627902985,
0.04630117863416672,
-0.07800868153572083,
-0.054961297661066055,
-0.0064962077885866165,
0.05312482640147209,
-0.016591602936387062,
-0.10144197940826416,
0.09636770933866501,
-4.9405663560264657e-8,
0.032503947615623474,
-0.023298632353544235,
-0.024619605392217636,
0.13553284108638763,
0.024341534823179245,
0.00009362380660604686,
-0.02790372632443905,
0.04903044179081917,
-0.010322845540940762,
-0.05106651410460472,
-0.021749304607510567,
-0.03394480049610138,
0.05444464087486267,
-0.10043886303901672,
0.044375576078891754,
0.06646962463855743,
-0.0022643557749688625,
-0.03261709585785866,
-0.08023905009031296,
0.027362655848264694,
-0.05921706184744835,
0.008185792714357376,
-0.024055302143096924,
-0.14693596959114075,
-0.07507386803627014,
0.0019309252966195345,
-0.006492584012448788,
-0.03271137550473213,
0.008631122298538685,
-0.015026029199361801,
0.0028227525763213634,
-0.005708843469619751,
0.038975879549980164,
-0.06312881410121918,
-0.07731277495622635,
-0.06029461696743965,
-0.0793391540646553,
0.0013047665124759078,
0.008596248924732208,
-0.08291195333003998,
0.0002033357450272888,
0.0654171034693718,
-0.012201083824038506,
0.06354150921106339,
0.001737782615236938,
0.06475668400526047,
0.007794811390340328,
-0.04983434081077576,
-0.02035464346408844,
0.023627731949090958,
-0.013132660649716854,
0.022989055141806602,
0.04432138800621033,
-0.05856195092201233,
-0.03934704512357712,
0.038685813546180725,
-0.016866452991962433,
0.07207316905260086,
0.020861763507127762,
0.04336945340037346,
0.03808705881237984,
-0.0403636135160923,
-0.0229298435151577,
0.005228367634117603
] | null | null | null | null | null | null | null |
[
0.0025432368274778128,
-0.019864778965711594,
0.013895094394683838,
0.03237837925553322,
-0.06935158371925354,
0.020176060497760773,
0.05521271750330925,
0.0053037614561617374,
-0.06299003958702087,
-0.03858143463730812,
0.005646637175232172,
-0.030718009918928146,
-0.06039440631866455,
-0.03886394575238228,
0.04959619417786598,
0.07955160737037659,
0.05645636469125748,
-0.07066286355257034,
-0.0005298986216075718,
-0.043442968279123306,
0.00976001750677824,
-0.15512853860855103,
0.0008524272125214338,
-0.004624126944690943,
0.03295126557350159,
0.015268120914697647,
0.0011885319836437702,
0.037345051765441895,
0.004784929566085339,
-0.01644008979201317,
0.0456182137131691,
-0.08049790561199188,
-0.07165854424238205,
0.04448362812399864,
-0.01710519753396511,
-0.0925741046667099,
0.04552924260497093,
0.0639798492193222,
-0.046101994812488556,
-0.06717599928379059,
0.056440453976392746,
-0.014491390436887741,
0.013435209169983864,
0.0060860891826450825,
-0.06212175637483597,
0.0541924424469471,
0.03005124442279339,
-0.02863590605556965,
0.0025730286724865437,
-0.02817992866039276,
0.040806807577610016,
0.051188211888074875,
0.008534354157745838,
-0.0016280729323625565,
0.010660658590495586,
0.13002708554267883,
0.07205118983983994,
0.08415394276380539,
-0.01937459409236908,
-0.08138525485992432,
-0.012880166061222553,
0.022040218114852905,
-0.02112795226275921,
0.017442001029849052,
0.06526800245046616,
-0.0005006746505387127,
-0.019688749685883522,
0.005034193862229586,
-0.036003533750772476,
-0.0022579184733331203,
0.12095623463392258,
-0.026488160714507103,
-0.008640359155833721,
-0.017944080755114555,
0.05821993947029114,
0.004548251163214445,
-0.13009515404701233,
0.04111302271485329,
0.03782821446657181,
0.00468168780207634,
-0.0061840517446398735,
-0.07737382501363754,
0.01527470350265503,
-0.016821986064314842,
-0.09451792389154434,
-0.004391423426568508,
-0.057994164526462555,
-0.06597372144460678,
-0.016885768622159958,
-0.020813852548599243,
-0.013169887475669384,
-0.04471183940768242,
0.003140486543998122,
-0.05633426085114479,
0.008840475231409073,
0.06169770285487175,
0.09349565953016281,
-0.014053795486688614,
0.028132865205407143,
-0.031035251915454865,
0.0638960748910904,
-0.00986532773822546,
0.000734496396034956,
0.031914301216602325,
-0.05331151932477951,
-0.025339389219880104,
0.005969926714897156,
0.03544578328728676,
-0.040141697973012924,
0.041524361819028854,
0.07825586199760437,
-0.0020082967821508646,
0.054761745035648346,
-0.0694008618593216,
-0.03104075789451599,
0.12556129693984985,
0.006011024583131075,
0.08019986003637314,
-0.026781901717185974,
-0.003569012274965644,
-0.011275414377450943,
0.0018894104287028313,
0.0072341179475188255,
0.04880857467651367,
0.05414417386054993,
-0.09740503132343292,
-0.05068587884306908,
2.9885156750901425e-33,
0.02559300884604454,
0.03322634845972061,
0.0029175165109336376,
0.05114293843507767,
-0.049245238304138184,
-0.03571350872516632,
0.0198614913970232,
-0.047309864312410355,
-0.1275378316640854,
-0.04880814626812935,
0.049757275730371475,
-0.016114957630634308,
0.03288114070892334,
0.029570000246167183,
-0.03318212926387787,
-0.05423316732048988,
0.0617680624127388,
0.04794420674443245,
0.02105121873319149,
0.022979777306318283,
0.012793902307748795,
0.1365436315536499,
-0.011263196356594563,
0.07794678956270218,
-0.042735401540994644,
0.022033901885151863,
0.06315482407808304,
0.050354909151792526,
-0.032723408192396164,
0.0008130093337967992,
0.07384857535362244,
0.08998123556375504,
-0.03250754252076149,
0.049999333918094635,
0.01756701059639454,
-0.0421980582177639,
-0.049759428948163986,
0.056251656264066696,
-0.02325107343494892,
-0.024338189512491226,
0.07784051448106766,
0.023787474259734154,
-0.027799755334854126,
-0.024205192923545837,
0.049058616161346436,
-0.09704673290252686,
-0.0338706336915493,
-0.09413276612758636,
0.06741274893283844,
-0.03447795286774635,
-0.000938260811381042,
-0.029404444620013237,
-0.05063311383128166,
0.1009804904460907,
0.11996790021657944,
0.03543223813176155,
0.0720483735203743,
-0.0024166374932974577,
0.045502036809921265,
-0.06109244376420975,
0.07610879838466644,
-0.012841370888054371,
0.06846266239881516,
-0.03493330255150795,
-0.030243882909417152,
0.0239751935005188,
-0.03264400735497475,
-0.05614815652370453,
0.027430636808276176,
0.05631857365369797,
-0.0018628428224474192,
0.08462817221879959,
0.08217556029558182,
-0.07851730287075043,
0.08262859284877777,
0.018454939126968384,
0.05811622366309166,
0.011649631895124912,
0.009290480986237526,
0.02335391938686371,
-0.06055654212832451,
-0.05246417969465256,
0.04667328670620918,
0.10534114390611649,
-0.0020020424854010344,
-0.11650504171848297,
-0.09587811678647995,
-0.02269735001027584,
-0.08875039219856262,
0.06854160875082016,
0.03883307799696922,
-0.036120377480983734,
-0.060575179755687714,
-0.03857482224702835,
-0.03480754420161247,
-4.543737129227254e-33,
0.007463972549885511,
0.026602882891893387,
0.0083310566842556,
0.07326865941286087,
0.04460231214761734,
0.06329026073217392,
-0.02158205211162567,
0.03473133221268654,
0.0061806077137589455,
-0.01802685111761093,
0.06142536178231239,
0.03884101286530495,
0.0030140636954456568,
0.01623084954917431,
-0.052244883030653,
0.003378610359504819,
0.09461714327335358,
0.047876738011837006,
0.11212728172540665,
0.007720596622675657,
-0.028453191742300987,
-0.018835103139281273,
0.04147344082593918,
-0.03205731883645058,
0.05681152269244194,
-0.022011594846844673,
-0.02681846171617508,
-0.0519968643784523,
0.03657955676317215,
0.04302682727575302,
0.03316909819841385,
0.05078403279185295,
-0.013201582245528698,
0.014279628172516823,
-0.05449867993593216,
-0.015120773576200008,
-0.003084499854594469,
0.027782490476965904,
-0.05073729529976845,
0.023806972429156303,
-0.003000713651999831,
-0.018064558506011963,
-0.03776617720723152,
-0.0304454043507576,
-0.015312851406633854,
-0.043694015592336655,
-0.07696262001991272,
0.02047097124159336,
-0.02959962747991085,
-0.10394495725631714,
-0.08362872898578644,
-0.035358525812625885,
-0.04542958363890648,
0.07352964580059052,
-0.026061391457915306,
-0.018856419250369072,
0.08713222295045853,
0.09629498422145844,
0.054067350924015045,
0.009791179560124874,
-0.05023401603102684,
-0.029289500787854195,
0.05683857947587967,
-0.0681367740035057,
-0.050201576203107834,
-0.006035969126969576,
-0.06209958344697952,
0.02789650671184063,
-0.027339909225702286,
0.01823360286653042,
0.009729241952300072,
-0.019142020493745804,
0.02394973859190941,
0.0565706342458725,
-0.026492951437830925,
-0.03459993377327919,
0.06371627002954483,
-0.08746085315942764,
0.061747871339321136,
-0.05386684834957123,
-0.07357998192310333,
0.018098654225468636,
-0.07020881772041321,
-0.047945018857717514,
0.03469138965010643,
-0.0669722706079483,
-0.021240271627902985,
0.04630117863416672,
-0.07800868153572083,
-0.054961297661066055,
-0.0064962077885866165,
0.05312482640147209,
-0.016591602936387062,
-0.10144197940826416,
0.09636770933866501,
-4.9405663560264657e-8,
0.032503947615623474,
-0.023298632353544235,
-0.024619605392217636,
0.13553284108638763,
0.024341534823179245,
0.00009362380660604686,
-0.02790372632443905,
0.04903044179081917,
-0.010322845540940762,
-0.05106651410460472,
-0.021749304607510567,
-0.03394480049610138,
0.05444464087486267,
-0.10043886303901672,
0.044375576078891754,
0.06646962463855743,
-0.0022643557749688625,
-0.03261709585785866,
-0.08023905009031296,
0.027362655848264694,
-0.05921706184744835,
0.008185792714357376,
-0.024055302143096924,
-0.14693596959114075,
-0.07507386803627014,
0.0019309252966195345,
-0.006492584012448788,
-0.03271137550473213,
0.008631122298538685,
-0.015026029199361801,
0.0028227525763213634,
-0.005708843469619751,
0.038975879549980164,
-0.06312881410121918,
-0.07731277495622635,
-0.06029461696743965,
-0.0793391540646553,
0.0013047665124759078,
0.008596248924732208,
-0.08291195333003998,
0.0002033357450272888,
0.0654171034693718,
-0.012201083824038506,
0.06354150921106339,
0.001737782615236938,
0.06475668400526047,
0.007794811390340328,
-0.04983434081077576,
-0.02035464346408844,
0.023627731949090958,
-0.013132660649716854,
0.022989055141806602,
0.04432138800621033,
-0.05856195092201233,
-0.03934704512357712,
0.038685813546180725,
-0.016866452991962433,
0.07207316905260086,
0.020861763507127762,
0.04336945340037346,
0.03808705881237984,
-0.0403636135160923,
-0.0229298435151577,
0.005228367634117603
] |
1401.5505
|
J\"org G\"otte
|
J\"org B. G\"otte, Wolfgang L\"offler, Mark R. Dennis
|
Eigenpolarizations for Giant Transverse Optical Beam Shifts
|
5 pages, 3 figures (accepted for publication in Physical Review
Letters)
|
Physical Review Letters 112, 233901 (2014)
|
10.1103/PhysRevLett.112.233901
| null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We show how careful control of the incident polarization of a light beam
close to the Brewster angle gives a giant transverse spatial shift on
reflection. This resolves the long-standing puzzle of why such beam shifts
transverse to the incident plane [Imbert-Fedorov (IF) shifts] tend to be an
order of magnitude smaller than the related Goos-H\"anchen (GH) shifts in the
longitudinal direction, which are largest close to critical incidence. We
demonstrate that with the proper initial polarization the transverse
displacements can be equally large, which we confirm experimentally near
Brewster incidence. In contrast to the established understanding these
polarizations are elliptical and angle-dependent. We explain the magnitude of
the IF shift by an analogous change of the symmetry properties for the
reflection operators as compared to the GH shift.
|
[
{
"created": "Tue, 21 Jan 2014 22:10:41 GMT",
"version": "v1"
},
{
"created": "Sat, 31 May 2014 05:30:19 GMT",
"version": "v2"
}
] |
2014-06-12
|
[
[
"Götte",
"Jörg B.",
""
],
[
"Löffler",
"Wolfgang",
""
],
[
"Dennis",
"Mark R.",
""
]
] |
[
-0.04146185144782066,
-0.045252177864313126,
0.08192682266235352,
-0.03615177050232887,
-0.0057609425857663155,
-0.028012946248054504,
0.0034462339244782925,
-0.054909929633140564,
0.0037433120887726545,
0.03508821502327919,
0.03327477350831032,
0.05943489819765091,
-0.16014598309993744,
-0.0065163723193109035,
-0.02607930265367031,
0.005936889443546534,
0.01591094583272934,
-0.030519794672727585,
0.03016483597457409,
0.05030321702361107,
-0.006299959030002356,
-0.06545703858137131,
-0.039365027099847794,
0.027093393728137016,
-0.022859791293740273,
-0.015655409544706345,
0.0531248040497303,
0.019244428724050522,
0.03037554956972599,
-0.059333667159080505,
-0.0608941949903965,
0.09080005437135696,
-0.05894007161259651,
0.024109046906232834,
-0.06918801367282867,
-0.07656478881835938,
0.053689297288656235,
0.010939184576272964,
0.00806282926350832,
-0.03282861411571503,
0.0043731494806706905,
0.01567750796675682,
-0.045782238245010376,
-0.0740666314959526,
-0.04300231114029884,
-0.018972186371684074,
0.10833916068077087,
0.032725200057029724,
0.020825382322072983,
-0.08804144710302353,
-0.03968337923288345,
0.020595235750079155,
-0.0357736200094223,
-0.04436434805393219,
-0.04638954624533653,
0.052669085562229156,
0.1149129793047905,
-0.009739023633301258,
0.02564588002860546,
-0.005117518361657858,
0.012994147837162018,
0.012190541252493858,
-0.05397622287273407,
-0.018034465610980988,
-0.019653767347335815,
-0.012935308739542961,
0.009683730080723763,
-0.0424310639500618,
-0.04484410583972931,
0.057498931884765625,
-0.04111528396606445,
-0.0033881899435073137,
-0.056811556220054626,
-0.0183816310018301,
0.03990716487169266,
0.02913878858089447,
0.043791234493255615,
0.016645092517137527,
-0.01354837603867054,
-0.013027401641011238,
0.00815573986619711,
-0.025765687227249146,
0.004127851687371731,
0.06587716192007065,
0.013956408947706223,
-0.046569276601076126,
-0.07091198861598969,
0.047881659120321274,
0.026627792045474052,
0.03653718903660774,
0.029614802449941635,
-0.08202716708183289,
-0.08421683311462402,
-0.014924786053597927,
0.014879954978823662,
-0.05699700117111206,
0.029423419386148453,
-0.03664787486195564,
0.058729082345962524,
0.038093093782663345,
0.07363202422857285,
-0.03605012968182564,
-0.02318180911242962,
0.04818125069141388,
-0.031252987682819366,
0.011693272739648819,
0.001419754815287888,
0.04029187932610512,
-0.018707016482949257,
-0.031729452311992645,
0.08022069931030273,
0.032605573534965515,
-0.020480290055274963,
-0.009139090776443481,
-0.11116750538349152,
-0.09035132080316544,
-0.05431868135929108,
0.06110749393701553,
0.04225078225135803,
0.03927335515618324,
-0.006262554321438074,
0.0664374977350235,
-0.055917784571647644,
0.16994237899780273,
-0.024341698735952377,
0.03512734919786453,
-0.016415519639849663,
-3.987705250578776e-34,
0.10953883081674576,
0.1396830976009369,
-0.03441749885678291,
-0.03382169082760811,
-0.034241847693920135,
-0.03730219975113869,
0.025949329137802124,
0.029597904533147812,
-0.02963716723024845,
-0.06581587344408035,
0.021168099716305733,
0.064908966422081,
0.026212047785520554,
-0.053898826241493225,
0.006754533387720585,
0.023736275732517242,
0.06411755084991455,
0.06162925809621811,
-0.04804731532931328,
0.025160688906908035,
-0.020246177911758423,
0.06474392116069794,
-0.08599277585744858,
-0.05077304691076279,
-0.010676342993974686,
0.003356154076755047,
-0.08801812678575516,
-0.04002752527594566,
-0.09772773087024689,
0.013207430019974709,
0.0013492075959220529,
0.0874091163277626,
0.02499540150165558,
0.06324682384729385,
0.02962704747915268,
-0.013134296052157879,
-0.011569585651159286,
-0.08196988701820374,
-0.007478496991097927,
-0.06309238821268082,
-0.02202661707997322,
0.03719065710902214,
0.048586614429950714,
0.03699106350541115,
0.032232616096735,
-0.052689775824546814,
-0.023183908313512802,
0.053114935755729675,
0.019684577360749245,
0.028492694720625877,
0.017805853858590126,
-0.01510300301015377,
-0.04164523258805275,
0.019975729286670685,
-0.007277918979525566,
-0.0005843194667249918,
0.033985983580350876,
0.001235502422787249,
0.029156628996133804,
-0.06599541753530502,
0.02879432775080204,
-0.01576784998178482,
0.04866623878479004,
-0.0036565617192536592,
-0.001625798991881311,
-0.04230574518442154,
-0.0795532688498497,
-0.00918749999254942,
-0.047741394490003586,
0.10908374190330505,
-0.04220949485898018,
0.027373040094971657,
0.0405440554022789,
0.023029612377285957,
0.032036639750003815,
-0.007295244839042425,
-0.07167669385671616,
-0.012475957162678242,
0.027360133826732635,
-0.008877932094037533,
-0.11361172050237656,
0.038745079189538956,
0.005063588265329599,
-0.10449449717998505,
-0.0999584048986435,
0.08220282942056656,
0.024287911131978035,
-0.012708613649010658,
-0.054942112416028976,
-0.04824741184711456,
-0.0018226478714495897,
0.01820554956793785,
-0.052943915128707886,
0.03234123811125755,
0.005502123385667801,
-4.322452521736866e-33,
-0.027213310822844505,
-0.06186183914542198,
-0.09845918416976929,
-0.05369635298848152,
-0.10117167979478836,
-0.011366459541022778,
0.0863838791847229,
0.09094414114952087,
-0.08513805270195007,
-0.028402728959918022,
0.01756066083908081,
0.039587654173374176,
-0.09824001789093018,
-0.008805463090538979,
-0.11407013237476349,
-0.027692152187228203,
0.09934819489717484,
0.0145949088037014,
-0.00661983247846365,
-0.05567372590303421,
0.06299693137407303,
0.029300924390554428,
0.08153591305017471,
0.05908455699682236,
0.02489437349140644,
-0.0303715281188488,
0.08652639389038086,
0.03280339017510414,
-0.06926121562719345,
0.023461725562810898,
0.003764770459383726,
0.01107640191912651,
0.0348936952650547,
0.0017185156466439366,
0.01112823560833931,
0.09849148243665695,
-0.05886141210794449,
-0.040607158094644547,
-0.02785387448966503,
0.05605366453528404,
-0.004216013941913843,
0.03872840479016304,
0.09293179214000702,
0.015967627987265587,
-0.023046454414725304,
-0.0200507789850235,
-0.011212091892957687,
0.10629275441169739,
-0.034359827637672424,
-0.05145004391670227,
-0.05241645127534866,
-0.023810546845197678,
0.08002155274152756,
0.043174948543310165,
-0.03613227605819702,
0.02186453342437744,
0.018896421417593956,
-0.033370427787303925,
0.016506128013134003,
0.06427973508834839,
-0.049917928874492645,
0.042957667261362076,
-0.0039863549172878265,
-0.041841261088848114,
0.027705097571015358,
0.009525666013360023,
0.0040328181348741055,
-0.11599273234605789,
0.09179425984621048,
0.00222989940084517,
0.03370658680796623,
0.015076318755745888,
-0.011241027154028416,
-0.04605014622211456,
0.005565153434872627,
-0.025427961722016335,
0.11789636313915253,
-0.05837596580386162,
-0.10813167691230774,
-0.01366590615361929,
-0.00608437042683363,
-0.03962026908993721,
0.04170765355229378,
0.059764564037323,
-0.04987550899386406,
-0.019181491807103157,
-0.06678415089845657,
-0.013890585862100124,
-0.014004486612975597,
0.014579261653125286,
0.06272710114717484,
0.0355563685297966,
0.05458628013730049,
-0.18149138987064362,
0.03982434421777725,
-5.2375700221318766e-8,
0.04378695785999298,
0.017573511227965355,
-0.03285612165927887,
0.05508505180478096,
0.013697713613510132,
-0.040878355503082275,
0.038863327354192734,
-0.022891568019986153,
-0.0487397238612175,
-0.08236236125230789,
-0.05349719151854515,
-0.03155054897069931,
0.02824585512280464,
0.014113153330981731,
0.06487986445426941,
0.0019811983220279217,
-0.025383159518241882,
-0.08309013396501541,
-0.0372445285320282,
0.06946241855621338,
-0.09623289853334427,
-0.05970636010169983,
0.028834717348217964,
0.007962320931255817,
-0.06664913892745972,
0.059606101363897324,
-0.027172286063432693,
-0.07300471514463425,
0.0507674515247345,
0.0827522724866867,
-0.000522542861290276,
0.0032963547855615616,
0.026258088648319244,
0.12042643129825592,
-0.004940439015626907,
0.06260089576244354,
-0.04401432350277901,
-0.020497091114521027,
-0.00827937014400959,
-0.017505532130599022,
-0.010219205170869827,
0.035644881427288055,
0.003312162822112441,
0.038559917360544205,
0.06701910495758057,
0.0748198926448822,
0.009706911630928516,
0.026197195053100586,
-0.0007298262207768857,
0.00841804314404726,
0.028176521882414818,
0.04469568282365799,
-0.0509144589304924,
0.03995776176452637,
-0.020609736442565918,
-0.02666746824979782,
0.03731166943907738,
-0.06197420880198479,
0.030394433066248894,
-0.021423904225230217,
0.12093839049339294,
0.04094769060611725,
-0.07245872914791107,
0.005654466804116964
] | null | null | null | null | null | null | null |
[
-0.04146185144782066,
-0.045252177864313126,
0.08192682266235352,
-0.03615177050232887,
-0.0057609425857663155,
-0.028012946248054504,
0.0034462339244782925,
-0.054909929633140564,
0.0037433120887726545,
0.03508821502327919,
0.03327477350831032,
0.05943489819765091,
-0.16014598309993744,
-0.0065163723193109035,
-0.02607930265367031,
0.005936889443546534,
0.01591094583272934,
-0.030519794672727585,
0.03016483597457409,
0.05030321702361107,
-0.006299959030002356,
-0.06545703858137131,
-0.039365027099847794,
0.027093393728137016,
-0.022859791293740273,
-0.015655409544706345,
0.0531248040497303,
0.019244428724050522,
0.03037554956972599,
-0.059333667159080505,
-0.0608941949903965,
0.09080005437135696,
-0.05894007161259651,
0.024109046906232834,
-0.06918801367282867,
-0.07656478881835938,
0.053689297288656235,
0.010939184576272964,
0.00806282926350832,
-0.03282861411571503,
0.0043731494806706905,
0.01567750796675682,
-0.045782238245010376,
-0.0740666314959526,
-0.04300231114029884,
-0.018972186371684074,
0.10833916068077087,
0.032725200057029724,
0.020825382322072983,
-0.08804144710302353,
-0.03968337923288345,
0.020595235750079155,
-0.0357736200094223,
-0.04436434805393219,
-0.04638954624533653,
0.052669085562229156,
0.1149129793047905,
-0.009739023633301258,
0.02564588002860546,
-0.005117518361657858,
0.012994147837162018,
0.012190541252493858,
-0.05397622287273407,
-0.018034465610980988,
-0.019653767347335815,
-0.012935308739542961,
0.009683730080723763,
-0.0424310639500618,
-0.04484410583972931,
0.057498931884765625,
-0.04111528396606445,
-0.0033881899435073137,
-0.056811556220054626,
-0.0183816310018301,
0.03990716487169266,
0.02913878858089447,
0.043791234493255615,
0.016645092517137527,
-0.01354837603867054,
-0.013027401641011238,
0.00815573986619711,
-0.025765687227249146,
0.004127851687371731,
0.06587716192007065,
0.013956408947706223,
-0.046569276601076126,
-0.07091198861598969,
0.047881659120321274,
0.026627792045474052,
0.03653718903660774,
0.029614802449941635,
-0.08202716708183289,
-0.08421683311462402,
-0.014924786053597927,
0.014879954978823662,
-0.05699700117111206,
0.029423419386148453,
-0.03664787486195564,
0.058729082345962524,
0.038093093782663345,
0.07363202422857285,
-0.03605012968182564,
-0.02318180911242962,
0.04818125069141388,
-0.031252987682819366,
0.011693272739648819,
0.001419754815287888,
0.04029187932610512,
-0.018707016482949257,
-0.031729452311992645,
0.08022069931030273,
0.032605573534965515,
-0.020480290055274963,
-0.009139090776443481,
-0.11116750538349152,
-0.09035132080316544,
-0.05431868135929108,
0.06110749393701553,
0.04225078225135803,
0.03927335515618324,
-0.006262554321438074,
0.0664374977350235,
-0.055917784571647644,
0.16994237899780273,
-0.024341698735952377,
0.03512734919786453,
-0.016415519639849663,
-3.987705250578776e-34,
0.10953883081674576,
0.1396830976009369,
-0.03441749885678291,
-0.03382169082760811,
-0.034241847693920135,
-0.03730219975113869,
0.025949329137802124,
0.029597904533147812,
-0.02963716723024845,
-0.06581587344408035,
0.021168099716305733,
0.064908966422081,
0.026212047785520554,
-0.053898826241493225,
0.006754533387720585,
0.023736275732517242,
0.06411755084991455,
0.06162925809621811,
-0.04804731532931328,
0.025160688906908035,
-0.020246177911758423,
0.06474392116069794,
-0.08599277585744858,
-0.05077304691076279,
-0.010676342993974686,
0.003356154076755047,
-0.08801812678575516,
-0.04002752527594566,
-0.09772773087024689,
0.013207430019974709,
0.0013492075959220529,
0.0874091163277626,
0.02499540150165558,
0.06324682384729385,
0.02962704747915268,
-0.013134296052157879,
-0.011569585651159286,
-0.08196988701820374,
-0.007478496991097927,
-0.06309238821268082,
-0.02202661707997322,
0.03719065710902214,
0.048586614429950714,
0.03699106350541115,
0.032232616096735,
-0.052689775824546814,
-0.023183908313512802,
0.053114935755729675,
0.019684577360749245,
0.028492694720625877,
0.017805853858590126,
-0.01510300301015377,
-0.04164523258805275,
0.019975729286670685,
-0.007277918979525566,
-0.0005843194667249918,
0.033985983580350876,
0.001235502422787249,
0.029156628996133804,
-0.06599541753530502,
0.02879432775080204,
-0.01576784998178482,
0.04866623878479004,
-0.0036565617192536592,
-0.001625798991881311,
-0.04230574518442154,
-0.0795532688498497,
-0.00918749999254942,
-0.047741394490003586,
0.10908374190330505,
-0.04220949485898018,
0.027373040094971657,
0.0405440554022789,
0.023029612377285957,
0.032036639750003815,
-0.007295244839042425,
-0.07167669385671616,
-0.012475957162678242,
0.027360133826732635,
-0.008877932094037533,
-0.11361172050237656,
0.038745079189538956,
0.005063588265329599,
-0.10449449717998505,
-0.0999584048986435,
0.08220282942056656,
0.024287911131978035,
-0.012708613649010658,
-0.054942112416028976,
-0.04824741184711456,
-0.0018226478714495897,
0.01820554956793785,
-0.052943915128707886,
0.03234123811125755,
0.005502123385667801,
-4.322452521736866e-33,
-0.027213310822844505,
-0.06186183914542198,
-0.09845918416976929,
-0.05369635298848152,
-0.10117167979478836,
-0.011366459541022778,
0.0863838791847229,
0.09094414114952087,
-0.08513805270195007,
-0.028402728959918022,
0.01756066083908081,
0.039587654173374176,
-0.09824001789093018,
-0.008805463090538979,
-0.11407013237476349,
-0.027692152187228203,
0.09934819489717484,
0.0145949088037014,
-0.00661983247846365,
-0.05567372590303421,
0.06299693137407303,
0.029300924390554428,
0.08153591305017471,
0.05908455699682236,
0.02489437349140644,
-0.0303715281188488,
0.08652639389038086,
0.03280339017510414,
-0.06926121562719345,
0.023461725562810898,
0.003764770459383726,
0.01107640191912651,
0.0348936952650547,
0.0017185156466439366,
0.01112823560833931,
0.09849148243665695,
-0.05886141210794449,
-0.040607158094644547,
-0.02785387448966503,
0.05605366453528404,
-0.004216013941913843,
0.03872840479016304,
0.09293179214000702,
0.015967627987265587,
-0.023046454414725304,
-0.0200507789850235,
-0.011212091892957687,
0.10629275441169739,
-0.034359827637672424,
-0.05145004391670227,
-0.05241645127534866,
-0.023810546845197678,
0.08002155274152756,
0.043174948543310165,
-0.03613227605819702,
0.02186453342437744,
0.018896421417593956,
-0.033370427787303925,
0.016506128013134003,
0.06427973508834839,
-0.049917928874492645,
0.042957667261362076,
-0.0039863549172878265,
-0.041841261088848114,
0.027705097571015358,
0.009525666013360023,
0.0040328181348741055,
-0.11599273234605789,
0.09179425984621048,
0.00222989940084517,
0.03370658680796623,
0.015076318755745888,
-0.011241027154028416,
-0.04605014622211456,
0.005565153434872627,
-0.025427961722016335,
0.11789636313915253,
-0.05837596580386162,
-0.10813167691230774,
-0.01366590615361929,
-0.00608437042683363,
-0.03962026908993721,
0.04170765355229378,
0.059764564037323,
-0.04987550899386406,
-0.019181491807103157,
-0.06678415089845657,
-0.013890585862100124,
-0.014004486612975597,
0.014579261653125286,
0.06272710114717484,
0.0355563685297966,
0.05458628013730049,
-0.18149138987064362,
0.03982434421777725,
-5.2375700221318766e-8,
0.04378695785999298,
0.017573511227965355,
-0.03285612165927887,
0.05508505180478096,
0.013697713613510132,
-0.040878355503082275,
0.038863327354192734,
-0.022891568019986153,
-0.0487397238612175,
-0.08236236125230789,
-0.05349719151854515,
-0.03155054897069931,
0.02824585512280464,
0.014113153330981731,
0.06487986445426941,
0.0019811983220279217,
-0.025383159518241882,
-0.08309013396501541,
-0.0372445285320282,
0.06946241855621338,
-0.09623289853334427,
-0.05970636010169983,
0.028834717348217964,
0.007962320931255817,
-0.06664913892745972,
0.059606101363897324,
-0.027172286063432693,
-0.07300471514463425,
0.0507674515247345,
0.0827522724866867,
-0.000522542861290276,
0.0032963547855615616,
0.026258088648319244,
0.12042643129825592,
-0.004940439015626907,
0.06260089576244354,
-0.04401432350277901,
-0.020497091114521027,
-0.00827937014400959,
-0.017505532130599022,
-0.010219205170869827,
0.035644881427288055,
0.003312162822112441,
0.038559917360544205,
0.06701910495758057,
0.0748198926448822,
0.009706911630928516,
0.026197195053100586,
-0.0007298262207768857,
0.00841804314404726,
0.028176521882414818,
0.04469568282365799,
-0.0509144589304924,
0.03995776176452637,
-0.020609736442565918,
-0.02666746824979782,
0.03731166943907738,
-0.06197420880198479,
0.030394433066248894,
-0.021423904225230217,
0.12093839049339294,
0.04094769060611725,
-0.07245872914791107,
0.005654466804116964
] |
1401.5509
|
Boulaalam Abdelhak
|
Abdelhak Boulaalam, El Habib Nfaoui, Omar El Beqqali
|
Intelligent Product: Mobile Agent Architecture Integrating the End of
Life Cycle (EOL) For minimizing the lunch phase PLM
|
8 pages, 11 figures, The Proceeding of International Conference on
Soft Computing and Software Engineering 2013
|
International Journal of Soft Computing and Software Engineering
[JSCSE], Vol. 3, No. 3, pp. 107-114, 2013, Doi: 10.7321/jscse.v3.n3.18
|
10.7321/jscse.v3.n3.18
| null |
cs.OH
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
To improve the increasingly demands products that are customized, all
business activities performed along the product life cycle must be coordinated
and efficiently managed along the extended enterprise. For this, enterprise had
wanted to retain control over the whole product lifecycle especially when the
product is in use/recycling (End Of Life phase). Although there have been many
previous research works about product lifecycle management in the beginning of
life (BOL) and middle of life (MOL) phases, few addressed the end of life (EOL)
phase, in particular, when the product is at the customers. In this paper,
based on product embedded device identification (PEID) and mobile agent
technologies, and with the advent of the development of the "intelligent
products", we will try to improve innovation: (a) by minimize the lunch phase,
(b) and the involvement of the customer in product lifecycle.
|
[
{
"created": "Tue, 21 Jan 2014 22:35:36 GMT",
"version": "v1"
}
] |
2014-01-23
|
[
[
"Boulaalam",
"Abdelhak",
""
],
[
"Nfaoui",
"El Habib",
""
],
[
"Beqqali",
"Omar El",
""
]
] |
[
-0.08543965220451355,
0.019543275237083435,
0.01284646987915039,
-0.07693477720022202,
0.0729978010058403,
-0.018243122845888138,
0.06836523115634918,
0.024877259507775307,
0.004557862877845764,
-0.0578099824488163,
0.08152847737073898,
0.07281170040369034,
0.0955754891037941,
0.006194271147251129,
0.03605247288942337,
0.023814836516976357,
-0.0024004613514989614,
-0.08172162622213364,
-0.03666507080197334,
0.01856973208487034,
0.05283728241920471,
0.033420030027627945,
0.016807813197374344,
-0.002074915450066328,
-0.12473611533641815,
0.016823692247271538,
0.0330665223300457,
-0.036303404718637466,
0.018562350422143936,
-0.019950222223997116,
0.11334831267595291,
0.11835412681102753,
0.013597957789897919,
-0.02664872631430626,
0.036244023591279984,
0.014475745148956776,
0.02547830529510975,
0.027563663199543953,
-0.034777794033288956,
-0.05195361375808716,
0.0039609745144844055,
-0.09708981961011887,
-0.13545185327529907,
0.06133592501282692,
0.020739315077662468,
0.002810687990859151,
-0.033741794526576996,
-0.0011026739375665784,
-0.012865448370575905,
0.017693649977445602,
-0.05865478515625,
-0.05024680122733116,
-0.03524789214134216,
-0.01756054162979126,
-0.029289212077856064,
0.012323598377406597,
0.0377986766397953,
0.02812804840505123,
0.06711185723543167,
0.09034780412912369,
0.04803691431879997,
-0.040898051112890244,
0.09022527933120728,
-0.011231904849410057,
-0.013434438966214657,
0.008788508363068104,
-0.0080744419246912,
-0.061568811535835266,
-0.06465005874633789,
-0.03416551649570465,
-0.005859764758497477,
-0.017682908102869987,
-0.017831845209002495,
-0.0023814463056623936,
-0.03442172333598137,
0.06121040880680084,
0.04202328249812126,
-0.0018730765441432595,
-0.005830786190927029,
-0.03879789635539055,
-0.07374878972768784,
0.0006785225123167038,
-0.04933655261993408,
0.025623327121138573,
-0.028873451054096222,
0.009137107990682125,
-0.03661196306347847,
0.04995064437389374,
-0.02449154108762741,
-0.010369730181992054,
-0.0623885840177536,
0.037042345851659775,
-0.02106858789920807,
-0.0734240859746933,
0.008227602578699589,
0.011752383783459663,
-0.005930014420300722,
-0.05632372945547104,
-0.01725754328072071,
0.057641174644231796,
-0.07269410789012909,
-0.005163433030247688,
-0.006411145906895399,
0.03159729391336441,
-0.03391541168093681,
-0.06863319873809814,
-0.04005451127886772,
-0.010500708594918251,
0.06180136278271675,
0.013799848966300488,
-0.05002722144126892,
-0.07060675323009491,
0.041980400681495667,
-0.01340347807854414,
-0.005327761638909578,
-0.03539218008518219,
-0.03897023946046829,
0.13273601233959198,
0.07183293998241425,
-0.03977220505475998,
0.05853445082902908,
0.02036248706281185,
0.0605955496430397,
-0.06031660735607147,
-0.0027969854418188334,
0.08230023086071014,
0.08008784055709839,
8.3766186617077e-34,
-0.04544416442513466,
-0.06306491047143936,
-0.03536514192819595,
0.06135657802224159,
-0.07189829647541046,
-0.059473197907209396,
0.026731321588158607,
0.028588181361556053,
0.022837825119495392,
-0.030972100794315338,
0.03316379338502884,
0.029292825609445572,
-0.060706913471221924,
0.026832662522792816,
0.06662958860397339,
-0.04605913534760475,
-0.08627773821353912,
0.026760678738355637,
0.09786038100719452,
-0.09146818518638611,
-0.06502306461334229,
-0.061510443687438965,
0.03725264221429825,
0.024638239294290543,
0.0673333927989006,
0.041403550654649734,
0.0012813289649784565,
-0.012726265005767345,
0.04401687532663345,
-0.0031738411635160446,
0.07296393066644669,
0.04728600010275841,
0.0023597630206495523,
-0.012861073017120361,
-0.09434925019741058,
0.0006657422636635602,
-0.07927803695201874,
-0.03410312160849571,
0.008816060610115528,
0.03100043162703514,
-0.01950628124177456,
-0.0006357453530654311,
0.006767777726054192,
0.02139868773519993,
-0.06259571015834808,
-0.046752072870731354,
0.022156009450554848,
0.00119071826338768,
0.013961038552224636,
-0.04815673828125,
-0.029411302879452705,
-0.0379529632627964,
0.0717436745762825,
-0.08566839247941971,
-0.029301607981324196,
-0.032869499176740646,
-0.058479033410549164,
-0.031146066263318062,
0.04034911096096039,
-0.009443286806344986,
-0.0662102922797203,
0.04041411355137825,
0.014359476044774055,
0.05339447781443596,
-0.016996433958411217,
0.0005422070971690118,
0.061067111790180206,
-0.05683048814535141,
-0.00803481973707676,
0.07363232225179672,
0.08113986998796463,
-0.02415228821337223,
0.03676110506057739,
-0.02319866418838501,
-0.004590396303683519,
-0.019576851278543472,
0.044339124113321304,
-0.0456305630505085,
-0.055128905922174454,
-0.021946096792817116,
0.023270878940820694,
0.0018645644886419177,
-0.009734305553138256,
-0.008863348513841629,
0.05135224014520645,
-0.052662432193756104,
-0.029863199219107628,
-0.08473622053861618,
-0.0679243952035904,
0.07625246047973633,
-0.07070956379175186,
0.07222849875688553,
0.009386439807713032,
0.11978820711374283,
0.01793339103460312,
-2.487646348412397e-33,
-0.00515742925927043,
-0.08052899688482285,
-0.004742650780826807,
0.0021740489173680544,
0.03294824808835983,
-0.08648937940597534,
-0.08213821053504944,
0.02452954836189747,
-0.09007108956575394,
0.051310427486896515,
0.011917615309357643,
-0.036356985569000244,
0.00322074256837368,
-0.03269149363040924,
-0.006633133627474308,
0.04711570218205452,
0.02147461101412773,
-0.05976695194840431,
0.0758260041475296,
-0.018692433834075928,
0.003034137189388275,
0.055112674832344055,
-0.04905927926301956,
-0.02435271628201008,
0.025139423087239265,
0.02681603841483593,
-0.003998421132564545,
0.08032099157571793,
0.036646030843257904,
-0.096572645008564,
0.010977319441735744,
-0.08014814555644989,
0.04778913035988808,
0.06270916759967804,
0.07499658316373825,
0.01907593384385109,
0.018267031759023666,
-0.046736299991607666,
0.03141823783516884,
-0.05162261798977852,
0.033310163766145706,
-0.016278525814414024,
-0.10804196447134018,
0.004508896265178919,
0.001439317362383008,
-0.10976064950227737,
0.03000650927424431,
0.02892470173537731,
0.06440338492393494,
-0.0179559625685215,
0.00652347132563591,
0.06942541897296906,
-0.00978572852909565,
-0.09776130318641663,
-0.062187470495700836,
0.041120029985904694,
0.09527604281902313,
-0.0007957736379466951,
0.008063055574893951,
-0.03462584316730499,
0.11348216235637665,
-0.015283082611858845,
0.06261678785085678,
0.014080295339226723,
-0.046944279223680496,
0.003032380947843194,
0.10680221766233444,
0.07224183529615402,
-0.0646917000412941,
-0.06501121073961258,
0.03258775919675827,
0.04985116794705391,
-0.06045759841799736,
-0.05191539600491524,
0.012541202828288078,
-0.01210770383477211,
-0.06698624044656754,
-0.0673191025853157,
0.007608507294207811,
-0.08346240967512131,
-0.07144629210233688,
0.05673209950327873,
-0.02557387389242649,
0.02484678290784359,
-0.03560905158519745,
-0.0332055501639843,
-0.04647892713546753,
0.058214738965034485,
0.04931594058871269,
0.003361748531460762,
-0.06712507456541061,
0.05211365222930908,
-0.1074109598994255,
0.13419537246227264,
-0.016978923231363297,
-4.935072084322201e-8,
0.022178424522280693,
0.019302792847156525,
0.12109223008155823,
-0.06648435443639755,
0.042260199785232544,
-0.0698515996336937,
0.036794379353523254,
-0.045690927654504776,
0.07583966106176376,
-0.048812273889780045,
0.02755717933177948,
-0.05821647122502327,
-0.04529402032494545,
0.08223852515220642,
0.07571618258953094,
0.02820741757750511,
-0.008133749477565289,
-0.006576439831405878,
-0.010866448283195496,
0.026977747678756714,
0.008276471868157387,
0.023328347131609917,
0.09039075672626495,
-0.019226497039198875,
-0.009841285645961761,
-0.07774940133094788,
0.0238934475928545,
0.025313975289463997,
0.02728569321334362,
0.034476205706596375,
-0.0500636026263237,
-0.002378546865656972,
0.0674012079834938,
0.04678928852081299,
0.04773422330617905,
-0.0036199125461280346,
0.02469046041369438,
0.0017118556424975395,
-0.06508298218250275,
0.06983597576618195,
0.005662392824888229,
-0.06813760101795197,
-0.06962982565164566,
0.000565093825571239,
0.030389994382858276,
-0.022410135716199875,
-0.08792744576931,
-0.08952543884515762,
-0.03374314680695534,
0.0855044350028038,
-0.010081536136567593,
-0.04155980795621872,
0.011940007098019123,
0.015460355207324028,
0.02181265503168106,
-0.0034010829403996468,
0.09798014909029007,
-0.0343262180685997,
0.09364797174930573,
0.05624345690011978,
-0.008194075897336006,
0.03725298121571541,
0.09552773833274841,
0.03213556110858917
] | null | null | null | null | null | null | null |
[
-0.08543965220451355,
0.019543275237083435,
0.01284646987915039,
-0.07693477720022202,
0.0729978010058403,
-0.018243122845888138,
0.06836523115634918,
0.024877259507775307,
0.004557862877845764,
-0.0578099824488163,
0.08152847737073898,
0.07281170040369034,
0.0955754891037941,
0.006194271147251129,
0.03605247288942337,
0.023814836516976357,
-0.0024004613514989614,
-0.08172162622213364,
-0.03666507080197334,
0.01856973208487034,
0.05283728241920471,
0.033420030027627945,
0.016807813197374344,
-0.002074915450066328,
-0.12473611533641815,
0.016823692247271538,
0.0330665223300457,
-0.036303404718637466,
0.018562350422143936,
-0.019950222223997116,
0.11334831267595291,
0.11835412681102753,
0.013597957789897919,
-0.02664872631430626,
0.036244023591279984,
0.014475745148956776,
0.02547830529510975,
0.027563663199543953,
-0.034777794033288956,
-0.05195361375808716,
0.0039609745144844055,
-0.09708981961011887,
-0.13545185327529907,
0.06133592501282692,
0.020739315077662468,
0.002810687990859151,
-0.033741794526576996,
-0.0011026739375665784,
-0.012865448370575905,
0.017693649977445602,
-0.05865478515625,
-0.05024680122733116,
-0.03524789214134216,
-0.01756054162979126,
-0.029289212077856064,
0.012323598377406597,
0.0377986766397953,
0.02812804840505123,
0.06711185723543167,
0.09034780412912369,
0.04803691431879997,
-0.040898051112890244,
0.09022527933120728,
-0.011231904849410057,
-0.013434438966214657,
0.008788508363068104,
-0.0080744419246912,
-0.061568811535835266,
-0.06465005874633789,
-0.03416551649570465,
-0.005859764758497477,
-0.017682908102869987,
-0.017831845209002495,
-0.0023814463056623936,
-0.03442172333598137,
0.06121040880680084,
0.04202328249812126,
-0.0018730765441432595,
-0.005830786190927029,
-0.03879789635539055,
-0.07374878972768784,
0.0006785225123167038,
-0.04933655261993408,
0.025623327121138573,
-0.028873451054096222,
0.009137107990682125,
-0.03661196306347847,
0.04995064437389374,
-0.02449154108762741,
-0.010369730181992054,
-0.0623885840177536,
0.037042345851659775,
-0.02106858789920807,
-0.0734240859746933,
0.008227602578699589,
0.011752383783459663,
-0.005930014420300722,
-0.05632372945547104,
-0.01725754328072071,
0.057641174644231796,
-0.07269410789012909,
-0.005163433030247688,
-0.006411145906895399,
0.03159729391336441,
-0.03391541168093681,
-0.06863319873809814,
-0.04005451127886772,
-0.010500708594918251,
0.06180136278271675,
0.013799848966300488,
-0.05002722144126892,
-0.07060675323009491,
0.041980400681495667,
-0.01340347807854414,
-0.005327761638909578,
-0.03539218008518219,
-0.03897023946046829,
0.13273601233959198,
0.07183293998241425,
-0.03977220505475998,
0.05853445082902908,
0.02036248706281185,
0.0605955496430397,
-0.06031660735607147,
-0.0027969854418188334,
0.08230023086071014,
0.08008784055709839,
8.3766186617077e-34,
-0.04544416442513466,
-0.06306491047143936,
-0.03536514192819595,
0.06135657802224159,
-0.07189829647541046,
-0.059473197907209396,
0.026731321588158607,
0.028588181361556053,
0.022837825119495392,
-0.030972100794315338,
0.03316379338502884,
0.029292825609445572,
-0.060706913471221924,
0.026832662522792816,
0.06662958860397339,
-0.04605913534760475,
-0.08627773821353912,
0.026760678738355637,
0.09786038100719452,
-0.09146818518638611,
-0.06502306461334229,
-0.061510443687438965,
0.03725264221429825,
0.024638239294290543,
0.0673333927989006,
0.041403550654649734,
0.0012813289649784565,
-0.012726265005767345,
0.04401687532663345,
-0.0031738411635160446,
0.07296393066644669,
0.04728600010275841,
0.0023597630206495523,
-0.012861073017120361,
-0.09434925019741058,
0.0006657422636635602,
-0.07927803695201874,
-0.03410312160849571,
0.008816060610115528,
0.03100043162703514,
-0.01950628124177456,
-0.0006357453530654311,
0.006767777726054192,
0.02139868773519993,
-0.06259571015834808,
-0.046752072870731354,
0.022156009450554848,
0.00119071826338768,
0.013961038552224636,
-0.04815673828125,
-0.029411302879452705,
-0.0379529632627964,
0.0717436745762825,
-0.08566839247941971,
-0.029301607981324196,
-0.032869499176740646,
-0.058479033410549164,
-0.031146066263318062,
0.04034911096096039,
-0.009443286806344986,
-0.0662102922797203,
0.04041411355137825,
0.014359476044774055,
0.05339447781443596,
-0.016996433958411217,
0.0005422070971690118,
0.061067111790180206,
-0.05683048814535141,
-0.00803481973707676,
0.07363232225179672,
0.08113986998796463,
-0.02415228821337223,
0.03676110506057739,
-0.02319866418838501,
-0.004590396303683519,
-0.019576851278543472,
0.044339124113321304,
-0.0456305630505085,
-0.055128905922174454,
-0.021946096792817116,
0.023270878940820694,
0.0018645644886419177,
-0.009734305553138256,
-0.008863348513841629,
0.05135224014520645,
-0.052662432193756104,
-0.029863199219107628,
-0.08473622053861618,
-0.0679243952035904,
0.07625246047973633,
-0.07070956379175186,
0.07222849875688553,
0.009386439807713032,
0.11978820711374283,
0.01793339103460312,
-2.487646348412397e-33,
-0.00515742925927043,
-0.08052899688482285,
-0.004742650780826807,
0.0021740489173680544,
0.03294824808835983,
-0.08648937940597534,
-0.08213821053504944,
0.02452954836189747,
-0.09007108956575394,
0.051310427486896515,
0.011917615309357643,
-0.036356985569000244,
0.00322074256837368,
-0.03269149363040924,
-0.006633133627474308,
0.04711570218205452,
0.02147461101412773,
-0.05976695194840431,
0.0758260041475296,
-0.018692433834075928,
0.003034137189388275,
0.055112674832344055,
-0.04905927926301956,
-0.02435271628201008,
0.025139423087239265,
0.02681603841483593,
-0.003998421132564545,
0.08032099157571793,
0.036646030843257904,
-0.096572645008564,
0.010977319441735744,
-0.08014814555644989,
0.04778913035988808,
0.06270916759967804,
0.07499658316373825,
0.01907593384385109,
0.018267031759023666,
-0.046736299991607666,
0.03141823783516884,
-0.05162261798977852,
0.033310163766145706,
-0.016278525814414024,
-0.10804196447134018,
0.004508896265178919,
0.001439317362383008,
-0.10976064950227737,
0.03000650927424431,
0.02892470173537731,
0.06440338492393494,
-0.0179559625685215,
0.00652347132563591,
0.06942541897296906,
-0.00978572852909565,
-0.09776130318641663,
-0.062187470495700836,
0.041120029985904694,
0.09527604281902313,
-0.0007957736379466951,
0.008063055574893951,
-0.03462584316730499,
0.11348216235637665,
-0.015283082611858845,
0.06261678785085678,
0.014080295339226723,
-0.046944279223680496,
0.003032380947843194,
0.10680221766233444,
0.07224183529615402,
-0.0646917000412941,
-0.06501121073961258,
0.03258775919675827,
0.04985116794705391,
-0.06045759841799736,
-0.05191539600491524,
0.012541202828288078,
-0.01210770383477211,
-0.06698624044656754,
-0.0673191025853157,
0.007608507294207811,
-0.08346240967512131,
-0.07144629210233688,
0.05673209950327873,
-0.02557387389242649,
0.02484678290784359,
-0.03560905158519745,
-0.0332055501639843,
-0.04647892713546753,
0.058214738965034485,
0.04931594058871269,
0.003361748531460762,
-0.06712507456541061,
0.05211365222930908,
-0.1074109598994255,
0.13419537246227264,
-0.016978923231363297,
-4.935072084322201e-8,
0.022178424522280693,
0.019302792847156525,
0.12109223008155823,
-0.06648435443639755,
0.042260199785232544,
-0.0698515996336937,
0.036794379353523254,
-0.045690927654504776,
0.07583966106176376,
-0.048812273889780045,
0.02755717933177948,
-0.05821647122502327,
-0.04529402032494545,
0.08223852515220642,
0.07571618258953094,
0.02820741757750511,
-0.008133749477565289,
-0.006576439831405878,
-0.010866448283195496,
0.026977747678756714,
0.008276471868157387,
0.023328347131609917,
0.09039075672626495,
-0.019226497039198875,
-0.009841285645961761,
-0.07774940133094788,
0.0238934475928545,
0.025313975289463997,
0.02728569321334362,
0.034476205706596375,
-0.0500636026263237,
-0.002378546865656972,
0.0674012079834938,
0.04678928852081299,
0.04773422330617905,
-0.0036199125461280346,
0.02469046041369438,
0.0017118556424975395,
-0.06508298218250275,
0.06983597576618195,
0.005662392824888229,
-0.06813760101795197,
-0.06962982565164566,
0.000565093825571239,
0.030389994382858276,
-0.022410135716199875,
-0.08792744576931,
-0.08952543884515762,
-0.03374314680695534,
0.0855044350028038,
-0.010081536136567593,
-0.04155980795621872,
0.011940007098019123,
0.015460355207324028,
0.02181265503168106,
-0.0034010829403996468,
0.09798014909029007,
-0.0343262180685997,
0.09364797174930573,
0.05624345690011978,
-0.008194075897336006,
0.03725298121571541,
0.09552773833274841,
0.03213556110858917
] |
1401.5510
|
Vladislav A. Yastrebov Dr.
|
Vladislav A. Yastrebov, Michael Fischlschweiger, Georges Cailletaud,
Thomas Antretter
|
The role of phase interface energy in martensitic transformations: a
lattice Monte-Carlo simulation
|
10 pages, 3 figures, 22 references
|
Mechanics Research Communications, 56:37-41 (2014)
|
10.1016/j.mechrescom.2013.11.006
| null |
cond-mat.mtrl-sci physics.comp-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
To study martensitic phase transformation we use a micromechanical model
based on statistical mechanics. Employing lattice Monte-Carlo simulations and
realistic material properties for shape-memory alloys (SMA), we investigate the
combined influence of the external stress, temperature, and interface energy
between the austenitic and martensitic phase on the transformation kinetics and
the effective material compliance. The one-dimensional model predicts well many
features of the martensitic transformation that are observed experimentally.
Particularly, we study the influence of the interface energy on the
transformation width and the effective compliance. In perspective, the obtained
results might be helpful for the design of new SMAs for more sensitive smart
structures and more efficient damping systems.
|
[
{
"created": "Tue, 21 Jan 2014 22:41:28 GMT",
"version": "v1"
}
] |
2014-01-23
|
[
[
"Yastrebov",
"Vladislav A.",
""
],
[
"Fischlschweiger",
"Michael",
""
],
[
"Cailletaud",
"Georges",
""
],
[
"Antretter",
"Thomas",
""
]
] |
[
-0.008380478248000145,
0.019752494990825653,
0.02671976387500763,
0.0952516496181488,
-0.0007012776331976056,
-0.037414949387311935,
-0.03120732307434082,
0.011101698502898216,
0.047108035534620285,
-0.009186876937747002,
-0.041882652789354324,
0.004085490945726633,
0.0653294250369072,
-0.022711627185344696,
0.0008552569197490811,
-0.05816812068223953,
0.05254440754652023,
0.058507952839136124,
-0.0191692803055048,
0.09055730700492859,
0.09659101068973541,
0.01035491656512022,
-0.01744629442691803,
-0.018907533958554268,
0.014486055821180344,
-0.012208850122988224,
0.039450470358133316,
0.015484911389648914,
-0.001113068894483149,
-0.03492610529065132,
-0.033472053706645966,
-0.05980338156223297,
-0.1091836541891098,
0.00788175780326128,
-0.027083130553364754,
0.007861977443099022,
0.017196359112858772,
-0.048425398766994476,
-0.03151271864771843,
-0.10969395190477371,
-0.046645186841487885,
0.04195793718099594,
0.03559489548206329,
-0.01141400821506977,
0.1272164285182953,
0.05360807850956917,
0.05692196637392044,
-0.04458839073777199,
-0.0700836181640625,
-0.04964301362633705,
-0.016620764508843422,
0.0029382333159446716,
0.06878016889095306,
0.024787573143839836,
-0.02648787572979927,
0.05334904044866562,
0.05590854212641716,
-0.009815933182835579,
0.019446484744548798,
-0.008365567773580551,
-0.0023469666484743357,
-0.11269161105155945,
0.06915634125471115,
-0.0317048579454422,
-0.06062762066721916,
0.06044097617268562,
0.037031713873147964,
0.02594894915819168,
0.006744029466062784,
-0.03696108236908913,
0.00045063230209052563,
-0.04244547337293625,
0.00018930209625978023,
-0.0005124291055835783,
0.13502630591392517,
-0.007926899939775467,
-0.06166571378707886,
-0.014796344563364983,
-0.02382969669997692,
0.039914216846227646,
-0.06707780063152313,
-0.047247376292943954,
0.004834658931940794,
-0.056065019220113754,
-0.02568352036178112,
-0.06406065076589584,
0.035069540143013,
-0.01323977392166853,
0.03779734671115875,
0.049828846007585526,
0.04866388812661171,
0.11451757699251175,
-0.04462439939379692,
-0.005586132872849703,
0.07308122515678406,
-0.06395885348320007,
-0.02087036520242691,
0.055337827652692795,
0.012815541587769985,
-0.013926608487963676,
0.001691363868303597,
0.07078970968723297,
0.02608328126370907,
0.06600094586610794,
0.020462283864617348,
0.01192069984972477,
0.024842755869030952,
-0.0147098358720541,
0.029686927795410156,
-0.007319609634578228,
0.07604091614484787,
0.004740416072309017,
0.012553543783724308,
0.024501843377947807,
-0.016119562089443207,
-0.16974973678588867,
-0.01927061192691326,
0.010128389112651348,
0.004340016283094883,
-0.017761504277586937,
0.03415548801422119,
-0.011020299978554249,
-0.08454302698373795,
-0.012244665995240211,
-0.04679470136761665,
0.040975071489810944,
-0.06270784884691238,
-2.0370562211971824e-33,
-0.1033141240477562,
-0.005981860216706991,
-0.034950654953718185,
-0.002719624200835824,
0.060396209359169006,
-0.04405810683965683,
0.03533770143985748,
-0.037413813173770905,
0.08454366028308868,
-0.03444945067167282,
0.017743965610861778,
0.042360369116067886,
-0.10137108713388443,
-0.0412956178188324,
0.033380866050720215,
-0.0641217827796936,
0.04604867100715637,
-0.012497286312282085,
0.05068298056721687,
0.03983005881309509,
-0.02072013169527054,
-0.01397816650569439,
0.0320005863904953,
0.025495795533061028,
-0.024098867550492287,
0.025308016687631607,
0.045787274837493896,
-0.011233359575271606,
-0.002074029529467225,
0.005127670243382454,
-0.03210067376494408,
-0.0005345204845070839,
-0.025836335495114326,
-0.0015399294206872582,
0.040631432086229324,
-0.02757176011800766,
0.013323735445737839,
-0.025331107899546623,
-0.03160327300429344,
-0.06504519283771515,
0.011598613113164902,
0.026961015537381172,
0.05011768639087677,
0.04054363816976547,
0.0033697686158120632,
-0.010236421599984169,
0.03013426624238491,
0.13295654952526093,
-0.00008887435251381248,
-0.12992586195468903,
-0.010384440422058105,
0.00621462007984519,
0.00256169936619699,
0.032542090862989426,
0.01859631948173046,
0.005549260880798101,
-0.004762319382280111,
-0.07337278127670288,
-0.03865974396467209,
0.012385529465973377,
-0.05005732923746109,
-0.008509074337780476,
0.13532035052776337,
-0.014553963206708431,
0.0768660455942154,
0.025576503947377205,
-0.1035560891032219,
0.09214875102043152,
-0.07251818478107452,
0.03139744699001312,
0.09861546754837036,
-0.011433547362685204,
-0.05642475187778473,
0.09563864022493362,
-0.07148683071136475,
-0.013846385292708874,
0.01537909172475338,
-0.029524946585297585,
-0.034293584525585175,
-0.03896452486515045,
-0.011607833206653595,
0.0760955661535263,
-0.05723515897989273,
0.02707676775753498,
-0.0071997689083218575,
0.006316653918474913,
0.11079533398151398,
-0.054020561277866364,
-0.028915870934724808,
0.048349179327487946,
0.027538208290934563,
-0.07724225521087646,
0.05438293516635895,
0.044994182884693146,
-0.05756564438343048,
-7.972275237318719e-34,
-0.05697569251060486,
-0.010933195240795612,
-0.0021264241077005863,
0.09018032252788544,
-0.032720066606998444,
-0.025603115558624268,
-0.0788998082280159,
0.03859783336520195,
0.0004836308944504708,
0.013317469507455826,
0.060754965990781784,
-0.1117473617196083,
-0.054937805980443954,
-0.06571925431489944,
-0.0006256451015360653,
0.05092865973711014,
0.046683330088853836,
-0.04239639639854431,
-0.04802154377102852,
-0.05951841548085213,
-0.01974337361752987,
0.042080070823431015,
0.03170466795563698,
0.0014189814683049917,
0.003176487283781171,
-0.02540518343448639,
-0.1349835991859436,
0.04665231704711914,
-0.027086233720183372,
0.07516223937273026,
-0.05327356234192848,
0.05003831908106804,
0.050386764109134674,
0.14582280814647675,
-0.04793132469058037,
0.011444343253970146,
0.01648322492837906,
-0.019193848595023155,
0.15706758201122284,
-0.04963606968522072,
0.07884141057729721,
-0.02236229181289673,
-0.04237328842282295,
0.09765104204416275,
0.0007214227225631475,
0.019607411697506905,
0.012078503146767616,
0.009793657809495926,
0.0062295845709741116,
-0.04422399774193764,
0.08391063660383224,
-0.006018063984811306,
0.015722356736660004,
-0.059476837515830994,
-0.01388593576848507,
0.0022655120119452477,
-0.05458865687251091,
-0.02251882292330265,
0.024028059095144272,
-0.0034233492333441973,
-0.006589042022824287,
-0.037022318691015244,
0.08159428089857101,
-0.059798918664455414,
-0.04560559242963791,
0.00024946246412582695,
0.0405271090567112,
-0.07389434427022934,
0.03486715629696846,
0.0025662416592240334,
0.1357428878545761,
0.08741678297519684,
0.039672527462244034,
-0.06900615245103836,
0.023613745346665382,
-0.025741813704371452,
0.08271964639425278,
-0.03347499668598175,
-0.08800314366817474,
-0.023995596915483475,
-0.0697992816567421,
-0.0039549474604427814,
-0.0060830386355519295,
0.02469461038708687,
-0.04120415449142456,
-0.025739895179867744,
0.001547115622088313,
0.054357778280973434,
0.010681589134037495,
0.07615266740322113,
0.00041519198566675186,
0.04084838926792145,
0.07556124031543732,
-0.00669034942984581,
-0.04795165732502937,
-4.159026190109216e-8,
-0.01257709413766861,
-0.010880868881940842,
0.005028256680816412,
-0.0590728260576725,
-0.09030132740736008,
0.06363297253847122,
-0.060361482203006744,
-0.05185018479824066,
-0.03067193366587162,
-0.03590576350688934,
0.027325008064508438,
-0.12145520746707916,
-0.016922157257795334,
-0.020766371861100197,
-0.045748356729745865,
0.009976633824408054,
0.022771473973989487,
0.0909600481390953,
-0.012177109718322754,
-0.053147006779909134,
-0.04794333502650261,
-0.03850235044956207,
0.045235466212034225,
0.03085225261747837,
0.013243192806839943,
-0.03415506333112717,
-0.11060138046741486,
-0.024148045107722282,
0.024506360292434692,
0.014972442761063576,
-0.002539395121857524,
-0.07619291543960571,
-0.02777038887143135,
0.10172627121210098,
-0.040462419390678406,
-0.038325533270835876,
-0.007914619520306587,
0.03668437898159027,
0.05744294077157974,
0.004943744279444218,
0.00039144331822171807,
-0.016695145517587662,
-0.0793774276971817,
0.07745411992073059,
-0.03819975629448891,
0.020304247736930847,
-0.06761237978935242,
-0.003092213300988078,
0.008257657289505005,
0.12758029997348785,
0.014581638388335705,
0.035643722862005234,
0.039885614067316055,
0.02709830552339554,
-0.04635075479745865,
0.052338846027851105,
0.03941629081964493,
0.007607155479490757,
0.008160609751939774,
0.032296448945999146,
-0.0030057462863624096,
-0.026996545493602753,
-0.12186432629823685,
-0.009610140696167946
] | null | null | null | null | null | null | null |
[
-0.008380478248000145,
0.019752494990825653,
0.02671976387500763,
0.0952516496181488,
-0.0007012776331976056,
-0.037414949387311935,
-0.03120732307434082,
0.011101698502898216,
0.047108035534620285,
-0.009186876937747002,
-0.041882652789354324,
0.004085490945726633,
0.0653294250369072,
-0.022711627185344696,
0.0008552569197490811,
-0.05816812068223953,
0.05254440754652023,
0.058507952839136124,
-0.0191692803055048,
0.09055730700492859,
0.09659101068973541,
0.01035491656512022,
-0.01744629442691803,
-0.018907533958554268,
0.014486055821180344,
-0.012208850122988224,
0.039450470358133316,
0.015484911389648914,
-0.001113068894483149,
-0.03492610529065132,
-0.033472053706645966,
-0.05980338156223297,
-0.1091836541891098,
0.00788175780326128,
-0.027083130553364754,
0.007861977443099022,
0.017196359112858772,
-0.048425398766994476,
-0.03151271864771843,
-0.10969395190477371,
-0.046645186841487885,
0.04195793718099594,
0.03559489548206329,
-0.01141400821506977,
0.1272164285182953,
0.05360807850956917,
0.05692196637392044,
-0.04458839073777199,
-0.0700836181640625,
-0.04964301362633705,
-0.016620764508843422,
0.0029382333159446716,
0.06878016889095306,
0.024787573143839836,
-0.02648787572979927,
0.05334904044866562,
0.05590854212641716,
-0.009815933182835579,
0.019446484744548798,
-0.008365567773580551,
-0.0023469666484743357,
-0.11269161105155945,
0.06915634125471115,
-0.0317048579454422,
-0.06062762066721916,
0.06044097617268562,
0.037031713873147964,
0.02594894915819168,
0.006744029466062784,
-0.03696108236908913,
0.00045063230209052563,
-0.04244547337293625,
0.00018930209625978023,
-0.0005124291055835783,
0.13502630591392517,
-0.007926899939775467,
-0.06166571378707886,
-0.014796344563364983,
-0.02382969669997692,
0.039914216846227646,
-0.06707780063152313,
-0.047247376292943954,
0.004834658931940794,
-0.056065019220113754,
-0.02568352036178112,
-0.06406065076589584,
0.035069540143013,
-0.01323977392166853,
0.03779734671115875,
0.049828846007585526,
0.04866388812661171,
0.11451757699251175,
-0.04462439939379692,
-0.005586132872849703,
0.07308122515678406,
-0.06395885348320007,
-0.02087036520242691,
0.055337827652692795,
0.012815541587769985,
-0.013926608487963676,
0.001691363868303597,
0.07078970968723297,
0.02608328126370907,
0.06600094586610794,
0.020462283864617348,
0.01192069984972477,
0.024842755869030952,
-0.0147098358720541,
0.029686927795410156,
-0.007319609634578228,
0.07604091614484787,
0.004740416072309017,
0.012553543783724308,
0.024501843377947807,
-0.016119562089443207,
-0.16974973678588867,
-0.01927061192691326,
0.010128389112651348,
0.004340016283094883,
-0.017761504277586937,
0.03415548801422119,
-0.011020299978554249,
-0.08454302698373795,
-0.012244665995240211,
-0.04679470136761665,
0.040975071489810944,
-0.06270784884691238,
-2.0370562211971824e-33,
-0.1033141240477562,
-0.005981860216706991,
-0.034950654953718185,
-0.002719624200835824,
0.060396209359169006,
-0.04405810683965683,
0.03533770143985748,
-0.037413813173770905,
0.08454366028308868,
-0.03444945067167282,
0.017743965610861778,
0.042360369116067886,
-0.10137108713388443,
-0.0412956178188324,
0.033380866050720215,
-0.0641217827796936,
0.04604867100715637,
-0.012497286312282085,
0.05068298056721687,
0.03983005881309509,
-0.02072013169527054,
-0.01397816650569439,
0.0320005863904953,
0.025495795533061028,
-0.024098867550492287,
0.025308016687631607,
0.045787274837493896,
-0.011233359575271606,
-0.002074029529467225,
0.005127670243382454,
-0.03210067376494408,
-0.0005345204845070839,
-0.025836335495114326,
-0.0015399294206872582,
0.040631432086229324,
-0.02757176011800766,
0.013323735445737839,
-0.025331107899546623,
-0.03160327300429344,
-0.06504519283771515,
0.011598613113164902,
0.026961015537381172,
0.05011768639087677,
0.04054363816976547,
0.0033697686158120632,
-0.010236421599984169,
0.03013426624238491,
0.13295654952526093,
-0.00008887435251381248,
-0.12992586195468903,
-0.010384440422058105,
0.00621462007984519,
0.00256169936619699,
0.032542090862989426,
0.01859631948173046,
0.005549260880798101,
-0.004762319382280111,
-0.07337278127670288,
-0.03865974396467209,
0.012385529465973377,
-0.05005732923746109,
-0.008509074337780476,
0.13532035052776337,
-0.014553963206708431,
0.0768660455942154,
0.025576503947377205,
-0.1035560891032219,
0.09214875102043152,
-0.07251818478107452,
0.03139744699001312,
0.09861546754837036,
-0.011433547362685204,
-0.05642475187778473,
0.09563864022493362,
-0.07148683071136475,
-0.013846385292708874,
0.01537909172475338,
-0.029524946585297585,
-0.034293584525585175,
-0.03896452486515045,
-0.011607833206653595,
0.0760955661535263,
-0.05723515897989273,
0.02707676775753498,
-0.0071997689083218575,
0.006316653918474913,
0.11079533398151398,
-0.054020561277866364,
-0.028915870934724808,
0.048349179327487946,
0.027538208290934563,
-0.07724225521087646,
0.05438293516635895,
0.044994182884693146,
-0.05756564438343048,
-7.972275237318719e-34,
-0.05697569251060486,
-0.010933195240795612,
-0.0021264241077005863,
0.09018032252788544,
-0.032720066606998444,
-0.025603115558624268,
-0.0788998082280159,
0.03859783336520195,
0.0004836308944504708,
0.013317469507455826,
0.060754965990781784,
-0.1117473617196083,
-0.054937805980443954,
-0.06571925431489944,
-0.0006256451015360653,
0.05092865973711014,
0.046683330088853836,
-0.04239639639854431,
-0.04802154377102852,
-0.05951841548085213,
-0.01974337361752987,
0.042080070823431015,
0.03170466795563698,
0.0014189814683049917,
0.003176487283781171,
-0.02540518343448639,
-0.1349835991859436,
0.04665231704711914,
-0.027086233720183372,
0.07516223937273026,
-0.05327356234192848,
0.05003831908106804,
0.050386764109134674,
0.14582280814647675,
-0.04793132469058037,
0.011444343253970146,
0.01648322492837906,
-0.019193848595023155,
0.15706758201122284,
-0.04963606968522072,
0.07884141057729721,
-0.02236229181289673,
-0.04237328842282295,
0.09765104204416275,
0.0007214227225631475,
0.019607411697506905,
0.012078503146767616,
0.009793657809495926,
0.0062295845709741116,
-0.04422399774193764,
0.08391063660383224,
-0.006018063984811306,
0.015722356736660004,
-0.059476837515830994,
-0.01388593576848507,
0.0022655120119452477,
-0.05458865687251091,
-0.02251882292330265,
0.024028059095144272,
-0.0034233492333441973,
-0.006589042022824287,
-0.037022318691015244,
0.08159428089857101,
-0.059798918664455414,
-0.04560559242963791,
0.00024946246412582695,
0.0405271090567112,
-0.07389434427022934,
0.03486715629696846,
0.0025662416592240334,
0.1357428878545761,
0.08741678297519684,
0.039672527462244034,
-0.06900615245103836,
0.023613745346665382,
-0.025741813704371452,
0.08271964639425278,
-0.03347499668598175,
-0.08800314366817474,
-0.023995596915483475,
-0.0697992816567421,
-0.0039549474604427814,
-0.0060830386355519295,
0.02469461038708687,
-0.04120415449142456,
-0.025739895179867744,
0.001547115622088313,
0.054357778280973434,
0.010681589134037495,
0.07615266740322113,
0.00041519198566675186,
0.04084838926792145,
0.07556124031543732,
-0.00669034942984581,
-0.04795165732502937,
-4.159026190109216e-8,
-0.01257709413766861,
-0.010880868881940842,
0.005028256680816412,
-0.0590728260576725,
-0.09030132740736008,
0.06363297253847122,
-0.060361482203006744,
-0.05185018479824066,
-0.03067193366587162,
-0.03590576350688934,
0.027325008064508438,
-0.12145520746707916,
-0.016922157257795334,
-0.020766371861100197,
-0.045748356729745865,
0.009976633824408054,
0.022771473973989487,
0.0909600481390953,
-0.012177109718322754,
-0.053147006779909134,
-0.04794333502650261,
-0.03850235044956207,
0.045235466212034225,
0.03085225261747837,
0.013243192806839943,
-0.03415506333112717,
-0.11060138046741486,
-0.024148045107722282,
0.024506360292434692,
0.014972442761063576,
-0.002539395121857524,
-0.07619291543960571,
-0.02777038887143135,
0.10172627121210098,
-0.040462419390678406,
-0.038325533270835876,
-0.007914619520306587,
0.03668437898159027,
0.05744294077157974,
0.004943744279444218,
0.00039144331822171807,
-0.016695145517587662,
-0.0793774276971817,
0.07745411992073059,
-0.03819975629448891,
0.020304247736930847,
-0.06761237978935242,
-0.003092213300988078,
0.008257657289505005,
0.12758029997348785,
0.014581638388335705,
0.035643722862005234,
0.039885614067316055,
0.02709830552339554,
-0.04635075479745865,
0.052338846027851105,
0.03941629081964493,
0.007607155479490757,
0.008160609751939774,
0.032296448945999146,
-0.0030057462863624096,
-0.026996545493602753,
-0.12186432629823685,
-0.009610140696167946
] |
1401.5512
|
Stefan Schneider
|
Russell Impagliazzo, Shachar Lovett, Ramamohan Paturi, Stefan
Schneider
|
0-1 Integer Linear Programming with a Linear Number of Constraints
| null | null | null | null |
cs.CC cs.DS
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We give an exact algorithm for the 0-1 Integer Linear Programming problem
with a linear number of constraints that improves over exhaustive search by an
exponential factor. Specifically, our algorithm runs in time
$2^{(1-\text{poly}(1/c))n}$ where n is the number of variables and cn is the
number of constraints. The key idea for the algorithm is a reduction to the
Vector Domination problem and a new algorithm for that subproblem.
|
[
{
"created": "Tue, 21 Jan 2014 22:46:18 GMT",
"version": "v1"
},
{
"created": "Tue, 18 Feb 2014 23:27:30 GMT",
"version": "v2"
}
] |
2014-02-20
|
[
[
"Impagliazzo",
"Russell",
""
],
[
"Lovett",
"Shachar",
""
],
[
"Paturi",
"Ramamohan",
""
],
[
"Schneider",
"Stefan",
""
]
] |
[
0.008740700781345367,
0.05079502984881401,
0.0020722500048577785,
-0.025830840691924095,
0.04651889204978943,
0.000565608439501375,
0.058641668409109116,
-0.08314762264490128,
-0.0755096822977066,
0.059878505766391754,
-0.1037161722779274,
-0.003853035857900977,
0.037034232169389725,
0.07960208505392075,
0.009640386328101158,
0.04369131103157997,
0.0827285572886467,
-0.03094451129436493,
0.01651393622159958,
0.04073719307780266,
-0.03083084151148796,
-0.02973257377743721,
-0.001782767241820693,
-0.03524387255311012,
0.013219339773058891,
-0.07563165575265884,
0.04946519434452057,
-0.07069387286901474,
0.04213042929768562,
0.02512807957828045,
0.019113214686512947,
0.004524718504399061,
0.07987929880619049,
0.035627465695142746,
-0.03365962579846382,
0.016140269115567207,
-0.08492328226566315,
-0.0438094325363636,
-0.03885534405708313,
0.05760872736573219,
-0.003993642516434193,
0.13899537920951843,
-0.017587274312973022,
-0.01525059249252081,
0.05027187615633011,
0.05021006241440773,
-0.02725362777709961,
0.0635683462023735,
0.008608001284301281,
-0.08186522871255875,
-0.010749739594757557,
-0.03940941393375397,
0.005684647709131241,
-0.006324574816972017,
-0.07694119215011597,
-0.10393870621919632,
-0.011337783187627792,
-0.04918160289525986,
0.020229525864124298,
0.04279261454939842,
-0.044615719467401505,
0.001534727169200778,
0.028127070516347885,
-0.08901021629571915,
0.006034571677446365,
-0.003488721325993538,
-0.04205719381570816,
-0.0097050154581666,
-0.04246940836310387,
0.09520471841096878,
-0.029374761506915092,
-0.017445754259824753,
-0.08942573517560959,
0.03343681991100311,
0.035542309284210205,
0.026087842881679535,
0.06635034829378128,
-0.046438250690698624,
0.013429008424282074,
0.07660150527954102,
-0.003579479642212391,
0.024544348940253258,
-0.05056871473789215,
0.012705187313258648,
0.052350033074617386,
-0.05545264109969139,
0.05258195102214813,
0.03648969531059265,
0.17440979182720184,
0.04344560205936432,
-0.03653493896126747,
-0.01459673885256052,
0.07715552300214767,
0.06291496753692627,
-0.014925314113497734,
-0.027409136295318604,
0.03802177309989929,
0.06873108446598053,
0.037141818553209305,
0.04016880691051483,
-0.04856250435113907,
-0.02176959067583084,
0.04099341854453087,
0.019262755289673805,
-0.05519810691475868,
-0.014386603608727455,
0.027985339984297752,
0.034248530864715576,
-0.0350467823445797,
-0.1352883130311966,
0.07320520281791687,
-0.07444121688604355,
0.028615733608603477,
-0.0497613288462162,
-0.029227709397673607,
-0.03093288652598858,
0.04301543906331062,
0.028941882774233818,
0.020904170349240303,
-0.03574393317103386,
0.010224190540611744,
-0.007850050926208496,
0.04260307177901268,
0.03891732171177864,
0.00465218024328351,
0.06497979909181595,
-0.1007857546210289,
5.215165176079544e-34,
-0.06536620110273361,
0.0007455477607436478,
0.0029253133106976748,
-0.013297060504555702,
0.09541571140289307,
0.022983023896813393,
0.11480143666267395,
0.007374714594334364,
-0.02400144934654236,
0.03206643834710121,
-0.029034899547696114,
-0.012870539911091328,
0.05563902109861374,
0.05135803669691086,
0.07007788121700287,
-0.10908957570791245,
0.034862417727708817,
0.0261179581284523,
0.01655668206512928,
-0.11263301223516464,
-0.017170751467347145,
-0.06473927944898605,
0.027503039687871933,
-0.015393839217722416,
0.042545296251773834,
-0.12930722534656525,
0.014054899103939533,
-0.10525523126125336,
0.00546853244304657,
-0.030773362144827843,
-0.08903209120035172,
0.04141877591609955,
0.03178135305643082,
0.09109967947006226,
-0.011319720186293125,
0.013256260193884373,
0.045675184577703476,
0.021177085116505623,
0.0402512326836586,
-0.017660414800047874,
-0.028318487107753754,
-0.003941390197724104,
0.05906202644109726,
-0.04413185268640518,
-0.06655320525169373,
-0.03648911044001579,
0.027639249339699745,
0.09830482304096222,
-0.050361938774585724,
0.05950547754764557,
-0.02863449789583683,
0.043898895382881165,
-0.03352678567171097,
-0.05818440765142441,
-0.011164353229105473,
0.016593385487794876,
-0.018602222204208374,
0.035425618290901184,
0.007749008014798164,
0.04380035400390625,
0.03409202769398689,
-0.024986494332551956,
0.0876559466123581,
-0.03935600817203522,
-0.0418393537402153,
-0.022006329149007797,
-0.017854971811175346,
-0.058084502816200256,
0.1171242967247963,
-0.007975153625011444,
-0.09596994519233704,
-0.02471085451543331,
0.03803651034832001,
-0.04676313325762749,
0.05325894430279732,
0.05237124115228653,
0.09128843247890472,
0.027578581124544144,
-0.025166340172290802,
-0.04253110662102699,
-0.06538812816143036,
-0.005005958490073681,
0.12184487283229828,
-0.053342804312705994,
0.02187933586537838,
-0.026619713753461838,
-0.06112491711974144,
0.0034737098030745983,
-0.012532352469861507,
-0.0734749585390091,
-0.0449393168091774,
-0.0019526644609868526,
-0.016418326646089554,
0.0049303555861115456,
0.0784052386879921,
-1.3240842754414134e-33,
-0.02119668573141098,
-0.04874139651656151,
0.02297249622642994,
-0.06086593493819237,
0.029929332435131073,
-0.10368151217699051,
-0.019090021029114723,
-0.14565694332122803,
0.016484607011079788,
0.046089157462120056,
0.02017253264784813,
0.029541369527578354,
0.09701511263847351,
0.04881853237748146,
-0.026070594787597656,
-0.01170164905488491,
-0.07296237349510193,
0.10557183623313904,
-0.009933826513588428,
0.025076963007450104,
-0.051303450018167496,
0.030145438387989998,
-0.0477406308054924,
0.033335477113723755,
0.047779180109500885,
0.03379770740866661,
-0.0364251472055912,
0.06507191807031631,
0.005844762083142996,
0.03821476548910141,
-0.10252576321363449,
-0.017271924763917923,
-0.08843066543340683,
0.0016869613900780678,
0.04754579812288284,
-0.015188674442470074,
-0.037160564213991165,
0.04039239138364792,
0.008159174583852291,
0.09027320146560669,
0.03131351247429848,
-0.07521136850118637,
0.004142036195844412,
0.04640424996614456,
0.04519136995077133,
0.0233988668769598,
0.010090001858770847,
-0.0227234847843647,
0.06630811095237732,
0.04130462184548378,
-0.025255465880036354,
0.07832841575145721,
0.051822397857904434,
0.050187848508358,
-0.012149096466600895,
-0.05156269297003746,
-0.028792740777134895,
0.03275659680366516,
0.05411401391029358,
-0.07671859860420227,
0.046307843178510666,
0.09253979474306107,
0.03706149011850357,
0.09252846240997314,
0.019358903169631958,
-0.05713954195380211,
0.0262488704174757,
-0.029157597571611404,
-0.06005973368883133,
0.0025951843708753586,
0.03026939556002617,
0.054781585931777954,
0.012253445573151112,
0.041772112250328064,
-0.11699099838733673,
0.04798072949051857,
0.015885543078184128,
0.014171245507895947,
-0.03962355852127075,
-0.014426633715629578,
0.037282418459653854,
0.07928434759378433,
0.05396469309926033,
-0.005265287589281797,
0.0060773687437176704,
0.026913484558463097,
0.07085689157247543,
-0.030149415135383606,
0.013114877976477146,
-0.010277021676301956,
-0.030376601964235306,
-0.07014565169811249,
0.03375318646430969,
-0.034736670553684235,
-0.01846908964216709,
-4.2792287047177524e-8,
-0.008104817010462284,
-0.002279982203617692,
-0.06879372894763947,
-0.10140002518892288,
0.09207074344158173,
-0.010405306704342365,
-0.0051076365634799,
0.00718131847679615,
-0.02497399039566517,
0.02016376703977585,
0.03892109915614128,
0.03635609522461891,
0.038198623806238174,
0.08060403168201447,
-0.07050202041864395,
-0.05465015769004822,
-0.05688590556383133,
-0.041996780782938004,
-0.0067582339979708195,
-0.10970837622880936,
-0.04783591628074646,
0.01375827006995678,
-0.005313133355230093,
0.013211475685238838,
0.047920722514390945,
-0.05320841446518898,
0.001207798602990806,
0.018678875640034676,
0.13473981618881226,
-0.003505041589960456,
-0.016314763575792313,
0.0029370211996138096,
0.024750376120209694,
-0.025315742939710617,
0.054650094360113144,
0.03239262476563454,
-0.047368768602609634,
-0.003567370353266597,
-0.11129897832870483,
-0.09142180532217026,
-0.01814386434853077,
0.022785332053899765,
0.01942918449640274,
-0.03111257590353489,
0.023955630138516426,
-0.010596931912004948,
-0.04416054114699364,
-0.06523264199495316,
-0.0309673510491848,
-0.017838217318058014,
0.00991267804056406,
0.018291497603058815,
-0.013432932086288929,
0.0036705019883811474,
0.05432842671871185,
0.025146806612610817,
-0.08685360103845596,
-0.029895320534706116,
0.016926482319831848,
-0.011952891014516354,
-0.05218176916241646,
0.009418400935828686,
0.03854251280426979,
-0.0016739058773964643
] | null | null | null | null | null | null | null |
[
0.008740700781345367,
0.05079502984881401,
0.0020722500048577785,
-0.025830840691924095,
0.04651889204978943,
0.000565608439501375,
0.058641668409109116,
-0.08314762264490128,
-0.0755096822977066,
0.059878505766391754,
-0.1037161722779274,
-0.003853035857900977,
0.037034232169389725,
0.07960208505392075,
0.009640386328101158,
0.04369131103157997,
0.0827285572886467,
-0.03094451129436493,
0.01651393622159958,
0.04073719307780266,
-0.03083084151148796,
-0.02973257377743721,
-0.001782767241820693,
-0.03524387255311012,
0.013219339773058891,
-0.07563165575265884,
0.04946519434452057,
-0.07069387286901474,
0.04213042929768562,
0.02512807957828045,
0.019113214686512947,
0.004524718504399061,
0.07987929880619049,
0.035627465695142746,
-0.03365962579846382,
0.016140269115567207,
-0.08492328226566315,
-0.0438094325363636,
-0.03885534405708313,
0.05760872736573219,
-0.003993642516434193,
0.13899537920951843,
-0.017587274312973022,
-0.01525059249252081,
0.05027187615633011,
0.05021006241440773,
-0.02725362777709961,
0.0635683462023735,
0.008608001284301281,
-0.08186522871255875,
-0.010749739594757557,
-0.03940941393375397,
0.005684647709131241,
-0.006324574816972017,
-0.07694119215011597,
-0.10393870621919632,
-0.011337783187627792,
-0.04918160289525986,
0.020229525864124298,
0.04279261454939842,
-0.044615719467401505,
0.001534727169200778,
0.028127070516347885,
-0.08901021629571915,
0.006034571677446365,
-0.003488721325993538,
-0.04205719381570816,
-0.0097050154581666,
-0.04246940836310387,
0.09520471841096878,
-0.029374761506915092,
-0.017445754259824753,
-0.08942573517560959,
0.03343681991100311,
0.035542309284210205,
0.026087842881679535,
0.06635034829378128,
-0.046438250690698624,
0.013429008424282074,
0.07660150527954102,
-0.003579479642212391,
0.024544348940253258,
-0.05056871473789215,
0.012705187313258648,
0.052350033074617386,
-0.05545264109969139,
0.05258195102214813,
0.03648969531059265,
0.17440979182720184,
0.04344560205936432,
-0.03653493896126747,
-0.01459673885256052,
0.07715552300214767,
0.06291496753692627,
-0.014925314113497734,
-0.027409136295318604,
0.03802177309989929,
0.06873108446598053,
0.037141818553209305,
0.04016880691051483,
-0.04856250435113907,
-0.02176959067583084,
0.04099341854453087,
0.019262755289673805,
-0.05519810691475868,
-0.014386603608727455,
0.027985339984297752,
0.034248530864715576,
-0.0350467823445797,
-0.1352883130311966,
0.07320520281791687,
-0.07444121688604355,
0.028615733608603477,
-0.0497613288462162,
-0.029227709397673607,
-0.03093288652598858,
0.04301543906331062,
0.028941882774233818,
0.020904170349240303,
-0.03574393317103386,
0.010224190540611744,
-0.007850050926208496,
0.04260307177901268,
0.03891732171177864,
0.00465218024328351,
0.06497979909181595,
-0.1007857546210289,
5.215165176079544e-34,
-0.06536620110273361,
0.0007455477607436478,
0.0029253133106976748,
-0.013297060504555702,
0.09541571140289307,
0.022983023896813393,
0.11480143666267395,
0.007374714594334364,
-0.02400144934654236,
0.03206643834710121,
-0.029034899547696114,
-0.012870539911091328,
0.05563902109861374,
0.05135803669691086,
0.07007788121700287,
-0.10908957570791245,
0.034862417727708817,
0.0261179581284523,
0.01655668206512928,
-0.11263301223516464,
-0.017170751467347145,
-0.06473927944898605,
0.027503039687871933,
-0.015393839217722416,
0.042545296251773834,
-0.12930722534656525,
0.014054899103939533,
-0.10525523126125336,
0.00546853244304657,
-0.030773362144827843,
-0.08903209120035172,
0.04141877591609955,
0.03178135305643082,
0.09109967947006226,
-0.011319720186293125,
0.013256260193884373,
0.045675184577703476,
0.021177085116505623,
0.0402512326836586,
-0.017660414800047874,
-0.028318487107753754,
-0.003941390197724104,
0.05906202644109726,
-0.04413185268640518,
-0.06655320525169373,
-0.03648911044001579,
0.027639249339699745,
0.09830482304096222,
-0.050361938774585724,
0.05950547754764557,
-0.02863449789583683,
0.043898895382881165,
-0.03352678567171097,
-0.05818440765142441,
-0.011164353229105473,
0.016593385487794876,
-0.018602222204208374,
0.035425618290901184,
0.007749008014798164,
0.04380035400390625,
0.03409202769398689,
-0.024986494332551956,
0.0876559466123581,
-0.03935600817203522,
-0.0418393537402153,
-0.022006329149007797,
-0.017854971811175346,
-0.058084502816200256,
0.1171242967247963,
-0.007975153625011444,
-0.09596994519233704,
-0.02471085451543331,
0.03803651034832001,
-0.04676313325762749,
0.05325894430279732,
0.05237124115228653,
0.09128843247890472,
0.027578581124544144,
-0.025166340172290802,
-0.04253110662102699,
-0.06538812816143036,
-0.005005958490073681,
0.12184487283229828,
-0.053342804312705994,
0.02187933586537838,
-0.026619713753461838,
-0.06112491711974144,
0.0034737098030745983,
-0.012532352469861507,
-0.0734749585390091,
-0.0449393168091774,
-0.0019526644609868526,
-0.016418326646089554,
0.0049303555861115456,
0.0784052386879921,
-1.3240842754414134e-33,
-0.02119668573141098,
-0.04874139651656151,
0.02297249622642994,
-0.06086593493819237,
0.029929332435131073,
-0.10368151217699051,
-0.019090021029114723,
-0.14565694332122803,
0.016484607011079788,
0.046089157462120056,
0.02017253264784813,
0.029541369527578354,
0.09701511263847351,
0.04881853237748146,
-0.026070594787597656,
-0.01170164905488491,
-0.07296237349510193,
0.10557183623313904,
-0.009933826513588428,
0.025076963007450104,
-0.051303450018167496,
0.030145438387989998,
-0.0477406308054924,
0.033335477113723755,
0.047779180109500885,
0.03379770740866661,
-0.0364251472055912,
0.06507191807031631,
0.005844762083142996,
0.03821476548910141,
-0.10252576321363449,
-0.017271924763917923,
-0.08843066543340683,
0.0016869613900780678,
0.04754579812288284,
-0.015188674442470074,
-0.037160564213991165,
0.04039239138364792,
0.008159174583852291,
0.09027320146560669,
0.03131351247429848,
-0.07521136850118637,
0.004142036195844412,
0.04640424996614456,
0.04519136995077133,
0.0233988668769598,
0.010090001858770847,
-0.0227234847843647,
0.06630811095237732,
0.04130462184548378,
-0.025255465880036354,
0.07832841575145721,
0.051822397857904434,
0.050187848508358,
-0.012149096466600895,
-0.05156269297003746,
-0.028792740777134895,
0.03275659680366516,
0.05411401391029358,
-0.07671859860420227,
0.046307843178510666,
0.09253979474306107,
0.03706149011850357,
0.09252846240997314,
0.019358903169631958,
-0.05713954195380211,
0.0262488704174757,
-0.029157597571611404,
-0.06005973368883133,
0.0025951843708753586,
0.03026939556002617,
0.054781585931777954,
0.012253445573151112,
0.041772112250328064,
-0.11699099838733673,
0.04798072949051857,
0.015885543078184128,
0.014171245507895947,
-0.03962355852127075,
-0.014426633715629578,
0.037282418459653854,
0.07928434759378433,
0.05396469309926033,
-0.005265287589281797,
0.0060773687437176704,
0.026913484558463097,
0.07085689157247543,
-0.030149415135383606,
0.013114877976477146,
-0.010277021676301956,
-0.030376601964235306,
-0.07014565169811249,
0.03375318646430969,
-0.034736670553684235,
-0.01846908964216709,
-4.2792287047177524e-8,
-0.008104817010462284,
-0.002279982203617692,
-0.06879372894763947,
-0.10140002518892288,
0.09207074344158173,
-0.010405306704342365,
-0.0051076365634799,
0.00718131847679615,
-0.02497399039566517,
0.02016376703977585,
0.03892109915614128,
0.03635609522461891,
0.038198623806238174,
0.08060403168201447,
-0.07050202041864395,
-0.05465015769004822,
-0.05688590556383133,
-0.041996780782938004,
-0.0067582339979708195,
-0.10970837622880936,
-0.04783591628074646,
0.01375827006995678,
-0.005313133355230093,
0.013211475685238838,
0.047920722514390945,
-0.05320841446518898,
0.001207798602990806,
0.018678875640034676,
0.13473981618881226,
-0.003505041589960456,
-0.016314763575792313,
0.0029370211996138096,
0.024750376120209694,
-0.025315742939710617,
0.054650094360113144,
0.03239262476563454,
-0.047368768602609634,
-0.003567370353266597,
-0.11129897832870483,
-0.09142180532217026,
-0.01814386434853077,
0.022785332053899765,
0.01942918449640274,
-0.03111257590353489,
0.023955630138516426,
-0.010596931912004948,
-0.04416054114699364,
-0.06523264199495316,
-0.0309673510491848,
-0.017838217318058014,
0.00991267804056406,
0.018291497603058815,
-0.013432932086288929,
0.0036705019883811474,
0.05432842671871185,
0.025146806612610817,
-0.08685360103845596,
-0.029895320534706116,
0.016926482319831848,
-0.011952891014516354,
-0.05218176916241646,
0.009418400935828686,
0.03854251280426979,
-0.0016739058773964643
] |
1401.5520
|
Zhisong Qu
|
Zhisong Qu, Michael Fitzgerald, Matthew John Hole
|
Analysing the impact of anisotropy pressure on tokamak equilibria
| null |
Plasma Phys. Control. Fusion 56 (2014) 075007
|
10.1088/0741-3335/56/7/075007
| null |
physics.plasm-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Neutral beam injection or ion cyclotron resonance heating induces pressure
anisotropy. The axisymmetric plasma equilibrium code HELENA has been upgraded
to include anisotropy and toroidal flow. With both analytical and numerical
methods, we have studied the determinant factors in anisotropic equilibria and
their impact on flux surfaces, magnetic axis shift, the displacement of
pressures and density contours from flux surface. With $p_\parallel/p_\perp
\approx 1.5$, $p_\perp$ can vary 20% on $s=0.5$ flux surface, in a MAST like
equilibrium. We have also re-evaluated the widely applied approximation to
anisotropy in which $p^*=(p_\parallel + p_\perp)/2$, the average of parallel
and perpendicular pressure, is taken as the approximate isotropic pressure. We
find the reconstructions of the same MAST discharge with $p_\parallel/p_\perp
\approx 1.25$, using isotropic and anisotropic model respectively, to have a 3%
difference in toroidal field but a 66% difference in poloidal current.
|
[
{
"created": "Tue, 21 Jan 2014 23:22:55 GMT",
"version": "v1"
},
{
"created": "Thu, 20 Mar 2014 23:33:02 GMT",
"version": "v2"
}
] |
2015-02-10
|
[
[
"Qu",
"Zhisong",
""
],
[
"Fitzgerald",
"Michael",
""
],
[
"Hole",
"Matthew John",
""
]
] |
[
-0.09491477161645889,
0.031800348311662674,
0.04370087757706642,
-0.0360054075717926,
-0.09469462186098099,
-0.0278648491948843,
-0.027796413749456406,
0.05013684555888176,
-0.03090324066579342,
0.013764383271336555,
-0.006114560645073652,
-0.05846744403243065,
0.03956165164709091,
0.0303404051810503,
0.012510349042713642,
-0.01100336853414774,
0.013478490523993969,
0.0009067748324014246,
0.04146929830312729,
0.04822683706879616,
-0.019190767779946327,
0.009694366715848446,
-0.042736973613500595,
-0.002522210357710719,
0.0433276928961277,
-0.048394396901130676,
-0.005892671644687653,
-0.015028707683086395,
-0.0392361544072628,
-0.003206225810572505,
-0.06772813946008682,
-0.018808381631970406,
-0.08516715466976166,
0.0003955448337364942,
0.0037790732458233833,
-0.054204799234867096,
-0.03425472974777222,
0.0933319553732872,
-0.08066437393426895,
0.07004168629646301,
0.0380779430270195,
0.05779286473989487,
0.008939176797866821,
0.0205665435642004,
0.030053194612264633,
-0.00216770195402205,
0.05908558890223503,
-0.06665225327014923,
0.03940165787935257,
0.02605293318629265,
-0.005084960721433163,
0.031430862843990326,
-0.0037394133396446705,
-0.02279515378177166,
-0.09630414843559265,
-0.02232319489121437,
0.04056784138083458,
-0.025587305426597595,
0.0332815907895565,
-0.0022608961444348097,
-0.025995422154664993,
-0.031283486634492874,
-0.05662782862782478,
0.045805033296346664,
0.03709099814295769,
-0.04116314649581909,
0.03901967033743858,
0.008304710499942303,
-0.01947803422808647,
-0.08490137755870819,
-0.03150617331266403,
0.0018699679058045149,
-0.06155894696712494,
-0.10639886558055878,
0.017805278301239014,
0.029910651966929436,
0.027712639421224594,
0.0021216310560703278,
-0.06052837148308754,
-0.02777387946844101,
-0.049345895648002625,
-0.0012355921790003777,
-0.09456527233123779,
-0.06616825610399246,
-0.0957401692867279,
0.010619468986988068,
-0.033449988812208176,
-0.05302445963025093,
-0.006495318375527859,
0.005504111759364605,
-0.008076302707195282,
-0.02189471386373043,
-0.07431160658597946,
-0.02672376111149788,
0.09879625588655472,
0.05843473970890045,
-0.015080318786203861,
0.050342150032520294,
0.010145425796508789,
0.014115875586867332,
0.08335497975349426,
-0.060818932950496674,
-0.10935031622648239,
-0.001123029855079949,
0.00915822759270668,
0.10096071660518646,
0.05499711260199547,
0.008894169703125954,
-0.05841787904500961,
0.09420717507600784,
-0.013217284344136715,
0.03193246200680733,
-0.043908413499593735,
-0.141951784491539,
0.1274907886981964,
0.02796320989727974,
-0.017449773848056793,
0.036396436393260956,
-0.01938703842461109,
0.05824940651655197,
0.02510000765323639,
-0.03646243363618851,
-0.05161118879914284,
0.07209619879722595,
0.013970613479614258,
0.008837574161589146,
-0.021998900920152664,
4.373444364649583e-33,
0.02706862799823284,
0.09160850197076797,
0.047399308532476425,
0.03458080813288689,
-0.14295002818107605,
0.03500955551862717,
0.0364510677754879,
0.0525207445025444,
-0.013018795289099216,
0.021310273557901382,
-0.019453542307019234,
0.05570201575756073,
0.0001494210446253419,
-0.05264883488416672,
-0.10030218213796616,
-0.06050797924399376,
0.018126560375094414,
0.04497959464788437,
-0.08909530937671661,
0.03514239564538002,
0.04889793321490288,
0.02590743452310562,
0.007474122103303671,
-0.02414417825639248,
-0.07024162262678146,
0.03736555576324463,
-0.010579727590084076,
-0.03566230461001396,
-0.12087058275938034,
0.028944430872797966,
0.006306352559477091,
-0.034378569573163986,
-0.04393748939037323,
0.03672071918845177,
-0.04042557254433632,
-0.017709577456116676,
-0.023823337629437447,
-0.041101712733507156,
0.04428604990243912,
-0.015395667403936386,
-0.09729709476232529,
0.012827695347368717,
-0.0315510518848896,
0.07772479206323624,
0.03233886510133743,
-0.015227999538183212,
-0.03196493536233902,
-0.060846347361803055,
0.05920417234301567,
-0.005517779849469662,
0.04374592751264572,
0.013467522338032722,
-0.002666713669896126,
0.04510169103741646,
0.06555850058794022,
0.025967851281166077,
0.038810305297374725,
-0.018087251111865044,
0.01212745439261198,
0.06349383294582367,
0.07323488593101501,
0.08165408670902252,
0.03367600589990616,
-0.06046927720308304,
-0.034955162554979324,
0.08185400068759918,
-0.007848774082958698,
0.06151070073246956,
0.02005482092499733,
-0.009982720948755741,
-0.034868236631155014,
0.024638189002871513,
-0.03585432842373848,
0.05991613119840622,
0.027095478028059006,
0.05127574875950813,
0.05473411828279495,
0.11522594839334488,
0.07423563301563263,
-0.03407815098762512,
-0.13536742329597473,
-0.03395421802997589,
-0.037160180509090424,
0.041160840541124344,
-0.03163788467645645,
-0.01667189598083496,
0.04980948567390442,
0.07591775804758072,
0.0031979361083358526,
-0.02794698067009449,
0.09506231546401978,
0.0618915855884552,
0.027921034023165703,
-0.012346740812063217,
0.03310718014836311,
-6.011162930682364e-33,
-0.00034878362203016877,
0.042876653373241425,
-0.08834219723939896,
-0.04276163876056671,
-0.009334838017821312,
0.0031471627298742533,
0.05683879181742668,
0.08076564222574234,
-0.13248181343078613,
-0.02256191521883011,
0.005120657384395599,
-0.019043313339352608,
-0.022207381203770638,
-0.03958174213767052,
-0.02445675991475582,
0.020162303000688553,
0.006286507472395897,
0.016316382214426994,
-0.013852273114025593,
0.020090119913220406,
0.0534522607922554,
0.030934369191527367,
0.014453108422458172,
0.06337909400463104,
-0.06596910953521729,
-0.0027532412204891443,
-0.0500054731965065,
-0.04255069047212601,
0.03799261897802353,
0.06069508194923401,
-0.04857301712036133,
0.12115810811519623,
-0.04813004657626152,
-0.02853989228606224,
-0.008014065213501453,
-0.04023265838623047,
-0.05844411998987198,
0.05579517036676407,
0.012549882754683495,
-0.05425363779067993,
-0.004915512632578611,
0.06038136035203934,
0.009986458346247673,
-0.01842275634407997,
-0.020596742630004883,
0.041042767465114594,
0.012320381589233875,
-0.12895523011684418,
0.09296821057796478,
0.03281420096755028,
-0.006894760765135288,
-0.01277252659201622,
0.084404855966568,
0.08936124294996262,
-0.014244946651160717,
-0.029939360916614532,
-0.01609775982797146,
-0.009485844522714615,
0.07393229007720947,
-0.038757696747779846,
-0.07846527546644211,
-0.020130591467022896,
0.041659899055957794,
-0.12122991681098938,
-0.032545726746320724,
-0.06154222413897514,
0.07889794558286667,
-0.06462467461824417,
-0.03871118649840355,
0.019599128514528275,
0.015453620813786983,
0.04687618464231491,
0.05175312981009483,
-0.03459271788597107,
-0.022959169000387192,
0.03583773225545883,
0.15491192042827606,
-0.09263355284929276,
-0.051267027854919434,
0.05109662562608719,
0.015760019421577454,
0.07669627666473389,
-0.03351588174700737,
-0.004960821010172367,
0.042793918401002884,
-0.08516624569892883,
0.018075905740261078,
-0.04100557044148445,
0.019939208403229713,
0.003999058157205582,
0.04021606221795082,
0.017701243981719017,
0.061611857265233994,
-0.08083445578813553,
0.07891398668289185,
-6.029349464142797e-8,
0.05939603969454765,
0.043339721858501434,
0.03544575348496437,
0.021311484277248383,
-0.04319329932332039,
0.045144058763980865,
-0.11660736054182053,
-0.016533328220248222,
-0.0162642989307642,
-0.05447006970643997,
0.05674467235803604,
0.04705386981368065,
0.11728164553642273,
0.019336137920618057,
-0.018004650250077248,
0.05864046514034271,
-0.012961708940565586,
-0.023150812834501266,
0.06678406894207001,
0.01526681613177061,
0.016188831999897957,
-0.01563192717730999,
-0.022327018901705742,
-0.055342093110084534,
-0.04230593889951706,
0.07703279703855515,
-0.017824722453951836,
-0.034500088542699814,
0.02410770393908024,
-0.024851910769939423,
-0.038808584213256836,
-0.05664443224668503,
-0.015134262852370739,
-0.06267914921045303,
-0.04529182240366936,
0.08730505406856537,
-0.0007015348528511822,
-0.0165678970515728,
-0.03449913114309311,
-0.007253034971654415,
-0.07044785469770432,
-0.07269319146871567,
0.04127182811498642,
-0.028821546584367752,
0.03808284178376198,
0.0661580041050911,
-0.014987657777965069,
-0.019959675148129463,
-0.05680294334888458,
-0.010560320690274239,
-0.05503780022263527,
0.005362194962799549,
0.06041911989450455,
-0.04282250255346298,
0.03785285726189613,
-0.016506711021065712,
-0.035003598779439926,
0.013827824033796787,
0.09297744184732437,
-0.0032418814953416586,
0.07297840714454651,
-0.040488019585609436,
-0.09585582464933395,
-0.03523058444261551
] | null | null | null | null | null | null | null |
[
-0.09491477161645889,
0.031800348311662674,
0.04370087757706642,
-0.0360054075717926,
-0.09469462186098099,
-0.0278648491948843,
-0.027796413749456406,
0.05013684555888176,
-0.03090324066579342,
0.013764383271336555,
-0.006114560645073652,
-0.05846744403243065,
0.03956165164709091,
0.0303404051810503,
0.012510349042713642,
-0.01100336853414774,
0.013478490523993969,
0.0009067748324014246,
0.04146929830312729,
0.04822683706879616,
-0.019190767779946327,
0.009694366715848446,
-0.042736973613500595,
-0.002522210357710719,
0.0433276928961277,
-0.048394396901130676,
-0.005892671644687653,
-0.015028707683086395,
-0.0392361544072628,
-0.003206225810572505,
-0.06772813946008682,
-0.018808381631970406,
-0.08516715466976166,
0.0003955448337364942,
0.0037790732458233833,
-0.054204799234867096,
-0.03425472974777222,
0.0933319553732872,
-0.08066437393426895,
0.07004168629646301,
0.0380779430270195,
0.05779286473989487,
0.008939176797866821,
0.0205665435642004,
0.030053194612264633,
-0.00216770195402205,
0.05908558890223503,
-0.06665225327014923,
0.03940165787935257,
0.02605293318629265,
-0.005084960721433163,
0.031430862843990326,
-0.0037394133396446705,
-0.02279515378177166,
-0.09630414843559265,
-0.02232319489121437,
0.04056784138083458,
-0.025587305426597595,
0.0332815907895565,
-0.0022608961444348097,
-0.025995422154664993,
-0.031283486634492874,
-0.05662782862782478,
0.045805033296346664,
0.03709099814295769,
-0.04116314649581909,
0.03901967033743858,
0.008304710499942303,
-0.01947803422808647,
-0.08490137755870819,
-0.03150617331266403,
0.0018699679058045149,
-0.06155894696712494,
-0.10639886558055878,
0.017805278301239014,
0.029910651966929436,
0.027712639421224594,
0.0021216310560703278,
-0.06052837148308754,
-0.02777387946844101,
-0.049345895648002625,
-0.0012355921790003777,
-0.09456527233123779,
-0.06616825610399246,
-0.0957401692867279,
0.010619468986988068,
-0.033449988812208176,
-0.05302445963025093,
-0.006495318375527859,
0.005504111759364605,
-0.008076302707195282,
-0.02189471386373043,
-0.07431160658597946,
-0.02672376111149788,
0.09879625588655472,
0.05843473970890045,
-0.015080318786203861,
0.050342150032520294,
0.010145425796508789,
0.014115875586867332,
0.08335497975349426,
-0.060818932950496674,
-0.10935031622648239,
-0.001123029855079949,
0.00915822759270668,
0.10096071660518646,
0.05499711260199547,
0.008894169703125954,
-0.05841787904500961,
0.09420717507600784,
-0.013217284344136715,
0.03193246200680733,
-0.043908413499593735,
-0.141951784491539,
0.1274907886981964,
0.02796320989727974,
-0.017449773848056793,
0.036396436393260956,
-0.01938703842461109,
0.05824940651655197,
0.02510000765323639,
-0.03646243363618851,
-0.05161118879914284,
0.07209619879722595,
0.013970613479614258,
0.008837574161589146,
-0.021998900920152664,
4.373444364649583e-33,
0.02706862799823284,
0.09160850197076797,
0.047399308532476425,
0.03458080813288689,
-0.14295002818107605,
0.03500955551862717,
0.0364510677754879,
0.0525207445025444,
-0.013018795289099216,
0.021310273557901382,
-0.019453542307019234,
0.05570201575756073,
0.0001494210446253419,
-0.05264883488416672,
-0.10030218213796616,
-0.06050797924399376,
0.018126560375094414,
0.04497959464788437,
-0.08909530937671661,
0.03514239564538002,
0.04889793321490288,
0.02590743452310562,
0.007474122103303671,
-0.02414417825639248,
-0.07024162262678146,
0.03736555576324463,
-0.010579727590084076,
-0.03566230461001396,
-0.12087058275938034,
0.028944430872797966,
0.006306352559477091,
-0.034378569573163986,
-0.04393748939037323,
0.03672071918845177,
-0.04042557254433632,
-0.017709577456116676,
-0.023823337629437447,
-0.041101712733507156,
0.04428604990243912,
-0.015395667403936386,
-0.09729709476232529,
0.012827695347368717,
-0.0315510518848896,
0.07772479206323624,
0.03233886510133743,
-0.015227999538183212,
-0.03196493536233902,
-0.060846347361803055,
0.05920417234301567,
-0.005517779849469662,
0.04374592751264572,
0.013467522338032722,
-0.002666713669896126,
0.04510169103741646,
0.06555850058794022,
0.025967851281166077,
0.038810305297374725,
-0.018087251111865044,
0.01212745439261198,
0.06349383294582367,
0.07323488593101501,
0.08165408670902252,
0.03367600589990616,
-0.06046927720308304,
-0.034955162554979324,
0.08185400068759918,
-0.007848774082958698,
0.06151070073246956,
0.02005482092499733,
-0.009982720948755741,
-0.034868236631155014,
0.024638189002871513,
-0.03585432842373848,
0.05991613119840622,
0.027095478028059006,
0.05127574875950813,
0.05473411828279495,
0.11522594839334488,
0.07423563301563263,
-0.03407815098762512,
-0.13536742329597473,
-0.03395421802997589,
-0.037160180509090424,
0.041160840541124344,
-0.03163788467645645,
-0.01667189598083496,
0.04980948567390442,
0.07591775804758072,
0.0031979361083358526,
-0.02794698067009449,
0.09506231546401978,
0.0618915855884552,
0.027921034023165703,
-0.012346740812063217,
0.03310718014836311,
-6.011162930682364e-33,
-0.00034878362203016877,
0.042876653373241425,
-0.08834219723939896,
-0.04276163876056671,
-0.009334838017821312,
0.0031471627298742533,
0.05683879181742668,
0.08076564222574234,
-0.13248181343078613,
-0.02256191521883011,
0.005120657384395599,
-0.019043313339352608,
-0.022207381203770638,
-0.03958174213767052,
-0.02445675991475582,
0.020162303000688553,
0.006286507472395897,
0.016316382214426994,
-0.013852273114025593,
0.020090119913220406,
0.0534522607922554,
0.030934369191527367,
0.014453108422458172,
0.06337909400463104,
-0.06596910953521729,
-0.0027532412204891443,
-0.0500054731965065,
-0.04255069047212601,
0.03799261897802353,
0.06069508194923401,
-0.04857301712036133,
0.12115810811519623,
-0.04813004657626152,
-0.02853989228606224,
-0.008014065213501453,
-0.04023265838623047,
-0.05844411998987198,
0.05579517036676407,
0.012549882754683495,
-0.05425363779067993,
-0.004915512632578611,
0.06038136035203934,
0.009986458346247673,
-0.01842275634407997,
-0.020596742630004883,
0.041042767465114594,
0.012320381589233875,
-0.12895523011684418,
0.09296821057796478,
0.03281420096755028,
-0.006894760765135288,
-0.01277252659201622,
0.084404855966568,
0.08936124294996262,
-0.014244946651160717,
-0.029939360916614532,
-0.01609775982797146,
-0.009485844522714615,
0.07393229007720947,
-0.038757696747779846,
-0.07846527546644211,
-0.020130591467022896,
0.041659899055957794,
-0.12122991681098938,
-0.032545726746320724,
-0.06154222413897514,
0.07889794558286667,
-0.06462467461824417,
-0.03871118649840355,
0.019599128514528275,
0.015453620813786983,
0.04687618464231491,
0.05175312981009483,
-0.03459271788597107,
-0.022959169000387192,
0.03583773225545883,
0.15491192042827606,
-0.09263355284929276,
-0.051267027854919434,
0.05109662562608719,
0.015760019421577454,
0.07669627666473389,
-0.03351588174700737,
-0.004960821010172367,
0.042793918401002884,
-0.08516624569892883,
0.018075905740261078,
-0.04100557044148445,
0.019939208403229713,
0.003999058157205582,
0.04021606221795082,
0.017701243981719017,
0.061611857265233994,
-0.08083445578813553,
0.07891398668289185,
-6.029349464142797e-8,
0.05939603969454765,
0.043339721858501434,
0.03544575348496437,
0.021311484277248383,
-0.04319329932332039,
0.045144058763980865,
-0.11660736054182053,
-0.016533328220248222,
-0.0162642989307642,
-0.05447006970643997,
0.05674467235803604,
0.04705386981368065,
0.11728164553642273,
0.019336137920618057,
-0.018004650250077248,
0.05864046514034271,
-0.012961708940565586,
-0.023150812834501266,
0.06678406894207001,
0.01526681613177061,
0.016188831999897957,
-0.01563192717730999,
-0.022327018901705742,
-0.055342093110084534,
-0.04230593889951706,
0.07703279703855515,
-0.017824722453951836,
-0.034500088542699814,
0.02410770393908024,
-0.024851910769939423,
-0.038808584213256836,
-0.05664443224668503,
-0.015134262852370739,
-0.06267914921045303,
-0.04529182240366936,
0.08730505406856537,
-0.0007015348528511822,
-0.0165678970515728,
-0.03449913114309311,
-0.007253034971654415,
-0.07044785469770432,
-0.07269319146871567,
0.04127182811498642,
-0.028821546584367752,
0.03808284178376198,
0.0661580041050911,
-0.014987657777965069,
-0.019959675148129463,
-0.05680294334888458,
-0.010560320690274239,
-0.05503780022263527,
0.005362194962799549,
0.06041911989450455,
-0.04282250255346298,
0.03785285726189613,
-0.016506711021065712,
-0.035003598779439926,
0.013827824033796787,
0.09297744184732437,
-0.0032418814953416586,
0.07297840714454651,
-0.040488019585609436,
-0.09585582464933395,
-0.03523058444261551
] |
1401.5522
|
Bradley Lowery
|
Mathieu Faverge, Julien Herrmann, Julien Langou, Bradley Lowery, Yves
Robert and Jack Dongarra
|
Designing LU-QR hybrid solvers for performance and stability
|
15 pages
| null | null | null |
math.NA cs.NA
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper introduces hybrid LU-QR al- gorithms for solving dense linear
systems of the form Ax = b. Throughout a matrix factorization, these al-
gorithms dynamically alternate LU with local pivoting and QR elimination steps,
based upon some robustness criterion. LU elimination steps can be very
efficiently parallelized, and are twice as cheap in terms of floating- point
operations, as QR steps. However, LU steps are not necessarily stable, while QR
steps are always stable. The hybrid algorithms execute a QR step when a
robustness criterion detects some risk for instability, and they execute an LU
step otherwise. Ideally, the choice between LU and QR steps must have a small
computational overhead and must provide a satisfactory level of stability with
as few QR steps as possible. In this paper, we introduce several robustness
criteria and we establish upper bounds on the growth factor of the norm of the
updated matrix incurred by each of these criteria. In addition, we describe the
implementation of the hybrid algorithms through an exten- sion of the PaRSEC
software to allow for dynamic choices during execution. Finally, we analyze
both stability and performance results compared to state-of-the-art linear
solvers on parallel distributed multicore platforms.
|
[
{
"created": "Tue, 21 Jan 2014 23:45:16 GMT",
"version": "v1"
}
] |
2014-01-23
|
[
[
"Faverge",
"Mathieu",
""
],
[
"Herrmann",
"Julien",
""
],
[
"Langou",
"Julien",
""
],
[
"Lowery",
"Bradley",
""
],
[
"Robert",
"Yves",
""
],
[
"Dongarra",
"Jack",
""
]
] |
[
-0.056441277265548706,
0.004548159893602133,
-0.08909798413515091,
0.026208501309156418,
-0.017161628231406212,
-0.05639785900712013,
-0.0831480547785759,
-0.0005521408165805042,
-0.008247985504567623,
0.01940431445837021,
0.045541390776634216,
0.03895409777760506,
0.0032000697683542967,
0.05485505238175392,
-0.03745899721980095,
0.06315547227859497,
-0.011864496394991875,
0.017230771481990814,
-0.0823359563946724,
0.0017340169288218021,
-0.07261274009943008,
-0.043163001537323,
-0.10661005228757858,
0.005349456798285246,
0.04382271692156792,
0.07320774346590042,
-0.027231412008404732,
-0.04204850643873215,
0.048648178577423096,
0.012289129197597504,
0.043315935879945755,
0.0591866672039032,
0.03992469981312752,
-0.09429903328418732,
-0.05622704327106476,
-0.009774371050298214,
0.0059348708018660545,
-0.06250069290399551,
-0.029033536091446877,
0.007557938806712627,
0.015102377161383629,
0.03491486236453056,
0.009883617050945759,
-0.034619443118572235,
0.04582691937685013,
0.01547197625041008,
0.03307187557220459,
0.017105668783187866,
-0.010476767085492611,
0.009106791578233242,
-0.004727455321699381,
0.0018143244087696075,
-0.010042349807918072,
0.039045725017786026,
-0.026497866958379745,
-0.11950931698083878,
0.048902835696935654,
-0.006289638578891754,
0.010775519534945488,
-0.017727244645357132,
-0.06811869144439697,
0.03865696117281914,
0.009511931799352169,
-0.014474955387413502,
-0.011315327137708664,
0.043199323117733,
-0.0023628296330571175,
-0.06222129613161087,
-0.05005553737282753,
0.04740156978368759,
-0.1001555547118187,
-0.05443651229143143,
0.02013152278959751,
0.00024817383382469416,
0.015013781376183033,
0.0026288717053830624,
0.020582742989063263,
-0.03484204411506653,
-0.0737929567694664,
0.1301041841506958,
0.05978535860776901,
0.016596274450421333,
-0.07082508504390717,
-0.0619661770761013,
0.05996914580464363,
-0.08100543916225433,
-0.06679856777191162,
0.017335735261440277,
0.0892912745475769,
-0.0623425729572773,
0.0582766979932785,
0.02046298235654831,
0.012594769708812237,
-0.021472515538334846,
0.04579818993806839,
0.007985769771039486,
0.013090130873024464,
0.01360009890049696,
0.02799469605088234,
0.03483055531978607,
0.030145108699798584,
-0.02314891293644905,
0.052103202790021896,
0.01772857829928398,
-0.01464676670730114,
0.008303821086883545,
0.049301642924547195,
0.10299630463123322,
-0.019890889525413513,
-0.09070643037557602,
0.02277282066643238,
0.012881632894277573,
0.05301826074719429,
0.0508786141872406,
0.0037953320425003767,
0.012692781165242195,
0.07003775238990784,
-0.05828988924622536,
0.08867504447698593,
-0.023512721061706543,
0.01413244940340519,
0.004112085327506065,
0.11855460703372955,
0.04591094329953194,
0.1291993111371994,
-0.03272818401455879,
-0.11180835217237473,
4.689229534396467e-33,
-0.015909260138869286,
0.07303570955991745,
0.014506988227367401,
0.002156813396140933,
-0.00034024976775981486,
0.0016598613001406193,
0.13027596473693848,
0.015624741092324257,
-0.09896139800548553,
-0.014337856322526932,
0.040397316217422485,
0.027777956798672676,
-0.014437776990234852,
-0.013415494002401829,
0.0608789287507534,
-0.020700354129076004,
0.013653579168021679,
-0.05841055512428284,
-0.03668724000453949,
-0.09196990728378296,
0.09547056257724762,
-0.12200447171926498,
-0.03513511270284653,
-0.040662240236997604,
0.07052674144506454,
-0.02823309227824211,
0.11324398219585419,
-0.0797600969672203,
-0.036152828484773636,
-0.01373915746808052,
-0.11249031871557236,
-0.017195044085383415,
0.013181407935917377,
0.049381695687770844,
-0.019424639642238617,
0.020856278017163277,
-0.04654441028833389,
-0.05066896229982376,
0.03291367366909981,
-0.05846818909049034,
0.00009841546125244349,
-0.006513902917504311,
0.008918777108192444,
0.0029418724589049816,
-0.02547074854373932,
0.0369393527507782,
-0.07534857094287872,
0.08849205821752548,
-0.007234666030853987,
-0.037741802632808685,
0.01572359725832939,
0.001675452571362257,
-0.0377153642475605,
0.034450713545084,
0.04759104922413826,
-0.046922821551561356,
-0.05193892493844032,
0.03618478775024414,
-0.02208619937300682,
0.12471076846122742,
-0.008114087395370007,
0.006377742625772953,
-0.10002753883600235,
0.017986398190259933,
-0.01832396723330021,
0.01695776730775833,
0.011996695771813393,
-0.003979165107011795,
-0.0032871931325644255,
0.06768754124641418,
-0.01869112066924572,
-0.07549729198217392,
0.07983104139566422,
-0.00937653984874487,
0.0145183727145195,
-0.07088055461645126,
0.07657849788665771,
-0.07666759192943573,
-0.009748255833983421,
-0.07420798391103745,
-0.01545847486704588,
0.11104926466941833,
0.024973470717668533,
0.026499634608626366,
-0.05788792297244072,
-0.1109406128525734,
-0.006849635858088732,
-0.01188016775995493,
-0.11419264227151871,
-0.09655166417360306,
-0.017601341009140015,
0.014038607478141785,
0.08124591410160065,
0.02733188308775425,
-0.01567566581070423,
-4.022370854491014e-33,
0.03778155520558357,
-0.08820232003927231,
-0.00404983339831233,
0.08028804510831833,
0.005870711989700794,
-0.10689643025398254,
0.004164617508649826,
-0.14399243891239166,
0.11072991788387299,
-0.05526299774646759,
-0.0790325254201889,
-0.0016669521573930979,
0.00786119606345892,
0.06537628173828125,
0.10580219328403473,
0.026029694825410843,
-0.036929503083229065,
0.03962093964219093,
0.00838908739387989,
0.03824925050139427,
-0.031756214797496796,
0.06811154633760452,
0.018965303897857666,
-0.01841108687222004,
-0.016145717352628708,
-0.017508717253804207,
0.013137713074684143,
0.051493555307388306,
-0.03339909389615059,
-0.015231633558869362,
-0.07923909276723862,
-0.0519249364733696,
-0.05110444501042366,
-0.03455353155732155,
-0.029151253402233124,
0.07097441703081131,
-0.0561983585357666,
-0.0013750880025327206,
-0.017532305791974068,
0.003926084376871586,
-0.005171708296984434,
-0.0332225039601326,
-0.030487941578030586,
-0.013473529368638992,
0.030770694836974144,
0.10098426789045334,
-0.034346845000982285,
0.025504454970359802,
0.04099837318062782,
-0.01804751716554165,
0.00465180492028594,
0.020726148039102554,
0.06080985069274902,
0.11705374717712402,
0.02672507055103779,
-0.008336616680026054,
0.022167524322867393,
0.049285732209682465,
-0.029257891699671745,
-0.0656738355755806,
-0.01101754792034626,
-0.012454352341592312,
0.03166640177369118,
0.012838038615882397,
0.048499695956707,
0.021106237545609474,
0.006286188960075378,
-0.02311563491821289,
-0.010103967040777206,
0.05967399477958679,
-0.026339732110500336,
-0.03562460094690323,
-0.01947200857102871,
0.07439024746417999,
0.00023238862922880799,
-0.025390559807419777,
-0.04578109830617905,
-0.01879969611763954,
0.028164774179458618,
-0.010438296012580395,
0.021831156685948372,
0.025217754766345024,
-0.008813601918518543,
-0.017294112592935562,
-0.0516827292740345,
0.03294707089662552,
0.031212911009788513,
0.022590842097997665,
0.04959365725517273,
-0.045558784157037735,
0.04454875737428665,
0.0023211559746414423,
0.028253223747015,
-0.016347559168934822,
-0.04003618657588959,
-4.629412231338392e-8,
-0.04428162798285484,
0.0030851075425744057,
-0.1096387729048729,
-0.004364530555903912,
0.0592542327940464,
-0.014982588589191437,
0.06671221554279327,
-0.031397465616464615,
0.05207778513431549,
-0.010226481594145298,
0.043098077178001404,
-0.1150948628783226,
0.017762301489710808,
-0.04842309281229973,
-0.028960490599274635,
0.06668242067098618,
-0.045203424990177155,
-0.06588181853294373,
-0.0005764747620560229,
-0.04439970478415489,
-0.02509741671383381,
0.04676293581724167,
-0.0390765406191349,
0.0472545400261879,
0.0026579080149531364,
-0.01467251218855381,
0.030666938051581383,
0.1093422919511795,
0.15574824810028076,
0.07225640118122101,
0.016607696190476418,
-0.020385729148983955,
0.0682392567396164,
0.06454358994960785,
0.043447382748126984,
0.04351441562175751,
0.06446226686239243,
-0.000014434141121455468,
0.03569016605615616,
-0.011922325007617474,
0.00908655021339655,
0.09192831069231033,
-0.005788870621472597,
-0.02009580284357071,
0.007931055501103401,
0.024921290576457977,
-0.07085239887237549,
-0.07202798873186111,
0.06250813603401184,
0.02652602083981037,
0.0025334153324365616,
0.016407378017902374,
-0.03806599602103233,
0.06488945335149765,
-0.012070652097463608,
-0.1020377054810524,
-0.02996465191245079,
-0.04762665554881096,
0.09017675369977951,
0.02881561778485775,
0.02009263075888157,
-0.022108061239123344,
0.028368769213557243,
0.07906287163496017
] | null | null | null | null | null | null | null |
[
-0.056441277265548706,
0.004548159893602133,
-0.08909798413515091,
0.026208501309156418,
-0.017161628231406212,
-0.05639785900712013,
-0.0831480547785759,
-0.0005521408165805042,
-0.008247985504567623,
0.01940431445837021,
0.045541390776634216,
0.03895409777760506,
0.0032000697683542967,
0.05485505238175392,
-0.03745899721980095,
0.06315547227859497,
-0.011864496394991875,
0.017230771481990814,
-0.0823359563946724,
0.0017340169288218021,
-0.07261274009943008,
-0.043163001537323,
-0.10661005228757858,
0.005349456798285246,
0.04382271692156792,
0.07320774346590042,
-0.027231412008404732,
-0.04204850643873215,
0.048648178577423096,
0.012289129197597504,
0.043315935879945755,
0.0591866672039032,
0.03992469981312752,
-0.09429903328418732,
-0.05622704327106476,
-0.009774371050298214,
0.0059348708018660545,
-0.06250069290399551,
-0.029033536091446877,
0.007557938806712627,
0.015102377161383629,
0.03491486236453056,
0.009883617050945759,
-0.034619443118572235,
0.04582691937685013,
0.01547197625041008,
0.03307187557220459,
0.017105668783187866,
-0.010476767085492611,
0.009106791578233242,
-0.004727455321699381,
0.0018143244087696075,
-0.010042349807918072,
0.039045725017786026,
-0.026497866958379745,
-0.11950931698083878,
0.048902835696935654,
-0.006289638578891754,
0.010775519534945488,
-0.017727244645357132,
-0.06811869144439697,
0.03865696117281914,
0.009511931799352169,
-0.014474955387413502,
-0.011315327137708664,
0.043199323117733,
-0.0023628296330571175,
-0.06222129613161087,
-0.05005553737282753,
0.04740156978368759,
-0.1001555547118187,
-0.05443651229143143,
0.02013152278959751,
0.00024817383382469416,
0.015013781376183033,
0.0026288717053830624,
0.020582742989063263,
-0.03484204411506653,
-0.0737929567694664,
0.1301041841506958,
0.05978535860776901,
0.016596274450421333,
-0.07082508504390717,
-0.0619661770761013,
0.05996914580464363,
-0.08100543916225433,
-0.06679856777191162,
0.017335735261440277,
0.0892912745475769,
-0.0623425729572773,
0.0582766979932785,
0.02046298235654831,
0.012594769708812237,
-0.021472515538334846,
0.04579818993806839,
0.007985769771039486,
0.013090130873024464,
0.01360009890049696,
0.02799469605088234,
0.03483055531978607,
0.030145108699798584,
-0.02314891293644905,
0.052103202790021896,
0.01772857829928398,
-0.01464676670730114,
0.008303821086883545,
0.049301642924547195,
0.10299630463123322,
-0.019890889525413513,
-0.09070643037557602,
0.02277282066643238,
0.012881632894277573,
0.05301826074719429,
0.0508786141872406,
0.0037953320425003767,
0.012692781165242195,
0.07003775238990784,
-0.05828988924622536,
0.08867504447698593,
-0.023512721061706543,
0.01413244940340519,
0.004112085327506065,
0.11855460703372955,
0.04591094329953194,
0.1291993111371994,
-0.03272818401455879,
-0.11180835217237473,
4.689229534396467e-33,
-0.015909260138869286,
0.07303570955991745,
0.014506988227367401,
0.002156813396140933,
-0.00034024976775981486,
0.0016598613001406193,
0.13027596473693848,
0.015624741092324257,
-0.09896139800548553,
-0.014337856322526932,
0.040397316217422485,
0.027777956798672676,
-0.014437776990234852,
-0.013415494002401829,
0.0608789287507534,
-0.020700354129076004,
0.013653579168021679,
-0.05841055512428284,
-0.03668724000453949,
-0.09196990728378296,
0.09547056257724762,
-0.12200447171926498,
-0.03513511270284653,
-0.040662240236997604,
0.07052674144506454,
-0.02823309227824211,
0.11324398219585419,
-0.0797600969672203,
-0.036152828484773636,
-0.01373915746808052,
-0.11249031871557236,
-0.017195044085383415,
0.013181407935917377,
0.049381695687770844,
-0.019424639642238617,
0.020856278017163277,
-0.04654441028833389,
-0.05066896229982376,
0.03291367366909981,
-0.05846818909049034,
0.00009841546125244349,
-0.006513902917504311,
0.008918777108192444,
0.0029418724589049816,
-0.02547074854373932,
0.0369393527507782,
-0.07534857094287872,
0.08849205821752548,
-0.007234666030853987,
-0.037741802632808685,
0.01572359725832939,
0.001675452571362257,
-0.0377153642475605,
0.034450713545084,
0.04759104922413826,
-0.046922821551561356,
-0.05193892493844032,
0.03618478775024414,
-0.02208619937300682,
0.12471076846122742,
-0.008114087395370007,
0.006377742625772953,
-0.10002753883600235,
0.017986398190259933,
-0.01832396723330021,
0.01695776730775833,
0.011996695771813393,
-0.003979165107011795,
-0.0032871931325644255,
0.06768754124641418,
-0.01869112066924572,
-0.07549729198217392,
0.07983104139566422,
-0.00937653984874487,
0.0145183727145195,
-0.07088055461645126,
0.07657849788665771,
-0.07666759192943573,
-0.009748255833983421,
-0.07420798391103745,
-0.01545847486704588,
0.11104926466941833,
0.024973470717668533,
0.026499634608626366,
-0.05788792297244072,
-0.1109406128525734,
-0.006849635858088732,
-0.01188016775995493,
-0.11419264227151871,
-0.09655166417360306,
-0.017601341009140015,
0.014038607478141785,
0.08124591410160065,
0.02733188308775425,
-0.01567566581070423,
-4.022370854491014e-33,
0.03778155520558357,
-0.08820232003927231,
-0.00404983339831233,
0.08028804510831833,
0.005870711989700794,
-0.10689643025398254,
0.004164617508649826,
-0.14399243891239166,
0.11072991788387299,
-0.05526299774646759,
-0.0790325254201889,
-0.0016669521573930979,
0.00786119606345892,
0.06537628173828125,
0.10580219328403473,
0.026029694825410843,
-0.036929503083229065,
0.03962093964219093,
0.00838908739387989,
0.03824925050139427,
-0.031756214797496796,
0.06811154633760452,
0.018965303897857666,
-0.01841108687222004,
-0.016145717352628708,
-0.017508717253804207,
0.013137713074684143,
0.051493555307388306,
-0.03339909389615059,
-0.015231633558869362,
-0.07923909276723862,
-0.0519249364733696,
-0.05110444501042366,
-0.03455353155732155,
-0.029151253402233124,
0.07097441703081131,
-0.0561983585357666,
-0.0013750880025327206,
-0.017532305791974068,
0.003926084376871586,
-0.005171708296984434,
-0.0332225039601326,
-0.030487941578030586,
-0.013473529368638992,
0.030770694836974144,
0.10098426789045334,
-0.034346845000982285,
0.025504454970359802,
0.04099837318062782,
-0.01804751716554165,
0.00465180492028594,
0.020726148039102554,
0.06080985069274902,
0.11705374717712402,
0.02672507055103779,
-0.008336616680026054,
0.022167524322867393,
0.049285732209682465,
-0.029257891699671745,
-0.0656738355755806,
-0.01101754792034626,
-0.012454352341592312,
0.03166640177369118,
0.012838038615882397,
0.048499695956707,
0.021106237545609474,
0.006286188960075378,
-0.02311563491821289,
-0.010103967040777206,
0.05967399477958679,
-0.026339732110500336,
-0.03562460094690323,
-0.01947200857102871,
0.07439024746417999,
0.00023238862922880799,
-0.025390559807419777,
-0.04578109830617905,
-0.01879969611763954,
0.028164774179458618,
-0.010438296012580395,
0.021831156685948372,
0.025217754766345024,
-0.008813601918518543,
-0.017294112592935562,
-0.0516827292740345,
0.03294707089662552,
0.031212911009788513,
0.022590842097997665,
0.04959365725517273,
-0.045558784157037735,
0.04454875737428665,
0.0023211559746414423,
0.028253223747015,
-0.016347559168934822,
-0.04003618657588959,
-4.629412231338392e-8,
-0.04428162798285484,
0.0030851075425744057,
-0.1096387729048729,
-0.004364530555903912,
0.0592542327940464,
-0.014982588589191437,
0.06671221554279327,
-0.031397465616464615,
0.05207778513431549,
-0.010226481594145298,
0.043098077178001404,
-0.1150948628783226,
0.017762301489710808,
-0.04842309281229973,
-0.028960490599274635,
0.06668242067098618,
-0.045203424990177155,
-0.06588181853294373,
-0.0005764747620560229,
-0.04439970478415489,
-0.02509741671383381,
0.04676293581724167,
-0.0390765406191349,
0.0472545400261879,
0.0026579080149531364,
-0.01467251218855381,
0.030666938051581383,
0.1093422919511795,
0.15574824810028076,
0.07225640118122101,
0.016607696190476418,
-0.020385729148983955,
0.0682392567396164,
0.06454358994960785,
0.043447382748126984,
0.04351441562175751,
0.06446226686239243,
-0.000014434141121455468,
0.03569016605615616,
-0.011922325007617474,
0.00908655021339655,
0.09192831069231033,
-0.005788870621472597,
-0.02009580284357071,
0.007931055501103401,
0.024921290576457977,
-0.07085239887237549,
-0.07202798873186111,
0.06250813603401184,
0.02652602083981037,
0.0025334153324365616,
0.016407378017902374,
-0.03806599602103233,
0.06488945335149765,
-0.012070652097463608,
-0.1020377054810524,
-0.02996465191245079,
-0.04762665554881096,
0.09017675369977951,
0.02881561778485775,
0.02009263075888157,
-0.022108061239123344,
0.028368769213557243,
0.07906287163496017
] |
1401.5524
|
Scott Hsu
|
D. R. Welch, T. C. Genoni, C. Thoma, D. V. Rose, and S. C. Hsu
|
Particle-in-cell simulations of laser beat-wave magnetization of dense
plasmas
|
18 pages, 10 figures, submitted for publication
|
Physics of Plasmas 21, 032704 (2014)
|
10.1063/1.4868225
|
LA-UR-14-20350
|
physics.plasm-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The interaction of two lasers with a difference frequency near that of the
ambient plasma frequency produces beat waves that can resonantly accelerate
thermal electrons. These beat waves can be used to drive electron current and
thereby embed magnetic fields into the plasma [D. R. Welch et al., Phys. Rev.
Lett. 109, 225002 (2012)]. In this paper, we present two-dimensional
particle-in-cell simulations of the beat-wave current-drive process over a wide
range of angles between the injected lasers, laser intensities, and plasma
densities. We discuss the application of this technique to the magnetization of
dense plasmas, motivated in particular by the problem of forming high-beta
plasma targets in a standoff manner for magneto-inertial fusion. The
feasibility of a near-term experiment embedding magnetic fields using lasers
with micron-scale wavelengths into a $\sim 10^{18}$-cm$^{-3}$-density plasma is
assessed.
|
[
{
"created": "Wed, 22 Jan 2014 00:09:28 GMT",
"version": "v1"
}
] |
2014-03-13
|
[
[
"Welch",
"D. R.",
""
],
[
"Genoni",
"T. C.",
""
],
[
"Thoma",
"C.",
""
],
[
"Rose",
"D. V.",
""
],
[
"Hsu",
"S. C.",
""
]
] |
[
-0.04619408771395683,
-0.014854629524052143,
-0.03512786701321602,
-0.0063171363435685635,
-0.12669111788272858,
-0.008263958618044853,
-0.04563673958182335,
-0.04683768376708031,
-0.055424753576517105,
-0.07045859098434448,
-0.10872157663106918,
-0.02548874169588089,
0.0571102574467659,
-0.07206357270479202,
0.07655590027570724,
0.05585400015115738,
0.09694371372461319,
0.020431945100426674,
0.04385092109441757,
0.04547901451587677,
-0.04233967885375023,
-0.10461155325174332,
0.02257862314581871,
-0.029948556795716286,
0.025034023448824883,
-0.023937854915857315,
-0.006588214077055454,
-0.019219081848859787,
-0.12668737769126892,
0.08096516877412796,
0.10878744721412659,
-0.011926640756428242,
-0.11995026469230652,
0.0870647132396698,
-0.05206619203090668,
-0.0430188849568367,
0.004403986968100071,
0.05866309255361557,
-0.030418377369642258,
0.01664719730615616,
0.05414438620209694,
-0.05913365259766579,
0.030700013041496277,
-0.009928829036653042,
0.033649493008852005,
-0.0047483923844993114,
-0.0072175017558038235,
-0.0821329802274704,
-0.005336769390851259,
-0.002684543142095208,
-0.05524380877614021,
-0.013822032138705254,
-0.030929425731301308,
-0.028751593083143234,
-0.0022006428334861994,
0.03184707090258598,
0.02282145991921425,
-0.040589794516563416,
-0.0015709329163655639,
0.008275814354419708,
0.00008397442434215918,
-0.012633518315851688,
-0.019367316737771034,
0.04891927167773247,
-0.0025095122400671244,
-0.0781739130616188,
0.014079788699746132,
0.047412481158971786,
-0.0706411749124527,
0.016593674197793007,
0.023230673745274544,
-0.0015155483270063996,
-0.08547695726156235,
0.004400423262268305,
-0.00015316974895540625,
-0.02706253156065941,
-0.061215776950120926,
0.03253770247101784,
-0.00478754285722971,
-0.014186973683536053,
-0.048365071415901184,
0.013225539587438107,
-0.09529170393943787,
0.04025740176439285,
-0.08940117061138153,
0.11644232273101807,
0.07510554790496826,
0.007019492331892252,
-0.040762368589639664,
0.029361814260482788,
0.014676160179078579,
-0.035259079188108444,
-0.025652306154370308,
0.010339127853512764,
0.06602911651134491,
-0.06763554364442825,
0.054568059742450714,
0.0011228707153350115,
0.0641639232635498,
-0.03909650444984436,
0.0670672208070755,
-0.015643099322915077,
-0.017121674492955208,
0.05455750972032547,
-0.06527095288038254,
0.007088648620992899,
0.057089198380708694,
0.08187144994735718,
-0.09404462575912476,
0.04686591029167175,
0.05172361433506012,
-0.039585623890161514,
-0.023223133757710457,
-0.06027177721261978,
0.12586630880832672,
0.08878766745328903,
0.03632434457540512,
0.013915328308939934,
0.023396415635943413,
0.04668228700757027,
-0.04194073751568794,
-0.0127254081889987,
-0.011444803327322006,
0.005758726503700018,
0.002702407306060195,
0.048602279275655746,
0.022053726017475128,
-3.3035817729021094e-33,
0.06114353984594345,
0.012043637223541737,
0.006701529957354069,
0.039333947002887726,
0.04514065012335777,
0.07875725626945496,
0.008991282433271408,
0.04338027164340019,
-0.046849120408296585,
0.054959770292043686,
0.0336388424038887,
0.11285093426704407,
-0.0053177098743617535,
0.037164799869060516,
-0.01193518191576004,
-0.08375310152769089,
0.021709227934479713,
0.024463940411806107,
-0.07733302563428879,
0.04908071830868721,
0.038182925432920456,
0.010456309653818607,
0.009293455630540848,
0.04622809961438179,
-0.01963145099580288,
0.08757122606039047,
-0.038678497076034546,
0.07564575225114822,
-0.013400368392467499,
0.0010959099745377898,
-0.007868058048188686,
-0.008032438345253468,
-0.057605188339948654,
-0.0114282863214612,
-0.009127202443778515,
-0.000008796157089818735,
-0.06292452663183212,
0.06049707904458046,
-0.020493129268288612,
0.005392157938331366,
0.03136136755347252,
0.0071913511492311954,
-0.0638502687215805,
-0.024703077971935272,
-0.004006358794867992,
0.00075651949737221,
0.010315131396055222,
-0.07992071658372879,
0.03622687980532646,
-0.039949387311935425,
0.04232199862599373,
0.020425347611308098,
-0.045043643563985825,
0.009623931720852852,
0.10638587176799774,
0.019365249201655388,
0.062116559594869614,
0.014036688022315502,
-0.012755283154547215,
-0.05495158210396767,
-0.014144848100841045,
0.008874567225575447,
0.06014921888709068,
0.027580397203564644,
-0.08806457370519638,
-0.006494626402854919,
0.01483900099992752,
0.060808707028627396,
0.01208688784390688,
0.03648151457309723,
0.0421442836523056,
0.05914168059825897,
0.023964546620845795,
-0.07381851226091385,
0.14183039963245392,
0.0016680561238899827,
0.021092256531119347,
0.12004614621400833,
0.012988414615392685,
-0.014897297136485577,
0.008048733696341515,
-0.08621794730424881,
-0.04184497892856598,
0.018807489424943924,
0.031150920316576958,
0.03957683593034744,
-0.09553218632936478,
-0.02194897271692753,
-0.10540454089641571,
-0.08338619768619537,
-0.03370721638202667,
-0.017054790630936623,
-0.0002812951570376754,
-0.04138458892703056,
-0.05986148864030838,
-9.638033384380442e-34,
0.06805717200040817,
-0.04410053789615631,
0.07057531923055649,
-0.03638537973165512,
0.014472146518528461,
0.09967838227748871,
0.032968658953905106,
0.016359752044081688,
-0.023918678984045982,
0.020830063149333,
-0.02524206042289734,
-0.007295128423720598,
0.03209244832396507,
-0.010838204063475132,
-0.042938318103551865,
-0.1180839091539383,
-0.05455690622329712,
0.023992057889699936,
0.012010063044726849,
-0.04315029829740524,
0.02966052107512951,
-0.005564147140830755,
0.10089436918497086,
0.05984200909733772,
0.03385606035590172,
-0.04916653037071228,
-0.0013614959316328168,
-0.02121739834547043,
-0.03230861946940422,
-0.03791741654276848,
0.014951304532587528,
-0.04037033021450043,
0.03852684050798416,
-0.06089342013001442,
0.0027578878216445446,
-0.03534216061234474,
0.021635226905345917,
-0.0035514794290065765,
0.01812213845551014,
-0.14006635546684265,
-0.01278122141957283,
0.003578686388209462,
0.010264851152896881,
-0.021591506898403168,
0.055798452347517014,
0.081899493932724,
-0.057041577994823456,
-0.04022161662578583,
0.029146432876586914,
0.030696183443069458,
-0.047386057674884796,
-0.0437442809343338,
-0.01768716238439083,
0.035718630999326706,
-0.018908753991127014,
-0.004355135839432478,
0.006861564237624407,
0.0304202139377594,
0.09783750772476196,
-0.011655956506729126,
-0.09817519783973694,
-0.007607706822454929,
0.08235548436641693,
-0.051213689148426056,
-0.06055580824613571,
0.05645497888326645,
-0.031226620078086853,
0.08813875168561935,
-0.01414494402706623,
0.021897658705711365,
0.0261547788977623,
0.010974272154271603,
-0.015840424224734306,
0.026446500793099403,
-0.041489001363515854,
-0.02590770088136196,
0.0540393590927124,
-0.04883955419063568,
-0.003737076884135604,
0.029562316834926605,
0.047452181577682495,
0.017908263951539993,
-0.060174018144607544,
-0.053159717470407486,
0.0744745060801506,
-0.04411255195736885,
0.037541136145591736,
-0.07405876368284225,
-0.08850619941949844,
0.020919475704431534,
0.07713425904512405,
0.06529916822910309,
0.03419136255979538,
-0.07891634106636047,
0.01830928772687912,
-4.904464390165231e-8,
0.10608995705842972,
0.04596797749400139,
0.039887044578790665,
0.07361806184053421,
0.00014282611664384604,
-0.038671720772981644,
-0.04581958428025246,
-0.05608797445893288,
0.05918863043189049,
-0.06716287136077881,
0.046603973954916,
0.02983074076473713,
0.04715045168995857,
0.04610240459442139,
0.008146055974066257,
-0.004193746019154787,
-0.020889362320303917,
-0.10897751897573471,
0.00996427796781063,
0.07301695644855499,
0.03528907895088196,
0.049233049154281616,
0.04677334055304527,
0.004891103133559227,
-0.04741760715842247,
0.03892098367214203,
-0.03055795654654503,
-0.011286655440926552,
0.04153920337557793,
-0.01866118796169758,
-0.09037487208843231,
-0.06376192718744278,
0.002879052422940731,
0.008900580927729607,
-0.09439060837030411,
-0.08643265068531036,
-0.06487949192523956,
-0.008045474998652935,
0.05607606843113899,
-0.0024998935405164957,
-0.0006226248224265873,
-0.04270058125257492,
0.025982948020100594,
-0.05016128718852997,
-0.06146947667002678,
0.03495362773537636,
-0.09567108750343323,
-0.08076665550470352,
-0.06505510210990906,
0.0696917176246643,
0.00484379893168807,
0.05033391714096069,
0.028736243024468422,
-0.08076157420873642,
-0.05418333038687706,
0.04669412598013878,
-0.09426365047693253,
0.01781310886144638,
0.03971432149410248,
-0.02582910656929016,
0.08178124576807022,
-0.040984608232975006,
0.005879742093384266,
0.10571622103452682
] | null | null | null | null | null | null | null |
[
-0.04619408771395683,
-0.014854629524052143,
-0.03512786701321602,
-0.0063171363435685635,
-0.12669111788272858,
-0.008263958618044853,
-0.04563673958182335,
-0.04683768376708031,
-0.055424753576517105,
-0.07045859098434448,
-0.10872157663106918,
-0.02548874169588089,
0.0571102574467659,
-0.07206357270479202,
0.07655590027570724,
0.05585400015115738,
0.09694371372461319,
0.020431945100426674,
0.04385092109441757,
0.04547901451587677,
-0.04233967885375023,
-0.10461155325174332,
0.02257862314581871,
-0.029948556795716286,
0.025034023448824883,
-0.023937854915857315,
-0.006588214077055454,
-0.019219081848859787,
-0.12668737769126892,
0.08096516877412796,
0.10878744721412659,
-0.011926640756428242,
-0.11995026469230652,
0.0870647132396698,
-0.05206619203090668,
-0.0430188849568367,
0.004403986968100071,
0.05866309255361557,
-0.030418377369642258,
0.01664719730615616,
0.05414438620209694,
-0.05913365259766579,
0.030700013041496277,
-0.009928829036653042,
0.033649493008852005,
-0.0047483923844993114,
-0.0072175017558038235,
-0.0821329802274704,
-0.005336769390851259,
-0.002684543142095208,
-0.05524380877614021,
-0.013822032138705254,
-0.030929425731301308,
-0.028751593083143234,
-0.0022006428334861994,
0.03184707090258598,
0.02282145991921425,
-0.040589794516563416,
-0.0015709329163655639,
0.008275814354419708,
0.00008397442434215918,
-0.012633518315851688,
-0.019367316737771034,
0.04891927167773247,
-0.0025095122400671244,
-0.0781739130616188,
0.014079788699746132,
0.047412481158971786,
-0.0706411749124527,
0.016593674197793007,
0.023230673745274544,
-0.0015155483270063996,
-0.08547695726156235,
0.004400423262268305,
-0.00015316974895540625,
-0.02706253156065941,
-0.061215776950120926,
0.03253770247101784,
-0.00478754285722971,
-0.014186973683536053,
-0.048365071415901184,
0.013225539587438107,
-0.09529170393943787,
0.04025740176439285,
-0.08940117061138153,
0.11644232273101807,
0.07510554790496826,
0.007019492331892252,
-0.040762368589639664,
0.029361814260482788,
0.014676160179078579,
-0.035259079188108444,
-0.025652306154370308,
0.010339127853512764,
0.06602911651134491,
-0.06763554364442825,
0.054568059742450714,
0.0011228707153350115,
0.0641639232635498,
-0.03909650444984436,
0.0670672208070755,
-0.015643099322915077,
-0.017121674492955208,
0.05455750972032547,
-0.06527095288038254,
0.007088648620992899,
0.057089198380708694,
0.08187144994735718,
-0.09404462575912476,
0.04686591029167175,
0.05172361433506012,
-0.039585623890161514,
-0.023223133757710457,
-0.06027177721261978,
0.12586630880832672,
0.08878766745328903,
0.03632434457540512,
0.013915328308939934,
0.023396415635943413,
0.04668228700757027,
-0.04194073751568794,
-0.0127254081889987,
-0.011444803327322006,
0.005758726503700018,
0.002702407306060195,
0.048602279275655746,
0.022053726017475128,
-3.3035817729021094e-33,
0.06114353984594345,
0.012043637223541737,
0.006701529957354069,
0.039333947002887726,
0.04514065012335777,
0.07875725626945496,
0.008991282433271408,
0.04338027164340019,
-0.046849120408296585,
0.054959770292043686,
0.0336388424038887,
0.11285093426704407,
-0.0053177098743617535,
0.037164799869060516,
-0.01193518191576004,
-0.08375310152769089,
0.021709227934479713,
0.024463940411806107,
-0.07733302563428879,
0.04908071830868721,
0.038182925432920456,
0.010456309653818607,
0.009293455630540848,
0.04622809961438179,
-0.01963145099580288,
0.08757122606039047,
-0.038678497076034546,
0.07564575225114822,
-0.013400368392467499,
0.0010959099745377898,
-0.007868058048188686,
-0.008032438345253468,
-0.057605188339948654,
-0.0114282863214612,
-0.009127202443778515,
-0.000008796157089818735,
-0.06292452663183212,
0.06049707904458046,
-0.020493129268288612,
0.005392157938331366,
0.03136136755347252,
0.0071913511492311954,
-0.0638502687215805,
-0.024703077971935272,
-0.004006358794867992,
0.00075651949737221,
0.010315131396055222,
-0.07992071658372879,
0.03622687980532646,
-0.039949387311935425,
0.04232199862599373,
0.020425347611308098,
-0.045043643563985825,
0.009623931720852852,
0.10638587176799774,
0.019365249201655388,
0.062116559594869614,
0.014036688022315502,
-0.012755283154547215,
-0.05495158210396767,
-0.014144848100841045,
0.008874567225575447,
0.06014921888709068,
0.027580397203564644,
-0.08806457370519638,
-0.006494626402854919,
0.01483900099992752,
0.060808707028627396,
0.01208688784390688,
0.03648151457309723,
0.0421442836523056,
0.05914168059825897,
0.023964546620845795,
-0.07381851226091385,
0.14183039963245392,
0.0016680561238899827,
0.021092256531119347,
0.12004614621400833,
0.012988414615392685,
-0.014897297136485577,
0.008048733696341515,
-0.08621794730424881,
-0.04184497892856598,
0.018807489424943924,
0.031150920316576958,
0.03957683593034744,
-0.09553218632936478,
-0.02194897271692753,
-0.10540454089641571,
-0.08338619768619537,
-0.03370721638202667,
-0.017054790630936623,
-0.0002812951570376754,
-0.04138458892703056,
-0.05986148864030838,
-9.638033384380442e-34,
0.06805717200040817,
-0.04410053789615631,
0.07057531923055649,
-0.03638537973165512,
0.014472146518528461,
0.09967838227748871,
0.032968658953905106,
0.016359752044081688,
-0.023918678984045982,
0.020830063149333,
-0.02524206042289734,
-0.007295128423720598,
0.03209244832396507,
-0.010838204063475132,
-0.042938318103551865,
-0.1180839091539383,
-0.05455690622329712,
0.023992057889699936,
0.012010063044726849,
-0.04315029829740524,
0.02966052107512951,
-0.005564147140830755,
0.10089436918497086,
0.05984200909733772,
0.03385606035590172,
-0.04916653037071228,
-0.0013614959316328168,
-0.02121739834547043,
-0.03230861946940422,
-0.03791741654276848,
0.014951304532587528,
-0.04037033021450043,
0.03852684050798416,
-0.06089342013001442,
0.0027578878216445446,
-0.03534216061234474,
0.021635226905345917,
-0.0035514794290065765,
0.01812213845551014,
-0.14006635546684265,
-0.01278122141957283,
0.003578686388209462,
0.010264851152896881,
-0.021591506898403168,
0.055798452347517014,
0.081899493932724,
-0.057041577994823456,
-0.04022161662578583,
0.029146432876586914,
0.030696183443069458,
-0.047386057674884796,
-0.0437442809343338,
-0.01768716238439083,
0.035718630999326706,
-0.018908753991127014,
-0.004355135839432478,
0.006861564237624407,
0.0304202139377594,
0.09783750772476196,
-0.011655956506729126,
-0.09817519783973694,
-0.007607706822454929,
0.08235548436641693,
-0.051213689148426056,
-0.06055580824613571,
0.05645497888326645,
-0.031226620078086853,
0.08813875168561935,
-0.01414494402706623,
0.021897658705711365,
0.0261547788977623,
0.010974272154271603,
-0.015840424224734306,
0.026446500793099403,
-0.041489001363515854,
-0.02590770088136196,
0.0540393590927124,
-0.04883955419063568,
-0.003737076884135604,
0.029562316834926605,
0.047452181577682495,
0.017908263951539993,
-0.060174018144607544,
-0.053159717470407486,
0.0744745060801506,
-0.04411255195736885,
0.037541136145591736,
-0.07405876368284225,
-0.08850619941949844,
0.020919475704431534,
0.07713425904512405,
0.06529916822910309,
0.03419136255979538,
-0.07891634106636047,
0.01830928772687912,
-4.904464390165231e-8,
0.10608995705842972,
0.04596797749400139,
0.039887044578790665,
0.07361806184053421,
0.00014282611664384604,
-0.038671720772981644,
-0.04581958428025246,
-0.05608797445893288,
0.05918863043189049,
-0.06716287136077881,
0.046603973954916,
0.02983074076473713,
0.04715045168995857,
0.04610240459442139,
0.008146055974066257,
-0.004193746019154787,
-0.020889362320303917,
-0.10897751897573471,
0.00996427796781063,
0.07301695644855499,
0.03528907895088196,
0.049233049154281616,
0.04677334055304527,
0.004891103133559227,
-0.04741760715842247,
0.03892098367214203,
-0.03055795654654503,
-0.011286655440926552,
0.04153920337557793,
-0.01866118796169758,
-0.09037487208843231,
-0.06376192718744278,
0.002879052422940731,
0.008900580927729607,
-0.09439060837030411,
-0.08643265068531036,
-0.06487949192523956,
-0.008045474998652935,
0.05607606843113899,
-0.0024998935405164957,
-0.0006226248224265873,
-0.04270058125257492,
0.025982948020100594,
-0.05016128718852997,
-0.06146947667002678,
0.03495362773537636,
-0.09567108750343323,
-0.08076665550470352,
-0.06505510210990906,
0.0696917176246643,
0.00484379893168807,
0.05033391714096069,
0.028736243024468422,
-0.08076157420873642,
-0.05418333038687706,
0.04669412598013878,
-0.09426365047693253,
0.01781310886144638,
0.03971432149410248,
-0.02582910656929016,
0.08178124576807022,
-0.040984608232975006,
0.005879742093384266,
0.10571622103452682
] |
1401.5528
|
Monowar Hasan
|
Bharat Shrestha, Ekram Hossain, Kae Won Choi
|
Distributed and Centralized Hybrid CSMA/CA-TDMA Schemes for Single-Hop
Wireless Networks
|
Submitted to IEEE Transactions on Wireless Communications (TWC)
| null |
10.1109/TWC.2014.2327102
| null |
cs.NI cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The strength of carrier-sense multiple access with collision avoidance
(CSMA/CA) can be combined with that of time-division multiple access (TDMA) to
enhance the channel access performance in wireless networks such as the IEEE
802.15.4-based wireless personal area networks (WPANs). In particular, the
performance of legacy CSMA/CA-based medium access control (MAC) scheme in
congested networks can be enhanced through a hybrid CSMA/CA-TDMA scheme while
preserving the scalability property. In this paper, we present distributed and
centralized channel access models which follow the transmission strategies
based on Markov decision process (MDP) to access both contention period and
contention-free period in an intelligent way. The models consider the buffer
status as an indication of congestion provided that the offered traffic does
not exceed the channel capacity. We extend the models to consider the hidden
node collision problem encountered due to the signal attenuation caused by
channel fading. The simulation results show that the MDP-based distributed
channel access scheme outperforms the legacy slotted CSMA/CA scheme. This
scheme also works efficiently in a network consisting of heterogeneous nodes.
The centralized model outperforms the distributed model but requires the global
information of the network.
|
[
{
"created": "Wed, 22 Jan 2014 00:48:35 GMT",
"version": "v1"
}
] |
2016-11-18
|
[
[
"Shrestha",
"Bharat",
""
],
[
"Hossain",
"Ekram",
""
],
[
"Choi",
"Kae Won",
""
]
] |
[
0.055813029408454895,
-0.021362168714404106,
-0.004380324389785528,
-0.027797330170869827,
0.007577167358249426,
-0.03580712899565697,
0.05542011186480522,
-0.031026998534798622,
0.054984014481306076,
0.09443929046392441,
-0.07879835367202759,
0.035564497113227844,
0.0661938413977623,
-0.00005589198917732574,
0.029379939660429955,
-0.03852502629160881,
0.09687497466802597,
-0.04761562496423721,
-0.04353199526667595,
0.00878414511680603,
0.013637335039675236,
0.08966061472892761,
0.020180370658636093,
-0.010604923591017723,
0.023090284317731857,
0.01815587840974331,
0.02530123107135296,
-0.03095768764615059,
-0.03746700659394264,
-0.0009828691836446524,
-0.015111313201487064,
-0.024606822058558464,
0.06741197407245636,
-0.08155428618192673,
-0.06059589236974716,
-0.024928513914346695,
-0.04602023959159851,
0.04067343845963478,
0.051490530371665955,
0.028471801429986954,
-0.03871804103255272,
-0.005859497934579849,
-0.03749363496899605,
0.04867172986268997,
0.00031077416497282684,
-0.0037900691386312246,
-0.011304463259875774,
0.031183967366814613,
0.05180802568793297,
-0.015756895765662193,
0.05296606943011284,
-0.031472787261009216,
0.013964486308395863,
0.11341838538646698,
0.00568041717633605,
-0.03151189163327217,
-0.05632113292813301,
-0.0002432106266496703,
-0.03126068413257599,
0.03851141780614853,
-0.07049503922462463,
-0.03566543385386467,
0.04657454416155815,
-0.030551156029105186,
-0.05735660716891289,
-0.000016823523765197024,
-0.0017256219871342182,
0.1046595647931099,
-0.004331621341407299,
0.01592326909303665,
-0.028216440230607986,
0.054001446813344955,
-0.003470594994723797,
0.029515445232391357,
0.04070313647389412,
-0.006545434705913067,
0.004796243272721767,
-0.02498578280210495,
0.006008622236549854,
0.05657098442316055,
-0.027827642858028412,
0.10113938897848129,
-0.02318696305155754,
-0.13791857659816742,
0.060415398329496384,
0.009991544298827648,
-0.043598003685474396,
0.0845944806933403,
0.050634969025850296,
-0.04664718732237816,
-0.03711596876382828,
0.08215263485908508,
-0.01713980920612812,
0.05211837962269783,
-0.018147580325603485,
-0.01187011320143938,
-0.0372033454477787,
-0.028539136052131653,
-0.012853942811489105,
0.037726275622844696,
0.049193352460861206,
-0.030181296169757843,
0.013772781006991863,
-0.0946306511759758,
0.09178902208805084,
0.017376532778143883,
0.022905627265572548,
0.012652738019824028,
0.04978068917989731,
0.029693789780139923,
0.01342394482344389,
0.017762763425707817,
-0.05763944238424301,
0.006192771717905998,
-0.07763735204935074,
0.13039077818393707,
0.021626196801662445,
-0.02327246405184269,
0.0350668802857399,
0.038486942648887634,
-0.08047617971897125,
-0.09787444770336151,
0.04001234099268913,
-0.032142650336027145,
0.020757993683218956,
0.0007249230984598398,
-0.008545531891286373,
5.111203261831371e-34,
-0.07615873962640762,
-0.03279374539852142,
-0.0907839983701706,
-0.030186500400304794,
0.04074756056070328,
-0.07524460554122925,
0.01717495359480381,
-0.042582444846630096,
-0.025322200730443,
-0.09530451148748398,
-0.020521534606814384,
-0.0165543295443058,
-0.047888051718473434,
-0.12221989035606384,
0.03263898566365242,
0.029704518616199493,
-0.10084373503923416,
-0.023547625169157982,
0.03542954474687576,
-0.04649655893445015,
0.05847751349210739,
0.010548515245318413,
-0.08151862770318985,
0.038676586002111435,
0.06424185633659363,
0.0738832876086235,
-0.03787482902407646,
-0.005275415722280741,
0.06696446985006332,
0.03728080913424492,
-0.02559926174581051,
0.029805844649672508,
0.022537928074598312,
0.0020043416880071163,
0.019643772393465042,
0.07524456083774567,
-0.09818612784147263,
-0.022179467603564262,
0.021615037694573402,
-0.024422775954008102,
-0.08980867266654968,
-0.046470534056425095,
-0.051046907901763916,
0.023342100903391838,
-0.0723700225353241,
-0.0873928815126419,
-0.020691532641649246,
0.034187786281108856,
-0.07688696682453156,
0.08136304467916489,
0.04186585918068886,
-0.00939412321895361,
0.02444188855588436,
0.001736459438689053,
-0.04384812340140343,
-0.010423575527966022,
-0.0006264575058594346,
0.07114213705062866,
0.007981826551258564,
0.10458531230688095,
-0.02206968516111374,
-0.03438776731491089,
0.02672969177365303,
0.05658205226063728,
0.013818789273500443,
-0.0002329784183530137,
-0.027863847091794014,
0.03928441181778908,
0.07406118512153625,
0.0019082853104919195,
0.0166906900703907,
0.029859837144613266,
0.02833287976682186,
-0.016380662098526955,
-0.04537877067923546,
-0.05203551799058914,
-0.009578898549079895,
0.06198214739561081,
-0.033750783652067184,
0.07185202836990356,
0.007281903177499771,
0.057051680982112885,
-0.06306266039609909,
0.015876879915595055,
0.02438313327729702,
0.014765998348593712,
0.037047650665044785,
0.022251557558774948,
-0.12246564030647278,
-0.0028872869443148375,
-0.0029693145770579576,
0.0475735068321228,
0.1276184320449829,
0.002873651683330536,
0.010081559419631958,
-1.4330370815637888e-33,
0.03782002255320549,
0.021665392443537712,
-0.01103163417428732,
0.04718375578522682,
-0.04289860278367996,
-0.11992276459932327,
-0.040580809116363525,
-0.03754477575421333,
-0.0776289626955986,
-0.08587665110826492,
-0.03287516161799431,
-0.0017440683441236615,
0.04257307946681976,
0.05162309482693672,
0.023360447958111763,
-0.05862904712557793,
0.056275978684425354,
-0.007388623896986246,
-0.05070561170578003,
0.020310822874307632,
0.0021713569294661283,
-0.003157917410135269,
-0.07502903044223785,
-0.04076696187257767,
0.0362757109105587,
-0.029590880498290062,
-0.04235520213842392,
-0.00267279171384871,
0.0046552568674087524,
-0.020726162940263748,
-0.12035133689641953,
-0.03924732655286789,
0.04238145798444748,
-0.08937679976224899,
0.08328446000814438,
-0.05798369273543358,
0.018917938694357872,
0.07813205569982529,
-0.04709262773394585,
0.07811611145734787,
0.04871696978807449,
-0.02422262541949749,
-0.06098836660385132,
-0.015267563052475452,
-0.01972057856619358,
0.06308773159980774,
-0.015151183120906353,
0.02037770301103592,
-0.07383135706186295,
-0.04603084921836853,
0.06503639370203018,
-0.0629589706659317,
0.028806010261178017,
0.03694489970803261,
0.029593219980597496,
0.08093392103910446,
0.04492590203881264,
0.07950742542743683,
-0.0034395279362797737,
0.08046169579029083,
-0.008399857208132744,
-0.07174497097730637,
0.022471411153674126,
0.04396863654255867,
0.08533387631177902,
0.037251364439725876,
-0.06995886564254761,
-0.05211178585886955,
-0.0725066065788269,
0.05690949782729149,
-0.01994432508945465,
0.048139654099941254,
0.02231694757938385,
0.02028024010360241,
0.051473893225193024,
0.04560108482837677,
-0.01585380919277668,
0.007978975772857666,
-0.06708864867687225,
0.04380662739276886,
-0.06934557855129242,
0.08902635425329208,
-0.036372359842061996,
-0.01665104553103447,
-0.01329650916159153,
0.07953598350286484,
0.03762710839509964,
-0.08331678807735443,
-0.08911914378404617,
-0.02186051942408085,
-0.01813642866909504,
0.04539575055241585,
-0.05605610832571983,
0.043047014623880386,
-0.1524333655834198,
-5.00999597363716e-8,
-0.07131445407867432,
0.05746811255812645,
-0.010311725549399853,
-0.06217115744948387,
0.019277814775705338,
0.028253495693206787,
0.021387025713920593,
-0.07467321306467056,
0.09861112385988235,
0.06884241104125977,
0.05960869416594505,
-0.0015430229250341654,
0.03443958982825279,
0.02874545194208622,
-0.008286993019282818,
0.00022112236183602363,
-0.03488917648792267,
-0.0877535343170166,
-0.011235205456614494,
-0.01744966208934784,
-0.00339127192273736,
-0.033705104142427444,
0.032649848610162735,
0.10919902473688126,
0.036256249994039536,
0.10098379850387573,
-0.04101281613111496,
0.04020974412560463,
0.09140684455633163,
-0.07221263647079468,
-0.047897160053253174,
-0.016121050342917442,
0.0033040139824151993,
0.08523368090391159,
-0.051047176122665405,
0.03181833773851395,
0.02135714329779148,
-0.021072404459118843,
0.00041584254358895123,
0.13026373088359833,
0.01577829197049141,
-0.04729973152279854,
0.05457598343491554,
0.01867198385298252,
0.04488500580191612,
0.0653253123164177,
0.018105782568454742,
0.06087711080908775,
-0.006640105042606592,
0.008564179763197899,
0.037185441702604294,
0.014348709024488926,
-0.037367455661296844,
-0.007154675200581551,
-0.005024045240134001,
-0.07014646381139755,
0.07935268431901932,
-0.04229433462023735,
0.035020697861909866,
-0.022227248176932335,
-0.02989725023508072,
-0.016521520912647247,
-0.07103939354419708,
0.09916597604751587
] | null | null | null | null | null | null | null |
[
0.055813029408454895,
-0.021362168714404106,
-0.004380324389785528,
-0.027797330170869827,
0.007577167358249426,
-0.03580712899565697,
0.05542011186480522,
-0.031026998534798622,
0.054984014481306076,
0.09443929046392441,
-0.07879835367202759,
0.035564497113227844,
0.0661938413977623,
-0.00005589198917732574,
0.029379939660429955,
-0.03852502629160881,
0.09687497466802597,
-0.04761562496423721,
-0.04353199526667595,
0.00878414511680603,
0.013637335039675236,
0.08966061472892761,
0.020180370658636093,
-0.010604923591017723,
0.023090284317731857,
0.01815587840974331,
0.02530123107135296,
-0.03095768764615059,
-0.03746700659394264,
-0.0009828691836446524,
-0.015111313201487064,
-0.024606822058558464,
0.06741197407245636,
-0.08155428618192673,
-0.06059589236974716,
-0.024928513914346695,
-0.04602023959159851,
0.04067343845963478,
0.051490530371665955,
0.028471801429986954,
-0.03871804103255272,
-0.005859497934579849,
-0.03749363496899605,
0.04867172986268997,
0.00031077416497282684,
-0.0037900691386312246,
-0.011304463259875774,
0.031183967366814613,
0.05180802568793297,
-0.015756895765662193,
0.05296606943011284,
-0.031472787261009216,
0.013964486308395863,
0.11341838538646698,
0.00568041717633605,
-0.03151189163327217,
-0.05632113292813301,
-0.0002432106266496703,
-0.03126068413257599,
0.03851141780614853,
-0.07049503922462463,
-0.03566543385386467,
0.04657454416155815,
-0.030551156029105186,
-0.05735660716891289,
-0.000016823523765197024,
-0.0017256219871342182,
0.1046595647931099,
-0.004331621341407299,
0.01592326909303665,
-0.028216440230607986,
0.054001446813344955,
-0.003470594994723797,
0.029515445232391357,
0.04070313647389412,
-0.006545434705913067,
0.004796243272721767,
-0.02498578280210495,
0.006008622236549854,
0.05657098442316055,
-0.027827642858028412,
0.10113938897848129,
-0.02318696305155754,
-0.13791857659816742,
0.060415398329496384,
0.009991544298827648,
-0.043598003685474396,
0.0845944806933403,
0.050634969025850296,
-0.04664718732237816,
-0.03711596876382828,
0.08215263485908508,
-0.01713980920612812,
0.05211837962269783,
-0.018147580325603485,
-0.01187011320143938,
-0.0372033454477787,
-0.028539136052131653,
-0.012853942811489105,
0.037726275622844696,
0.049193352460861206,
-0.030181296169757843,
0.013772781006991863,
-0.0946306511759758,
0.09178902208805084,
0.017376532778143883,
0.022905627265572548,
0.012652738019824028,
0.04978068917989731,
0.029693789780139923,
0.01342394482344389,
0.017762763425707817,
-0.05763944238424301,
0.006192771717905998,
-0.07763735204935074,
0.13039077818393707,
0.021626196801662445,
-0.02327246405184269,
0.0350668802857399,
0.038486942648887634,
-0.08047617971897125,
-0.09787444770336151,
0.04001234099268913,
-0.032142650336027145,
0.020757993683218956,
0.0007249230984598398,
-0.008545531891286373,
5.111203261831371e-34,
-0.07615873962640762,
-0.03279374539852142,
-0.0907839983701706,
-0.030186500400304794,
0.04074756056070328,
-0.07524460554122925,
0.01717495359480381,
-0.042582444846630096,
-0.025322200730443,
-0.09530451148748398,
-0.020521534606814384,
-0.0165543295443058,
-0.047888051718473434,
-0.12221989035606384,
0.03263898566365242,
0.029704518616199493,
-0.10084373503923416,
-0.023547625169157982,
0.03542954474687576,
-0.04649655893445015,
0.05847751349210739,
0.010548515245318413,
-0.08151862770318985,
0.038676586002111435,
0.06424185633659363,
0.0738832876086235,
-0.03787482902407646,
-0.005275415722280741,
0.06696446985006332,
0.03728080913424492,
-0.02559926174581051,
0.029805844649672508,
0.022537928074598312,
0.0020043416880071163,
0.019643772393465042,
0.07524456083774567,
-0.09818612784147263,
-0.022179467603564262,
0.021615037694573402,
-0.024422775954008102,
-0.08980867266654968,
-0.046470534056425095,
-0.051046907901763916,
0.023342100903391838,
-0.0723700225353241,
-0.0873928815126419,
-0.020691532641649246,
0.034187786281108856,
-0.07688696682453156,
0.08136304467916489,
0.04186585918068886,
-0.00939412321895361,
0.02444188855588436,
0.001736459438689053,
-0.04384812340140343,
-0.010423575527966022,
-0.0006264575058594346,
0.07114213705062866,
0.007981826551258564,
0.10458531230688095,
-0.02206968516111374,
-0.03438776731491089,
0.02672969177365303,
0.05658205226063728,
0.013818789273500443,
-0.0002329784183530137,
-0.027863847091794014,
0.03928441181778908,
0.07406118512153625,
0.0019082853104919195,
0.0166906900703907,
0.029859837144613266,
0.02833287976682186,
-0.016380662098526955,
-0.04537877067923546,
-0.05203551799058914,
-0.009578898549079895,
0.06198214739561081,
-0.033750783652067184,
0.07185202836990356,
0.007281903177499771,
0.057051680982112885,
-0.06306266039609909,
0.015876879915595055,
0.02438313327729702,
0.014765998348593712,
0.037047650665044785,
0.022251557558774948,
-0.12246564030647278,
-0.0028872869443148375,
-0.0029693145770579576,
0.0475735068321228,
0.1276184320449829,
0.002873651683330536,
0.010081559419631958,
-1.4330370815637888e-33,
0.03782002255320549,
0.021665392443537712,
-0.01103163417428732,
0.04718375578522682,
-0.04289860278367996,
-0.11992276459932327,
-0.040580809116363525,
-0.03754477575421333,
-0.0776289626955986,
-0.08587665110826492,
-0.03287516161799431,
-0.0017440683441236615,
0.04257307946681976,
0.05162309482693672,
0.023360447958111763,
-0.05862904712557793,
0.056275978684425354,
-0.007388623896986246,
-0.05070561170578003,
0.020310822874307632,
0.0021713569294661283,
-0.003157917410135269,
-0.07502903044223785,
-0.04076696187257767,
0.0362757109105587,
-0.029590880498290062,
-0.04235520213842392,
-0.00267279171384871,
0.0046552568674087524,
-0.020726162940263748,
-0.12035133689641953,
-0.03924732655286789,
0.04238145798444748,
-0.08937679976224899,
0.08328446000814438,
-0.05798369273543358,
0.018917938694357872,
0.07813205569982529,
-0.04709262773394585,
0.07811611145734787,
0.04871696978807449,
-0.02422262541949749,
-0.06098836660385132,
-0.015267563052475452,
-0.01972057856619358,
0.06308773159980774,
-0.015151183120906353,
0.02037770301103592,
-0.07383135706186295,
-0.04603084921836853,
0.06503639370203018,
-0.0629589706659317,
0.028806010261178017,
0.03694489970803261,
0.029593219980597496,
0.08093392103910446,
0.04492590203881264,
0.07950742542743683,
-0.0034395279362797737,
0.08046169579029083,
-0.008399857208132744,
-0.07174497097730637,
0.022471411153674126,
0.04396863654255867,
0.08533387631177902,
0.037251364439725876,
-0.06995886564254761,
-0.05211178585886955,
-0.0725066065788269,
0.05690949782729149,
-0.01994432508945465,
0.048139654099941254,
0.02231694757938385,
0.02028024010360241,
0.051473893225193024,
0.04560108482837677,
-0.01585380919277668,
0.007978975772857666,
-0.06708864867687225,
0.04380662739276886,
-0.06934557855129242,
0.08902635425329208,
-0.036372359842061996,
-0.01665104553103447,
-0.01329650916159153,
0.07953598350286484,
0.03762710839509964,
-0.08331678807735443,
-0.08911914378404617,
-0.02186051942408085,
-0.01813642866909504,
0.04539575055241585,
-0.05605610832571983,
0.043047014623880386,
-0.1524333655834198,
-5.00999597363716e-8,
-0.07131445407867432,
0.05746811255812645,
-0.010311725549399853,
-0.06217115744948387,
0.019277814775705338,
0.028253495693206787,
0.021387025713920593,
-0.07467321306467056,
0.09861112385988235,
0.06884241104125977,
0.05960869416594505,
-0.0015430229250341654,
0.03443958982825279,
0.02874545194208622,
-0.008286993019282818,
0.00022112236183602363,
-0.03488917648792267,
-0.0877535343170166,
-0.011235205456614494,
-0.01744966208934784,
-0.00339127192273736,
-0.033705104142427444,
0.032649848610162735,
0.10919902473688126,
0.036256249994039536,
0.10098379850387573,
-0.04101281613111496,
0.04020974412560463,
0.09140684455633163,
-0.07221263647079468,
-0.047897160053253174,
-0.016121050342917442,
0.0033040139824151993,
0.08523368090391159,
-0.051047176122665405,
0.03181833773851395,
0.02135714329779148,
-0.021072404459118843,
0.00041584254358895123,
0.13026373088359833,
0.01577829197049141,
-0.04729973152279854,
0.05457598343491554,
0.01867198385298252,
0.04488500580191612,
0.0653253123164177,
0.018105782568454742,
0.06087711080908775,
-0.006640105042606592,
0.008564179763197899,
0.037185441702604294,
0.014348709024488926,
-0.037367455661296844,
-0.007154675200581551,
-0.005024045240134001,
-0.07014646381139755,
0.07935268431901932,
-0.04229433462023735,
0.035020697861909866,
-0.022227248176932335,
-0.02989725023508072,
-0.016521520912647247,
-0.07103939354419708,
0.09916597604751587
] |
1401.5530
|
Monowar Hasan
|
E. Hossain, M. Rasti, H. Tabassum, A. Abdelnasser
|
Evolution Towards 5G Multi-tier Cellular Wireless Networks: An
Interference Management Perspective
|
IEEE Wireless Communications Magazine, to appear
| null |
10.1109/MWC.2014.6845056
| null |
cs.NI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The evolving fifth generation (5G) cellular wireless networks are envisioned
to overcome the fundamental challenges of existing cellular networks, e.g.,
higher data rates, excellent end-to-end performance and user-coverage in
hot-spots and crowded areas with lower latency, energy consumption and cost per
information transfer. To address these challenges, 5G systems need to adopt a
multi-tier architecture consisting of macrocells, different types of licensed
small cells, relays, and device-to-device (D2D) networks to serve users with
different quality-of-service (QoS) requirements in a spectrum and
energy-efficient manner. Starting with the visions and requirements of 5G
multi-tier networks, this article outlines the challenges of interference
management (e.g., power control, cell association) in these networks with
shared spectrum access (i.e., when the different network tiers shares the same
licensed spectrum). It is argued that the existing interference management
schemes will not be able to address the interference management problem in
prioritized 5G multi-tier networks where users in different tiers have
different priorities for channel access. In this context, a survey and
qualitative comparison of the potential existing cell association and power
control schemes is provided to demonstrate their limitations for interference
management in 5G networks. Open challenges are highlighted and guidelines are
provided to modify the existing schemes in order to overcome these limitations
and make them suitable for the emerging 5G systems.
|
[
{
"created": "Wed, 22 Jan 2014 00:54:19 GMT",
"version": "v1"
},
{
"created": "Mon, 17 Feb 2014 04:59:01 GMT",
"version": "v2"
}
] |
2016-11-17
|
[
[
"Hossain",
"E.",
""
],
[
"Rasti",
"M.",
""
],
[
"Tabassum",
"H.",
""
],
[
"Abdelnasser",
"A.",
""
]
] |
[
0.0072243306785821915,
0.04793384298682213,
0.08322980254888535,
0.04386601224541664,
-0.016118351370096207,
-0.030285654589533806,
0.056882768869400024,
-0.027389245107769966,
0.020687216892838478,
0.060389310121536255,
-0.0645788311958313,
0.03318684175610542,
0.02105487324297428,
-0.06341917812824249,
0.06805818527936935,
0.07516839355230331,
0.17284557223320007,
-0.019607659429311752,
-0.1064976155757904,
-0.06134645268321037,
0.15620966255664825,
-0.004922372754663229,
-0.02536054141819477,
0.0016491628484800458,
0.05711491033434868,
-0.09943649917840958,
0.016221866011619568,
0.017103876918554306,
-0.03412666916847229,
-0.010294797830283642,
-0.034851595759391785,
0.01931009255349636,
-0.08111514151096344,
-0.028291668742895126,
-0.09155203402042389,
-0.0653882697224617,
-0.008715669624507427,
0.06314577162265778,
0.0332786850631237,
0.050058428198099136,
-0.008549824357032776,
-0.0022225251886993647,
-0.07955735921859741,
0.056379325687885284,
-0.08822227269411087,
0.01013620849698782,
-0.006442309822887182,
0.06777215749025345,
-0.014298043213784695,
-0.10281285643577576,
0.05674855783581734,
-0.04678855836391449,
-0.00547685706987977,
0.03261474892497063,
0.03921576961874962,
-0.015295922756195068,
-0.0018081804737448692,
0.022561626508831978,
0.06879598647356033,
0.04962821304798126,
-0.037415266036987305,
0.018483731895685196,
-0.036791976541280746,
0.01581355556845665,
-0.0951894149184227,
-0.006697047036141157,
0.06062503904104233,
0.09536295384168625,
-0.060597244650125504,
-0.022420546039938927,
-0.015703458338975906,
-0.03232959657907486,
0.05975903570652008,
-0.017233535647392273,
0.04909909516572952,
0.07046973705291748,
-0.052324600517749786,
-0.01877710409462452,
0.051846228539943695,
0.0035037624184042215,
0.08944061398506165,
0.09893833845853806,
0.00003999172258772887,
-0.11897028237581253,
0.044232822954654694,
-0.033921342343091965,
-0.030714429914951324,
0.061790451407432556,
-0.01154414564371109,
-0.09232765436172485,
-0.04961129277944565,
0.0948231965303421,
0.014956926926970482,
0.08509048074483871,
0.010719027370214462,
-0.01928604394197464,
-0.022689945995807648,
-0.11372289806604385,
-0.03770028427243233,
0.005940946750342846,
0.03461261838674545,
-0.03649894893169403,
0.03850255534052849,
0.057205431163311005,
-0.0021916006226092577,
-0.0461595393717289,
0.028251687064766884,
0.08039931952953339,
0.026760658249258995,
0.01346132904291153,
0.0041656349785625935,
0.05069917067885399,
-0.06384223699569702,
0.019308902323246002,
-0.04351029917597771,
0.06634502857923508,
0.09561976790428162,
0.03145578131079674,
0.12822555005550385,
-0.016169710084795952,
-0.06630778312683105,
-0.07239905744791031,
0.06507094949483871,
-0.00028973835287615657,
0.008988823741674423,
0.01293943077325821,
-0.07257580757141113,
-4.470716338509135e-34,
-0.08512376993894577,
0.036085061728954315,
-0.05994665250182152,
0.023371225222945213,
0.006545832846313715,
-0.005008963402360678,
-0.00490222591906786,
-0.038187459111213684,
0.01746554486453533,
0.061687324196100235,
-0.040319595485925674,
-0.013157405890524387,
-0.024035997688770294,
-0.012341669760644436,
0.09319484233856201,
-0.01143217645585537,
-0.0321853943169117,
-0.013354350812733173,
0.06304122507572174,
-0.030102157965302467,
-0.020227476954460144,
-0.06018009036779404,
-0.030249452218413353,
0.020429717376828194,
0.05634203553199768,
0.03778030350804329,
0.05419718846678734,
-0.1457134187221527,
0.10932168364524841,
0.029806073755025864,
-0.04147191718220711,
-0.052808698266744614,
0.13874423503875732,
0.03924144431948662,
-0.02081190049648285,
0.07895804941654205,
-0.024838043376803398,
0.003120601875707507,
0.030623840168118477,
-0.056715335696935654,
-0.03588757663965225,
-0.01878131926059723,
-0.021477708593010902,
-0.050491660833358765,
-0.013912195339798927,
-0.09551811963319778,
0.007316096685826778,
0.011286084540188313,
-0.09021162986755371,
0.019735174253582954,
0.04231380298733711,
0.00021338800434023142,
-0.012439110316336155,
0.00025952752912417054,
0.05540194362401962,
-0.0006623715744353831,
-0.002558101201429963,
0.04453776031732559,
0.03823351114988327,
0.06856070458889008,
-0.018418455496430397,
-0.027958441525697708,
-0.0532110221683979,
0.06091863662004471,
0.04259737581014633,
-0.02527451515197754,
-0.03496641665697098,
-0.045309942215681076,
-0.0057641309686005116,
0.032930124551057816,
0.055933352559804916,
-0.035898275673389435,
0.021305596455931664,
0.01422085054218769,
0.014077864587306976,
-0.025996852666139603,
-0.012597285211086273,
0.03992806002497673,
-0.07730621099472046,
0.046137262135744095,
0.002800881629809737,
-0.038632832467556,
-0.03848274424672127,
-0.03884554281830788,
-0.052520718425512314,
-0.0617837980389595,
0.0007691736682318151,
0.03633089363574982,
-0.08294342458248138,
0.08594579249620438,
-0.006182096898555756,
0.03509297966957092,
0.044236212968826294,
0.056581269949674606,
0.027637723833322525,
-3.564063055849674e-34,
-0.06250655651092529,
0.056260500103235245,
0.04492023214697838,
0.0014796009054407477,
0.049727484583854675,
-0.03512848913669586,
0.008766168728470802,
-0.06159083917737007,
-0.017566725611686707,
-0.04264869913458824,
0.008646022528409958,
-0.013670876622200012,
-0.008406405337154865,
0.03550070524215698,
0.014248915947973728,
-0.046477433294057846,
-0.04546108841896057,
-0.00785773154348135,
-0.028776980936527252,
0.020476488396525383,
0.033110957592725754,
-0.009736926294863224,
0.023587480187416077,
0.036850493401288986,
0.07989555597305298,
0.021035069599747658,
-0.05328337475657463,
0.04639214277267456,
0.05388452857732773,
-0.01047925092279911,
-0.04769870266318321,
-0.030960608273744583,
0.07730443775653839,
-0.029147684574127197,
0.10109909623861313,
0.01463280525058508,
0.08223088085651398,
0.11896541714668274,
-0.05974941328167915,
0.05552472546696663,
0.03542518615722656,
-0.024430854246020317,
-0.014485115185379982,
-0.009699848480522633,
-0.032394614070653915,
0.021327955648303032,
-0.008347416296601295,
-0.0028370097279548645,
-0.09204395860433578,
-0.07186315953731537,
0.06510337442159653,
-0.04170266538858414,
-0.041156914085149765,
0.05394520238041878,
-0.03968469798564911,
-0.03520917892456055,
0.10170500725507736,
0.07610597461462021,
-0.005662762559950352,
0.021214714273810387,
0.07027857005596161,
-0.05485445261001587,
0.051549747586250305,
0.024074716493487358,
0.022390730679035187,
-0.01464660931378603,
0.04632360860705376,
-0.009008325636386871,
-0.002337745623663068,
0.08584114909172058,
-0.16236825287342072,
-0.027052974328398705,
-0.025614172220230103,
-0.06540444493293762,
-0.0017021078383550048,
0.05432238057255745,
-0.0408397801220417,
-0.027477510273456573,
-0.022757044062018394,
0.031109772622585297,
-0.024937249720096588,
0.019854044541716576,
-0.06982547044754028,
-0.011371001601219177,
0.021756116300821304,
-0.03624197095632553,
0.06243478134274483,
-0.0102927191182971,
-0.01941870152950287,
-0.03663120046257973,
-0.0746489092707634,
0.03051418624818325,
-0.11790354549884796,
0.014521258883178234,
-0.01868537999689579,
-4.900454086964601e-8,
0.0365867018699646,
0.007776231039315462,
0.03821420297026634,
-0.062188148498535156,
-0.005171835422515869,
-0.0545257143676281,
-0.040139246731996536,
-0.0556812584400177,
0.08190996199846268,
0.05810648575425148,
0.019506538286805153,
-0.00027573329862207174,
0.025582648813724518,
0.048458926379680634,
0.004348980728536844,
-0.013271360658109188,
-0.019258368760347366,
-0.07816456258296967,
0.04163328930735588,
0.044976670295000076,
-0.05879344418644905,
0.014322320930659771,
-0.02248193509876728,
-0.010344459675252438,
0.05015259236097336,
0.0006936805439181626,
0.011952589266002178,
-0.03161241114139557,
0.06965531408786774,
0.04327249899506569,
-0.003700514556840062,
0.0027970331721007824,
-0.02508210577070713,
-0.0052022868767380714,
-0.1281472146511078,
0.07354319095611572,
-0.04199212044477463,
-0.055098652839660645,
-0.03631933778524399,
0.04638804495334625,
0.025937357917428017,
-0.04101617634296417,
0.03672943264245987,
0.045177754014730453,
-0.02616613358259201,
-0.04962810501456261,
-0.004072909709066153,
0.013770145364105701,
0.02594657987356186,
0.02276553213596344,
-0.06836572289466858,
0.031097084283828735,
-0.020259622484445572,
-0.08234471082687378,
-0.030432937666773796,
-0.06859493255615234,
0.03674241155385971,
-0.031165294349193573,
0.05063538998365402,
-0.04320591688156128,
0.0411512590944767,
-0.0028130831196904182,
-0.11145545542240143,
0.03172222152352333
] | null | null | null | null | null | null | null |
[
0.0072243306785821915,
0.04793384298682213,
0.08322980254888535,
0.04386601224541664,
-0.016118351370096207,
-0.030285654589533806,
0.056882768869400024,
-0.027389245107769966,
0.020687216892838478,
0.060389310121536255,
-0.0645788311958313,
0.03318684175610542,
0.02105487324297428,
-0.06341917812824249,
0.06805818527936935,
0.07516839355230331,
0.17284557223320007,
-0.019607659429311752,
-0.1064976155757904,
-0.06134645268321037,
0.15620966255664825,
-0.004922372754663229,
-0.02536054141819477,
0.0016491628484800458,
0.05711491033434868,
-0.09943649917840958,
0.016221866011619568,
0.017103876918554306,
-0.03412666916847229,
-0.010294797830283642,
-0.034851595759391785,
0.01931009255349636,
-0.08111514151096344,
-0.028291668742895126,
-0.09155203402042389,
-0.0653882697224617,
-0.008715669624507427,
0.06314577162265778,
0.0332786850631237,
0.050058428198099136,
-0.008549824357032776,
-0.0022225251886993647,
-0.07955735921859741,
0.056379325687885284,
-0.08822227269411087,
0.01013620849698782,
-0.006442309822887182,
0.06777215749025345,
-0.014298043213784695,
-0.10281285643577576,
0.05674855783581734,
-0.04678855836391449,
-0.00547685706987977,
0.03261474892497063,
0.03921576961874962,
-0.015295922756195068,
-0.0018081804737448692,
0.022561626508831978,
0.06879598647356033,
0.04962821304798126,
-0.037415266036987305,
0.018483731895685196,
-0.036791976541280746,
0.01581355556845665,
-0.0951894149184227,
-0.006697047036141157,
0.06062503904104233,
0.09536295384168625,
-0.060597244650125504,
-0.022420546039938927,
-0.015703458338975906,
-0.03232959657907486,
0.05975903570652008,
-0.017233535647392273,
0.04909909516572952,
0.07046973705291748,
-0.052324600517749786,
-0.01877710409462452,
0.051846228539943695,
0.0035037624184042215,
0.08944061398506165,
0.09893833845853806,
0.00003999172258772887,
-0.11897028237581253,
0.044232822954654694,
-0.033921342343091965,
-0.030714429914951324,
0.061790451407432556,
-0.01154414564371109,
-0.09232765436172485,
-0.04961129277944565,
0.0948231965303421,
0.014956926926970482,
0.08509048074483871,
0.010719027370214462,
-0.01928604394197464,
-0.022689945995807648,
-0.11372289806604385,
-0.03770028427243233,
0.005940946750342846,
0.03461261838674545,
-0.03649894893169403,
0.03850255534052849,
0.057205431163311005,
-0.0021916006226092577,
-0.0461595393717289,
0.028251687064766884,
0.08039931952953339,
0.026760658249258995,
0.01346132904291153,
0.0041656349785625935,
0.05069917067885399,
-0.06384223699569702,
0.019308902323246002,
-0.04351029917597771,
0.06634502857923508,
0.09561976790428162,
0.03145578131079674,
0.12822555005550385,
-0.016169710084795952,
-0.06630778312683105,
-0.07239905744791031,
0.06507094949483871,
-0.00028973835287615657,
0.008988823741674423,
0.01293943077325821,
-0.07257580757141113,
-4.470716338509135e-34,
-0.08512376993894577,
0.036085061728954315,
-0.05994665250182152,
0.023371225222945213,
0.006545832846313715,
-0.005008963402360678,
-0.00490222591906786,
-0.038187459111213684,
0.01746554486453533,
0.061687324196100235,
-0.040319595485925674,
-0.013157405890524387,
-0.024035997688770294,
-0.012341669760644436,
0.09319484233856201,
-0.01143217645585537,
-0.0321853943169117,
-0.013354350812733173,
0.06304122507572174,
-0.030102157965302467,
-0.020227476954460144,
-0.06018009036779404,
-0.030249452218413353,
0.020429717376828194,
0.05634203553199768,
0.03778030350804329,
0.05419718846678734,
-0.1457134187221527,
0.10932168364524841,
0.029806073755025864,
-0.04147191718220711,
-0.052808698266744614,
0.13874423503875732,
0.03924144431948662,
-0.02081190049648285,
0.07895804941654205,
-0.024838043376803398,
0.003120601875707507,
0.030623840168118477,
-0.056715335696935654,
-0.03588757663965225,
-0.01878131926059723,
-0.021477708593010902,
-0.050491660833358765,
-0.013912195339798927,
-0.09551811963319778,
0.007316096685826778,
0.011286084540188313,
-0.09021162986755371,
0.019735174253582954,
0.04231380298733711,
0.00021338800434023142,
-0.012439110316336155,
0.00025952752912417054,
0.05540194362401962,
-0.0006623715744353831,
-0.002558101201429963,
0.04453776031732559,
0.03823351114988327,
0.06856070458889008,
-0.018418455496430397,
-0.027958441525697708,
-0.0532110221683979,
0.06091863662004471,
0.04259737581014633,
-0.02527451515197754,
-0.03496641665697098,
-0.045309942215681076,
-0.0057641309686005116,
0.032930124551057816,
0.055933352559804916,
-0.035898275673389435,
0.021305596455931664,
0.01422085054218769,
0.014077864587306976,
-0.025996852666139603,
-0.012597285211086273,
0.03992806002497673,
-0.07730621099472046,
0.046137262135744095,
0.002800881629809737,
-0.038632832467556,
-0.03848274424672127,
-0.03884554281830788,
-0.052520718425512314,
-0.0617837980389595,
0.0007691736682318151,
0.03633089363574982,
-0.08294342458248138,
0.08594579249620438,
-0.006182096898555756,
0.03509297966957092,
0.044236212968826294,
0.056581269949674606,
0.027637723833322525,
-3.564063055849674e-34,
-0.06250655651092529,
0.056260500103235245,
0.04492023214697838,
0.0014796009054407477,
0.049727484583854675,
-0.03512848913669586,
0.008766168728470802,
-0.06159083917737007,
-0.017566725611686707,
-0.04264869913458824,
0.008646022528409958,
-0.013670876622200012,
-0.008406405337154865,
0.03550070524215698,
0.014248915947973728,
-0.046477433294057846,
-0.04546108841896057,
-0.00785773154348135,
-0.028776980936527252,
0.020476488396525383,
0.033110957592725754,
-0.009736926294863224,
0.023587480187416077,
0.036850493401288986,
0.07989555597305298,
0.021035069599747658,
-0.05328337475657463,
0.04639214277267456,
0.05388452857732773,
-0.01047925092279911,
-0.04769870266318321,
-0.030960608273744583,
0.07730443775653839,
-0.029147684574127197,
0.10109909623861313,
0.01463280525058508,
0.08223088085651398,
0.11896541714668274,
-0.05974941328167915,
0.05552472546696663,
0.03542518615722656,
-0.024430854246020317,
-0.014485115185379982,
-0.009699848480522633,
-0.032394614070653915,
0.021327955648303032,
-0.008347416296601295,
-0.0028370097279548645,
-0.09204395860433578,
-0.07186315953731537,
0.06510337442159653,
-0.04170266538858414,
-0.041156914085149765,
0.05394520238041878,
-0.03968469798564911,
-0.03520917892456055,
0.10170500725507736,
0.07610597461462021,
-0.005662762559950352,
0.021214714273810387,
0.07027857005596161,
-0.05485445261001587,
0.051549747586250305,
0.024074716493487358,
0.022390730679035187,
-0.01464660931378603,
0.04632360860705376,
-0.009008325636386871,
-0.002337745623663068,
0.08584114909172058,
-0.16236825287342072,
-0.027052974328398705,
-0.025614172220230103,
-0.06540444493293762,
-0.0017021078383550048,
0.05432238057255745,
-0.0408397801220417,
-0.027477510273456573,
-0.022757044062018394,
0.031109772622585297,
-0.024937249720096588,
0.019854044541716576,
-0.06982547044754028,
-0.011371001601219177,
0.021756116300821304,
-0.03624197095632553,
0.06243478134274483,
-0.0102927191182971,
-0.01941870152950287,
-0.03663120046257973,
-0.0746489092707634,
0.03051418624818325,
-0.11790354549884796,
0.014521258883178234,
-0.01868537999689579,
-4.900454086964601e-8,
0.0365867018699646,
0.007776231039315462,
0.03821420297026634,
-0.062188148498535156,
-0.005171835422515869,
-0.0545257143676281,
-0.040139246731996536,
-0.0556812584400177,
0.08190996199846268,
0.05810648575425148,
0.019506538286805153,
-0.00027573329862207174,
0.025582648813724518,
0.048458926379680634,
0.004348980728536844,
-0.013271360658109188,
-0.019258368760347366,
-0.07816456258296967,
0.04163328930735588,
0.044976670295000076,
-0.05879344418644905,
0.014322320930659771,
-0.02248193509876728,
-0.010344459675252438,
0.05015259236097336,
0.0006936805439181626,
0.011952589266002178,
-0.03161241114139557,
0.06965531408786774,
0.04327249899506569,
-0.003700514556840062,
0.0027970331721007824,
-0.02508210577070713,
-0.0052022868767380714,
-0.1281472146511078,
0.07354319095611572,
-0.04199212044477463,
-0.055098652839660645,
-0.03631933778524399,
0.04638804495334625,
0.025937357917428017,
-0.04101617634296417,
0.03672943264245987,
0.045177754014730453,
-0.02616613358259201,
-0.04962810501456261,
-0.004072909709066153,
0.013770145364105701,
0.02594657987356186,
0.02276553213596344,
-0.06836572289466858,
0.031097084283828735,
-0.020259622484445572,
-0.08234471082687378,
-0.030432937666773796,
-0.06859493255615234,
0.03674241155385971,
-0.031165294349193573,
0.05063538998365402,
-0.04320591688156128,
0.0411512590944767,
-0.0028130831196904182,
-0.11145545542240143,
0.03172222152352333
] |
1401.5532
|
Sergey Varganov
|
Dmitry A. Fedorov, Andrei Derevianko, Sergey A. Varganov
|
Accurate potential energy, dipole moment curves, and lifetimes of
vibrational states of heteronuclear alkali dimers
| null |
J. Chem. Phys. 140, 184315 (2014)
|
10.1063/1.4875038
| null |
physics.chem-ph physics.atom-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We calculate the potential energy curves, the permanent dipole moment curves,
and the lifetimes of the ground and excited vibrational states of the
heteronuclear alkali dimers XY (X, Y = Li, Na, K, Rb, Cs) in the X1{\Sigma}+
electronic state using the coupled cluster with singles doubles and triples
(CCSDT) method. All-electron quadruple-{\zeta} basis sets with additional core
functions are used for Li and Na, and small-core relativistic effective core
potentials with quadruple-{\zeta} quality basis sets are used for K, Rb and Cs.
The inclusion of the coupled cluster non-perturbative triple excitations is
shown to be crucial for obtaining the accurate potential energy curves. Large
one-electron basis set with additional core functions is needed for the
accurate prediction of permanent dipole moments. The dissociation energies are
overestimated by only 14 cm-1 for LiNa and by no more than 114 cm-1 for the
other molecules. The discrepancies between the experimental and calculated
harmonic vibrational frequencies are less than 1.7 cm-1, and the discrepancies
for the anharmonic correction are less than 0.1 cm-1. We show that correlation
between atomic electronegativity differences and permanent dipole moment of
heteronuclear alkali dimers is not perfect. To obtain the vibrational energies
and wave functions the vibrational Schr\"odinger equation is solved with the
B-spline basis set method. The transition dipole moments between all
vibrational states, the Einstein coefficients and the lifetimes of the
vibrational states are calculated. We analyze the decay rates of the
vibrational states in terms of spontaneous emission, and stimulated emission
and absorption induced by black body radiation. In all studied heteronuclear
alkali dimers the ground vibrational states have much longer lifetimes than any
excited states.
|
[
{
"created": "Wed, 22 Jan 2014 01:09:23 GMT",
"version": "v1"
}
] |
2016-10-05
|
[
[
"Fedorov",
"Dmitry A.",
""
],
[
"Derevianko",
"Andrei",
""
],
[
"Varganov",
"Sergey A.",
""
]
] |
[
-0.049350909888744354,
-0.08528979122638702,
-0.05350251495838165,
0.026667339727282524,
-0.037063393741846085,
-0.024447143077850342,
-0.033766526728868484,
0.07243666797876358,
0.02686847560107708,
-0.06285874545574188,
0.0197316762059927,
-0.08782921731472015,
0.017289936542510986,
-0.026562070474028587,
0.07327533513307571,
-0.021246440708637238,
0.001786988228559494,
0.0007778124418109655,
-0.03685247153043747,
0.06361466646194458,
-0.010528579354286194,
-0.05469126999378204,
0.0635770633816719,
-0.013971667736768723,
0.09198915213346481,
0.031692296266555786,
0.007391128223389387,
-0.02074444480240345,
-0.01046369131654501,
-0.044018328189849854,
0.08041822910308838,
-0.06269831210374832,
0.016594767570495605,
0.005041039548814297,
0.08673945814371109,
0.036751143634319305,
0.01627863198518753,
0.013209585100412369,
-0.03073451854288578,
-0.02174176461994648,
0.017109019681811333,
0.03703862801194191,
0.056910041719675064,
-0.014276757836341858,
-0.0050279079005122185,
-0.03970819711685181,
0.017846472561359406,
-0.09246252477169037,
-0.025374630466103554,
0.022090593352913857,
0.14003421366214752,
0.012458973564207554,
-0.0063027082942426205,
0.07724182307720184,
0.0047376276925206184,
0.04779847338795662,
-0.04592905566096306,
0.049073461443185806,
0.04097980260848999,
-0.04219524934887886,
0.01674594171345234,
0.01912790909409523,
0.05079302191734314,
-0.029787736013531685,
0.009633783251047134,
-0.007979188114404678,
0.08001283556222916,
-0.07258399575948715,
0.024208880960941315,
-0.02420639432966709,
-0.10123994946479797,
-0.013967479579150677,
-0.03489488735795021,
-0.05874883383512497,
0.041959211230278015,
0.10065142065286636,
0.05616220086812973,
-0.03113897517323494,
-0.0033978475257754326,
-0.04672994464635849,
-0.019877472892403603,
0.01452910341322422,
0.02038612589240074,
-0.017030831426382065,
0.041881121695041656,
0.046646274626255035,
0.022998619824647903,
-0.005405204836279154,
-0.008572972379624844,
-0.07486999779939651,
-0.050565700978040695,
-0.050360292196273804,
-0.03401840478181839,
-0.019332392141222954,
-0.04760535806417465,
0.09890662878751755,
0.035218872129917145,
-0.03796226903796196,
0.014752382412552834,
0.05338599532842636,
0.09627794474363327,
0.005959827918559313,
-0.005870866123586893,
0.024927424266934395,
-0.07110640406608582,
-0.04046231135725975,
0.024283412843942642,
0.04378135874867439,
-0.06611732393503189,
0.01191291119903326,
0.0605582557618618,
-0.008807783015072346,
0.006896669045090675,
0.0029465118423104286,
-0.04214408993721008,
0.030933378264307976,
0.017304914072155952,
-0.030413802713155746,
0.060864731669425964,
-0.03220007196068764,
-0.0490301251411438,
-0.025263415649533272,
0.06985674053430557,
0.062365155667066574,
0.009654833935201168,
-0.05406499654054642,
-0.08716609328985214,
3.6478759867342955e-33,
-0.07235527783632278,
0.06696956604719162,
0.04741867631673813,
-0.03905774652957916,
-0.05771494656801224,
-0.017134709283709526,
-0.09000232070684433,
-0.010386116802692413,
-0.0697784349322319,
-0.03054221346974373,
-0.023209234699606895,
0.02989918552339077,
0.181012362241745,
-0.06793230026960373,
-0.06897896528244019,
0.025784529745578766,
0.047306858003139496,
-0.005238985642790794,
0.05949230119585991,
-0.007041267119348049,
0.060078855603933334,
0.06913292407989502,
0.037032753229141235,
0.03510040417313576,
-0.06307996064424515,
0.055682241916656494,
0.03372062370181084,
-0.013234314508736134,
-0.07360469549894333,
-0.017967982217669487,
-0.012170782312750816,
0.036060817539691925,
-0.059786245226860046,
0.004508674144744873,
0.04683433845639229,
0.031106000766158104,
0.0018606288358569145,
0.004357287660241127,
0.043524615466594696,
-0.04608651250600815,
-0.061749015003442764,
0.039463840425014496,
0.07213849574327469,
-0.019174208864569664,
0.022102776914834976,
0.0013451012782752514,
0.07667906582355499,
-0.020099535584449768,
0.06482741236686707,
-0.05545121431350708,
-0.017195694148540497,
-0.028722845017910004,
0.025562677532434464,
0.09754876792430878,
-0.013309763744473457,
0.05444706976413727,
0.04866211488842964,
0.013037283904850483,
0.07553856819868088,
0.043564531952142715,
0.014849863946437836,
0.004851707722991705,
-0.023127427324652672,
-0.0022580393124371767,
-0.03041614033281803,
0.05813272297382355,
-0.03382561728358269,
0.014979248866438866,
0.07114776223897934,
0.032029032707214355,
-0.0009715783526189625,
0.11788555979728699,
0.13685797154903412,
-0.09034629911184311,
0.05103147029876709,
0.005441025830805302,
-0.02018694207072258,
-0.029497504234313965,
0.003614131361246109,
0.03749670833349228,
0.046188026666641235,
-0.0491597019135952,
0.032187268137931824,
-0.019987421110272408,
-0.05245700478553772,
-0.09089520573616028,
-0.05619083717465401,
-0.05992041528224945,
-0.03185310959815979,
0.06325241923332214,
0.005588963627815247,
-0.010285280644893646,
0.028435831889510155,
-0.11775964498519897,
-0.10291731357574463,
-4.638859234121747e-33,
0.06799650192260742,
0.05532287433743477,
-0.023535899817943573,
0.014137727208435535,
0.05412061884999275,
-0.018815888091921806,
-0.0339067168533802,
0.031489111483097076,
-0.017050793394446373,
-0.07720821350812912,
0.15343943238258362,
0.0037137947510927916,
-0.02207896299660206,
-0.009420058690011501,
0.03265515714883804,
0.05663873627781868,
-0.036333367228507996,
0.004118034616112709,
0.10445483773946762,
-0.03226560354232788,
-0.0011292695999145508,
-0.05888722836971283,
-0.03259548917412758,
0.06364889442920685,
-0.007887893356382847,
0.03471341356635094,
-0.04317471385002136,
-0.11391694843769073,
0.01563132368028164,
0.02461116388440132,
-0.08647686243057251,
0.08177082240581512,
-0.04963776469230652,
0.026198675855994225,
-0.014961658976972103,
-0.03327568247914314,
-0.06656139343976974,
-0.007957353256642818,
-0.04280630499124527,
0.0013483099173754454,
-0.00104326824657619,
0.10531243681907654,
-0.0020856650080531836,
-0.041165485978126526,
0.09273494780063629,
0.07048343122005463,
0.030586393550038338,
0.044772662222385406,
0.03457619622349739,
0.01704235002398491,
-0.033073194324970245,
-0.06082935631275177,
-0.08486510068178177,
0.021309126168489456,
0.003179173683747649,
0.022404637187719345,
-0.01952962949872017,
0.002140197204425931,
0.08818988502025604,
-0.04443773999810219,
-0.04459404572844505,
-0.08908029645681381,
0.056196894496679306,
-0.004038723185658455,
-0.07167143374681473,
-0.06088421493768692,
-0.04301140084862709,
0.012349242344498634,
-0.002567217219620943,
0.02461150847375393,
-0.07507967948913574,
-0.010731883347034454,
0.046306248754262924,
-0.05119464546442032,
-0.025269687175750732,
-0.044209640473127365,
0.0584687814116478,
-0.1636405885219574,
0.04292035847902298,
-0.08407582342624664,
-0.0017846490954980254,
0.04386679455637932,
-0.03483203798532486,
-0.0797119215130806,
0.1064780130982399,
0.06292334944009781,
-0.05047319829463959,
0.06831175833940506,
-0.0005537090473808348,
-0.06029973179101944,
-0.009553872980177402,
0.025494351983070374,
0.07186407595872879,
0.06252222508192062,
0.028711611405014992,
-5.7032210065699473e-8,
0.05228269845247269,
-0.0009307404397986829,
-0.09999725967645645,
0.04861611872911453,
0.013095900416374207,
0.05102807283401489,
-0.03217121213674545,
-0.037180233746767044,
0.036684051156044006,
-0.0059317308478057384,
0.0813821405172348,
-0.10950183123350143,
-0.07516505569219589,
-0.05819697305560112,
-0.0023309027310460806,
0.05186433717608452,
-0.03105553239583969,
0.01628527231514454,
-0.04428829625248909,
0.00453494768589735,
-0.010566403158009052,
0.01936495304107666,
0.01173244696110487,
-0.04017533361911774,
-0.009787758812308311,
-0.002111559733748436,
-0.026434456929564476,
-0.055280763655900955,
-0.03848734125494957,
-0.028368288651108742,
-0.06325012445449829,
-0.038143523037433624,
0.05114412680268288,
-0.0231844000518322,
0.014927798882126808,
0.008593318983912468,
-0.060912977904081345,
0.09769484400749207,
0.03855683654546738,
0.046730928122997284,
0.017633043229579926,
0.03232453018426895,
-0.032722946256399155,
0.03131519630551338,
0.0008037527441047132,
0.06281842291355133,
-0.032613880932331085,
-0.018733417615294456,
0.02205641381442547,
0.0009415168315172195,
-0.07268877327442169,
0.05021928623318672,
-0.03933485597372055,
-0.028706567361950874,
-0.03863314539194107,
0.02598568983376026,
-0.13303908705711365,
-0.006932773627340794,
0.029042942449450493,
-0.03735838457942009,
0.048253584653139114,
-0.08163803070783615,
-0.057965800166130066,
-0.03525685518980026
] | null | null | null | null | null | null | null |
[
-0.049350909888744354,
-0.08528979122638702,
-0.05350251495838165,
0.026667339727282524,
-0.037063393741846085,
-0.024447143077850342,
-0.033766526728868484,
0.07243666797876358,
0.02686847560107708,
-0.06285874545574188,
0.0197316762059927,
-0.08782921731472015,
0.017289936542510986,
-0.026562070474028587,
0.07327533513307571,
-0.021246440708637238,
0.001786988228559494,
0.0007778124418109655,
-0.03685247153043747,
0.06361466646194458,
-0.010528579354286194,
-0.05469126999378204,
0.0635770633816719,
-0.013971667736768723,
0.09198915213346481,
0.031692296266555786,
0.007391128223389387,
-0.02074444480240345,
-0.01046369131654501,
-0.044018328189849854,
0.08041822910308838,
-0.06269831210374832,
0.016594767570495605,
0.005041039548814297,
0.08673945814371109,
0.036751143634319305,
0.01627863198518753,
0.013209585100412369,
-0.03073451854288578,
-0.02174176461994648,
0.017109019681811333,
0.03703862801194191,
0.056910041719675064,
-0.014276757836341858,
-0.0050279079005122185,
-0.03970819711685181,
0.017846472561359406,
-0.09246252477169037,
-0.025374630466103554,
0.022090593352913857,
0.14003421366214752,
0.012458973564207554,
-0.0063027082942426205,
0.07724182307720184,
0.0047376276925206184,
0.04779847338795662,
-0.04592905566096306,
0.049073461443185806,
0.04097980260848999,
-0.04219524934887886,
0.01674594171345234,
0.01912790909409523,
0.05079302191734314,
-0.029787736013531685,
0.009633783251047134,
-0.007979188114404678,
0.08001283556222916,
-0.07258399575948715,
0.024208880960941315,
-0.02420639432966709,
-0.10123994946479797,
-0.013967479579150677,
-0.03489488735795021,
-0.05874883383512497,
0.041959211230278015,
0.10065142065286636,
0.05616220086812973,
-0.03113897517323494,
-0.0033978475257754326,
-0.04672994464635849,
-0.019877472892403603,
0.01452910341322422,
0.02038612589240074,
-0.017030831426382065,
0.041881121695041656,
0.046646274626255035,
0.022998619824647903,
-0.005405204836279154,
-0.008572972379624844,
-0.07486999779939651,
-0.050565700978040695,
-0.050360292196273804,
-0.03401840478181839,
-0.019332392141222954,
-0.04760535806417465,
0.09890662878751755,
0.035218872129917145,
-0.03796226903796196,
0.014752382412552834,
0.05338599532842636,
0.09627794474363327,
0.005959827918559313,
-0.005870866123586893,
0.024927424266934395,
-0.07110640406608582,
-0.04046231135725975,
0.024283412843942642,
0.04378135874867439,
-0.06611732393503189,
0.01191291119903326,
0.0605582557618618,
-0.008807783015072346,
0.006896669045090675,
0.0029465118423104286,
-0.04214408993721008,
0.030933378264307976,
0.017304914072155952,
-0.030413802713155746,
0.060864731669425964,
-0.03220007196068764,
-0.0490301251411438,
-0.025263415649533272,
0.06985674053430557,
0.062365155667066574,
0.009654833935201168,
-0.05406499654054642,
-0.08716609328985214,
3.6478759867342955e-33,
-0.07235527783632278,
0.06696956604719162,
0.04741867631673813,
-0.03905774652957916,
-0.05771494656801224,
-0.017134709283709526,
-0.09000232070684433,
-0.010386116802692413,
-0.0697784349322319,
-0.03054221346974373,
-0.023209234699606895,
0.02989918552339077,
0.181012362241745,
-0.06793230026960373,
-0.06897896528244019,
0.025784529745578766,
0.047306858003139496,
-0.005238985642790794,
0.05949230119585991,
-0.007041267119348049,
0.060078855603933334,
0.06913292407989502,
0.037032753229141235,
0.03510040417313576,
-0.06307996064424515,
0.055682241916656494,
0.03372062370181084,
-0.013234314508736134,
-0.07360469549894333,
-0.017967982217669487,
-0.012170782312750816,
0.036060817539691925,
-0.059786245226860046,
0.004508674144744873,
0.04683433845639229,
0.031106000766158104,
0.0018606288358569145,
0.004357287660241127,
0.043524615466594696,
-0.04608651250600815,
-0.061749015003442764,
0.039463840425014496,
0.07213849574327469,
-0.019174208864569664,
0.022102776914834976,
0.0013451012782752514,
0.07667906582355499,
-0.020099535584449768,
0.06482741236686707,
-0.05545121431350708,
-0.017195694148540497,
-0.028722845017910004,
0.025562677532434464,
0.09754876792430878,
-0.013309763744473457,
0.05444706976413727,
0.04866211488842964,
0.013037283904850483,
0.07553856819868088,
0.043564531952142715,
0.014849863946437836,
0.004851707722991705,
-0.023127427324652672,
-0.0022580393124371767,
-0.03041614033281803,
0.05813272297382355,
-0.03382561728358269,
0.014979248866438866,
0.07114776223897934,
0.032029032707214355,
-0.0009715783526189625,
0.11788555979728699,
0.13685797154903412,
-0.09034629911184311,
0.05103147029876709,
0.005441025830805302,
-0.02018694207072258,
-0.029497504234313965,
0.003614131361246109,
0.03749670833349228,
0.046188026666641235,
-0.0491597019135952,
0.032187268137931824,
-0.019987421110272408,
-0.05245700478553772,
-0.09089520573616028,
-0.05619083717465401,
-0.05992041528224945,
-0.03185310959815979,
0.06325241923332214,
0.005588963627815247,
-0.010285280644893646,
0.028435831889510155,
-0.11775964498519897,
-0.10291731357574463,
-4.638859234121747e-33,
0.06799650192260742,
0.05532287433743477,
-0.023535899817943573,
0.014137727208435535,
0.05412061884999275,
-0.018815888091921806,
-0.0339067168533802,
0.031489111483097076,
-0.017050793394446373,
-0.07720821350812912,
0.15343943238258362,
0.0037137947510927916,
-0.02207896299660206,
-0.009420058690011501,
0.03265515714883804,
0.05663873627781868,
-0.036333367228507996,
0.004118034616112709,
0.10445483773946762,
-0.03226560354232788,
-0.0011292695999145508,
-0.05888722836971283,
-0.03259548917412758,
0.06364889442920685,
-0.007887893356382847,
0.03471341356635094,
-0.04317471385002136,
-0.11391694843769073,
0.01563132368028164,
0.02461116388440132,
-0.08647686243057251,
0.08177082240581512,
-0.04963776469230652,
0.026198675855994225,
-0.014961658976972103,
-0.03327568247914314,
-0.06656139343976974,
-0.007957353256642818,
-0.04280630499124527,
0.0013483099173754454,
-0.00104326824657619,
0.10531243681907654,
-0.0020856650080531836,
-0.041165485978126526,
0.09273494780063629,
0.07048343122005463,
0.030586393550038338,
0.044772662222385406,
0.03457619622349739,
0.01704235002398491,
-0.033073194324970245,
-0.06082935631275177,
-0.08486510068178177,
0.021309126168489456,
0.003179173683747649,
0.022404637187719345,
-0.01952962949872017,
0.002140197204425931,
0.08818988502025604,
-0.04443773999810219,
-0.04459404572844505,
-0.08908029645681381,
0.056196894496679306,
-0.004038723185658455,
-0.07167143374681473,
-0.06088421493768692,
-0.04301140084862709,
0.012349242344498634,
-0.002567217219620943,
0.02461150847375393,
-0.07507967948913574,
-0.010731883347034454,
0.046306248754262924,
-0.05119464546442032,
-0.025269687175750732,
-0.044209640473127365,
0.0584687814116478,
-0.1636405885219574,
0.04292035847902298,
-0.08407582342624664,
-0.0017846490954980254,
0.04386679455637932,
-0.03483203798532486,
-0.0797119215130806,
0.1064780130982399,
0.06292334944009781,
-0.05047319829463959,
0.06831175833940506,
-0.0005537090473808348,
-0.06029973179101944,
-0.009553872980177402,
0.025494351983070374,
0.07186407595872879,
0.06252222508192062,
0.028711611405014992,
-5.7032210065699473e-8,
0.05228269845247269,
-0.0009307404397986829,
-0.09999725967645645,
0.04861611872911453,
0.013095900416374207,
0.05102807283401489,
-0.03217121213674545,
-0.037180233746767044,
0.036684051156044006,
-0.0059317308478057384,
0.0813821405172348,
-0.10950183123350143,
-0.07516505569219589,
-0.05819697305560112,
-0.0023309027310460806,
0.05186433717608452,
-0.03105553239583969,
0.01628527231514454,
-0.04428829625248909,
0.00453494768589735,
-0.010566403158009052,
0.01936495304107666,
0.01173244696110487,
-0.04017533361911774,
-0.009787758812308311,
-0.002111559733748436,
-0.026434456929564476,
-0.055280763655900955,
-0.03848734125494957,
-0.028368288651108742,
-0.06325012445449829,
-0.038143523037433624,
0.05114412680268288,
-0.0231844000518322,
0.014927798882126808,
0.008593318983912468,
-0.060912977904081345,
0.09769484400749207,
0.03855683654546738,
0.046730928122997284,
0.017633043229579926,
0.03232453018426895,
-0.032722946256399155,
0.03131519630551338,
0.0008037527441047132,
0.06281842291355133,
-0.032613880932331085,
-0.018733417615294456,
0.02205641381442547,
0.0009415168315172195,
-0.07268877327442169,
0.05021928623318672,
-0.03933485597372055,
-0.028706567361950874,
-0.03863314539194107,
0.02598568983376026,
-0.13303908705711365,
-0.006932773627340794,
0.029042942449450493,
-0.03735838457942009,
0.048253584653139114,
-0.08163803070783615,
-0.057965800166130066,
-0.03525685518980026
] |
1401.5534
|
Jihad Touma
|
Jihad Touma and Scott Tremaine
|
The statistical mechanics of self-gravitating Keplerian disks
|
J. Phys. A (Fast Track Communication), published (minor changes from
v1), 32 pages, 4 figures
|
J. Phys. A: Math. Theor. 47 (2014) 292001
| null | null |
astro-ph.GA cond-mat.stat-mech physics.plasm-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We describe the dynamics and thermodynamics of collisionless particle disks
orbiting a massive central body, in the case where the disk mass is small
compared to the central mass, the self-gravity of the disk dominates the
non-Keplerian force, and the spread in semi-major axes is small. We show that
with plausible approximations such disks have logarithmic two-body interactions
and a compact phase space, and therefore exhibit thermodynamics that are
simpler than most other gravitating systems, which require a confining box and
artificial softening of the potential at small scales to be thermodynamically
well-behaved. We solve for the microcanonical axisymmetric thermal equilibria
and demonstrate the existence of a symmetry-breaking bifurcation into lopsided
equilibria. We discuss the relation between thermal and dynamical instability
in these systems and draw connections to astrophysical settings, as well as to
the wider subject of the statistical mechanics of particles with logarithmic
long-range interactions, such as point vortices in two-dimensional fluids.
|
[
{
"created": "Wed, 22 Jan 2014 01:35:10 GMT",
"version": "v1"
},
{
"created": "Thu, 11 Sep 2014 19:06:18 GMT",
"version": "v2"
}
] |
2014-09-12
|
[
[
"Touma",
"Jihad",
""
],
[
"Tremaine",
"Scott",
""
]
] |
[
0.05078704655170441,
-0.04167848825454712,
0.03058762662112713,
0.02701752260327339,
0.015410872176289558,
-0.08918328583240509,
-0.029682550579309464,
0.04708732292056084,
0.09462741017341614,
0.01338078174740076,
-0.03265702351927757,
-0.07098659873008728,
-0.034879617393016815,
-0.05826081335544586,
0.08257346600294113,
-0.11249350756406784,
0.0005275639123283327,
-0.005974948406219482,
-0.018016621470451355,
0.142904594540596,
0.039155781269073486,
0.01682506687939167,
-0.06360122561454773,
0.09431155025959015,
-0.0054601337760686874,
-0.006344202905893326,
0.01715046353638172,
0.023506158962845802,
-0.07149416953325272,
-0.020548159256577492,
0.06984008103609085,
-0.008103645406663418,
-0.07994280010461807,
0.011328200809657574,
0.04778323695063591,
0.015096100978553295,
-0.004322794731706381,
-0.010842998512089252,
-0.041293900460004807,
-0.10961804538965225,
0.039695728570222855,
0.007745401933789253,
0.08791036158800125,
0.01460700761526823,
0.029276620596647263,
-0.017309095710515976,
0.0055602178908884525,
-0.025376101955771446,
0.016796572133898735,
-0.047571633011102676,
0.03740372508764267,
-0.013774841092526913,
-0.0016819757875055075,
0.06739508360624313,
-0.013088734820485115,
-0.019251862540841103,
-0.00737152062356472,
-0.01662023738026619,
0.04433107003569603,
-0.08901295065879822,
0.03932777792215347,
0.02482832595705986,
0.025484926998615265,
-0.009804964065551758,
-0.016239821910858154,
-0.09977506101131439,
0.0827796682715416,
0.050571639090776443,
-0.022704601287841797,
0.09116154909133911,
-0.02415226213634014,
0.0705847293138504,
-0.04964835196733475,
-0.05340926721692085,
0.10172875970602036,
0.011469285003840923,
-0.08443648368120193,
-0.005718042142689228,
0.07152125239372253,
0.01704881526529789,
-0.047048646956682205,
0.0056359125301241875,
-0.02081095054745674,
0.040817759931087494,
-0.08517971634864807,
0.0023212216328829527,
0.017010904848575592,
0.007883901707828045,
0.0645863488316536,
-0.07000422477722168,
0.003438924439251423,
0.032621245831251144,
0.002473770873621106,
-0.08800462633371353,
0.04468783736228943,
0.004553255625069141,
-0.038554754108190536,
-0.03853374719619751,
0.1276513636112213,
0.004074780736118555,
-0.01758059300482273,
-0.02366735227406025,
0.051058318465948105,
0.05173301696777344,
0.052537307143211365,
0.03707791492342949,
0.0629473477602005,
-0.053202394396066666,
0.03268788009881973,
0.0471959188580513,
0.02710343897342682,
-0.00029658142011612654,
0.005616362672299147,
0.01611972786486149,
-0.012687113136053085,
0.0529920756816864,
0.0627942681312561,
0.024600813165307045,
-0.09825308620929718,
-0.03285494074225426,
-0.04035157337784767,
0.012633278034627438,
-0.09649763256311417,
-0.011923673562705517,
0.018953673541545868,
0.06150536239147186,
0.010452725924551487,
1.3025987182667783e-33,
0.0719667375087738,
-0.01054752804338932,
-0.00422503100708127,
0.0547025240957737,
0.02094869129359722,
-0.005964816082268953,
-0.05440370738506317,
0.019085759297013283,
-0.0397263765335083,
0.020085548982024193,
-0.04727138578891754,
-0.008210544474422932,
0.07688747346401215,
-0.02863297611474991,
-0.0029960721731185913,
0.034795068204402924,
-0.011426716111600399,
-0.04794196039438248,
0.03922354057431221,
-0.044234760105609894,
-0.05542993173003197,
0.041332922875881195,
0.007188689894974232,
-0.027675913646817207,
-0.02888447418808937,
0.12295392900705338,
0.026986239477992058,
-0.051298871636390686,
0.0058213090524077415,
-0.005913605447858572,
-0.07688447833061218,
-0.020606262609362602,
-0.026957226917147636,
0.057494934648275375,
0.0644955262541771,
0.01009405218064785,
-0.10188774764537811,
0.02517838217318058,
-0.04871431738138199,
0.01324631366878748,
-0.009864379651844501,
-0.05576254427433014,
-0.04613310471177101,
0.020290862768888474,
0.05808624252676964,
0.04333523288369179,
0.10238531231880188,
-0.016194351017475128,
-0.01855812780559063,
0.0185821745544672,
0.026651622727513313,
0.062302231788635254,
-0.020902778953313828,
-0.01522163487970829,
0.01283243577927351,
-0.025681082159280777,
0.0552014522254467,
-0.08104364573955536,
-0.12604093551635742,
0.010714012198150158,
0.04273819178342819,
-0.01921115629374981,
0.07694549858570099,
-0.07643614709377289,
0.01211914699524641,
0.05297468602657318,
-0.05955910682678223,
-0.03151498734951019,
0.06710730493068695,
-0.07703756541013718,
0.04486994817852974,
0.051283158361911774,
0.06219213083386421,
-0.028584415093064308,
0.04410562291741371,
0.04884522035717964,
0.04782591015100479,
-0.04837906360626221,
-0.048196740448474884,
0.03550456836819649,
-0.024483202025294304,
-0.12057922035455704,
-0.04785097390413284,
0.0007639243849553168,
-0.05360332876443863,
-0.03344489261507988,
-0.042438969016075134,
0.014153847470879555,
-0.03054582141339779,
-0.0157012939453125,
-0.03541216999292374,
-0.09963490813970566,
0.03601560741662979,
0.0073709068819880486,
-0.07212384790182114,
-3.9049110508530354e-33,
-0.009556623175740242,
-0.013365396298468113,
-0.026984581723809242,
0.10131683945655823,
0.016187461093068123,
0.08295740187168121,
-0.05652973800897598,
-0.014778547920286655,
-0.08781938254833221,
-0.06590127944946289,
-0.029449181631207466,
-0.008614405989646912,
0.008813691325485706,
-0.040878042578697205,
0.07245039194822311,
0.052970245480537415,
0.02874395065009594,
0.05226074159145355,
-0.0062961396761238575,
-0.027452057227492332,
0.0341564416885376,
0.03858175873756409,
0.05071975290775299,
-0.00450176652520895,
0.05113242194056511,
-0.006583474576473236,
0.03397931158542633,
-0.04668707400560379,
-0.001838012016378343,
0.10226981341838837,
-0.0281958170235157,
-0.050797317177057266,
-0.0025679452810436487,
-0.01746652089059353,
-0.049635984003543854,
0.0587485134601593,
0.0200099628418684,
-0.014540609903633595,
-0.02178512141108513,
-0.032799094915390015,
-0.06459270417690277,
-0.04250432923436165,
0.02078571915626526,
0.026319734752178192,
0.038858845829963684,
-0.12111251801252365,
0.028482424095273018,
0.11850079894065857,
0.004106451757252216,
0.08292023092508316,
-0.0866096243262291,
-0.04095463082194328,
0.0037581624928861856,
0.022370096296072006,
-0.014111113734543324,
-0.005646358244121075,
-0.018330128863453865,
0.06999056041240692,
0.010154974646866322,
-0.09844554215669632,
-0.10012467205524445,
-0.019464833661913872,
0.04266441985964775,
0.05888770893216133,
-0.07449901849031448,
0.0010068424744531512,
-0.025612598285079002,
-0.03896646201610565,
-0.03001829981803894,
0.0238109789788723,
-0.031100837513804436,
-0.05618255212903023,
0.051002077758312225,
-0.0105731887742877,
0.05480344966053963,
0.07128249108791351,
0.09010102599859238,
-0.1310386210680008,
0.031972065567970276,
-0.03955053165555,
-0.08162614703178406,
0.06309971213340759,
0.05898506939411163,
-0.010863961651921272,
0.024554584175348282,
-0.0642661601305008,
-0.078805111348629,
-0.012677746824920177,
-0.00850116927176714,
0.02902810275554657,
0.020387277007102966,
-0.012713341973721981,
0.07722751796245575,
-0.015107836574316025,
-0.018539249897003174,
-5.1589989169542605e-8,
0.10079887509346008,
0.00815288070589304,
-0.008892256766557693,
0.07166145741939545,
-0.05220634117722511,
0.06269704550504684,
-0.043635424226522446,
0.010993038304150105,
-0.07197964936494827,
0.11098390072584152,
0.08235618472099304,
0.033214885741472244,
0.0026811258867383003,
-0.04747127369046211,
-0.051603104919195175,
0.07532712072134018,
0.027819043025374413,
-0.008402395993471146,
-0.07687081396579742,
-0.009048141539096832,
-0.022644877433776855,
-0.006244408432394266,
-0.0550992526113987,
-0.04549237713217735,
0.001866870908997953,
0.0653056800365448,
-0.06710898131132126,
-0.015963882207870483,
-0.04938884079456329,
0.003232284216210246,
-0.02273508720099926,
0.028038041666150093,
-0.03560558333992958,
-0.050107844173908234,
-0.06261308491230011,
-0.045900605618953705,
-0.004962196573615074,
0.11244691163301468,
0.03506229445338249,
-0.05019160360097885,
0.05436854436993599,
0.1018373891711235,
-0.02671060524880886,
0.014402712695300579,
0.02007593773305416,
0.09095659852027893,
-0.09706636518239975,
0.027491381391882896,
0.04388386756181717,
0.09961051493883133,
-0.03814900293946266,
0.009418132714927197,
0.00599447637796402,
0.019173581153154373,
-0.11251747608184814,
-0.01910434104502201,
-0.055594295263290405,
0.009717061184346676,
0.04734494164586067,
0.03466201201081276,
0.0024828927125781775,
0.03698187693953514,
-0.0577467679977417,
-0.03376490995287895
] | null | null | null | null | null | null | null |
[
0.05078704655170441,
-0.04167848825454712,
0.03058762662112713,
0.02701752260327339,
0.015410872176289558,
-0.08918328583240509,
-0.029682550579309464,
0.04708732292056084,
0.09462741017341614,
0.01338078174740076,
-0.03265702351927757,
-0.07098659873008728,
-0.034879617393016815,
-0.05826081335544586,
0.08257346600294113,
-0.11249350756406784,
0.0005275639123283327,
-0.005974948406219482,
-0.018016621470451355,
0.142904594540596,
0.039155781269073486,
0.01682506687939167,
-0.06360122561454773,
0.09431155025959015,
-0.0054601337760686874,
-0.006344202905893326,
0.01715046353638172,
0.023506158962845802,
-0.07149416953325272,
-0.020548159256577492,
0.06984008103609085,
-0.008103645406663418,
-0.07994280010461807,
0.011328200809657574,
0.04778323695063591,
0.015096100978553295,
-0.004322794731706381,
-0.010842998512089252,
-0.041293900460004807,
-0.10961804538965225,
0.039695728570222855,
0.007745401933789253,
0.08791036158800125,
0.01460700761526823,
0.029276620596647263,
-0.017309095710515976,
0.0055602178908884525,
-0.025376101955771446,
0.016796572133898735,
-0.047571633011102676,
0.03740372508764267,
-0.013774841092526913,
-0.0016819757875055075,
0.06739508360624313,
-0.013088734820485115,
-0.019251862540841103,
-0.00737152062356472,
-0.01662023738026619,
0.04433107003569603,
-0.08901295065879822,
0.03932777792215347,
0.02482832595705986,
0.025484926998615265,
-0.009804964065551758,
-0.016239821910858154,
-0.09977506101131439,
0.0827796682715416,
0.050571639090776443,
-0.022704601287841797,
0.09116154909133911,
-0.02415226213634014,
0.0705847293138504,
-0.04964835196733475,
-0.05340926721692085,
0.10172875970602036,
0.011469285003840923,
-0.08443648368120193,
-0.005718042142689228,
0.07152125239372253,
0.01704881526529789,
-0.047048646956682205,
0.0056359125301241875,
-0.02081095054745674,
0.040817759931087494,
-0.08517971634864807,
0.0023212216328829527,
0.017010904848575592,
0.007883901707828045,
0.0645863488316536,
-0.07000422477722168,
0.003438924439251423,
0.032621245831251144,
0.002473770873621106,
-0.08800462633371353,
0.04468783736228943,
0.004553255625069141,
-0.038554754108190536,
-0.03853374719619751,
0.1276513636112213,
0.004074780736118555,
-0.01758059300482273,
-0.02366735227406025,
0.051058318465948105,
0.05173301696777344,
0.052537307143211365,
0.03707791492342949,
0.0629473477602005,
-0.053202394396066666,
0.03268788009881973,
0.0471959188580513,
0.02710343897342682,
-0.00029658142011612654,
0.005616362672299147,
0.01611972786486149,
-0.012687113136053085,
0.0529920756816864,
0.0627942681312561,
0.024600813165307045,
-0.09825308620929718,
-0.03285494074225426,
-0.04035157337784767,
0.012633278034627438,
-0.09649763256311417,
-0.011923673562705517,
0.018953673541545868,
0.06150536239147186,
0.010452725924551487,
1.3025987182667783e-33,
0.0719667375087738,
-0.01054752804338932,
-0.00422503100708127,
0.0547025240957737,
0.02094869129359722,
-0.005964816082268953,
-0.05440370738506317,
0.019085759297013283,
-0.0397263765335083,
0.020085548982024193,
-0.04727138578891754,
-0.008210544474422932,
0.07688747346401215,
-0.02863297611474991,
-0.0029960721731185913,
0.034795068204402924,
-0.011426716111600399,
-0.04794196039438248,
0.03922354057431221,
-0.044234760105609894,
-0.05542993173003197,
0.041332922875881195,
0.007188689894974232,
-0.027675913646817207,
-0.02888447418808937,
0.12295392900705338,
0.026986239477992058,
-0.051298871636390686,
0.0058213090524077415,
-0.005913605447858572,
-0.07688447833061218,
-0.020606262609362602,
-0.026957226917147636,
0.057494934648275375,
0.0644955262541771,
0.01009405218064785,
-0.10188774764537811,
0.02517838217318058,
-0.04871431738138199,
0.01324631366878748,
-0.009864379651844501,
-0.05576254427433014,
-0.04613310471177101,
0.020290862768888474,
0.05808624252676964,
0.04333523288369179,
0.10238531231880188,
-0.016194351017475128,
-0.01855812780559063,
0.0185821745544672,
0.026651622727513313,
0.062302231788635254,
-0.020902778953313828,
-0.01522163487970829,
0.01283243577927351,
-0.025681082159280777,
0.0552014522254467,
-0.08104364573955536,
-0.12604093551635742,
0.010714012198150158,
0.04273819178342819,
-0.01921115629374981,
0.07694549858570099,
-0.07643614709377289,
0.01211914699524641,
0.05297468602657318,
-0.05955910682678223,
-0.03151498734951019,
0.06710730493068695,
-0.07703756541013718,
0.04486994817852974,
0.051283158361911774,
0.06219213083386421,
-0.028584415093064308,
0.04410562291741371,
0.04884522035717964,
0.04782591015100479,
-0.04837906360626221,
-0.048196740448474884,
0.03550456836819649,
-0.024483202025294304,
-0.12057922035455704,
-0.04785097390413284,
0.0007639243849553168,
-0.05360332876443863,
-0.03344489261507988,
-0.042438969016075134,
0.014153847470879555,
-0.03054582141339779,
-0.0157012939453125,
-0.03541216999292374,
-0.09963490813970566,
0.03601560741662979,
0.0073709068819880486,
-0.07212384790182114,
-3.9049110508530354e-33,
-0.009556623175740242,
-0.013365396298468113,
-0.026984581723809242,
0.10131683945655823,
0.016187461093068123,
0.08295740187168121,
-0.05652973800897598,
-0.014778547920286655,
-0.08781938254833221,
-0.06590127944946289,
-0.029449181631207466,
-0.008614405989646912,
0.008813691325485706,
-0.040878042578697205,
0.07245039194822311,
0.052970245480537415,
0.02874395065009594,
0.05226074159145355,
-0.0062961396761238575,
-0.027452057227492332,
0.0341564416885376,
0.03858175873756409,
0.05071975290775299,
-0.00450176652520895,
0.05113242194056511,
-0.006583474576473236,
0.03397931158542633,
-0.04668707400560379,
-0.001838012016378343,
0.10226981341838837,
-0.0281958170235157,
-0.050797317177057266,
-0.0025679452810436487,
-0.01746652089059353,
-0.049635984003543854,
0.0587485134601593,
0.0200099628418684,
-0.014540609903633595,
-0.02178512141108513,
-0.032799094915390015,
-0.06459270417690277,
-0.04250432923436165,
0.02078571915626526,
0.026319734752178192,
0.038858845829963684,
-0.12111251801252365,
0.028482424095273018,
0.11850079894065857,
0.004106451757252216,
0.08292023092508316,
-0.0866096243262291,
-0.04095463082194328,
0.0037581624928861856,
0.022370096296072006,
-0.014111113734543324,
-0.005646358244121075,
-0.018330128863453865,
0.06999056041240692,
0.010154974646866322,
-0.09844554215669632,
-0.10012467205524445,
-0.019464833661913872,
0.04266441985964775,
0.05888770893216133,
-0.07449901849031448,
0.0010068424744531512,
-0.025612598285079002,
-0.03896646201610565,
-0.03001829981803894,
0.0238109789788723,
-0.031100837513804436,
-0.05618255212903023,
0.051002077758312225,
-0.0105731887742877,
0.05480344966053963,
0.07128249108791351,
0.09010102599859238,
-0.1310386210680008,
0.031972065567970276,
-0.03955053165555,
-0.08162614703178406,
0.06309971213340759,
0.05898506939411163,
-0.010863961651921272,
0.024554584175348282,
-0.0642661601305008,
-0.078805111348629,
-0.012677746824920177,
-0.00850116927176714,
0.02902810275554657,
0.020387277007102966,
-0.012713341973721981,
0.07722751796245575,
-0.015107836574316025,
-0.018539249897003174,
-5.1589989169542605e-8,
0.10079887509346008,
0.00815288070589304,
-0.008892256766557693,
0.07166145741939545,
-0.05220634117722511,
0.06269704550504684,
-0.043635424226522446,
0.010993038304150105,
-0.07197964936494827,
0.11098390072584152,
0.08235618472099304,
0.033214885741472244,
0.0026811258867383003,
-0.04747127369046211,
-0.051603104919195175,
0.07532712072134018,
0.027819043025374413,
-0.008402395993471146,
-0.07687081396579742,
-0.009048141539096832,
-0.022644877433776855,
-0.006244408432394266,
-0.0550992526113987,
-0.04549237713217735,
0.001866870908997953,
0.0653056800365448,
-0.06710898131132126,
-0.015963882207870483,
-0.04938884079456329,
0.003232284216210246,
-0.02273508720099926,
0.028038041666150093,
-0.03560558333992958,
-0.050107844173908234,
-0.06261308491230011,
-0.045900605618953705,
-0.004962196573615074,
0.11244691163301468,
0.03506229445338249,
-0.05019160360097885,
0.05436854436993599,
0.1018373891711235,
-0.02671060524880886,
0.014402712695300579,
0.02007593773305416,
0.09095659852027893,
-0.09706636518239975,
0.027491381391882896,
0.04388386756181717,
0.09961051493883133,
-0.03814900293946266,
0.009418132714927197,
0.00599447637796402,
0.019173581153154373,
-0.11251747608184814,
-0.01910434104502201,
-0.055594295263290405,
0.009717061184346676,
0.04734494164586067,
0.03466201201081276,
0.0024828927125781775,
0.03698187693953514,
-0.0577467679977417,
-0.03376490995287895
] |
1401.5535
|
Shu Kong
|
Shu Kong, Zhuolin Jiang, Qiang Yang
|
Learning Mid-Level Features and Modeling Neuron Selectivity for Image
Classification
|
19 pages, 14 figures
| null | null | null |
cs.CV cs.LG cs.NE cs.RO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We now know that mid-level features can greatly enhance the performance of
image learning, but how to automatically learn the image features efficiently
and in an unsupervised manner is still an open question. In this paper, we
present a very efficient mid-level feature learning approach (MidFea), which
only involves simple operations such as $k$-means clustering, convolution,
pooling, vector quantization and random projection. We explain why this simple
method generates the desired features, and argue that there is no need to spend
much time in learning low-level feature extractors. Furthermore, to boost the
performance, we propose to model the neuron selectivity (NS) principle by
building an additional layer over the mid-level features before feeding the
features into the classifier. We show that the NS-layer learns
category-specific neurons with both bottom-up inference and top-down analysis,
and thus supports fast inference for a query image. We run extensive
experiments on several public databases to demonstrate that our approach can
achieve state-of-the-art performances for face recognition, gender
classification, age estimation and object categorization. In particular, we
demonstrate that our approach is more than an order of magnitude faster than
some recently proposed sparse coding based methods.
|
[
{
"created": "Wed, 22 Jan 2014 01:35:59 GMT",
"version": "v1"
},
{
"created": "Thu, 23 Jan 2014 09:19:10 GMT",
"version": "v2"
}
] |
2014-01-24
|
[
[
"Kong",
"Shu",
""
],
[
"Jiang",
"Zhuolin",
""
],
[
"Yang",
"Qiang",
""
]
] |
[
-0.043937455862760544,
-0.08001821488142014,
0.11062873899936676,
0.0546887144446373,
0.07249394804239273,
0.003919336944818497,
-0.011712734587490559,
-0.025440247729420662,
-0.023484937846660614,
0.0046972488053143024,
-0.01501311082392931,
-0.09677514433860779,
-0.008557179011404514,
0.05292387306690216,
0.0020083975978195667,
0.0435883104801178,
0.12344092130661011,
0.1212850883603096,
-0.04930328577756882,
0.01366889476776123,
0.003570071654394269,
-0.044233907014131546,
0.06457937508821487,
-0.02973056584596634,
0.06862375140190125,
-0.014496403746306896,
0.03141086548566818,
0.008721274323761463,
0.0023914764169603586,
-0.025894828140735626,
-0.015162224881350994,
-0.03586537390947342,
-0.004744180478155613,
0.034500930458307266,
-0.07815643399953842,
0.06449872255325317,
0.00915506947785616,
0.02731827273964882,
-0.03063889592885971,
-0.05385247990489006,
-0.048706576228141785,
-0.022513769567012787,
-0.07406290620565414,
0.06645768135786057,
0.07068412750959396,
0.08842893689870834,
0.01689498871564865,
-0.043242599815130234,
0.013927171006798744,
-0.05042019113898277,
0.012362396344542503,
0.0005114308441989124,
-0.06616021692752838,
0.08270809054374695,
-0.0016580527881160378,
0.05491103604435921,
-0.003546423278748989,
-0.013028154149651527,
0.04655832052230835,
0.0866653174161911,
-0.03276633098721504,
-0.056146010756492615,
0.024021821096539497,
-0.011767341755330563,
0.014056271873414516,
-0.07721905410289764,
0.04629549756646156,
0.049426112323999405,
0.003730206983163953,
-0.02812163345515728,
0.06018390506505966,
0.04446452856063843,
-0.03353389725089073,
0.011501802131533623,
0.05694032087922096,
-0.01349963340908289,
0.0625353753566742,
-0.00047837800229899585,
0.1162811666727066,
-0.06492123752832413,
-0.04441296309232712,
-0.012165107764303684,
0.04834408685564995,
0.024113137274980545,
0.12265463173389435,
-0.009852436371147633,
-0.03994407504796982,
0.011318939737975597,
-0.0923025980591774,
-0.00024009884509723634,
-0.051100362092256546,
-0.012869587168097496,
0.008633172139525414,
-0.10204249620437622,
0.11343669891357422,
-0.0340338796377182,
0.0171316210180521,
-0.10828964412212372,
-0.03875991329550743,
0.11078010499477386,
-0.054439738392829895,
0.008070568554103374,
0.004921300802379847,
-0.042897336184978485,
0.006591736804693937,
-0.034980058670043945,
0.07068147510290146,
0.02738131210207939,
0.07105839997529984,
-0.0464022159576416,
0.034095779061317444,
0.0061418828554451466,
-0.062481075525283813,
-0.012530884705483913,
0.017892559990286827,
-0.00828954204916954,
0.06631449609994888,
0.03527180105447769,
0.07720036059617996,
-0.04906712472438812,
-0.020975692197680473,
0.02597499080002308,
-0.03816526383161545,
-0.0035369298420846462,
0.038607530295848846,
-0.03435663878917694,
-0.0772433653473854,
2.5639138912616855e-34,
0.03196776658296585,
-0.04345940053462982,
0.01971368119120598,
-0.008920634165406227,
-0.031515102833509445,
-0.0086542759090662,
0.005231235641986132,
0.06041000410914421,
0.001333041931502521,
0.09266649931669235,
-0.060918327420949936,
-0.01113678514957428,
-0.0962161123752594,
0.06128130853176117,
0.026748763397336006,
0.0023076480720192194,
-0.025595635175704956,
-0.016952356323599815,
-0.004089714027941227,
-0.04087581858038902,
0.016467003151774406,
-0.0790264680981636,
-0.004333443474024534,
0.017505578696727753,
-0.03553711995482445,
-0.030247289687395096,
0.0014413465978577733,
-0.059357691556215286,
-0.02691137045621872,
-0.02066279575228691,
-0.09068205207586288,
0.001113726058974862,
-0.0083890650421381,
-0.01988629810512066,
-0.03224264457821846,
-0.03465458005666733,
0.03148776665329933,
0.012055880390107632,
0.021249864250421524,
0.042245082557201385,
-0.017453815788030624,
0.024737443774938583,
0.03179609030485153,
-0.05561939999461174,
-0.06403184682130814,
0.03391287103295326,
0.002608958398923278,
-0.00700131431221962,
-0.06725209206342697,
-0.004471117164939642,
0.04148421809077263,
-0.06749854981899261,
-0.04462365061044693,
-0.019847460091114044,
-0.02332124300301075,
0.05316273868083954,
0.013262062333524227,
0.009232851676642895,
-0.01324030477553606,
0.013876426964998245,
-0.027185596525669098,
0.029824944213032722,
0.00040683438419364393,
0.06481197476387024,
-0.04199440777301788,
-0.030962267890572548,
0.008733561262488365,
0.05632805451750755,
-0.006041239015758038,
0.0492698960006237,
-0.017920227721333504,
0.10917157679796219,
0.0028884178027510643,
-0.0951327383518219,
0.054786473512649536,
0.09407903999090195,
0.08262375742197037,
-0.05811591446399689,
-0.00585694657638669,
0.04994913190603256,
0.08811579644680023,
-0.02917681261897087,
-0.002803606214001775,
-0.044453684240579605,
0.04499008134007454,
0.0095925722271204,
-0.0044717187993228436,
-0.11310788989067078,
-0.003855509217828512,
0.06807222962379456,
-0.09416519850492477,
-0.03422610089182854,
0.0299137681722641,
-0.0006227238918654621,
-0.022495495155453682,
1.0725821162952002e-33,
0.002955939155071974,
-0.004751513712108135,
-0.019511811435222626,
-0.010539748705923557,
-0.03294428065419197,
0.00442738551646471,
0.06426094472408295,
0.03759660944342613,
-0.04284033179283142,
-0.04577041417360306,
-0.03511037677526474,
-0.026078741997480392,
0.07549948245286942,
-0.046900808811187744,
0.02268105186522007,
0.06043819338083267,
-0.11169163137674332,
0.022933010011911392,
0.01794605515897274,
0.0687079206109047,
-0.077782042324543,
0.11343634873628616,
-0.06884196400642395,
0.002903954591602087,
-0.07357718795537949,
0.059231579303741455,
-0.052494850009679794,
0.051128651946783066,
-0.017873328179121017,
-0.006346242036670446,
-0.04272554814815521,
-0.06660762429237366,
-0.036204684525728226,
-0.06550665199756622,
-0.052390459924936295,
0.0026057243812829256,
-0.04876819625496864,
-0.03855114430189133,
-0.01977226510643959,
0.05659761652350426,
0.04350430145859718,
-0.014303288422524929,
-0.05679946392774582,
0.03971654921770096,
-0.03585101291537285,
-0.0715286135673523,
0.006056173238903284,
0.05080941319465637,
0.035300202667713165,
0.08616510778665543,
-0.0402846597135067,
-0.0021196622401475906,
-0.11528358608484268,
0.08746582269668579,
-0.022191384807229042,
0.021959908306598663,
-0.006344607565551996,
0.046381354331970215,
0.09475290775299072,
0.07799923419952393,
-0.056027092039585114,
-0.09096983075141907,
-0.04051287844777107,
-0.0419493094086647,
-0.028378186747431755,
-0.06142452731728554,
-0.026802023872733116,
0.0464756079018116,
-0.024094030261039734,
0.024753475561738014,
-0.0023735114373266697,
-0.021947605535387993,
0.05091776326298714,
-0.023548804223537445,
-0.021755490452051163,
-0.028359098359942436,
0.059580784291028976,
0.016384877264499664,
0.019428454339504242,
-0.016075443476438522,
0.006834354717284441,
-0.03241061419248581,
-0.05026797950267792,
0.057558879256248474,
0.13127486407756805,
0.08807183057069778,
0.041753340512514114,
-0.03417040407657623,
0.09723178297281265,
-0.028237856924533844,
-0.051140688359737396,
0.034389205276966095,
-0.01672661490738392,
0.039678964763879776,
-0.048213958740234375,
-4.463484870598222e-8,
-0.04079250618815422,
0.024696720764040947,
-0.0019799687433987856,
-0.06512445956468582,
0.08432852476835251,
-0.0036152279935777187,
-0.012460879050195217,
0.1284385621547699,
-0.03263856843113899,
-0.02635934203863144,
0.08802598714828491,
0.06258190423250198,
0.005910232663154602,
-0.06647433340549469,
0.04275263100862503,
0.07578486949205399,
0.05169868469238281,
0.06092912703752518,
0.04175037518143654,
-0.06433426588773727,
0.030650567263364792,
-0.0304824598133564,
0.07514256983995438,
-0.03690189868211746,
0.002587207593023777,
-0.09188330918550491,
-0.019706789404153824,
0.10038790106773376,
0.033003803342580795,
-0.043559812009334564,
-0.06662583351135254,
0.04330744221806526,
0.07117431610822678,
-0.04605378583073616,
0.14411811530590057,
0.08488466590642929,
0.0015024624299257994,
-0.007061667274683714,
-0.08323389291763306,
-0.060386400669813156,
-0.016360212117433548,
0.011218056082725525,
0.013739942573010921,
0.041940249502658844,
-0.06208325922489166,
0.018739046528935432,
0.07170182466506958,
-0.03609905019402504,
0.0730326771736145,
0.06716590374708176,
0.0040973094291985035,
-0.046082526445388794,
0.04056471586227417,
0.10942874848842621,
-0.021400734782218933,
0.03897608071565628,
0.0017792466096580029,
-0.05262932926416397,
0.031040199100971222,
0.06342452019453049,
0.03642575070261955,
0.02327253483235836,
-0.06857012212276459,
-0.007851481437683105
] | null | null | null | null | null | null | null |
[
-0.043937455862760544,
-0.08001821488142014,
0.11062873899936676,
0.0546887144446373,
0.07249394804239273,
0.003919336944818497,
-0.011712734587490559,
-0.025440247729420662,
-0.023484937846660614,
0.0046972488053143024,
-0.01501311082392931,
-0.09677514433860779,
-0.008557179011404514,
0.05292387306690216,
0.0020083975978195667,
0.0435883104801178,
0.12344092130661011,
0.1212850883603096,
-0.04930328577756882,
0.01366889476776123,
0.003570071654394269,
-0.044233907014131546,
0.06457937508821487,
-0.02973056584596634,
0.06862375140190125,
-0.014496403746306896,
0.03141086548566818,
0.008721274323761463,
0.0023914764169603586,
-0.025894828140735626,
-0.015162224881350994,
-0.03586537390947342,
-0.004744180478155613,
0.034500930458307266,
-0.07815643399953842,
0.06449872255325317,
0.00915506947785616,
0.02731827273964882,
-0.03063889592885971,
-0.05385247990489006,
-0.048706576228141785,
-0.022513769567012787,
-0.07406290620565414,
0.06645768135786057,
0.07068412750959396,
0.08842893689870834,
0.01689498871564865,
-0.043242599815130234,
0.013927171006798744,
-0.05042019113898277,
0.012362396344542503,
0.0005114308441989124,
-0.06616021692752838,
0.08270809054374695,
-0.0016580527881160378,
0.05491103604435921,
-0.003546423278748989,
-0.013028154149651527,
0.04655832052230835,
0.0866653174161911,
-0.03276633098721504,
-0.056146010756492615,
0.024021821096539497,
-0.011767341755330563,
0.014056271873414516,
-0.07721905410289764,
0.04629549756646156,
0.049426112323999405,
0.003730206983163953,
-0.02812163345515728,
0.06018390506505966,
0.04446452856063843,
-0.03353389725089073,
0.011501802131533623,
0.05694032087922096,
-0.01349963340908289,
0.0625353753566742,
-0.00047837800229899585,
0.1162811666727066,
-0.06492123752832413,
-0.04441296309232712,
-0.012165107764303684,
0.04834408685564995,
0.024113137274980545,
0.12265463173389435,
-0.009852436371147633,
-0.03994407504796982,
0.011318939737975597,
-0.0923025980591774,
-0.00024009884509723634,
-0.051100362092256546,
-0.012869587168097496,
0.008633172139525414,
-0.10204249620437622,
0.11343669891357422,
-0.0340338796377182,
0.0171316210180521,
-0.10828964412212372,
-0.03875991329550743,
0.11078010499477386,
-0.054439738392829895,
0.008070568554103374,
0.004921300802379847,
-0.042897336184978485,
0.006591736804693937,
-0.034980058670043945,
0.07068147510290146,
0.02738131210207939,
0.07105839997529984,
-0.0464022159576416,
0.034095779061317444,
0.0061418828554451466,
-0.062481075525283813,
-0.012530884705483913,
0.017892559990286827,
-0.00828954204916954,
0.06631449609994888,
0.03527180105447769,
0.07720036059617996,
-0.04906712472438812,
-0.020975692197680473,
0.02597499080002308,
-0.03816526383161545,
-0.0035369298420846462,
0.038607530295848846,
-0.03435663878917694,
-0.0772433653473854,
2.5639138912616855e-34,
0.03196776658296585,
-0.04345940053462982,
0.01971368119120598,
-0.008920634165406227,
-0.031515102833509445,
-0.0086542759090662,
0.005231235641986132,
0.06041000410914421,
0.001333041931502521,
0.09266649931669235,
-0.060918327420949936,
-0.01113678514957428,
-0.0962161123752594,
0.06128130853176117,
0.026748763397336006,
0.0023076480720192194,
-0.025595635175704956,
-0.016952356323599815,
-0.004089714027941227,
-0.04087581858038902,
0.016467003151774406,
-0.0790264680981636,
-0.004333443474024534,
0.017505578696727753,
-0.03553711995482445,
-0.030247289687395096,
0.0014413465978577733,
-0.059357691556215286,
-0.02691137045621872,
-0.02066279575228691,
-0.09068205207586288,
0.001113726058974862,
-0.0083890650421381,
-0.01988629810512066,
-0.03224264457821846,
-0.03465458005666733,
0.03148776665329933,
0.012055880390107632,
0.021249864250421524,
0.042245082557201385,
-0.017453815788030624,
0.024737443774938583,
0.03179609030485153,
-0.05561939999461174,
-0.06403184682130814,
0.03391287103295326,
0.002608958398923278,
-0.00700131431221962,
-0.06725209206342697,
-0.004471117164939642,
0.04148421809077263,
-0.06749854981899261,
-0.04462365061044693,
-0.019847460091114044,
-0.02332124300301075,
0.05316273868083954,
0.013262062333524227,
0.009232851676642895,
-0.01324030477553606,
0.013876426964998245,
-0.027185596525669098,
0.029824944213032722,
0.00040683438419364393,
0.06481197476387024,
-0.04199440777301788,
-0.030962267890572548,
0.008733561262488365,
0.05632805451750755,
-0.006041239015758038,
0.0492698960006237,
-0.017920227721333504,
0.10917157679796219,
0.0028884178027510643,
-0.0951327383518219,
0.054786473512649536,
0.09407903999090195,
0.08262375742197037,
-0.05811591446399689,
-0.00585694657638669,
0.04994913190603256,
0.08811579644680023,
-0.02917681261897087,
-0.002803606214001775,
-0.044453684240579605,
0.04499008134007454,
0.0095925722271204,
-0.0044717187993228436,
-0.11310788989067078,
-0.003855509217828512,
0.06807222962379456,
-0.09416519850492477,
-0.03422610089182854,
0.0299137681722641,
-0.0006227238918654621,
-0.022495495155453682,
1.0725821162952002e-33,
0.002955939155071974,
-0.004751513712108135,
-0.019511811435222626,
-0.010539748705923557,
-0.03294428065419197,
0.00442738551646471,
0.06426094472408295,
0.03759660944342613,
-0.04284033179283142,
-0.04577041417360306,
-0.03511037677526474,
-0.026078741997480392,
0.07549948245286942,
-0.046900808811187744,
0.02268105186522007,
0.06043819338083267,
-0.11169163137674332,
0.022933010011911392,
0.01794605515897274,
0.0687079206109047,
-0.077782042324543,
0.11343634873628616,
-0.06884196400642395,
0.002903954591602087,
-0.07357718795537949,
0.059231579303741455,
-0.052494850009679794,
0.051128651946783066,
-0.017873328179121017,
-0.006346242036670446,
-0.04272554814815521,
-0.06660762429237366,
-0.036204684525728226,
-0.06550665199756622,
-0.052390459924936295,
0.0026057243812829256,
-0.04876819625496864,
-0.03855114430189133,
-0.01977226510643959,
0.05659761652350426,
0.04350430145859718,
-0.014303288422524929,
-0.05679946392774582,
0.03971654921770096,
-0.03585101291537285,
-0.0715286135673523,
0.006056173238903284,
0.05080941319465637,
0.035300202667713165,
0.08616510778665543,
-0.0402846597135067,
-0.0021196622401475906,
-0.11528358608484268,
0.08746582269668579,
-0.022191384807229042,
0.021959908306598663,
-0.006344607565551996,
0.046381354331970215,
0.09475290775299072,
0.07799923419952393,
-0.056027092039585114,
-0.09096983075141907,
-0.04051287844777107,
-0.0419493094086647,
-0.028378186747431755,
-0.06142452731728554,
-0.026802023872733116,
0.0464756079018116,
-0.024094030261039734,
0.024753475561738014,
-0.0023735114373266697,
-0.021947605535387993,
0.05091776326298714,
-0.023548804223537445,
-0.021755490452051163,
-0.028359098359942436,
0.059580784291028976,
0.016384877264499664,
0.019428454339504242,
-0.016075443476438522,
0.006834354717284441,
-0.03241061419248581,
-0.05026797950267792,
0.057558879256248474,
0.13127486407756805,
0.08807183057069778,
0.041753340512514114,
-0.03417040407657623,
0.09723178297281265,
-0.028237856924533844,
-0.051140688359737396,
0.034389205276966095,
-0.01672661490738392,
0.039678964763879776,
-0.048213958740234375,
-4.463484870598222e-8,
-0.04079250618815422,
0.024696720764040947,
-0.0019799687433987856,
-0.06512445956468582,
0.08432852476835251,
-0.0036152279935777187,
-0.012460879050195217,
0.1284385621547699,
-0.03263856843113899,
-0.02635934203863144,
0.08802598714828491,
0.06258190423250198,
0.005910232663154602,
-0.06647433340549469,
0.04275263100862503,
0.07578486949205399,
0.05169868469238281,
0.06092912703752518,
0.04175037518143654,
-0.06433426588773727,
0.030650567263364792,
-0.0304824598133564,
0.07514256983995438,
-0.03690189868211746,
0.002587207593023777,
-0.09188330918550491,
-0.019706789404153824,
0.10038790106773376,
0.033003803342580795,
-0.043559812009334564,
-0.06662583351135254,
0.04330744221806526,
0.07117431610822678,
-0.04605378583073616,
0.14411811530590057,
0.08488466590642929,
0.0015024624299257994,
-0.007061667274683714,
-0.08323389291763306,
-0.060386400669813156,
-0.016360212117433548,
0.011218056082725525,
0.013739942573010921,
0.041940249502658844,
-0.06208325922489166,
0.018739046528935432,
0.07170182466506958,
-0.03609905019402504,
0.0730326771736145,
0.06716590374708176,
0.0040973094291985035,
-0.046082526445388794,
0.04056471586227417,
0.10942874848842621,
-0.021400734782218933,
0.03897608071565628,
0.0017792466096580029,
-0.05262932926416397,
0.031040199100971222,
0.06342452019453049,
0.03642575070261955,
0.02327253483235836,
-0.06857012212276459,
-0.007851481437683105
] |
1401.5536
|
Alex Dytso
|
Alex Dytso, Daniela Tuninetti, Natasha Devroye
|
On Discrete Alphabets for the Two-user Gaussian Interference Channel
with One Receiver Lacking Knowledge of the Interfering Codebook
| null | null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In multi-user information theory it is often assumed that every node in the
network possesses all codebooks used in the network. This assumption is however
impractical in distributed ad-hoc and cognitive networks. This work considers
the two- user Gaussian Interference Channel with one Oblivious Receiver
(G-IC-OR), i.e., one receiver lacks knowledge of the interfering cookbook while
the other receiver knows both codebooks. We ask whether, and if so how much,
the channel capacity of the G-IC- OR is reduced compared to that of the
classical G-IC where both receivers know all codebooks. Intuitively, the
oblivious receiver should not be able to jointly decode its intended message
along with the unintended interfering message whose codebook is unavailable. We
demonstrate that in strong and very strong interference, where joint decoding
is capacity achieving for the classical G-IC, lack of codebook knowledge does
not reduce performance in terms of generalized degrees of freedom (gDoF).
Moreover, we show that the sum-capacity of the symmetric G-IC- OR is to within
O(log(log(SNR))) of that of the classical G-IC. The key novelty of the proposed
achievable scheme is the use of a discrete input alphabet for the non-oblivious
transmitter, whose cardinality is appropriately chosen as a function of SNR.
|
[
{
"created": "Wed, 22 Jan 2014 01:41:32 GMT",
"version": "v1"
}
] |
2014-01-23
|
[
[
"Dytso",
"Alex",
""
],
[
"Tuninetti",
"Daniela",
""
],
[
"Devroye",
"Natasha",
""
]
] |
[
-0.005665629170835018,
-0.07978122681379318,
-0.04370703175663948,
-0.013044689781963825,
0.04088648408651352,
-0.014795222319662571,
0.08001498878002167,
-0.04894395172595978,
0.04320488125085831,
0.024111343547701836,
0.005825561471283436,
0.11442922800779343,
0.06933452188968658,
-0.07314727455377579,
-0.025124182924628258,
-0.048084698617458344,
0.09763292968273163,
-0.010227947495877743,
-0.09353160858154297,
0.006283380091190338,
0.0806729644536972,
-0.03576744347810745,
-0.022208599373698235,
-0.00332705769687891,
0.02767215482890606,
-0.06046786159276962,
0.022439874708652496,
-0.055142566561698914,
-0.00846155732870102,
0.022493522614240646,
0.027885396033525467,
0.016693321987986565,
-0.004522368777543306,
0.034853093326091766,
-0.07467853277921677,
-0.06454393267631531,
-0.01023459155112505,
0.08557194471359253,
0.04202875867486,
0.052928317338228226,
-0.043093908578157425,
0.07317548990249634,
-0.041415996849536896,
0.024913286790251732,
-0.02467208541929722,
0.026241863146424294,
-0.015475672669708729,
-0.027154844254255295,
-0.025761678814888,
-0.1051333025097847,
0.039241474121809006,
0.1140466257929802,
-0.06961934268474579,
0.05232634395360947,
0.05166205018758774,
-0.03449014946818352,
-0.11266354471445084,
0.0011002717074006796,
-0.10419745743274689,
0.09313614666461945,
-0.056444425135850906,
-0.03098391182720661,
-0.00041374698048457503,
0.000638258527033031,
0.014616090804338455,
0.05163776874542236,
0.019545698538422585,
0.05554388463497162,
-0.08436590433120728,
0.024557478725910187,
0.005737238097935915,
0.03392975777387619,
-0.08415434509515762,
0.011820679530501366,
0.07831460982561111,
0.026720810681581497,
0.005475346930325031,
0.013236029073596,
0.10278806835412979,
0.006851973012089729,
0.0005419078515842557,
0.040973126888275146,
0.024250712245702744,
-0.03370770439505577,
0.045816194266080856,
-0.029720786958932877,
-0.01027633436024189,
0.08237066119909286,
0.042094383388757706,
-0.03979100286960602,
-0.05709508806467056,
-0.05972922220826149,
0.06667366623878479,
0.05963021516799927,
0.0012928629294037819,
-0.03597574681043625,
0.022381970658898354,
0.0005182960303500295,
-0.0492321215569973,
0.08183714002370834,
-0.015880169346928596,
0.023639241233468056,
0.08162669092416763,
-0.10290104150772095,
-0.005787444766610861,
0.04630696401000023,
0.0802876278758049,
0.07412924617528915,
0.05104304850101471,
0.029411716386675835,
-0.015894755721092224,
0.0982288271188736,
-0.0266360305249691,
-0.005631437990814447,
-0.07368919998407364,
0.05349261686205864,
0.05412020906805992,
0.08987942337989807,
0.06815922260284424,
0.05406191945075989,
0.009326918981969357,
-0.021514181047677994,
0.036599911749362946,
0.03583671152591705,
-0.01973862387239933,
-0.030719738453626633,
-0.04255997762084007,
1.6519877817548174e-33,
-0.03848603367805481,
0.024004817008972168,
-0.032097313553094864,
0.023663273081183434,
0.046053167432546616,
0.054189324378967285,
-0.025216029956936836,
-0.06602419167757034,
-0.022920647636055946,
0.07451137900352478,
-0.008983745239675045,
0.046320319175720215,
-0.043395575135946274,
0.03166777640581131,
0.0361320897936821,
0.13169576227664948,
-0.04492093250155449,
-0.02080979011952877,
0.04472417011857033,
-0.02975701354444027,
0.09138920158147812,
-0.02899586595594883,
-0.0349811427295208,
0.01940380409359932,
0.06341356039047241,
-0.05559380725026131,
-0.032235994935035706,
-0.11102545261383057,
0.0400935634970665,
0.0331733338534832,
-0.08469834923744202,
-0.010285278782248497,
0.025045111775398254,
0.03617645055055618,
-0.0219844039529562,
-0.06212784722447395,
-0.05811494216322899,
-0.044988833367824554,
-0.011649495922029018,
-0.06973755359649658,
-0.033479854464530945,
0.02165369875729084,
0.021881479769945145,
-0.0971735417842865,
-0.023468509316444397,
-0.08165736496448517,
0.015436265617609024,
0.04643762484192848,
-0.014375468716025352,
-0.012271392159163952,
0.018060145899653435,
0.005446642637252808,
-0.07764317095279694,
0.031626444309949875,
0.029728615656495094,
-0.03845410794019699,
0.013671230524778366,
0.03590194508433342,
0.06620699912309647,
0.10989849269390106,
-0.0025704989675432444,
0.01862243004143238,
0.006364126689732075,
0.0010141453240066767,
0.041773296892642975,
0.07669056951999664,
-0.11310813575983047,
-0.03698161244392395,
0.043834298849105835,
-0.02849353663623333,
-0.05106166750192642,
-0.04240924119949341,
0.058238156139850616,
-0.0341440886259079,
-0.08238955587148666,
-0.002083314349874854,
0.0409102663397789,
-0.07597354054450989,
0.043336354196071625,
0.019406985491514206,
-0.030259864404797554,
-0.07889017462730408,
-0.017895637080073357,
0.06004606559872627,
-0.1367683708667755,
0.05415577441453934,
-0.061199065297842026,
0.04554668068885803,
-0.08591193705797195,
0.026570888236165047,
-0.038872893899679184,
0.02943911962211132,
-0.03439609706401825,
-0.07402005046606064,
-0.03808356076478958,
-3.1051212249428595e-33,
-0.03920287266373634,
0.013712586835026741,
-0.025811418890953064,
-0.02889503724873066,
0.04905575141310692,
-0.019329087808728218,
0.0361497662961483,
-0.08296916633844376,
-0.08726837486028671,
-0.09079382568597794,
-0.05070372670888901,
-0.020690245553851128,
0.03651220723986626,
0.058328431099653244,
0.06208554655313492,
-0.045871801674366,
0.02208605594933033,
0.09622840583324432,
0.0037052584812045097,
0.00962909497320652,
0.01388676930218935,
0.02100296877324581,
-0.013862787745893002,
-0.029898399487137794,
0.09483736008405685,
0.02558823488652706,
-0.10831655561923981,
0.09922153502702713,
0.013779823668301105,
0.03871695324778557,
-0.0030742574017494917,
-0.033932801336050034,
-0.020173106342554092,
-0.09171666949987411,
0.02631937339901924,
0.0024753848556429148,
0.003811024595052004,
0.10988711565732956,
-0.11010611802339554,
0.04641714319586754,
0.01898515783250332,
-0.05067308247089386,
0.016312668099999428,
0.028469907119870186,
0.07021931558847427,
-0.0004295854887459427,
-0.04931085556745529,
-0.0386844277381897,
0.014425261877477169,
0.0003345482691656798,
0.04752882197499275,
0.014809388667345047,
-0.00009265351400244981,
-0.024160055443644524,
-0.060438789427280426,
0.05666206777095795,
0.03410065174102783,
0.022987699136137962,
0.06475026905536652,
-0.014114061370491982,
0.021093549206852913,
-0.06494779139757156,
-0.028013944625854492,
0.029558757320046425,
0.0311406422406435,
0.00836231093853712,
0.019799085333943367,
0.04062412679195404,
-0.026917509734630585,
0.00039877122617326677,
-0.012260567396879196,
-0.057746969163417816,
-0.04218818247318268,
-0.03416195884346962,
0.04112891107797623,
0.12680789828300476,
-0.04100373387336731,
-0.060877952724695206,
-0.06525919586420059,
0.0363963283598423,
-0.047753073275089264,
0.059979185461997986,
-0.006847037002444267,
0.04374054819345474,
0.03207298368215561,
-0.009604557417333126,
0.060995154082775116,
-0.028830235823988914,
0.005648930557072163,
-0.07018214464187622,
-0.05000096186995506,
0.06408227235078812,
-0.0651138499379158,
-0.004814300686120987,
-0.05177507922053337,
-5.218175402887937e-8,
-0.042989712208509445,
-0.016087818890810013,
-0.04202501103281975,
-0.045810673385858536,
0.053543612360954285,
-0.051149919629096985,
-0.038895104080438614,
-0.05145576223731041,
-0.04372828081250191,
0.03649068623781204,
0.07350970804691315,
0.025756726041436195,
-0.051165834069252014,
0.029542502015829086,
0.03848091885447502,
0.0020500626415014267,
-0.0953001007437706,
-0.09191438555717468,
-0.006401102524250746,
-0.016625674441456795,
0.020991722121834755,
-0.03108667954802513,
-0.03132951259613037,
0.03020901419222355,
-0.06597603112459183,
-0.04217758774757385,
0.06411153823137283,
0.04016183689236641,
-0.010386282578110695,
0.07810711115598679,
-0.03446366265416145,
0.011667712591588497,
0.04281426966190338,
0.0028367352206259966,
-0.030802574008703232,
0.011357422918081284,
-0.07819554209709167,
0.01972273737192154,
0.011200993321835995,
-0.011833972297608852,
0.01308699231594801,
-0.019224101677536964,
0.04681269824504852,
0.0719553604722023,
0.12481259554624557,
-0.018825748935341835,
0.034275270998477936,
-0.04822094738483429,
0.02741396799683571,
0.04884467273950577,
0.01731071248650551,
0.06398233026266098,
-0.052093591541051865,
0.050924014300107956,
0.017148500308394432,
-0.054441943764686584,
0.026806095615029335,
-0.08781994134187698,
0.06144946813583374,
-0.02752905711531639,
-0.04229277744889259,
0.06977441906929016,
-0.0785147175192833,
-0.021907050162553787
] | null | null | null | null | null | null | null |
[
-0.005665629170835018,
-0.07978122681379318,
-0.04370703175663948,
-0.013044689781963825,
0.04088648408651352,
-0.014795222319662571,
0.08001498878002167,
-0.04894395172595978,
0.04320488125085831,
0.024111343547701836,
0.005825561471283436,
0.11442922800779343,
0.06933452188968658,
-0.07314727455377579,
-0.025124182924628258,
-0.048084698617458344,
0.09763292968273163,
-0.010227947495877743,
-0.09353160858154297,
0.006283380091190338,
0.0806729644536972,
-0.03576744347810745,
-0.022208599373698235,
-0.00332705769687891,
0.02767215482890606,
-0.06046786159276962,
0.022439874708652496,
-0.055142566561698914,
-0.00846155732870102,
0.022493522614240646,
0.027885396033525467,
0.016693321987986565,
-0.004522368777543306,
0.034853093326091766,
-0.07467853277921677,
-0.06454393267631531,
-0.01023459155112505,
0.08557194471359253,
0.04202875867486,
0.052928317338228226,
-0.043093908578157425,
0.07317548990249634,
-0.041415996849536896,
0.024913286790251732,
-0.02467208541929722,
0.026241863146424294,
-0.015475672669708729,
-0.027154844254255295,
-0.025761678814888,
-0.1051333025097847,
0.039241474121809006,
0.1140466257929802,
-0.06961934268474579,
0.05232634395360947,
0.05166205018758774,
-0.03449014946818352,
-0.11266354471445084,
0.0011002717074006796,
-0.10419745743274689,
0.09313614666461945,
-0.056444425135850906,
-0.03098391182720661,
-0.00041374698048457503,
0.000638258527033031,
0.014616090804338455,
0.05163776874542236,
0.019545698538422585,
0.05554388463497162,
-0.08436590433120728,
0.024557478725910187,
0.005737238097935915,
0.03392975777387619,
-0.08415434509515762,
0.011820679530501366,
0.07831460982561111,
0.026720810681581497,
0.005475346930325031,
0.013236029073596,
0.10278806835412979,
0.006851973012089729,
0.0005419078515842557,
0.040973126888275146,
0.024250712245702744,
-0.03370770439505577,
0.045816194266080856,
-0.029720786958932877,
-0.01027633436024189,
0.08237066119909286,
0.042094383388757706,
-0.03979100286960602,
-0.05709508806467056,
-0.05972922220826149,
0.06667366623878479,
0.05963021516799927,
0.0012928629294037819,
-0.03597574681043625,
0.022381970658898354,
0.0005182960303500295,
-0.0492321215569973,
0.08183714002370834,
-0.015880169346928596,
0.023639241233468056,
0.08162669092416763,
-0.10290104150772095,
-0.005787444766610861,
0.04630696401000023,
0.0802876278758049,
0.07412924617528915,
0.05104304850101471,
0.029411716386675835,
-0.015894755721092224,
0.0982288271188736,
-0.0266360305249691,
-0.005631437990814447,
-0.07368919998407364,
0.05349261686205864,
0.05412020906805992,
0.08987942337989807,
0.06815922260284424,
0.05406191945075989,
0.009326918981969357,
-0.021514181047677994,
0.036599911749362946,
0.03583671152591705,
-0.01973862387239933,
-0.030719738453626633,
-0.04255997762084007,
1.6519877817548174e-33,
-0.03848603367805481,
0.024004817008972168,
-0.032097313553094864,
0.023663273081183434,
0.046053167432546616,
0.054189324378967285,
-0.025216029956936836,
-0.06602419167757034,
-0.022920647636055946,
0.07451137900352478,
-0.008983745239675045,
0.046320319175720215,
-0.043395575135946274,
0.03166777640581131,
0.0361320897936821,
0.13169576227664948,
-0.04492093250155449,
-0.02080979011952877,
0.04472417011857033,
-0.02975701354444027,
0.09138920158147812,
-0.02899586595594883,
-0.0349811427295208,
0.01940380409359932,
0.06341356039047241,
-0.05559380725026131,
-0.032235994935035706,
-0.11102545261383057,
0.0400935634970665,
0.0331733338534832,
-0.08469834923744202,
-0.010285278782248497,
0.025045111775398254,
0.03617645055055618,
-0.0219844039529562,
-0.06212784722447395,
-0.05811494216322899,
-0.044988833367824554,
-0.011649495922029018,
-0.06973755359649658,
-0.033479854464530945,
0.02165369875729084,
0.021881479769945145,
-0.0971735417842865,
-0.023468509316444397,
-0.08165736496448517,
0.015436265617609024,
0.04643762484192848,
-0.014375468716025352,
-0.012271392159163952,
0.018060145899653435,
0.005446642637252808,
-0.07764317095279694,
0.031626444309949875,
0.029728615656495094,
-0.03845410794019699,
0.013671230524778366,
0.03590194508433342,
0.06620699912309647,
0.10989849269390106,
-0.0025704989675432444,
0.01862243004143238,
0.006364126689732075,
0.0010141453240066767,
0.041773296892642975,
0.07669056951999664,
-0.11310813575983047,
-0.03698161244392395,
0.043834298849105835,
-0.02849353663623333,
-0.05106166750192642,
-0.04240924119949341,
0.058238156139850616,
-0.0341440886259079,
-0.08238955587148666,
-0.002083314349874854,
0.0409102663397789,
-0.07597354054450989,
0.043336354196071625,
0.019406985491514206,
-0.030259864404797554,
-0.07889017462730408,
-0.017895637080073357,
0.06004606559872627,
-0.1367683708667755,
0.05415577441453934,
-0.061199065297842026,
0.04554668068885803,
-0.08591193705797195,
0.026570888236165047,
-0.038872893899679184,
0.02943911962211132,
-0.03439609706401825,
-0.07402005046606064,
-0.03808356076478958,
-3.1051212249428595e-33,
-0.03920287266373634,
0.013712586835026741,
-0.025811418890953064,
-0.02889503724873066,
0.04905575141310692,
-0.019329087808728218,
0.0361497662961483,
-0.08296916633844376,
-0.08726837486028671,
-0.09079382568597794,
-0.05070372670888901,
-0.020690245553851128,
0.03651220723986626,
0.058328431099653244,
0.06208554655313492,
-0.045871801674366,
0.02208605594933033,
0.09622840583324432,
0.0037052584812045097,
0.00962909497320652,
0.01388676930218935,
0.02100296877324581,
-0.013862787745893002,
-0.029898399487137794,
0.09483736008405685,
0.02558823488652706,
-0.10831655561923981,
0.09922153502702713,
0.013779823668301105,
0.03871695324778557,
-0.0030742574017494917,
-0.033932801336050034,
-0.020173106342554092,
-0.09171666949987411,
0.02631937339901924,
0.0024753848556429148,
0.003811024595052004,
0.10988711565732956,
-0.11010611802339554,
0.04641714319586754,
0.01898515783250332,
-0.05067308247089386,
0.016312668099999428,
0.028469907119870186,
0.07021931558847427,
-0.0004295854887459427,
-0.04931085556745529,
-0.0386844277381897,
0.014425261877477169,
0.0003345482691656798,
0.04752882197499275,
0.014809388667345047,
-0.00009265351400244981,
-0.024160055443644524,
-0.060438789427280426,
0.05666206777095795,
0.03410065174102783,
0.022987699136137962,
0.06475026905536652,
-0.014114061370491982,
0.021093549206852913,
-0.06494779139757156,
-0.028013944625854492,
0.029558757320046425,
0.0311406422406435,
0.00836231093853712,
0.019799085333943367,
0.04062412679195404,
-0.026917509734630585,
0.00039877122617326677,
-0.012260567396879196,
-0.057746969163417816,
-0.04218818247318268,
-0.03416195884346962,
0.04112891107797623,
0.12680789828300476,
-0.04100373387336731,
-0.060877952724695206,
-0.06525919586420059,
0.0363963283598423,
-0.047753073275089264,
0.059979185461997986,
-0.006847037002444267,
0.04374054819345474,
0.03207298368215561,
-0.009604557417333126,
0.060995154082775116,
-0.028830235823988914,
0.005648930557072163,
-0.07018214464187622,
-0.05000096186995506,
0.06408227235078812,
-0.0651138499379158,
-0.004814300686120987,
-0.05177507922053337,
-5.218175402887937e-8,
-0.042989712208509445,
-0.016087818890810013,
-0.04202501103281975,
-0.045810673385858536,
0.053543612360954285,
-0.051149919629096985,
-0.038895104080438614,
-0.05145576223731041,
-0.04372828081250191,
0.03649068623781204,
0.07350970804691315,
0.025756726041436195,
-0.051165834069252014,
0.029542502015829086,
0.03848091885447502,
0.0020500626415014267,
-0.0953001007437706,
-0.09191438555717468,
-0.006401102524250746,
-0.016625674441456795,
0.020991722121834755,
-0.03108667954802513,
-0.03132951259613037,
0.03020901419222355,
-0.06597603112459183,
-0.04217758774757385,
0.06411153823137283,
0.04016183689236641,
-0.010386282578110695,
0.07810711115598679,
-0.03446366265416145,
0.011667712591588497,
0.04281426966190338,
0.0028367352206259966,
-0.030802574008703232,
0.011357422918081284,
-0.07819554209709167,
0.01972273737192154,
0.011200993321835995,
-0.011833972297608852,
0.01308699231594801,
-0.019224101677536964,
0.04681269824504852,
0.0719553604722023,
0.12481259554624557,
-0.018825748935341835,
0.034275270998477936,
-0.04822094738483429,
0.02741396799683571,
0.04884467273950577,
0.01731071248650551,
0.06398233026266098,
-0.052093591541051865,
0.050924014300107956,
0.017148500308394432,
-0.054441943764686584,
0.026806095615029335,
-0.08781994134187698,
0.06144946813583374,
-0.02752905711531639,
-0.04229277744889259,
0.06977441906929016,
-0.0785147175192833,
-0.021907050162553787
] |
1401.5541
|
Theodore Drivas D
|
Gregory L. Eyink, Theodore D. Drivas
|
Spontaneous Stochasticity and Anomalous Dissipation for Burgers Equation
|
minor revisions, paper will appear in JSP
|
Journal of Statistical Physics 158 (2), 386-432, 2015
|
10.1007/s10955-014-1135-33
| null |
math-ph math.AP math.MP physics.flu-dyn
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We develop a Lagrangian approach to conservation-law anomalies in weak
solutions of inviscid Burgers equation, motivated by previous work on the
Kraichnan model of turbulent scalar advection. We show that the entropy
solutions of Burgers possess Markov stochastic processes of (generalized)
Lagrangian trajectories backward in time for which the Burgers velocity is a
backward martingale. This property is shown to guarantee dissipativity of
conservation-law anomalies for general convex functions of the velocity. The
backward stochastic Burgers flows with these properties are not unique,
however. We construct infinitely many such stochastic flows, both by a
geometric construction and by the zero-noise limit of the Constantin-Iyer
stochastic representation of viscous Burgers solutions. The latter proof yields
the spontaneous stochasticity of Lagrangian trajectories backward in time for
Burgers, at unit Prandtl number. It is conjectured that existence of a backward
stochastic flow with the velocity as martingale is an admissibility condition
which selects the unique entropy solution for Burgers. We also study linear
transport of passive densities and scalars by inviscid Burgers flows. We show
that shock solutions of Burgers exhibit spontaneous stochasticity backward in
time for all Prandtl numbers, implying conservation-law anomalies for linear
transport. We discuss the relation of our results for Burgers with
incompressible Navier-Stokes turbulence, especially Lagrangian admissibility
conditions for Euler solutions and the relation between turbulent cascade
directions and time-asymmetry of Lagrangian stochasticity.
|
[
{
"created": "Wed, 22 Jan 2014 02:13:44 GMT",
"version": "v1"
},
{
"created": "Thu, 24 Apr 2014 14:19:28 GMT",
"version": "v2"
}
] |
2017-10-06
|
[
[
"Eyink",
"Gregory L.",
""
],
[
"Drivas",
"Theodore D.",
""
]
] |
[
-0.09238827228546143,
-0.04793336242437363,
0.02302839607000351,
-0.011592392809689045,
0.0761399194598198,
0.03257637098431587,
0.06600619852542877,
-0.044741805642843246,
0.13800044357776642,
0.03600026294589043,
-0.0038110690657049417,
-0.023773951455950737,
0.01922384649515152,
-0.025982661172747612,
-0.03918103128671646,
-0.05604903772473335,
-0.016353512182831764,
0.07697192579507828,
-0.0392284020781517,
0.03900068253278732,
-0.05505214259028435,
0.08155829459428787,
-0.029712766408920288,
0.12066897004842758,
-0.05096908658742905,
-0.09035619348287582,
0.018068643286824226,
-0.03035210818052292,
-0.08084066957235336,
-0.00475331349298358,
0.027381429448723793,
-0.11362007260322571,
-0.11342759430408478,
0.028911307454109192,
0.05470408499240875,
0.017421904951334,
-0.03219565749168396,
0.01315474882721901,
-0.10063859075307846,
0.06020089611411095,
-0.03199773654341698,
0.009025940671563148,
-0.017689174041152,
-0.018131054937839508,
0.0328284427523613,
-0.07738347351551056,
-0.03350845351815224,
-0.04503549262881279,
-0.0037311657797545195,
-0.0008503042627125978,
-0.00757824070751667,
0.024569818750023842,
-0.055755775421857834,
-0.036820899695158005,
0.05398351326584816,
0.047593485563993454,
0.003109588287770748,
0.016574230045080185,
-0.017381848767399788,
-0.012521876022219658,
0.03521091118454933,
0.023982591927051544,
-0.06867178529500961,
-0.02246975153684616,
-0.10729221999645233,
-0.046849850565195084,
0.018629366531968117,
0.08201764523983002,
0.029598623514175415,
0.1365213692188263,
-0.016792340204119682,
0.01220328826457262,
-0.059795916080474854,
0.027069875970482826,
0.04686908796429634,
-0.023574544116854668,
0.0456162691116333,
0.02553790621459484,
-0.04459967836737633,
-0.04276417940855026,
0.08064916729927063,
-0.024539198726415634,
-0.008557818830013275,
-0.011027013882994652,
-0.03842435032129288,
0.03636224567890167,
-0.019466595724225044,
-0.02439676783978939,
0.10440083593130112,
-0.05198916792869568,
-0.06138407066464424,
0.028626348823308945,
-0.029118981212377548,
-0.017740722745656967,
0.06944358348846436,
-0.0869317576289177,
0.08544071763753891,
0.08314885944128036,
0.12133077532052994,
0.03318267688155174,
-0.05505945533514023,
-0.06365839391946793,
0.07649153470993042,
0.09351347386837006,
0.07938947528600693,
-0.04728012904524803,
0.021363621577620506,
-0.048680637031793594,
0.04984881356358528,
0.045634351670742035,
0.053815778344869614,
-0.00844003539532423,
0.024897055700421333,
-0.011947828345000744,
-0.019074248149991035,
-0.037603337317705154,
0.019458089023828506,
-0.08891142159700394,
-0.03162667155265808,
-0.029405666515231133,
-0.044412028044462204,
0.05160670727491379,
-0.01869484782218933,
-0.03727198764681816,
0.028410514816641808,
0.02464253082871437,
0.11949077248573303,
2.040460012026782e-33,
-0.009075373411178589,
-0.08416812121868134,
0.020492851734161377,
-0.03482824191451073,
0.023523055016994476,
-0.01584470458328724,
-0.0018981453031301498,
-0.03766891360282898,
0.01772015355527401,
-0.015498321503400803,
-0.06144552677869797,
-0.018526125699281693,
-0.13416719436645508,
-0.010341187007725239,
0.031779512763023376,
-0.03240944817662239,
-0.04666878655552864,
-0.015554004348814487,
0.05414525419473648,
-0.07768004387617111,
0.07534908503293991,
-0.008359301835298538,
-0.058879345655441284,
-0.008851246908307076,
0.03786134347319603,
-0.05314446613192558,
0.04191560670733452,
-0.07612764090299606,
-0.022608308121562004,
0.07394059747457504,
-0.09558699280023575,
0.006415108684450388,
-0.013498055748641491,
-0.06727822124958038,
0.0035388926044106483,
0.05933988466858864,
-0.06527972221374512,
0.03916064649820328,
0.04568304866552353,
-0.03865067660808563,
-0.014252033084630966,
0.0095558175817132,
-0.11204124242067337,
0.012825818732380867,
-0.07847722619771957,
-0.0235060453414917,
0.07062515616416931,
0.0297300536185503,
-0.03498762473464012,
-0.09039223194122314,
0.04877880588173866,
-0.03414270281791687,
0.000165753677720204,
-0.013364600017666817,
-0.03409213200211525,
0.0042727189138531685,
0.03992049768567085,
-0.023088453337550163,
-0.025392990559339523,
-0.0015403071884065866,
0.02033546194434166,
0.08158436417579651,
0.06996134668588638,
-0.003854202339425683,
0.0458780862390995,
-0.018043942749500275,
0.013895000331103802,
0.0720561221241951,
0.041288673877716064,
-0.1299564689397812,
-0.006493321619927883,
-0.05572652444243431,
0.02073025330901146,
-0.08861799538135529,
0.007856182754039764,
-0.031877726316452026,
0.007961468771100044,
0.004285212606191635,
-0.01866534911096096,
0.03382465988397598,
-0.07815278321504593,
-0.08220034837722778,
-0.07169447094202042,
0.051393475383520126,
0.030874155461788177,
0.018605099990963936,
0.0447797067463398,
-0.10236822813749313,
-0.019176755100488663,
0.0154341422021389,
-0.023955369368195534,
-0.03291822969913483,
0.057471826672554016,
0.0011733390856534243,
0.02083013765513897,
-6.257163776266729e-33,
-0.030997712165117264,
0.024675415828824043,
-0.06984568387269974,
0.09597861021757126,
-0.0386924147605896,
0.02796158194541931,
0.023048657923936844,
0.052920397371053696,
-0.03732092306017876,
-0.12644247710704803,
-0.09432502090930939,
-0.008696617558598518,
-0.033768899738788605,
0.0022069651167839766,
-0.002617574529722333,
-0.044006381183862686,
-0.011321025900542736,
0.09187453985214233,
-0.036704398691654205,
-0.034705184400081635,
-0.0237028319388628,
-0.026316463947296143,
-0.039806317538022995,
0.0009686867706477642,
0.06615089625120163,
0.0003528848465066403,
-0.02566957101225853,
0.12940476834774017,
-0.048172835260629654,
-0.038480956107378006,
-0.01945989765226841,
-0.040631506592035294,
0.06671930104494095,
0.05675457790493965,
-0.07401912659406662,
0.05528399348258972,
0.04616912081837654,
0.05917660519480705,
-0.011066765524446964,
0.08339869230985641,
-0.009733215905725956,
-0.012628572061657906,
0.03034908138215542,
0.041509658098220825,
0.07504676282405853,
0.038687705993652344,
0.080577552318573,
-0.05965877324342728,
0.06287769228219986,
-0.0560639426112175,
0.03679340332746506,
0.01686261035501957,
-0.008042997680604458,
0.08626868575811386,
-0.04022762179374695,
0.03459680452942848,
0.07642176002264023,
-0.00899589341133833,
-0.019043074920773506,
0.059720318764448166,
0.0005774138262495399,
-0.05024515092372894,
0.023948589339852333,
0.08239045739173889,
0.023422328755259514,
-0.051792390644550323,
-0.03851959481835365,
-0.061839375644922256,
0.03720476105809212,
-0.10449641197919846,
-0.015580976381897926,
0.011758190579712391,
-0.06465298682451248,
0.04630802199244499,
0.0645868331193924,
0.024273335933685303,
0.007981488481163979,
0.03627711534500122,
-0.022488925606012344,
-0.03508764132857323,
-0.01966739259660244,
0.002035078126937151,
0.09500957280397415,
0.02952517196536064,
0.03733126074075699,
-0.09536872804164886,
0.038567084819078445,
-0.1337350457906723,
-0.013078880496323109,
-0.006666270550340414,
0.005910936743021011,
0.002311773132532835,
-0.003060252871364355,
0.014898344874382019,
-0.03371337056159973,
-4.471024084296005e-8,
0.05141076818108559,
0.030370399355888367,
0.009999646805226803,
-0.005718280095607042,
0.07119955122470856,
0.020035039633512497,
-0.07687026262283325,
-0.0013463657815009356,
0.02864822931587696,
-0.01656883955001831,
0.021645337343215942,
0.04178578779101372,
-0.023787984624505043,
0.0011458391090855002,
-0.0663975402712822,
-0.0255885049700737,
-0.055731840431690216,
-0.009882367216050625,
-0.007166859693825245,
-0.0029548166785389185,
-0.03693597391247749,
0.05164516717195511,
-0.09855148941278458,
-0.00519650150090456,
-0.005635263863950968,
0.05696945637464523,
-0.011084471829235554,
-0.02716941013932228,
0.09751401096582413,
0.020320672541856766,
-0.0401073582470417,
0.03303103148937225,
-0.012566369958221912,
0.00579774659126997,
-0.04065339267253876,
-0.007452846504747868,
-0.027513330802321434,
0.043737322092056274,
-0.012813035398721695,
-0.08318739384412766,
-0.007916904054582119,
0.017581425607204437,
-0.04947701841592789,
-0.006238115020096302,
-0.05503256246447563,
0.08723043650388718,
-0.043201297521591187,
0.008286022581160069,
-0.027667267248034477,
0.09756888449192047,
-0.010638515464961529,
-0.002873799530789256,
0.0857764258980751,
0.05986539274454117,
-0.014282864518463612,
-0.016742350533604622,
-0.033633001148700714,
-0.025865815579891205,
-0.007878011092543602,
-0.07283998280763626,
0.009507122449576855,
0.07434023916721344,
0.035947442054748535,
0.05210031196475029
] | null | null | null | null | null | null | null |
[
-0.09238827228546143,
-0.04793336242437363,
0.02302839607000351,
-0.011592392809689045,
0.0761399194598198,
0.03257637098431587,
0.06600619852542877,
-0.044741805642843246,
0.13800044357776642,
0.03600026294589043,
-0.0038110690657049417,
-0.023773951455950737,
0.01922384649515152,
-0.025982661172747612,
-0.03918103128671646,
-0.05604903772473335,
-0.016353512182831764,
0.07697192579507828,
-0.0392284020781517,
0.03900068253278732,
-0.05505214259028435,
0.08155829459428787,
-0.029712766408920288,
0.12066897004842758,
-0.05096908658742905,
-0.09035619348287582,
0.018068643286824226,
-0.03035210818052292,
-0.08084066957235336,
-0.00475331349298358,
0.027381429448723793,
-0.11362007260322571,
-0.11342759430408478,
0.028911307454109192,
0.05470408499240875,
0.017421904951334,
-0.03219565749168396,
0.01315474882721901,
-0.10063859075307846,
0.06020089611411095,
-0.03199773654341698,
0.009025940671563148,
-0.017689174041152,
-0.018131054937839508,
0.0328284427523613,
-0.07738347351551056,
-0.03350845351815224,
-0.04503549262881279,
-0.0037311657797545195,
-0.0008503042627125978,
-0.00757824070751667,
0.024569818750023842,
-0.055755775421857834,
-0.036820899695158005,
0.05398351326584816,
0.047593485563993454,
0.003109588287770748,
0.016574230045080185,
-0.017381848767399788,
-0.012521876022219658,
0.03521091118454933,
0.023982591927051544,
-0.06867178529500961,
-0.02246975153684616,
-0.10729221999645233,
-0.046849850565195084,
0.018629366531968117,
0.08201764523983002,
0.029598623514175415,
0.1365213692188263,
-0.016792340204119682,
0.01220328826457262,
-0.059795916080474854,
0.027069875970482826,
0.04686908796429634,
-0.023574544116854668,
0.0456162691116333,
0.02553790621459484,
-0.04459967836737633,
-0.04276417940855026,
0.08064916729927063,
-0.024539198726415634,
-0.008557818830013275,
-0.011027013882994652,
-0.03842435032129288,
0.03636224567890167,
-0.019466595724225044,
-0.02439676783978939,
0.10440083593130112,
-0.05198916792869568,
-0.06138407066464424,
0.028626348823308945,
-0.029118981212377548,
-0.017740722745656967,
0.06944358348846436,
-0.0869317576289177,
0.08544071763753891,
0.08314885944128036,
0.12133077532052994,
0.03318267688155174,
-0.05505945533514023,
-0.06365839391946793,
0.07649153470993042,
0.09351347386837006,
0.07938947528600693,
-0.04728012904524803,
0.021363621577620506,
-0.048680637031793594,
0.04984881356358528,
0.045634351670742035,
0.053815778344869614,
-0.00844003539532423,
0.024897055700421333,
-0.011947828345000744,
-0.019074248149991035,
-0.037603337317705154,
0.019458089023828506,
-0.08891142159700394,
-0.03162667155265808,
-0.029405666515231133,
-0.044412028044462204,
0.05160670727491379,
-0.01869484782218933,
-0.03727198764681816,
0.028410514816641808,
0.02464253082871437,
0.11949077248573303,
2.040460012026782e-33,
-0.009075373411178589,
-0.08416812121868134,
0.020492851734161377,
-0.03482824191451073,
0.023523055016994476,
-0.01584470458328724,
-0.0018981453031301498,
-0.03766891360282898,
0.01772015355527401,
-0.015498321503400803,
-0.06144552677869797,
-0.018526125699281693,
-0.13416719436645508,
-0.010341187007725239,
0.031779512763023376,
-0.03240944817662239,
-0.04666878655552864,
-0.015554004348814487,
0.05414525419473648,
-0.07768004387617111,
0.07534908503293991,
-0.008359301835298538,
-0.058879345655441284,
-0.008851246908307076,
0.03786134347319603,
-0.05314446613192558,
0.04191560670733452,
-0.07612764090299606,
-0.022608308121562004,
0.07394059747457504,
-0.09558699280023575,
0.006415108684450388,
-0.013498055748641491,
-0.06727822124958038,
0.0035388926044106483,
0.05933988466858864,
-0.06527972221374512,
0.03916064649820328,
0.04568304866552353,
-0.03865067660808563,
-0.014252033084630966,
0.0095558175817132,
-0.11204124242067337,
0.012825818732380867,
-0.07847722619771957,
-0.0235060453414917,
0.07062515616416931,
0.0297300536185503,
-0.03498762473464012,
-0.09039223194122314,
0.04877880588173866,
-0.03414270281791687,
0.000165753677720204,
-0.013364600017666817,
-0.03409213200211525,
0.0042727189138531685,
0.03992049768567085,
-0.023088453337550163,
-0.025392990559339523,
-0.0015403071884065866,
0.02033546194434166,
0.08158436417579651,
0.06996134668588638,
-0.003854202339425683,
0.0458780862390995,
-0.018043942749500275,
0.013895000331103802,
0.0720561221241951,
0.041288673877716064,
-0.1299564689397812,
-0.006493321619927883,
-0.05572652444243431,
0.02073025330901146,
-0.08861799538135529,
0.007856182754039764,
-0.031877726316452026,
0.007961468771100044,
0.004285212606191635,
-0.01866534911096096,
0.03382465988397598,
-0.07815278321504593,
-0.08220034837722778,
-0.07169447094202042,
0.051393475383520126,
0.030874155461788177,
0.018605099990963936,
0.0447797067463398,
-0.10236822813749313,
-0.019176755100488663,
0.0154341422021389,
-0.023955369368195534,
-0.03291822969913483,
0.057471826672554016,
0.0011733390856534243,
0.02083013765513897,
-6.257163776266729e-33,
-0.030997712165117264,
0.024675415828824043,
-0.06984568387269974,
0.09597861021757126,
-0.0386924147605896,
0.02796158194541931,
0.023048657923936844,
0.052920397371053696,
-0.03732092306017876,
-0.12644247710704803,
-0.09432502090930939,
-0.008696617558598518,
-0.033768899738788605,
0.0022069651167839766,
-0.002617574529722333,
-0.044006381183862686,
-0.011321025900542736,
0.09187453985214233,
-0.036704398691654205,
-0.034705184400081635,
-0.0237028319388628,
-0.026316463947296143,
-0.039806317538022995,
0.0009686867706477642,
0.06615089625120163,
0.0003528848465066403,
-0.02566957101225853,
0.12940476834774017,
-0.048172835260629654,
-0.038480956107378006,
-0.01945989765226841,
-0.040631506592035294,
0.06671930104494095,
0.05675457790493965,
-0.07401912659406662,
0.05528399348258972,
0.04616912081837654,
0.05917660519480705,
-0.011066765524446964,
0.08339869230985641,
-0.009733215905725956,
-0.012628572061657906,
0.03034908138215542,
0.041509658098220825,
0.07504676282405853,
0.038687705993652344,
0.080577552318573,
-0.05965877324342728,
0.06287769228219986,
-0.0560639426112175,
0.03679340332746506,
0.01686261035501957,
-0.008042997680604458,
0.08626868575811386,
-0.04022762179374695,
0.03459680452942848,
0.07642176002264023,
-0.00899589341133833,
-0.019043074920773506,
0.059720318764448166,
0.0005774138262495399,
-0.05024515092372894,
0.023948589339852333,
0.08239045739173889,
0.023422328755259514,
-0.051792390644550323,
-0.03851959481835365,
-0.061839375644922256,
0.03720476105809212,
-0.10449641197919846,
-0.015580976381897926,
0.011758190579712391,
-0.06465298682451248,
0.04630802199244499,
0.0645868331193924,
0.024273335933685303,
0.007981488481163979,
0.03627711534500122,
-0.022488925606012344,
-0.03508764132857323,
-0.01966739259660244,
0.002035078126937151,
0.09500957280397415,
0.02952517196536064,
0.03733126074075699,
-0.09536872804164886,
0.038567084819078445,
-0.1337350457906723,
-0.013078880496323109,
-0.006666270550340414,
0.005910936743021011,
0.002311773132532835,
-0.003060252871364355,
0.014898344874382019,
-0.03371337056159973,
-4.471024084296005e-8,
0.05141076818108559,
0.030370399355888367,
0.009999646805226803,
-0.005718280095607042,
0.07119955122470856,
0.020035039633512497,
-0.07687026262283325,
-0.0013463657815009356,
0.02864822931587696,
-0.01656883955001831,
0.021645337343215942,
0.04178578779101372,
-0.023787984624505043,
0.0011458391090855002,
-0.0663975402712822,
-0.0255885049700737,
-0.055731840431690216,
-0.009882367216050625,
-0.007166859693825245,
-0.0029548166785389185,
-0.03693597391247749,
0.05164516717195511,
-0.09855148941278458,
-0.00519650150090456,
-0.005635263863950968,
0.05696945637464523,
-0.011084471829235554,
-0.02716941013932228,
0.09751401096582413,
0.020320672541856766,
-0.0401073582470417,
0.03303103148937225,
-0.012566369958221912,
0.00579774659126997,
-0.04065339267253876,
-0.007452846504747868,
-0.027513330802321434,
0.043737322092056274,
-0.012813035398721695,
-0.08318739384412766,
-0.007916904054582119,
0.017581425607204437,
-0.04947701841592789,
-0.006238115020096302,
-0.05503256246447563,
0.08723043650388718,
-0.043201297521591187,
0.008286022581160069,
-0.027667267248034477,
0.09756888449192047,
-0.010638515464961529,
-0.002873799530789256,
0.0857764258980751,
0.05986539274454117,
-0.014282864518463612,
-0.016742350533604622,
-0.033633001148700714,
-0.025865815579891205,
-0.007878011092543602,
-0.07283998280763626,
0.009507122449576855,
0.07434023916721344,
0.035947442054748535,
0.05210031196475029
] |
1401.5543
|
Jun Yang
|
Jun Yang and Fady Alajaji and Glen Takahara
|
Lower Bounds on the Probability of a Finite Union of Events
|
SIAM Journal on Discrete Mathematics, 2016
| null | null | null |
math.PR cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper, lower bounds on the probability of a finite union of events
are considered, i.e. $P\left(\bigcup_{i=1}^N A_i\right)$, in terms of the
individual event probabilities $\{P(A_i), i=1,\ldots,N\}$ and the sums of the
pairwise event probabilities, i.e., $\{\sum_{j:j\neq i} P(A_i\cap A_j),
i=1,\ldots,N\}$. The contribution of this paper includes the following: (i) in
the class of all lower bounds that are established in terms of only the
$P(A_i)$'s and $\sum_{j:j\neq i} P(A_i\cap A_j)$'s, the optimal lower bound is
given numerically by solving a linear programming (LP) problem with $N^2-N+1$
variables; (ii) a new analytical lower bound is proposed based on a relaxed LP
problem, which is at least as good as the bound due to Kuai, et al.; (iii)
numerical examples are provided to illustrate the performance of the bounds.
|
[
{
"created": "Wed, 22 Jan 2014 02:47:08 GMT",
"version": "v1"
},
{
"created": "Thu, 23 Jan 2014 15:58:24 GMT",
"version": "v2"
},
{
"created": "Tue, 18 Mar 2014 18:14:45 GMT",
"version": "v3"
},
{
"created": "Thu, 19 Jun 2014 03:07:10 GMT",
"version": "v4"
},
{
"created": "Fri, 1 Feb 2019 23:24:32 GMT",
"version": "v5"
}
] |
2019-02-05
|
[
[
"Yang",
"Jun",
""
],
[
"Alajaji",
"Fady",
""
],
[
"Takahara",
"Glen",
""
]
] |
[
-0.002368777059018612,
0.0442042239010334,
0.07073549181222916,
-0.019312625750899315,
0.01708175800740719,
0.000718549417797476,
0.045849885791540146,
0.03988222777843475,
0.05530305579304695,
0.0030623043421655893,
-0.11849711090326309,
0.06323018670082092,
0.06717950105667114,
-0.0024049864150583744,
-0.020242057740688324,
0.016862161457538605,
0.07988908886909485,
0.006265681702643633,
-0.027367690578103065,
0.05837683007121086,
-0.062241725623607635,
-0.09633058309555054,
-0.01207026932388544,
-0.0634126141667366,
0.04898570850491524,
-0.1608397513628006,
0.05324077978730202,
0.019081508740782738,
0.014069953002035618,
0.05350722372531891,
-0.06201564893126488,
-0.02682369016110897,
0.08713091164827347,
-0.05393325537443161,
0.05510064586997032,
-0.005820717662572861,
-0.0439600870013237,
0.01834142953157425,
0.09106436371803284,
0.07367951422929764,
0.04435189440846443,
0.04784034565091133,
-0.021685566753149033,
0.006053908262401819,
-0.017550986260175705,
0.06182153522968292,
0.004466386046260595,
-0.03163581341505051,
-0.09881908446550369,
-0.0756235420703888,
0.0012608484830707312,
0.08923029899597168,
0.03015344776213169,
-0.05740777403116226,
-0.04984992370009422,
-0.15801212191581726,
-0.015305914916098118,
-0.04755062609910965,
-0.026404328644275665,
0.037033047527074814,
0.031590498983860016,
-0.022907288745045662,
-0.05935016646981239,
-0.00476750498637557,
-0.037302929908037186,
-0.03769828751683235,
0.0674658790230751,
0.06617442518472672,
-0.034942641854286194,
0.12216287851333618,
-0.07226252555847168,
0.06770048290491104,
-0.09986838698387146,
0.045864395797252655,
0.029053200036287308,
-0.06507327407598495,
0.04333879426121712,
-0.008848396129906178,
-0.10557035356760025,
-0.013520578853785992,
0.02895934320986271,
0.02809499204158783,
-0.012133337557315826,
-0.07942067831754684,
0.028381843119859695,
-0.0632021352648735,
-0.004271205514669418,
-0.0136514101177454,
0.1110910028219223,
-0.015890616923570633,
-0.1321197748184204,
-0.01804838702082634,
0.04432471841573715,
0.08943041414022446,
-0.01107140351086855,
-0.0017907805740833282,
0.044921230524778366,
0.02762206830084324,
0.01703650876879692,
0.11003460735082626,
-0.0223089586943388,
-0.04127005115151405,
0.009212770499289036,
-0.10451822727918625,
0.0623042918741703,
-0.005750526674091816,
-0.02756504900753498,
-0.019533324986696243,
0.008386113680899143,
-0.03714289143681526,
0.0974598154425621,
-0.04246154800057411,
-0.006803842261433601,
0.03119562566280365,
-0.03436386585235596,
0.042912960052490234,
-0.031992338597774506,
0.0630335584282875,
0.04380398243665695,
-0.09867557883262634,
-0.0017728449311107397,
0.008898846805095673,
0.04221406951546669,
-0.00727860676124692,
-0.013367650099098682,
0.023936273530125618,
-0.02760447934269905,
1.6510613452695756e-33,
0.05398089438676834,
-0.06534592062234879,
0.01850576139986515,
0.029824109748005867,
0.06553798168897629,
-0.012518132105469704,
0.040367260575294495,
-0.11018580198287964,
0.021697886288166046,
0.07237575203180313,
0.015760445967316628,
-0.02052147127687931,
0.029801789671182632,
-0.04183332249522209,
0.08182501792907715,
-0.02786099538207054,
0.0010321567533537745,
0.032716263085603714,
0.020468590781092644,
-0.032085806131362915,
-0.059001222252845764,
-0.06842412799596786,
0.03962799161672592,
0.06796891242265701,
0.04267357662320137,
0.02223908342421055,
-0.021400080993771553,
-0.0731334239244461,
0.01227442268282175,
0.024262716993689537,
-0.08934551477432251,
0.03950232267379761,
0.0839238092303276,
-0.04296770319342613,
0.03754359483718872,
-0.022089289501309395,
0.0026815906167030334,
-0.024631967768073082,
-0.039517972618341446,
-0.030868202447891235,
-0.059982702136039734,
0.07199615240097046,
0.08021629601716995,
-0.06797663122415543,
-0.03559981286525726,
-0.09077218174934387,
-0.01080991979688406,
0.02536281943321228,
-0.05187187343835831,
0.013822611421346664,
-0.03558620810508728,
-0.023337434977293015,
0.033415909856557846,
-0.013668438419699669,
-0.0483548641204834,
0.00047149465535767376,
-0.06496945768594742,
0.05277013033628464,
0.014203963801264763,
0.09601370990276337,
-0.011327382177114487,
-0.00847448781132698,
0.06961149722337723,
0.0050757285207509995,
0.06287044286727905,
0.10104606300592422,
-0.01631348393857479,
-0.05275275930762291,
0.1364535391330719,
-0.0713173896074295,
-0.015521122142672539,
0.00548826577141881,
0.03706631809473038,
-0.05483468249440193,
0.10799610614776611,
0.07240333408117294,
0.108400858938694,
0.011063788086175919,
-0.011543210595846176,
-0.04383990168571472,
-0.02798483520746231,
0.020393015816807747,
-0.005300329998135567,
-0.07873431593179703,
-0.06095361337065697,
-0.039477862417697906,
-0.022058933973312378,
0.08741002529859543,
-0.012301678769290447,
-0.022024942561984062,
-0.025731980800628662,
-0.0022490653209388256,
-0.0033798213116824627,
-0.01767464354634285,
0.053560931235551834,
-2.3598886632482383e-33,
0.020689021795988083,
-0.017364999279379845,
-0.011730272322893143,
-0.022101689130067825,
-0.015855485573410988,
-0.06935494393110275,
0.05754999443888664,
-0.06860730051994324,
-0.06899777054786682,
-0.011157987639307976,
-0.015516932122409344,
0.03472074493765831,
0.026115264743566513,
-0.0022826283238828182,
0.01128252875059843,
0.020673483610153198,
-0.023631691932678223,
0.07476723939180374,
0.018103398382663727,
-0.039009902626276016,
0.021974079310894012,
0.04150494188070297,
0.005616616457700729,
0.07907092571258545,
-0.0026228358037769794,
-0.001621921663172543,
-0.09431444853544235,
0.021746400743722916,
-0.07837992161512375,
-0.033064551651477814,
-0.11520600318908691,
-0.032371632754802704,
-0.10516724735498428,
0.00027200797921977937,
-0.0010282248258590698,
-0.065496526658535,
0.037847887724637985,
0.013706311583518982,
-0.05077109858393669,
-0.01279350183904171,
0.055022235959768295,
-0.03203120827674866,
0.0282294899225235,
-0.029070142656564713,
0.04581599682569504,
0.06585203856229782,
-0.051688726991415024,
0.006260361988097429,
0.014593888074159622,
0.03357740491628647,
-0.029262935742735863,
-0.035253316164016724,
0.01935270056128502,
0.08509452641010284,
0.018963459879159927,
-0.015171825885772705,
-0.037619464099407196,
-0.01582576334476471,
0.034030575305223465,
0.028409255668520927,
-0.03382546827197075,
0.022916536778211594,
-0.0806233212351799,
0.16829025745391846,
-0.005948122125118971,
0.033775441348552704,
-0.10104098170995712,
-0.05221710354089737,
0.012006943114101887,
0.04110021889209747,
0.006342918612062931,
0.007856098003685474,
-0.0007027901010587811,
0.031149044632911682,
-0.009813342243432999,
0.09320185333490372,
0.08968225121498108,
-0.002633347176015377,
-0.08980635553598404,
0.029705187305808067,
-0.06340476125478745,
0.010283814743161201,
0.011780191212892532,
-0.024027297273278236,
0.056543897837400436,
-0.00460880296304822,
0.08380317687988281,
-0.05911707505583763,
0.005689161363989115,
-0.003996941260993481,
-0.04443477466702461,
0.001196006080135703,
0.09321896731853485,
-0.028396859765052795,
-0.08033531159162521,
-5.250650758625852e-8,
0.061166055500507355,
0.006068900227546692,
-0.04173070937395096,
-0.0794043242931366,
0.09654420614242554,
0.011087419465184212,
-0.060733579099178314,
0.07533106207847595,
-0.02332918904721737,
0.002580523956567049,
0.019893229007720947,
0.025347070768475533,
0.032693278044462204,
0.049707625061273575,
-0.040167488157749176,
0.04692702367901802,
-0.11101269721984863,
0.027968360111117363,
-0.015830453485250473,
-0.009523940272629261,
0.008872117847204208,
-0.000210598052944988,
-0.02194811962544918,
-0.001966784242540598,
-0.009076368063688278,
0.011363661848008633,
0.022743316367268562,
-0.00917636975646019,
-0.0019261431880295277,
-0.02792615443468094,
-0.05196687579154968,
0.03363928943872452,
0.05443805828690529,
-0.0033000747207552195,
0.08199183642864227,
0.03832906484603882,
-0.021603044122457504,
-0.029256928712129593,
-0.04582967981696129,
-0.04537836089730263,
0.06020640581846237,
0.00004417838863446377,
0.027981668710708618,
-0.01333320140838623,
0.06653575599193573,
-0.00021622968779411167,
-0.05265680328011513,
0.04442145302891731,
0.02787935361266136,
0.025804998353123665,
-0.029926547780632973,
0.019298231229186058,
0.024409480392932892,
-0.01820334419608116,
0.016628706827759743,
0.02699156291782856,
-0.0398586168885231,
-0.033136121928691864,
-0.003811047412455082,
-0.07114548981189728,
-0.000573602388612926,
0.06406505405902863,
-0.061630729585886,
-0.018129607662558556
] | null | null | null | null | null | null | null |
[
-0.002368777059018612,
0.0442042239010334,
0.07073549181222916,
-0.019312625750899315,
0.01708175800740719,
0.000718549417797476,
0.045849885791540146,
0.03988222777843475,
0.05530305579304695,
0.0030623043421655893,
-0.11849711090326309,
0.06323018670082092,
0.06717950105667114,
-0.0024049864150583744,
-0.020242057740688324,
0.016862161457538605,
0.07988908886909485,
0.006265681702643633,
-0.027367690578103065,
0.05837683007121086,
-0.062241725623607635,
-0.09633058309555054,
-0.01207026932388544,
-0.0634126141667366,
0.04898570850491524,
-0.1608397513628006,
0.05324077978730202,
0.019081508740782738,
0.014069953002035618,
0.05350722372531891,
-0.06201564893126488,
-0.02682369016110897,
0.08713091164827347,
-0.05393325537443161,
0.05510064586997032,
-0.005820717662572861,
-0.0439600870013237,
0.01834142953157425,
0.09106436371803284,
0.07367951422929764,
0.04435189440846443,
0.04784034565091133,
-0.021685566753149033,
0.006053908262401819,
-0.017550986260175705,
0.06182153522968292,
0.004466386046260595,
-0.03163581341505051,
-0.09881908446550369,
-0.0756235420703888,
0.0012608484830707312,
0.08923029899597168,
0.03015344776213169,
-0.05740777403116226,
-0.04984992370009422,
-0.15801212191581726,
-0.015305914916098118,
-0.04755062609910965,
-0.026404328644275665,
0.037033047527074814,
0.031590498983860016,
-0.022907288745045662,
-0.05935016646981239,
-0.00476750498637557,
-0.037302929908037186,
-0.03769828751683235,
0.0674658790230751,
0.06617442518472672,
-0.034942641854286194,
0.12216287851333618,
-0.07226252555847168,
0.06770048290491104,
-0.09986838698387146,
0.045864395797252655,
0.029053200036287308,
-0.06507327407598495,
0.04333879426121712,
-0.008848396129906178,
-0.10557035356760025,
-0.013520578853785992,
0.02895934320986271,
0.02809499204158783,
-0.012133337557315826,
-0.07942067831754684,
0.028381843119859695,
-0.0632021352648735,
-0.004271205514669418,
-0.0136514101177454,
0.1110910028219223,
-0.015890616923570633,
-0.1321197748184204,
-0.01804838702082634,
0.04432471841573715,
0.08943041414022446,
-0.01107140351086855,
-0.0017907805740833282,
0.044921230524778366,
0.02762206830084324,
0.01703650876879692,
0.11003460735082626,
-0.0223089586943388,
-0.04127005115151405,
0.009212770499289036,
-0.10451822727918625,
0.0623042918741703,
-0.005750526674091816,
-0.02756504900753498,
-0.019533324986696243,
0.008386113680899143,
-0.03714289143681526,
0.0974598154425621,
-0.04246154800057411,
-0.006803842261433601,
0.03119562566280365,
-0.03436386585235596,
0.042912960052490234,
-0.031992338597774506,
0.0630335584282875,
0.04380398243665695,
-0.09867557883262634,
-0.0017728449311107397,
0.008898846805095673,
0.04221406951546669,
-0.00727860676124692,
-0.013367650099098682,
0.023936273530125618,
-0.02760447934269905,
1.6510613452695756e-33,
0.05398089438676834,
-0.06534592062234879,
0.01850576139986515,
0.029824109748005867,
0.06553798168897629,
-0.012518132105469704,
0.040367260575294495,
-0.11018580198287964,
0.021697886288166046,
0.07237575203180313,
0.015760445967316628,
-0.02052147127687931,
0.029801789671182632,
-0.04183332249522209,
0.08182501792907715,
-0.02786099538207054,
0.0010321567533537745,
0.032716263085603714,
0.020468590781092644,
-0.032085806131362915,
-0.059001222252845764,
-0.06842412799596786,
0.03962799161672592,
0.06796891242265701,
0.04267357662320137,
0.02223908342421055,
-0.021400080993771553,
-0.0731334239244461,
0.01227442268282175,
0.024262716993689537,
-0.08934551477432251,
0.03950232267379761,
0.0839238092303276,
-0.04296770319342613,
0.03754359483718872,
-0.022089289501309395,
0.0026815906167030334,
-0.024631967768073082,
-0.039517972618341446,
-0.030868202447891235,
-0.059982702136039734,
0.07199615240097046,
0.08021629601716995,
-0.06797663122415543,
-0.03559981286525726,
-0.09077218174934387,
-0.01080991979688406,
0.02536281943321228,
-0.05187187343835831,
0.013822611421346664,
-0.03558620810508728,
-0.023337434977293015,
0.033415909856557846,
-0.013668438419699669,
-0.0483548641204834,
0.00047149465535767376,
-0.06496945768594742,
0.05277013033628464,
0.014203963801264763,
0.09601370990276337,
-0.011327382177114487,
-0.00847448781132698,
0.06961149722337723,
0.0050757285207509995,
0.06287044286727905,
0.10104606300592422,
-0.01631348393857479,
-0.05275275930762291,
0.1364535391330719,
-0.0713173896074295,
-0.015521122142672539,
0.00548826577141881,
0.03706631809473038,
-0.05483468249440193,
0.10799610614776611,
0.07240333408117294,
0.108400858938694,
0.011063788086175919,
-0.011543210595846176,
-0.04383990168571472,
-0.02798483520746231,
0.020393015816807747,
-0.005300329998135567,
-0.07873431593179703,
-0.06095361337065697,
-0.039477862417697906,
-0.022058933973312378,
0.08741002529859543,
-0.012301678769290447,
-0.022024942561984062,
-0.025731980800628662,
-0.0022490653209388256,
-0.0033798213116824627,
-0.01767464354634285,
0.053560931235551834,
-2.3598886632482383e-33,
0.020689021795988083,
-0.017364999279379845,
-0.011730272322893143,
-0.022101689130067825,
-0.015855485573410988,
-0.06935494393110275,
0.05754999443888664,
-0.06860730051994324,
-0.06899777054786682,
-0.011157987639307976,
-0.015516932122409344,
0.03472074493765831,
0.026115264743566513,
-0.0022826283238828182,
0.01128252875059843,
0.020673483610153198,
-0.023631691932678223,
0.07476723939180374,
0.018103398382663727,
-0.039009902626276016,
0.021974079310894012,
0.04150494188070297,
0.005616616457700729,
0.07907092571258545,
-0.0026228358037769794,
-0.001621921663172543,
-0.09431444853544235,
0.021746400743722916,
-0.07837992161512375,
-0.033064551651477814,
-0.11520600318908691,
-0.032371632754802704,
-0.10516724735498428,
0.00027200797921977937,
-0.0010282248258590698,
-0.065496526658535,
0.037847887724637985,
0.013706311583518982,
-0.05077109858393669,
-0.01279350183904171,
0.055022235959768295,
-0.03203120827674866,
0.0282294899225235,
-0.029070142656564713,
0.04581599682569504,
0.06585203856229782,
-0.051688726991415024,
0.006260361988097429,
0.014593888074159622,
0.03357740491628647,
-0.029262935742735863,
-0.035253316164016724,
0.01935270056128502,
0.08509452641010284,
0.018963459879159927,
-0.015171825885772705,
-0.037619464099407196,
-0.01582576334476471,
0.034030575305223465,
0.028409255668520927,
-0.03382546827197075,
0.022916536778211594,
-0.0806233212351799,
0.16829025745391846,
-0.005948122125118971,
0.033775441348552704,
-0.10104098170995712,
-0.05221710354089737,
0.012006943114101887,
0.04110021889209747,
0.006342918612062931,
0.007856098003685474,
-0.0007027901010587811,
0.031149044632911682,
-0.009813342243432999,
0.09320185333490372,
0.08968225121498108,
-0.002633347176015377,
-0.08980635553598404,
0.029705187305808067,
-0.06340476125478745,
0.010283814743161201,
0.011780191212892532,
-0.024027297273278236,
0.056543897837400436,
-0.00460880296304822,
0.08380317687988281,
-0.05911707505583763,
0.005689161363989115,
-0.003996941260993481,
-0.04443477466702461,
0.001196006080135703,
0.09321896731853485,
-0.028396859765052795,
-0.08033531159162521,
-5.250650758625852e-8,
0.061166055500507355,
0.006068900227546692,
-0.04173070937395096,
-0.0794043242931366,
0.09654420614242554,
0.011087419465184212,
-0.060733579099178314,
0.07533106207847595,
-0.02332918904721737,
0.002580523956567049,
0.019893229007720947,
0.025347070768475533,
0.032693278044462204,
0.049707625061273575,
-0.040167488157749176,
0.04692702367901802,
-0.11101269721984863,
0.027968360111117363,
-0.015830453485250473,
-0.009523940272629261,
0.008872117847204208,
-0.000210598052944988,
-0.02194811962544918,
-0.001966784242540598,
-0.009076368063688278,
0.011363661848008633,
0.022743316367268562,
-0.00917636975646019,
-0.0019261431880295277,
-0.02792615443468094,
-0.05196687579154968,
0.03363928943872452,
0.05443805828690529,
-0.0033000747207552195,
0.08199183642864227,
0.03832906484603882,
-0.021603044122457504,
-0.029256928712129593,
-0.04582967981696129,
-0.04537836089730263,
0.06020640581846237,
0.00004417838863446377,
0.027981668710708618,
-0.01333320140838623,
0.06653575599193573,
-0.00021622968779411167,
-0.05265680328011513,
0.04442145302891731,
0.02787935361266136,
0.025804998353123665,
-0.029926547780632973,
0.019298231229186058,
0.024409480392932892,
-0.01820334419608116,
0.016628706827759743,
0.02699156291782856,
-0.0398586168885231,
-0.033136121928691864,
-0.003811047412455082,
-0.07114548981189728,
-0.000573602388612926,
0.06406505405902863,
-0.061630729585886,
-0.018129607662558556
] |
1401.5546
|
Christopher Stewart
|
Chen Li
|
GreenMail: Reducing Email Service's Carbon Emission with Minimum Cost
|
Master's Thesis
| null | null | null |
cs.OH
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Internet services contribute a large fraction of worldwide carbon emission
nowadays, in a context of increasing number of companies tending to provide and
more and more developers use Internet services. Noticeably, a trend is those
service providers are trying to reduce their carbon emissions by utilizing
on-site or off-site renewable energy in their datacenters in order to attract
more customers. With such efforts have been paid, there are still some users
who are aggressively calling for even cleaner Internet services. For example,
over 500,000 Facebook users petitioned the social networking site to use
renewable energy to power its datacenter. However, it seems impossible for such
demand to be satisfied merely from the inside of those production datacenters,
considering the transition cost and stability. Outside the existing Internet
services, on the other hand, may easily set up a proxy service to attract those
renewable-energy-sensitive users, by 1) using carbon neutral or even
over-offsetting cloud instances to bridge the end user and traditional Internet
services; and 2) estimating and offsetting the carbon emissions from the
traditional Internet services. In our paper, we proposed GreenMail, which is a
general IMAP proxy caching system that connects email users and traditional
email services. GreenMail runs on green web hosts to cache users' emails on
green cloud instances. Besides, it offsets the carbon emitted by traditional
backend email services. With GreenMail, users could set a carbon emission
constraint and use traditional email service without breaking any code
modification of user side and email server side.
|
[
{
"created": "Wed, 22 Jan 2014 03:24:12 GMT",
"version": "v1"
}
] |
2014-01-23
|
[
[
"Li",
"Chen",
""
]
] |
[
-0.11004792153835297,
0.05110722407698631,
0.06390424817800522,
-0.02493240311741829,
0.02043847367167473,
-0.11146591603755951,
0.08195662498474121,
-0.017816903069615364,
0.00923471711575985,
0.05066022276878357,
-0.054974332451820374,
-0.017487049102783203,
0.04333532974123955,
0.016049791127443314,
0.12534962594509125,
0.06269858032464981,
0.09021183103322983,
-0.043208226561546326,
-0.012055599130690098,
-0.052317846566438675,
-0.07828830182552338,
-0.06259346008300781,
-0.031215045601129532,
-0.024125702679157257,
-0.025086406618356705,
-0.023230813443660736,
-0.06361235678195953,
-0.007451552432030439,
-0.0320950411260128,
-0.013255436904728413,
-0.03297898545861244,
-0.024067092686891556,
-0.06510423868894577,
0.07215534150600433,
-0.03348901495337486,
-0.021539976820349693,
-0.04343080148100853,
0.022881800308823586,
-0.03545008599758148,
0.008979889564216137,
-0.022459277883172035,
-0.09510749578475952,
-0.027196062728762627,
-0.012471260502934456,
-0.003758156904950738,
0.025762537494301796,
0.024120934307575226,
0.08626604080200195,
-0.035934727638959885,
-0.04191073775291443,
0.04954851046204567,
-0.07712250202894211,
-0.06771501153707504,
0.0833166241645813,
-0.006240983959287405,
-0.09576012194156647,
0.03632679209113121,
-0.018008122220635414,
-0.015677936375141144,
0.040927987545728683,
0.07060681283473969,
-0.09923896193504333,
-0.005497912876307964,
0.01807766780257225,
-0.03148543834686279,
0.002314251847565174,
0.023090988397598267,
0.02171442098915577,
0.021001923829317093,
-0.04513080418109894,
-0.10379695147275925,
-0.034294430166482925,
-0.03546169027686119,
0.015373150818049908,
-0.04283183813095093,
-0.008603749796748161,
0.04151822626590729,
0.036053549498319626,
0.04848119616508484,
0.0059034619480371475,
0.0008356524049304426,
0.050003547221422195,
-0.022352058440446854,
0.018411757424473763,
0.026080457493662834,
-0.011312205344438553,
0.0009259522194042802,
-0.04005441069602966,
0.04386069253087044,
-0.011995323933660984,
-0.008439856581389904,
0.09325931966304779,
0.0880734995007515,
0.07550257444381714,
-0.014283164404332638,
0.01914210245013237,
0.005569153930991888,
-0.03601974621415138,
-0.031362321227788925,
0.04219619557261467,
0.03063931129872799,
0.11322923749685287,
-0.005382843315601349,
-0.0508265420794487,
0.009690485894680023,
-0.06229251250624657,
-0.00008209987572627142,
0.08383825421333313,
0.06200054660439491,
0.015056559816002846,
-0.07373926788568497,
0.011020778678357601,
-0.043592724949121475,
-0.04521947726607323,
-0.0021361263934522867,
0.03934585675597191,
0.0727211982011795,
0.01426384411752224,
0.08136790990829468,
-0.0022176478523761034,
0.019131537526845932,
0.029838236048817635,
0.015087276697158813,
-0.028459668159484863,
0.0436951108276844,
-0.007647074293345213,
0.032314054667949677,
3.594392095797835e-33,
-0.0442526713013649,
0.05657897889614105,
0.05538177117705345,
-0.03956900164484978,
0.028194282203912735,
0.006795867811888456,
-0.0031033996492624283,
0.038210880011320114,
-0.05170001834630966,
-0.06215956434607506,
-0.017692724242806435,
0.06745630502700806,
0.0396394282579422,
0.06298404186964035,
0.1221766546368599,
-0.06254102289676666,
-0.012143888510763645,
-0.04222054034471512,
0.14754661917686462,
-0.07585759460926056,
0.015074419789016247,
-0.05774340778589249,
0.051729436963796616,
0.017121046781539917,
0.057599157094955444,
-0.025365518406033516,
0.08599387854337692,
0.03721966966986656,
0.06451237201690674,
0.0023314182180911303,
0.07195521146059036,
-0.024745646864175797,
-0.0008696060394868255,
0.04500625655055046,
-0.001662386697717011,
-0.0066211894154548645,
-0.007555225398391485,
-0.016409356147050858,
-0.003572942689061165,
0.05637829378247261,
-0.05279134213924408,
0.124747633934021,
-0.03249365836381912,
-0.0637882649898529,
-0.07720185816287994,
-0.009982381947338581,
0.04829668998718262,
0.021901940926909447,
0.011649846099317074,
-0.03957313671708107,
0.06687456369400024,
0.030809231102466583,
-0.007543437648564577,
0.02653382532298565,
-0.015481849201023579,
0.010347110219299793,
0.027500908821821213,
-0.05235948786139488,
0.03115583397448063,
-0.03295787796378136,
-0.0531768873333931,
-0.10073364526033401,
0.02004769630730152,
-0.0005545152234844863,
0.012301920913159847,
-0.003189057344570756,
0.01876470260322094,
0.008568519726395607,
-0.05049056559801102,
0.030994540080428123,
0.06394951045513153,
-0.06685076653957367,
0.02104310505092144,
-0.017375383526086807,
-0.046649787575006485,
0.0033191072288900614,
-0.0651913583278656,
0.031391650438308716,
-0.08936368674039841,
0.05044565349817276,
0.06816497445106506,
-0.006128198932856321,
-0.011381609365344048,
-0.05588919669389725,
-0.08306688070297241,
-0.08916006237268448,
0.040877122431993484,
-0.010914567857980728,
-0.023459821939468384,
0.022975482046604156,
-0.055647965520620346,
0.015514625236392021,
0.08938772976398468,
0.05003482103347778,
-0.06663043797016144,
-2.854919272751251e-33,
-0.05179111286997795,
-0.0019059444312006235,
-0.034771766513586044,
0.06241966784000397,
0.04504003748297691,
-0.05447612702846527,
0.06318028271198273,
-0.07157795876264572,
-0.0012138372985646129,
0.079363152384758,
-0.09209605306386948,
0.04499000310897827,
0.022764191031455994,
0.0610550120472908,
-0.00039998581632971764,
-0.029627034440636635,
-0.03061344474554062,
-0.05097983777523041,
-0.07732731848955154,
0.04146913066506386,
-0.05325547978281975,
0.016369324177503586,
-0.03819306939840317,
0.00858190469443798,
-0.009287722408771515,
0.09751071780920029,
-0.053138114511966705,
0.0023733247071504593,
-0.00230179401114583,
-0.04868222028017044,
-0.077225461602211,
0.028250370174646378,
-0.0014210580848157406,
-0.05416348576545715,
-0.00496628088876605,
-0.014028128236532211,
0.035591527819633484,
0.10119304805994034,
0.002879498526453972,
0.03546871989965439,
0.06751930713653564,
-0.06702254712581635,
-0.04450060427188873,
-0.052798107266426086,
-0.01574796810746193,
0.013606734573841095,
-0.12163053452968597,
0.0895233228802681,
-0.11968083679676056,
0.0398864671587944,
0.05169976130127907,
0.04787996783852577,
-0.04267706722021103,
0.05231679603457451,
-0.015641044825315475,
0.005166322458535433,
-0.004243427887558937,
0.07009536772966385,
-0.031500279903411865,
0.02234172448515892,
0.02382185310125351,
-0.1156289279460907,
0.016341233626008034,
0.0247870534658432,
0.032907884567976,
-0.0349658727645874,
0.026843948289752007,
0.005140259861946106,
-0.04642282798886299,
-0.028772946447134018,
0.0070062000304460526,
0.0022191947791725397,
-0.058503568172454834,
-0.10165661573410034,
-0.02685561031103134,
-0.028002209961414337,
0.10402662307024002,
-0.046444810926914215,
-0.04097247123718262,
0.027165276929736137,
-0.08379293978214264,
0.05611420050263405,
0.029386740177869797,
-0.09355033934116364,
0.02971947193145752,
-0.11129315942525864,
0.010601986199617386,
-0.04571165889501572,
0.04588758200407028,
0.022195221856236458,
-0.07432492822408676,
-0.019632624462246895,
-0.09732450544834137,
0.04292938858270645,
0.01852547749876976,
-4.41966854225484e-8,
-0.013995015993714333,
-0.01826111599802971,
0.04467957466840744,
0.12331289798021317,
-0.05985483527183533,
0.018627027049660683,
0.05750129744410515,
0.016377894207835197,
0.04780679568648338,
0.032431501895189285,
0.09678959846496582,
-0.008743677288293839,
0.049862008541822433,
0.06419515609741211,
0.009599661454558372,
0.026107031852006912,
0.009891233406960964,
-0.0648031160235405,
-0.025947874411940575,
0.01649249531328678,
-0.04377508535981178,
0.046709392219781876,
-0.04592997580766678,
-0.019505580887198448,
0.068088099360466,
0.06381784379482269,
0.006325040943920612,
0.020762762054800987,
0.0206573735922575,
0.0406687967479229,
-0.06158570945262909,
-0.010428096167743206,
0.05712403357028961,
-0.09317511320114136,
-0.0432819128036499,
0.0011119359405711293,
-0.0662379190325737,
-0.031380120664834976,
-0.04550740867853165,
0.07125971466302872,
0.06663927435874939,
0.03427537530660629,
0.002657256554812193,
0.003135147038847208,
-0.004110746085643768,
-0.06355598568916321,
-0.11586092412471771,
0.06383182853460312,
0.03849688544869423,
0.08862439543008804,
0.04305655136704445,
-0.0627063512802124,
0.04968580603599548,
-0.0032403585501015186,
0.018092509359121323,
-0.09862397611141205,
-0.00804368406534195,
-0.00018699004431255162,
0.02928270772099495,
0.08079388737678528,
0.0796239972114563,
-0.07157232612371445,
-0.05056369677186012,
-0.014043586328625679
] | null | null | null | null | null | null | null |
[
-0.11004792153835297,
0.05110722407698631,
0.06390424817800522,
-0.02493240311741829,
0.02043847367167473,
-0.11146591603755951,
0.08195662498474121,
-0.017816903069615364,
0.00923471711575985,
0.05066022276878357,
-0.054974332451820374,
-0.017487049102783203,
0.04333532974123955,
0.016049791127443314,
0.12534962594509125,
0.06269858032464981,
0.09021183103322983,
-0.043208226561546326,
-0.012055599130690098,
-0.052317846566438675,
-0.07828830182552338,
-0.06259346008300781,
-0.031215045601129532,
-0.024125702679157257,
-0.025086406618356705,
-0.023230813443660736,
-0.06361235678195953,
-0.007451552432030439,
-0.0320950411260128,
-0.013255436904728413,
-0.03297898545861244,
-0.024067092686891556,
-0.06510423868894577,
0.07215534150600433,
-0.03348901495337486,
-0.021539976820349693,
-0.04343080148100853,
0.022881800308823586,
-0.03545008599758148,
0.008979889564216137,
-0.022459277883172035,
-0.09510749578475952,
-0.027196062728762627,
-0.012471260502934456,
-0.003758156904950738,
0.025762537494301796,
0.024120934307575226,
0.08626604080200195,
-0.035934727638959885,
-0.04191073775291443,
0.04954851046204567,
-0.07712250202894211,
-0.06771501153707504,
0.0833166241645813,
-0.006240983959287405,
-0.09576012194156647,
0.03632679209113121,
-0.018008122220635414,
-0.015677936375141144,
0.040927987545728683,
0.07060681283473969,
-0.09923896193504333,
-0.005497912876307964,
0.01807766780257225,
-0.03148543834686279,
0.002314251847565174,
0.023090988397598267,
0.02171442098915577,
0.021001923829317093,
-0.04513080418109894,
-0.10379695147275925,
-0.034294430166482925,
-0.03546169027686119,
0.015373150818049908,
-0.04283183813095093,
-0.008603749796748161,
0.04151822626590729,
0.036053549498319626,
0.04848119616508484,
0.0059034619480371475,
0.0008356524049304426,
0.050003547221422195,
-0.022352058440446854,
0.018411757424473763,
0.026080457493662834,
-0.011312205344438553,
0.0009259522194042802,
-0.04005441069602966,
0.04386069253087044,
-0.011995323933660984,
-0.008439856581389904,
0.09325931966304779,
0.0880734995007515,
0.07550257444381714,
-0.014283164404332638,
0.01914210245013237,
0.005569153930991888,
-0.03601974621415138,
-0.031362321227788925,
0.04219619557261467,
0.03063931129872799,
0.11322923749685287,
-0.005382843315601349,
-0.0508265420794487,
0.009690485894680023,
-0.06229251250624657,
-0.00008209987572627142,
0.08383825421333313,
0.06200054660439491,
0.015056559816002846,
-0.07373926788568497,
0.011020778678357601,
-0.043592724949121475,
-0.04521947726607323,
-0.0021361263934522867,
0.03934585675597191,
0.0727211982011795,
0.01426384411752224,
0.08136790990829468,
-0.0022176478523761034,
0.019131537526845932,
0.029838236048817635,
0.015087276697158813,
-0.028459668159484863,
0.0436951108276844,
-0.007647074293345213,
0.032314054667949677,
3.594392095797835e-33,
-0.0442526713013649,
0.05657897889614105,
0.05538177117705345,
-0.03956900164484978,
0.028194282203912735,
0.006795867811888456,
-0.0031033996492624283,
0.038210880011320114,
-0.05170001834630966,
-0.06215956434607506,
-0.017692724242806435,
0.06745630502700806,
0.0396394282579422,
0.06298404186964035,
0.1221766546368599,
-0.06254102289676666,
-0.012143888510763645,
-0.04222054034471512,
0.14754661917686462,
-0.07585759460926056,
0.015074419789016247,
-0.05774340778589249,
0.051729436963796616,
0.017121046781539917,
0.057599157094955444,
-0.025365518406033516,
0.08599387854337692,
0.03721966966986656,
0.06451237201690674,
0.0023314182180911303,
0.07195521146059036,
-0.024745646864175797,
-0.0008696060394868255,
0.04500625655055046,
-0.001662386697717011,
-0.0066211894154548645,
-0.007555225398391485,
-0.016409356147050858,
-0.003572942689061165,
0.05637829378247261,
-0.05279134213924408,
0.124747633934021,
-0.03249365836381912,
-0.0637882649898529,
-0.07720185816287994,
-0.009982381947338581,
0.04829668998718262,
0.021901940926909447,
0.011649846099317074,
-0.03957313671708107,
0.06687456369400024,
0.030809231102466583,
-0.007543437648564577,
0.02653382532298565,
-0.015481849201023579,
0.010347110219299793,
0.027500908821821213,
-0.05235948786139488,
0.03115583397448063,
-0.03295787796378136,
-0.0531768873333931,
-0.10073364526033401,
0.02004769630730152,
-0.0005545152234844863,
0.012301920913159847,
-0.003189057344570756,
0.01876470260322094,
0.008568519726395607,
-0.05049056559801102,
0.030994540080428123,
0.06394951045513153,
-0.06685076653957367,
0.02104310505092144,
-0.017375383526086807,
-0.046649787575006485,
0.0033191072288900614,
-0.0651913583278656,
0.031391650438308716,
-0.08936368674039841,
0.05044565349817276,
0.06816497445106506,
-0.006128198932856321,
-0.011381609365344048,
-0.05588919669389725,
-0.08306688070297241,
-0.08916006237268448,
0.040877122431993484,
-0.010914567857980728,
-0.023459821939468384,
0.022975482046604156,
-0.055647965520620346,
0.015514625236392021,
0.08938772976398468,
0.05003482103347778,
-0.06663043797016144,
-2.854919272751251e-33,
-0.05179111286997795,
-0.0019059444312006235,
-0.034771766513586044,
0.06241966784000397,
0.04504003748297691,
-0.05447612702846527,
0.06318028271198273,
-0.07157795876264572,
-0.0012138372985646129,
0.079363152384758,
-0.09209605306386948,
0.04499000310897827,
0.022764191031455994,
0.0610550120472908,
-0.00039998581632971764,
-0.029627034440636635,
-0.03061344474554062,
-0.05097983777523041,
-0.07732731848955154,
0.04146913066506386,
-0.05325547978281975,
0.016369324177503586,
-0.03819306939840317,
0.00858190469443798,
-0.009287722408771515,
0.09751071780920029,
-0.053138114511966705,
0.0023733247071504593,
-0.00230179401114583,
-0.04868222028017044,
-0.077225461602211,
0.028250370174646378,
-0.0014210580848157406,
-0.05416348576545715,
-0.00496628088876605,
-0.014028128236532211,
0.035591527819633484,
0.10119304805994034,
0.002879498526453972,
0.03546871989965439,
0.06751930713653564,
-0.06702254712581635,
-0.04450060427188873,
-0.052798107266426086,
-0.01574796810746193,
0.013606734573841095,
-0.12163053452968597,
0.0895233228802681,
-0.11968083679676056,
0.0398864671587944,
0.05169976130127907,
0.04787996783852577,
-0.04267706722021103,
0.05231679603457451,
-0.015641044825315475,
0.005166322458535433,
-0.004243427887558937,
0.07009536772966385,
-0.031500279903411865,
0.02234172448515892,
0.02382185310125351,
-0.1156289279460907,
0.016341233626008034,
0.0247870534658432,
0.032907884567976,
-0.0349658727645874,
0.026843948289752007,
0.005140259861946106,
-0.04642282798886299,
-0.028772946447134018,
0.0070062000304460526,
0.0022191947791725397,
-0.058503568172454834,
-0.10165661573410034,
-0.02685561031103134,
-0.028002209961414337,
0.10402662307024002,
-0.046444810926914215,
-0.04097247123718262,
0.027165276929736137,
-0.08379293978214264,
0.05611420050263405,
0.029386740177869797,
-0.09355033934116364,
0.02971947193145752,
-0.11129315942525864,
0.010601986199617386,
-0.04571165889501572,
0.04588758200407028,
0.022195221856236458,
-0.07432492822408676,
-0.019632624462246895,
-0.09732450544834137,
0.04292938858270645,
0.01852547749876976,
-4.41966854225484e-8,
-0.013995015993714333,
-0.01826111599802971,
0.04467957466840744,
0.12331289798021317,
-0.05985483527183533,
0.018627027049660683,
0.05750129744410515,
0.016377894207835197,
0.04780679568648338,
0.032431501895189285,
0.09678959846496582,
-0.008743677288293839,
0.049862008541822433,
0.06419515609741211,
0.009599661454558372,
0.026107031852006912,
0.009891233406960964,
-0.0648031160235405,
-0.025947874411940575,
0.01649249531328678,
-0.04377508535981178,
0.046709392219781876,
-0.04592997580766678,
-0.019505580887198448,
0.068088099360466,
0.06381784379482269,
0.006325040943920612,
0.020762762054800987,
0.0206573735922575,
0.0406687967479229,
-0.06158570945262909,
-0.010428096167743206,
0.05712403357028961,
-0.09317511320114136,
-0.0432819128036499,
0.0011119359405711293,
-0.0662379190325737,
-0.031380120664834976,
-0.04550740867853165,
0.07125971466302872,
0.06663927435874939,
0.03427537530660629,
0.002657256554812193,
0.003135147038847208,
-0.004110746085643768,
-0.06355598568916321,
-0.11586092412471771,
0.06383182853460312,
0.03849688544869423,
0.08862439543008804,
0.04305655136704445,
-0.0627063512802124,
0.04968580603599548,
-0.0032403585501015186,
0.018092509359121323,
-0.09862397611141205,
-0.00804368406534195,
-0.00018699004431255162,
0.02928270772099495,
0.08079388737678528,
0.0796239972114563,
-0.07157232612371445,
-0.05056369677186012,
-0.014043586328625679
] |
1401.5551
|
Hajir Roozbehani
|
Hajir Roozbehani and Yury Polyanskiy
|
Algebraic Methods of Classifying Directed Graphical Models
| null | null | null | null |
cs.IT math.IT math.ST stat.TH
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Directed acyclic graphical models (DAGs) are often used to describe common
structural properties in a family of probability distributions. This paper
addresses the question of classifying DAGs up to an isomorphism. By considering
Gaussian densities, the question reduces to verifying equality of certain
algebraic varieties. A question of computing equations for these varieties has
been previously raised in the literature. Here it is shown that the most
natural method adds spurious components with singular principal minors, proving
a conjecture of Sullivant. This characterization is used to establish an
algebraic criterion for isomorphism, and to provide a randomized algorithm for
checking that criterion. Results are applied to produce a list of the
isomorphism classes of tree models on 4,5, and 6 nodes. Finally, some evidence
is provided to show that projectivized DAG varieties contain useful information
in the sense that their relative embedding is closely related to efficient
inference.
|
[
{
"created": "Wed, 22 Jan 2014 04:45:01 GMT",
"version": "v1"
},
{
"created": "Tue, 23 Dec 2014 03:35:58 GMT",
"version": "v2"
}
] |
2014-12-24
|
[
[
"Roozbehani",
"Hajir",
""
],
[
"Polyanskiy",
"Yury",
""
]
] |
[
-0.058426205068826675,
-0.09623794257640839,
0.06398536264896393,
0.03095318377017975,
0.08390708267688751,
-0.07181082665920258,
0.005032727494835854,
-0.03669711574912071,
0.02357388660311699,
-0.013040333986282349,
0.0726635530591011,
-0.034941546618938446,
0.020684678107500076,
0.020290538668632507,
-0.03389710932970047,
-0.006209820043295622,
0.009844928048551083,
0.012168732471764088,
-0.02432917430996895,
-0.01013863179832697,
0.016041427850723267,
0.014797045849263668,
-0.054809246212244034,
-0.018026815727353096,
0.1151469349861145,
-0.12392132729291916,
0.011627070605754852,
0.05811246484518051,
-0.028191260993480682,
-0.057962652295827866,
0.02828819304704666,
0.07635539770126343,
0.007414854131639004,
0.016936182975769043,
-0.010045371949672699,
0.0025919692125171423,
0.0407339446246624,
-0.013888384215533733,
0.04247656837105751,
0.09817018359899521,
0.036120038479566574,
0.06001034751534462,
0.004715289454907179,
-0.0012557876762002707,
0.05468086525797844,
0.00859986525028944,
-0.06608333438634872,
-0.02820337936282158,
-0.05051572620868683,
-0.006150493863970041,
-0.0074705202132463455,
-0.023350553587079048,
-0.09522519260644913,
0.004323802422732115,
-0.010671425610780716,
-0.11223708838224411,
-0.0019894244614988565,
-0.06293299794197083,
-0.010707627981901169,
0.02965543605387211,
0.03923952952027321,
0.004564461763948202,
-0.06827285885810852,
0.019157851114869118,
0.025517502799630165,
0.08784591406583786,
-0.012308968231081963,
0.026355139911174774,
0.03804704546928406,
0.01660475693643093,
-0.017762616276741028,
-0.003805343294516206,
-0.1572529524564743,
0.04495127499103546,
-0.015541719272732735,
0.03347371146082878,
0.024444077163934708,
-0.03308152034878731,
-0.07576742023229599,
-0.10657601058483124,
-0.06344529241323471,
0.06616247445344925,
0.03596299886703491,
-0.04814254865050316,
0.03934492543339729,
0.03241899609565735,
-0.00564752658829093,
0.050712328404188156,
0.013147027231752872,
0.0541745126247406,
-0.04041437432169914,
0.002607411704957485,
-0.04099477827548981,
0.05107414722442627,
-0.023851856589317322,
0.023869968950748444,
0.08258998394012451,
-0.08036551624536514,
0.03063023090362549,
0.1217382550239563,
0.012635658495128155,
0.004706804174929857,
0.10092197358608246,
-0.07670077681541443,
-0.012173034250736237,
-0.019723478704690933,
-0.011184781789779663,
-0.019415240734815598,
0.015603351406753063,
-0.03986136242747307,
-0.06104740500450134,
-0.01175450999289751,
-0.06466922163963318,
0.030601192265748978,
-0.06357831507921219,
-0.038897447288036346,
0.016134420409798622,
-0.02249756082892418,
-0.025866756215691566,
-0.06785819679498672,
0.028433876112103462,
0.05677308142185211,
0.041076164692640305,
0.03267428278923035,
0.05448880419135094,
-0.05671148747205734,
-0.11227964609861374,
3.320373709703606e-33,
0.05949749797582626,
0.027345241978764534,
0.02714201807975769,
-0.018045462667942047,
0.034340932965278625,
0.02793756127357483,
0.034422002732753754,
0.026403943076729774,
0.04617815464735031,
0.027804693207144737,
-0.09033441543579102,
0.012875281274318695,
-0.035355791449546814,
0.006102808751165867,
0.040320806205272675,
0.07699793577194214,
0.014262733049690723,
0.08134006708860397,
-0.023570377379655838,
-0.018819887191057205,
0.048830125480890274,
0.0572889968752861,
-0.05072585865855217,
0.013715928420424461,
0.03572973608970642,
0.020295189693570137,
-0.0412781648337841,
-0.002917431527748704,
-0.0762191042304039,
0.019679494202136993,
-0.07972002029418945,
-0.011938645504415035,
-0.019143318757414818,
0.03728581964969635,
-0.06097053363919258,
0.007532446179538965,
-0.022657500579953194,
-0.08809573203325272,
0.004615007899701595,
-0.07053294777870178,
0.03079998306930065,
-0.012436638586223125,
0.06496357917785645,
0.026134343817830086,
0.013032508082687855,
0.0654575526714325,
-0.045450277626514435,
-0.013192065060138702,
-0.032587092369794846,
-0.028646212071180344,
0.0020020408555865288,
0.018388908356428146,
0.058929745107889175,
0.009901308454573154,
-0.05936647951602936,
0.04646828770637512,
-0.040381863713264465,
0.08810525387525558,
0.007084700744599104,
0.04286357760429382,
0.017252126708626747,
0.028962770476937294,
-0.02884906344115734,
-0.07726167142391205,
-0.07973408699035645,
0.11637133359909058,
-0.0817236378788948,
-0.04611754044890404,
0.1355961114168167,
0.08011098206043243,
0.030033260583877563,
-0.003857619361951947,
-0.0959387868642807,
-0.005164893809705973,
0.03575549274682999,
0.001249161665327847,
-0.006717537064105272,
-0.09125787764787674,
0.02723260037600994,
0.05844721570611,
-0.1238396167755127,
0.00798115599900484,
-0.013184872455894947,
-0.053372032940387726,
-0.05217381566762924,
-0.09694941341876984,
0.07947519421577454,
0.060223113745450974,
-0.00753511069342494,
-0.04072810336947441,
-0.01602056436240673,
0.03482576832175255,
-0.0028568627312779427,
-0.04203871637582779,
0.11482738703489304,
-4.613961529087362e-33,
-0.04223830625414848,
0.024390878155827522,
0.058234672993421555,
0.03503859043121338,
-0.06528515368700027,
-0.07151250541210175,
-0.12691693007946014,
-0.013796577230095863,
-0.10107995569705963,
-0.06291946023702621,
0.006774994544684887,
0.02601700834929943,
-0.01649210788309574,
-0.00566916773095727,
0.051779378205537796,
-0.01667463406920433,
-0.018605563789606094,
0.03549495339393616,
-0.0213412344455719,
0.02912590652704239,
0.016160840168595314,
0.08772309869527817,
-0.06301551312208176,
-0.03296839818358421,
0.05334195867180824,
-0.012240682728588581,
-0.021364405751228333,
-0.015874501317739487,
0.003285427112132311,
0.048224836587905884,
-0.0326988510787487,
-0.013020895421504974,
-0.07914448529481888,
0.013958391733467579,
-0.01618008315563202,
0.06817125529050827,
-0.035178814083337784,
0.021844549104571342,
-0.06141436845064163,
0.08146323263645172,
-0.05399440973997116,
0.03254527598619461,
-0.035088419914245605,
0.04427936300635338,
0.007663432043045759,
0.019440732896327972,
0.09668909013271332,
0.04418528452515602,
0.06457904726266861,
-0.039459843188524246,
0.027873607352375984,
0.061581458896398544,
0.06828895956277847,
0.028072142973542213,
-0.01663465052843094,
0.03187831491231918,
-0.041832517832517624,
-0.004960951395332813,
-0.021700812503695488,
-0.07563649863004684,
-0.014990192838013172,
-0.07469210773706436,
0.010494686663150787,
-0.052578385919332504,
-0.0393531396985054,
-0.13330547511577606,
-0.04471278563141823,
-0.04923103749752045,
-0.05228810757398605,
0.00626838905736804,
0.014146383851766586,
0.00009071511158253998,
-0.0678505152463913,
-0.028568536043167114,
0.012105422094464302,
-0.02400905080139637,
0.026614796370267868,
0.078940249979496,
-0.01908775605261326,
-0.05307459086179733,
0.015376430936157703,
0.0006622388609685004,
0.012544587254524231,
0.03954732045531273,
0.013307294808328152,
0.01051974855363369,
0.023560479283332825,
-0.025568213313817978,
0.10148969292640686,
0.019015982747077942,
0.00567215820774436,
0.04256521910429001,
0.03575501590967178,
0.15467000007629395,
-0.037205636501312256,
-4.7060936481102544e-8,
-0.011450928635895252,
0.0592353418469429,
0.013682783581316471,
-0.014479183591902256,
0.03217819705605507,
0.028226930648088455,
-0.010087322443723679,
0.10413993149995804,
-0.054530367255210876,
0.022348051890730858,
0.012391439639031887,
0.06826981157064438,
-0.014215387403964996,
-0.00859889667481184,
0.07235969603061676,
-0.004627497401088476,
0.01707453839480877,
0.06644713878631592,
-0.005590647924691439,
0.060838665813207626,
0.06055019795894623,
-0.05419924855232239,
-0.08318599313497543,
0.11371270567178726,
-0.042015958577394485,
-0.06582558155059814,
0.022685687988996506,
0.026709990575909615,
0.027330314740538597,
0.12716691195964813,
0.04344179481267929,
0.03819471225142479,
-0.04777144268155098,
0.0195356085896492,
0.045556921511888504,
0.10043981671333313,
0.006678313948214054,
-0.02645791321992874,
-0.0317661426961422,
-0.019788125529885292,
-0.005841901060193777,
-0.13348360359668732,
-0.05871238932013512,
0.02896019257605076,
0.062323931604623795,
0.02926771715283394,
0.07119380682706833,
-0.06516125798225403,
0.004595567472279072,
0.03850970417261124,
-0.0508333295583725,
-0.06248188391327858,
-0.04436629265546799,
-0.07504519820213318,
-0.041296496987342834,
0.02792246639728546,
0.002088978188112378,
-0.04460568726062775,
0.022280259057879448,
-0.0370095819234848,
0.007244567386806011,
0.01828892156481743,
0.056212879717350006,
-0.035281095653772354
] | null | null | null | null | null | null | null |
[
-0.058426205068826675,
-0.09623794257640839,
0.06398536264896393,
0.03095318377017975,
0.08390708267688751,
-0.07181082665920258,
0.005032727494835854,
-0.03669711574912071,
0.02357388660311699,
-0.013040333986282349,
0.0726635530591011,
-0.034941546618938446,
0.020684678107500076,
0.020290538668632507,
-0.03389710932970047,
-0.006209820043295622,
0.009844928048551083,
0.012168732471764088,
-0.02432917430996895,
-0.01013863179832697,
0.016041427850723267,
0.014797045849263668,
-0.054809246212244034,
-0.018026815727353096,
0.1151469349861145,
-0.12392132729291916,
0.011627070605754852,
0.05811246484518051,
-0.028191260993480682,
-0.057962652295827866,
0.02828819304704666,
0.07635539770126343,
0.007414854131639004,
0.016936182975769043,
-0.010045371949672699,
0.0025919692125171423,
0.0407339446246624,
-0.013888384215533733,
0.04247656837105751,
0.09817018359899521,
0.036120038479566574,
0.06001034751534462,
0.004715289454907179,
-0.0012557876762002707,
0.05468086525797844,
0.00859986525028944,
-0.06608333438634872,
-0.02820337936282158,
-0.05051572620868683,
-0.006150493863970041,
-0.0074705202132463455,
-0.023350553587079048,
-0.09522519260644913,
0.004323802422732115,
-0.010671425610780716,
-0.11223708838224411,
-0.0019894244614988565,
-0.06293299794197083,
-0.010707627981901169,
0.02965543605387211,
0.03923952952027321,
0.004564461763948202,
-0.06827285885810852,
0.019157851114869118,
0.025517502799630165,
0.08784591406583786,
-0.012308968231081963,
0.026355139911174774,
0.03804704546928406,
0.01660475693643093,
-0.017762616276741028,
-0.003805343294516206,
-0.1572529524564743,
0.04495127499103546,
-0.015541719272732735,
0.03347371146082878,
0.024444077163934708,
-0.03308152034878731,
-0.07576742023229599,
-0.10657601058483124,
-0.06344529241323471,
0.06616247445344925,
0.03596299886703491,
-0.04814254865050316,
0.03934492543339729,
0.03241899609565735,
-0.00564752658829093,
0.050712328404188156,
0.013147027231752872,
0.0541745126247406,
-0.04041437432169914,
0.002607411704957485,
-0.04099477827548981,
0.05107414722442627,
-0.023851856589317322,
0.023869968950748444,
0.08258998394012451,
-0.08036551624536514,
0.03063023090362549,
0.1217382550239563,
0.012635658495128155,
0.004706804174929857,
0.10092197358608246,
-0.07670077681541443,
-0.012173034250736237,
-0.019723478704690933,
-0.011184781789779663,
-0.019415240734815598,
0.015603351406753063,
-0.03986136242747307,
-0.06104740500450134,
-0.01175450999289751,
-0.06466922163963318,
0.030601192265748978,
-0.06357831507921219,
-0.038897447288036346,
0.016134420409798622,
-0.02249756082892418,
-0.025866756215691566,
-0.06785819679498672,
0.028433876112103462,
0.05677308142185211,
0.041076164692640305,
0.03267428278923035,
0.05448880419135094,
-0.05671148747205734,
-0.11227964609861374,
3.320373709703606e-33,
0.05949749797582626,
0.027345241978764534,
0.02714201807975769,
-0.018045462667942047,
0.034340932965278625,
0.02793756127357483,
0.034422002732753754,
0.026403943076729774,
0.04617815464735031,
0.027804693207144737,
-0.09033441543579102,
0.012875281274318695,
-0.035355791449546814,
0.006102808751165867,
0.040320806205272675,
0.07699793577194214,
0.014262733049690723,
0.08134006708860397,
-0.023570377379655838,
-0.018819887191057205,
0.048830125480890274,
0.0572889968752861,
-0.05072585865855217,
0.013715928420424461,
0.03572973608970642,
0.020295189693570137,
-0.0412781648337841,
-0.002917431527748704,
-0.0762191042304039,
0.019679494202136993,
-0.07972002029418945,
-0.011938645504415035,
-0.019143318757414818,
0.03728581964969635,
-0.06097053363919258,
0.007532446179538965,
-0.022657500579953194,
-0.08809573203325272,
0.004615007899701595,
-0.07053294777870178,
0.03079998306930065,
-0.012436638586223125,
0.06496357917785645,
0.026134343817830086,
0.013032508082687855,
0.0654575526714325,
-0.045450277626514435,
-0.013192065060138702,
-0.032587092369794846,
-0.028646212071180344,
0.0020020408555865288,
0.018388908356428146,
0.058929745107889175,
0.009901308454573154,
-0.05936647951602936,
0.04646828770637512,
-0.040381863713264465,
0.08810525387525558,
0.007084700744599104,
0.04286357760429382,
0.017252126708626747,
0.028962770476937294,
-0.02884906344115734,
-0.07726167142391205,
-0.07973408699035645,
0.11637133359909058,
-0.0817236378788948,
-0.04611754044890404,
0.1355961114168167,
0.08011098206043243,
0.030033260583877563,
-0.003857619361951947,
-0.0959387868642807,
-0.005164893809705973,
0.03575549274682999,
0.001249161665327847,
-0.006717537064105272,
-0.09125787764787674,
0.02723260037600994,
0.05844721570611,
-0.1238396167755127,
0.00798115599900484,
-0.013184872455894947,
-0.053372032940387726,
-0.05217381566762924,
-0.09694941341876984,
0.07947519421577454,
0.060223113745450974,
-0.00753511069342494,
-0.04072810336947441,
-0.01602056436240673,
0.03482576832175255,
-0.0028568627312779427,
-0.04203871637582779,
0.11482738703489304,
-4.613961529087362e-33,
-0.04223830625414848,
0.024390878155827522,
0.058234672993421555,
0.03503859043121338,
-0.06528515368700027,
-0.07151250541210175,
-0.12691693007946014,
-0.013796577230095863,
-0.10107995569705963,
-0.06291946023702621,
0.006774994544684887,
0.02601700834929943,
-0.01649210788309574,
-0.00566916773095727,
0.051779378205537796,
-0.01667463406920433,
-0.018605563789606094,
0.03549495339393616,
-0.0213412344455719,
0.02912590652704239,
0.016160840168595314,
0.08772309869527817,
-0.06301551312208176,
-0.03296839818358421,
0.05334195867180824,
-0.012240682728588581,
-0.021364405751228333,
-0.015874501317739487,
0.003285427112132311,
0.048224836587905884,
-0.0326988510787487,
-0.013020895421504974,
-0.07914448529481888,
0.013958391733467579,
-0.01618008315563202,
0.06817125529050827,
-0.035178814083337784,
0.021844549104571342,
-0.06141436845064163,
0.08146323263645172,
-0.05399440973997116,
0.03254527598619461,
-0.035088419914245605,
0.04427936300635338,
0.007663432043045759,
0.019440732896327972,
0.09668909013271332,
0.04418528452515602,
0.06457904726266861,
-0.039459843188524246,
0.027873607352375984,
0.061581458896398544,
0.06828895956277847,
0.028072142973542213,
-0.01663465052843094,
0.03187831491231918,
-0.041832517832517624,
-0.004960951395332813,
-0.021700812503695488,
-0.07563649863004684,
-0.014990192838013172,
-0.07469210773706436,
0.010494686663150787,
-0.052578385919332504,
-0.0393531396985054,
-0.13330547511577606,
-0.04471278563141823,
-0.04923103749752045,
-0.05228810757398605,
0.00626838905736804,
0.014146383851766586,
0.00009071511158253998,
-0.0678505152463913,
-0.028568536043167114,
0.012105422094464302,
-0.02400905080139637,
0.026614796370267868,
0.078940249979496,
-0.01908775605261326,
-0.05307459086179733,
0.015376430936157703,
0.0006622388609685004,
0.012544587254524231,
0.03954732045531273,
0.013307294808328152,
0.01051974855363369,
0.023560479283332825,
-0.025568213313817978,
0.10148969292640686,
0.019015982747077942,
0.00567215820774436,
0.04256521910429001,
0.03575501590967178,
0.15467000007629395,
-0.037205636501312256,
-4.7060936481102544e-8,
-0.011450928635895252,
0.0592353418469429,
0.013682783581316471,
-0.014479183591902256,
0.03217819705605507,
0.028226930648088455,
-0.010087322443723679,
0.10413993149995804,
-0.054530367255210876,
0.022348051890730858,
0.012391439639031887,
0.06826981157064438,
-0.014215387403964996,
-0.00859889667481184,
0.07235969603061676,
-0.004627497401088476,
0.01707453839480877,
0.06644713878631592,
-0.005590647924691439,
0.060838665813207626,
0.06055019795894623,
-0.05419924855232239,
-0.08318599313497543,
0.11371270567178726,
-0.042015958577394485,
-0.06582558155059814,
0.022685687988996506,
0.026709990575909615,
0.027330314740538597,
0.12716691195964813,
0.04344179481267929,
0.03819471225142479,
-0.04777144268155098,
0.0195356085896492,
0.045556921511888504,
0.10043981671333313,
0.006678313948214054,
-0.02645791321992874,
-0.0317661426961422,
-0.019788125529885292,
-0.005841901060193777,
-0.13348360359668732,
-0.05871238932013512,
0.02896019257605076,
0.062323931604623795,
0.02926771715283394,
0.07119380682706833,
-0.06516125798225403,
0.004595567472279072,
0.03850970417261124,
-0.0508333295583725,
-0.06248188391327858,
-0.04436629265546799,
-0.07504519820213318,
-0.041296496987342834,
0.02792246639728546,
0.002088978188112378,
-0.04460568726062775,
0.022280259057879448,
-0.0370095819234848,
0.007244567386806011,
0.01828892156481743,
0.056212879717350006,
-0.035281095653772354
] |
1401.5553
|
Dmitry Zinoviev
|
Dmitry Zinoviev
|
Peer Ratings in Massive Online Social Networks
|
9 pages, 1 table, 6 figures. Presented at INSNA SunBelt, March 2012
| null | null | null |
cs.SI physics.soc-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Instant quality feedback in the form of online peer ratings is a prominent
feature of modern massive online social networks (MOSNs). It allows network
members to indicate their appreciation of a post, comment, photograph, etc.
Some MOSNs support both positive and negative (signed) ratings. In this study,
we rated 11 thousand MOSN member profiles and collected user responses to the
ratings. MOSN users are very sensitive to peer ratings: 33% of the subjects
visited the researcher's profile in response to rating, 21% also rated the
researcher's profile picture, and 5% left a text comment. The grades left by
the subjects are highly polarized: out of the six available grades, the most
negative and the most positive are also the most popular. The grades fall into
three almost equally sized categories: reciprocal, generous, and stingy. We
proposed quantitative measures for generosity, reciprocity, and benevolence,
and analyzed them with respect to the subjects' demographics.
|
[
{
"created": "Wed, 22 Jan 2014 04:57:01 GMT",
"version": "v1"
}
] |
2014-01-23
|
[
[
"Zinoviev",
"Dmitry",
""
]
] |
[
-0.06395389139652252,
-0.01269194670021534,
-0.042457424104213715,
0.02868713065981865,
0.01771944761276245,
-0.007153982296586037,
0.04872019588947296,
0.05613888055086136,
0.0048502422869205475,
-0.018845241516828537,
0.042297542095184326,
-0.006166861392557621,
0.08718407899141312,
0.06217273324728012,
-0.03158847615122795,
0.01287096831947565,
0.10403497517108917,
-0.016309648752212524,
-0.06005872040987015,
-0.04000851511955261,
-0.0430430993437767,
-0.05301239714026451,
0.11286020278930664,
-0.00905714463442564,
0.028191911056637764,
-0.08915863186120987,
-0.04074936360120773,
-0.013761654496192932,
-0.029428699985146523,
-0.025997193530201912,
-0.050638243556022644,
0.07060088217258453,
0.035996731370687485,
0.05415685847401619,
-0.1325225830078125,
0.06239669397473335,
0.03699134290218353,
0.012039011344313622,
-0.058820951730012894,
0.018811464309692383,
-0.04652344807982445,
-0.01033260952681303,
0.07481008023023605,
0.046174924820661545,
-0.006577728781849146,
-0.033879272639751434,
-0.011444317176938057,
0.036411646753549576,
-0.07397270202636719,
0.0620233416557312,
-0.0034848202485591173,
-0.041337527334690094,
-0.02969149872660637,
0.06531710177659988,
0.0029771816916763783,
0.024031318724155426,
-0.016673101112246513,
0.0039313072338700294,
-0.010355939157307148,
-0.014469048008322716,
0.00219775945879519,
-0.046843577176332474,
-0.008232087828218937,
-0.007994557730853558,
0.07185867428779602,
0.014734292402863503,
-0.0518769845366478,
0.0386740006506443,
-0.05799844488501549,
0.06447377055883408,
0.008338025771081448,
0.005006659775972366,
-0.018244164064526558,
0.04107952117919922,
0.043258123099803925,
-0.0033546097110956907,
-0.025503652170300484,
-0.01748739182949066,
-0.01727459207177162,
0.041307564824819565,
0.02009979821741581,
-0.04577651247382164,
0.016606124117970467,
-0.008654779754579067,
0.009318712167441845,
-0.11317658424377441,
0.034582942724227905,
-0.0539158433675766,
-0.06741843372583389,
0.05244177579879761,
-0.0514315664768219,
0.1343499720096588,
0.031821899116039276,
-0.06305452436208725,
-0.03978312388062477,
-0.017987335100769997,
0.00470828777179122,
-0.0879165530204773,
-0.019500626251101494,
0.11121349781751633,
-0.03855719789862633,
0.08657839149236679,
-0.027870677411556244,
-0.008647473528981209,
0.038326431065797806,
0.05816395953297615,
-0.003394892206415534,
0.03828047588467598,
0.061315592378377914,
0.0059568374417722225,
-0.09651286900043488,
0.0726407915353775,
-0.05185405910015106,
-0.03222665935754776,
0.10743530839681625,
-0.07963160425424576,
0.04210030287504196,
0.0718594416975975,
0.0652993693947792,
-0.008791349828243256,
0.0713568776845932,
-0.012622946873307228,
0.0683441013097763,
-0.07093852758407593,
0.029415398836135864,
0.012018859386444092,
-0.06957435607910156,
2.5063100762965856e-33,
0.0765659511089325,
0.05243607237935066,
0.03575332835316658,
0.010408527217805386,
-0.050695523619651794,
0.01907733455300331,
-0.07125383615493774,
0.009079658426344395,
-0.1127372682094574,
-0.10837855190038681,
0.010888793505728245,
0.059770166873931885,
0.05548352003097534,
0.11616373807191849,
0.08294651657342911,
-0.00975146796554327,
0.003577706404030323,
-0.04724959284067154,
0.03926031291484833,
-0.018654828891158104,
0.04916142299771309,
-0.09629286080598831,
0.01369873434305191,
0.03987820819020271,
0.021225184202194214,
-0.12521333992481232,
0.009213225916028023,
0.020840182900428772,
0.024091636762022972,
-0.015484475530683994,
0.0029694170225411654,
-0.011738353408873081,
0.04007050767540932,
-0.0845477506518364,
-0.017522383481264114,
0.000394320348277688,
0.027899909764528275,
-0.035437338054180145,
0.0929599478840828,
-0.08911187201738358,
-0.027500443160533905,
0.009332060813903809,
-0.04185708984732628,
0.007995404303073883,
-0.07459910213947296,
0.06693612784147263,
-0.005001304671168327,
-0.03085513599216938,
0.00839158520102501,
0.0028554198797792196,
0.02870727702975273,
-0.036220986396074295,
0.004486660938709974,
0.055291593074798584,
-0.1026398092508316,
0.006556779611855745,
-0.024196399375796318,
0.03193612024188042,
-0.0950147733092308,
-0.10352073609828949,
0.04016861319541931,
0.022819342091679573,
0.06630206108093262,
-0.14873799681663513,
-0.03353999927639961,
-0.018932411447167397,
-0.000831244804430753,
-0.013808113522827625,
0.047699976712465286,
0.01015564613044262,
-0.03436456248164177,
0.07016795873641968,
-0.06120804324746132,
-0.037848103791475296,
-0.06916328519582748,
0.06770900636911392,
-0.01850408874452114,
-0.017246514558792114,
0.06151862069964409,
0.026376962661743164,
0.0031009989324957132,
-0.0522640123963356,
0.0038636475801467896,
-0.11419134587049484,
-0.032155800610780716,
-0.05334213003516197,
0.07557635754346848,
-0.05797721445560455,
0.05161610618233681,
0.03221549093723297,
0.00013563039829023182,
-0.012697935104370117,
0.019850056618452072,
0.031416501849889755,
-0.03602799028158188,
-1.897360656216454e-33,
-0.10970509052276611,
0.01660926267504692,
-0.02398288995027542,
0.061778757721185684,
-0.015010815113782883,
-0.03324323892593384,
-0.045184891670942307,
0.011186167597770691,
0.01366077084094286,
0.048445530235767365,
-0.04472222924232483,
-0.04516364634037018,
0.007870232686400414,
-0.0332476980984211,
0.041802532970905304,
-0.05607479810714722,
-0.07009564340114594,
0.04247184097766876,
-0.03988940641283989,
-0.02316887117922306,
0.09064456820487976,
0.09048523008823395,
-0.006047687027603388,
-0.005635311361402273,
0.03525952994823456,
0.05532527342438698,
0.003801060374826193,
-0.06716796010732651,
0.008676900528371334,
0.013937666080892086,
0.05899854004383087,
0.008316297084093094,
-0.06505519151687622,
-0.016992423683404922,
0.024806059896945953,
0.032052312046289444,
-0.027064790949225426,
-0.036744896322488785,
-0.02040787972509861,
0.044158682227134705,
0.04530330374836922,
0.04225751385092735,
-0.07575415074825287,
-0.020528126507997513,
-0.05206102877855301,
0.006327253300696611,
0.01204989105463028,
-0.0005386751145124435,
-0.042729754000902176,
0.02760913595557213,
-0.006019625347107649,
0.04156468063592911,
0.05771683156490326,
0.0973474308848381,
-0.011475610546767712,
-0.06986158341169357,
0.002766193589195609,
0.016382621601223946,
0.11208845674991608,
0.05635884031653404,
-0.047382090240716934,
-0.01592196524143219,
-0.06396198272705078,
0.057204265147447586,
-0.04319506138563156,
-0.08047757297754288,
0.07341771572828293,
0.05329139158129692,
-0.05858751758933067,
0.045401860028505325,
0.0864068940281868,
0.04428557679057121,
0.018639760091900826,
-0.04220513999462128,
0.04114594683051109,
-0.025759655982255936,
-0.006454941350966692,
0.0795556902885437,
-0.0836949273943901,
-0.026571989059448242,
-0.015596759505569935,
0.08476300537586212,
0.006681626662611961,
-0.07592945545911789,
0.06484946608543396,
-0.05217991769313812,
0.07114981859922409,
0.05956411734223366,
0.04949077591300011,
-0.03375358507037163,
0.04377682879567146,
-0.025513658300042152,
-0.042873676866292953,
-0.05498887225985527,
-0.0027826547157019377,
-4.714021528684498e-8,
-0.026087377220392227,
-0.05433878302574158,
-0.042595699429512024,
0.11138629913330078,
0.010761139914393425,
0.07953367382287979,
-0.03144391253590584,
0.026063360273838043,
-0.046079859137535095,
0.05901014059782028,
0.06465455889701843,
0.020182590931653976,
-0.04230283573269844,
-0.0807310938835144,
0.04874961078166962,
-0.027371160686016083,
0.004375336691737175,
0.01554113533347845,
0.003108920296654105,
0.00833373237401247,
0.07059547305107117,
-0.010066988877952099,
-0.03169039264321327,
0.03430059179663658,
0.018622495234012604,
0.017401406541466713,
-0.0018874910892918706,
0.01955512911081314,
-0.03390931338071823,
0.018344571813941002,
-0.00012747007713187486,
-0.014162667095661163,
-0.007760890759527683,
-0.09537868201732635,
0.0641552060842514,
0.08987730741500854,
-0.05899390950798988,
-0.01864558272063732,
0.02861553058028221,
0.08855737000703812,
-0.010048388503491879,
0.010585528798401356,
0.013052360154688358,
0.06719811260700226,
0.0003998289757873863,
0.02257375232875347,
-0.07877463102340698,
-0.00523715652525425,
0.027322564274072647,
-0.014476903714239597,
-0.03654918819665909,
-0.13621610403060913,
-0.04243190959095955,
0.0219110120087862,
-0.03687034919857979,
-0.030477851629257202,
0.02491132542490959,
0.08434591442346573,
0.057724688202142715,
0.014378678984940052,
0.11373408138751984,
-0.0019753987435251474,
-0.06660313904285431,
-0.03162679821252823
] | null | null | null | null | null | null | null |
[
-0.06395389139652252,
-0.01269194670021534,
-0.042457424104213715,
0.02868713065981865,
0.01771944761276245,
-0.007153982296586037,
0.04872019588947296,
0.05613888055086136,
0.0048502422869205475,
-0.018845241516828537,
0.042297542095184326,
-0.006166861392557621,
0.08718407899141312,
0.06217273324728012,
-0.03158847615122795,
0.01287096831947565,
0.10403497517108917,
-0.016309648752212524,
-0.06005872040987015,
-0.04000851511955261,
-0.0430430993437767,
-0.05301239714026451,
0.11286020278930664,
-0.00905714463442564,
0.028191911056637764,
-0.08915863186120987,
-0.04074936360120773,
-0.013761654496192932,
-0.029428699985146523,
-0.025997193530201912,
-0.050638243556022644,
0.07060088217258453,
0.035996731370687485,
0.05415685847401619,
-0.1325225830078125,
0.06239669397473335,
0.03699134290218353,
0.012039011344313622,
-0.058820951730012894,
0.018811464309692383,
-0.04652344807982445,
-0.01033260952681303,
0.07481008023023605,
0.046174924820661545,
-0.006577728781849146,
-0.033879272639751434,
-0.011444317176938057,
0.036411646753549576,
-0.07397270202636719,
0.0620233416557312,
-0.0034848202485591173,
-0.041337527334690094,
-0.02969149872660637,
0.06531710177659988,
0.0029771816916763783,
0.024031318724155426,
-0.016673101112246513,
0.0039313072338700294,
-0.010355939157307148,
-0.014469048008322716,
0.00219775945879519,
-0.046843577176332474,
-0.008232087828218937,
-0.007994557730853558,
0.07185867428779602,
0.014734292402863503,
-0.0518769845366478,
0.0386740006506443,
-0.05799844488501549,
0.06447377055883408,
0.008338025771081448,
0.005006659775972366,
-0.018244164064526558,
0.04107952117919922,
0.043258123099803925,
-0.0033546097110956907,
-0.025503652170300484,
-0.01748739182949066,
-0.01727459207177162,
0.041307564824819565,
0.02009979821741581,
-0.04577651247382164,
0.016606124117970467,
-0.008654779754579067,
0.009318712167441845,
-0.11317658424377441,
0.034582942724227905,
-0.0539158433675766,
-0.06741843372583389,
0.05244177579879761,
-0.0514315664768219,
0.1343499720096588,
0.031821899116039276,
-0.06305452436208725,
-0.03978312388062477,
-0.017987335100769997,
0.00470828777179122,
-0.0879165530204773,
-0.019500626251101494,
0.11121349781751633,
-0.03855719789862633,
0.08657839149236679,
-0.027870677411556244,
-0.008647473528981209,
0.038326431065797806,
0.05816395953297615,
-0.003394892206415534,
0.03828047588467598,
0.061315592378377914,
0.0059568374417722225,
-0.09651286900043488,
0.0726407915353775,
-0.05185405910015106,
-0.03222665935754776,
0.10743530839681625,
-0.07963160425424576,
0.04210030287504196,
0.0718594416975975,
0.0652993693947792,
-0.008791349828243256,
0.0713568776845932,
-0.012622946873307228,
0.0683441013097763,
-0.07093852758407593,
0.029415398836135864,
0.012018859386444092,
-0.06957435607910156,
2.5063100762965856e-33,
0.0765659511089325,
0.05243607237935066,
0.03575332835316658,
0.010408527217805386,
-0.050695523619651794,
0.01907733455300331,
-0.07125383615493774,
0.009079658426344395,
-0.1127372682094574,
-0.10837855190038681,
0.010888793505728245,
0.059770166873931885,
0.05548352003097534,
0.11616373807191849,
0.08294651657342911,
-0.00975146796554327,
0.003577706404030323,
-0.04724959284067154,
0.03926031291484833,
-0.018654828891158104,
0.04916142299771309,
-0.09629286080598831,
0.01369873434305191,
0.03987820819020271,
0.021225184202194214,
-0.12521333992481232,
0.009213225916028023,
0.020840182900428772,
0.024091636762022972,
-0.015484475530683994,
0.0029694170225411654,
-0.011738353408873081,
0.04007050767540932,
-0.0845477506518364,
-0.017522383481264114,
0.000394320348277688,
0.027899909764528275,
-0.035437338054180145,
0.0929599478840828,
-0.08911187201738358,
-0.027500443160533905,
0.009332060813903809,
-0.04185708984732628,
0.007995404303073883,
-0.07459910213947296,
0.06693612784147263,
-0.005001304671168327,
-0.03085513599216938,
0.00839158520102501,
0.0028554198797792196,
0.02870727702975273,
-0.036220986396074295,
0.004486660938709974,
0.055291593074798584,
-0.1026398092508316,
0.006556779611855745,
-0.024196399375796318,
0.03193612024188042,
-0.0950147733092308,
-0.10352073609828949,
0.04016861319541931,
0.022819342091679573,
0.06630206108093262,
-0.14873799681663513,
-0.03353999927639961,
-0.018932411447167397,
-0.000831244804430753,
-0.013808113522827625,
0.047699976712465286,
0.01015564613044262,
-0.03436456248164177,
0.07016795873641968,
-0.06120804324746132,
-0.037848103791475296,
-0.06916328519582748,
0.06770900636911392,
-0.01850408874452114,
-0.017246514558792114,
0.06151862069964409,
0.026376962661743164,
0.0031009989324957132,
-0.0522640123963356,
0.0038636475801467896,
-0.11419134587049484,
-0.032155800610780716,
-0.05334213003516197,
0.07557635754346848,
-0.05797721445560455,
0.05161610618233681,
0.03221549093723297,
0.00013563039829023182,
-0.012697935104370117,
0.019850056618452072,
0.031416501849889755,
-0.03602799028158188,
-1.897360656216454e-33,
-0.10970509052276611,
0.01660926267504692,
-0.02398288995027542,
0.061778757721185684,
-0.015010815113782883,
-0.03324323892593384,
-0.045184891670942307,
0.011186167597770691,
0.01366077084094286,
0.048445530235767365,
-0.04472222924232483,
-0.04516364634037018,
0.007870232686400414,
-0.0332476980984211,
0.041802532970905304,
-0.05607479810714722,
-0.07009564340114594,
0.04247184097766876,
-0.03988940641283989,
-0.02316887117922306,
0.09064456820487976,
0.09048523008823395,
-0.006047687027603388,
-0.005635311361402273,
0.03525952994823456,
0.05532527342438698,
0.003801060374826193,
-0.06716796010732651,
0.008676900528371334,
0.013937666080892086,
0.05899854004383087,
0.008316297084093094,
-0.06505519151687622,
-0.016992423683404922,
0.024806059896945953,
0.032052312046289444,
-0.027064790949225426,
-0.036744896322488785,
-0.02040787972509861,
0.044158682227134705,
0.04530330374836922,
0.04225751385092735,
-0.07575415074825287,
-0.020528126507997513,
-0.05206102877855301,
0.006327253300696611,
0.01204989105463028,
-0.0005386751145124435,
-0.042729754000902176,
0.02760913595557213,
-0.006019625347107649,
0.04156468063592911,
0.05771683156490326,
0.0973474308848381,
-0.011475610546767712,
-0.06986158341169357,
0.002766193589195609,
0.016382621601223946,
0.11208845674991608,
0.05635884031653404,
-0.047382090240716934,
-0.01592196524143219,
-0.06396198272705078,
0.057204265147447586,
-0.04319506138563156,
-0.08047757297754288,
0.07341771572828293,
0.05329139158129692,
-0.05858751758933067,
0.045401860028505325,
0.0864068940281868,
0.04428557679057121,
0.018639760091900826,
-0.04220513999462128,
0.04114594683051109,
-0.025759655982255936,
-0.006454941350966692,
0.0795556902885437,
-0.0836949273943901,
-0.026571989059448242,
-0.015596759505569935,
0.08476300537586212,
0.006681626662611961,
-0.07592945545911789,
0.06484946608543396,
-0.05217991769313812,
0.07114981859922409,
0.05956411734223366,
0.04949077591300011,
-0.03375358507037163,
0.04377682879567146,
-0.025513658300042152,
-0.042873676866292953,
-0.05498887225985527,
-0.0027826547157019377,
-4.714021528684498e-8,
-0.026087377220392227,
-0.05433878302574158,
-0.042595699429512024,
0.11138629913330078,
0.010761139914393425,
0.07953367382287979,
-0.03144391253590584,
0.026063360273838043,
-0.046079859137535095,
0.05901014059782028,
0.06465455889701843,
0.020182590931653976,
-0.04230283573269844,
-0.0807310938835144,
0.04874961078166962,
-0.027371160686016083,
0.004375336691737175,
0.01554113533347845,
0.003108920296654105,
0.00833373237401247,
0.07059547305107117,
-0.010066988877952099,
-0.03169039264321327,
0.03430059179663658,
0.018622495234012604,
0.017401406541466713,
-0.0018874910892918706,
0.01955512911081314,
-0.03390931338071823,
0.018344571813941002,
-0.00012747007713187486,
-0.014162667095661163,
-0.007760890759527683,
-0.09537868201732635,
0.0641552060842514,
0.08987730741500854,
-0.05899390950798988,
-0.01864558272063732,
0.02861553058028221,
0.08855737000703812,
-0.010048388503491879,
0.010585528798401356,
0.013052360154688358,
0.06719811260700226,
0.0003998289757873863,
0.02257375232875347,
-0.07877463102340698,
-0.00523715652525425,
0.027322564274072647,
-0.014476903714239597,
-0.03654918819665909,
-0.13621610403060913,
-0.04243190959095955,
0.0219110120087862,
-0.03687034919857979,
-0.030477851629257202,
0.02491132542490959,
0.08434591442346573,
0.057724688202142715,
0.014378678984940052,
0.11373408138751984,
-0.0019753987435251474,
-0.06660313904285431,
-0.03162679821252823
] |
1401.5555
|
Monowar Hasan
|
Hina Tabassum, Zaher Dawy, Ekram Hossain, Mohamed-Slim Alouini
|
Interference Statistics and Capacity Analysis for Uplink Transmission in
Two-Tier Small Cell Networks: A Geometric Probability Approach
|
We have withdrawn the paper due to some limitations
| null | null | null |
cs.IT cs.NI math.IT math.ST stat.TH
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Small cell networks are evolving as an economically viable solution to
ameliorate the capacity and coverage of state-of-the-art wireless cellular
systems. Nonetheless, the dense and unplanned deployment of the small cells
(e.g., femtocells, picocells) with restricted user access significantly
increases the impact of interference on the overall network performance. To
this end, this paper presents a novel framework to derive the statistics of the
interference considering dedicated and shared spectrum access for uplink
transmissions in two-tier small cell networks such as the macrocell-femtocell
networks. The derived expressions are validated by the Monte-Carlo simulations.
Numerical results are generated to assess the feasibility of shared and
dedicated spectrum access in femtocells under varying traffic load and spectral
reuse scenarios.
|
[
{
"created": "Wed, 22 Jan 2014 05:18:23 GMT",
"version": "v1"
},
{
"created": "Thu, 30 Jan 2014 20:58:39 GMT",
"version": "v2"
}
] |
2014-01-31
|
[
[
"Tabassum",
"Hina",
""
],
[
"Dawy",
"Zaher",
""
],
[
"Hossain",
"Ekram",
""
],
[
"Alouini",
"Mohamed-Slim",
""
]
] |
[
0.03341303765773773,
0.051552914083004,
-0.0025160645600408316,
0.01892789453268051,
-0.03638431802392006,
-0.029010068625211716,
0.018141206353902817,
0.02103680744767189,
0.018090233206748962,
-0.02226322703063488,
-0.05094137415289879,
0.05290903151035309,
0.041749052703380585,
-0.09070633351802826,
0.03935110941529274,
0.017932357266545296,
0.1599559783935547,
-0.04553516209125519,
-0.07154756784439087,
0.025712482631206512,
0.05253005400300026,
-0.050466541200876236,
-0.02785051241517067,
-0.036186084151268005,
0.09063636511564255,
-0.14819690585136414,
0.008299010805785656,
0.07255736738443375,
-0.02199588529765606,
-0.011789396405220032,
-0.04308786615729332,
0.0746617242693901,
-0.008886546827852726,
-0.04042463004589081,
-0.019185872748494148,
-0.041897982358932495,
-0.0020129175391048193,
0.03436271846294403,
0.11315429955720901,
0.03554287552833557,
-0.018786871805787086,
0.03049176000058651,
-0.0492892749607563,
0.0775408148765564,
-0.06301676481962204,
-0.049881462007761,
0.02383435145020485,
-0.030082158744335175,
-0.004684268031269312,
-0.0946766659617424,
0.07366668432950974,
0.02743718959391117,
-0.023456580936908722,
0.09364050626754761,
0.034694869071245193,
0.008005094714462757,
-0.09437370300292969,
-0.029318949207663536,
0.0700930804014206,
0.08603876084089279,
0.0037435048725456,
-0.021512474864721298,
-0.04408293589949608,
0.05604724586009979,
-0.057542674243450165,
-0.05314777418971062,
0.021677155047655106,
0.0624447725713253,
-0.031561966985464096,
-0.008220545947551727,
-0.015409857966005802,
0.018157511949539185,
0.0036813251208513975,
0.06274876743555069,
0.07207532972097397,
0.08200899511575699,
-0.04938891530036926,
-0.014085667207837105,
0.058946799486875534,
0.00002667032094905153,
0.02095547877252102,
0.08985532820224762,
0.02031731978058815,
-0.12140614539384842,
0.028820762410759926,
-0.035623569041490555,
-0.0269282516092062,
0.11220968514680862,
-0.01086654607206583,
-0.06164851039648056,
-0.014200285077095032,
0.10764849931001663,
-0.010071651078760624,
0.04957698658108711,
-0.04344574362039566,
-0.025824422016739845,
-0.015600576996803284,
-0.0754028931260109,
-0.016218110918998718,
0.044090934097766876,
0.043913334608078,
-0.029747208580374718,
0.09416449069976807,
0.03723226487636566,
0.046362657099962234,
0.013254490680992603,
0.09426701068878174,
0.06234482675790787,
0.022123543545603752,
0.018168188631534576,
-0.012160579673945904,
0.033997487276792526,
-0.06201877444982529,
0.05524536967277527,
-0.10518883168697357,
0.05992225557565689,
0.05181162431836128,
0.005035506561398506,
0.08509287983179092,
0.028744742274284363,
-0.018980087712407112,
-0.05044471099972725,
0.010003272444009781,
0.00008841570524964482,
-0.010573252104222775,
0.013346279039978981,
-0.078254334628582,
-2.1743400023778095e-33,
-0.058741047978401184,
0.06613069772720337,
-0.05230889469385147,
0.026296323165297508,
0.05792081356048584,
-0.04806404933333397,
-0.043596893548965454,
-0.07567145675420761,
0.02958209253847599,
0.00794968381524086,
-0.012710724957287312,
0.07395831495523453,
-0.06916986405849457,
-0.00506683299317956,
0.05294197425246239,
0.0018245140090584755,
-0.027495115995407104,
-0.0430317260324955,
-0.005277663003653288,
-0.013095211237668991,
-0.04889962449669838,
-0.05969850346446037,
0.0028826866764575243,
0.01219577994197607,
-0.002988846506923437,
0.02568547986447811,
0.030521314591169357,
-0.11378783732652664,
0.06015719473361969,
0.07082570344209671,
0.05451757833361626,
0.008145884610712528,
0.051727719604969025,
0.019845131784677505,
0.04728053882718086,
0.04925226792693138,
0.020247705280780792,
-0.013463896699249744,
-0.010122234001755714,
-0.06250407546758652,
-0.1206405758857727,
-0.014425020664930344,
-0.039980169385671616,
-0.092096708714962,
-0.042252928018569946,
-0.134720578789711,
-0.02499677799642086,
0.0283164344727993,
-0.02844138815999031,
-0.004450666252523661,
0.012259434908628464,
-0.04427846893668175,
-0.027825191617012024,
0.006733903661370277,
0.041098278015851974,
0.10436926037073135,
0.0020181795116513968,
0.011687393300235271,
0.03127680718898773,
0.08528782427310944,
-0.040041614323854446,
-0.018240531906485558,
0.005875549744814634,
0.10290539264678955,
0.030791422352194786,
0.005156586412340403,
-0.1065593883395195,
0.02642679400742054,
0.0038565874565392733,
0.05823129042983055,
0.05123240873217583,
0.002242275048047304,
0.016763318330049515,
-0.06447865068912506,
0.025334473699331284,
-0.01735287345945835,
-0.06449657678604126,
-0.02596338838338852,
-0.09661445766687393,
0.06827285140752792,
0.0189132709056139,
-0.04919518530368805,
-0.06175209581851959,
-0.03699946030974388,
-0.03980499878525734,
-0.05573141202330589,
-0.05676501244306564,
0.00525480043143034,
-0.10601232200860977,
0.0996396541595459,
-0.00251880194991827,
0.011528157629072666,
-0.04887232556939125,
-0.015429181978106499,
-0.02245044894516468,
-6.040901743896718e-34,
-0.0315348319709301,
0.1214190423488617,
0.031571291387081146,
-0.07013869285583496,
-0.015972783789038658,
-0.007818657904863358,
0.07260921597480774,
-0.011215080507099628,
-0.019060825929045677,
0.00983161199837923,
-0.01132576446980238,
0.04102322831749916,
-0.032788537442684174,
0.014269745908677578,
0.0030113805551081896,
-0.05436984822154045,
0.02090148627758026,
0.017093786969780922,
-0.013506600633263588,
-0.005673271603882313,
-0.041318461298942566,
-0.03932172805070877,
0.012331710197031498,
0.02491489239037037,
0.04646771028637886,
-0.026650119572877884,
-0.13054679334163666,
0.03447165712714195,
-0.0013776161940768361,
-0.011700100265443325,
-0.05503285676240921,
-0.04116223379969597,
0.028798580169677734,
0.03043043613433838,
0.10573986917734146,
0.0056803468614816666,
0.06690016388893127,
0.11216522753238678,
0.036667369306087494,
-0.03984294459223747,
0.07738475501537323,
-0.08628463745117188,
-0.030276494100689888,
-0.06393713504076004,
0.0049589853733778,
0.038751572370529175,
-0.012777444906532764,
0.02169870026409626,
-0.02686360292136669,
-0.08717614412307739,
0.0660344585776329,
-0.05233880877494812,
-0.04271508380770683,
0.049134962260723114,
-0.02886119671165943,
0.02109667658805847,
0.10433871299028397,
0.011046460829675198,
0.01906154677271843,
0.016106706112623215,
-0.005621723365038633,
-0.04140281677246094,
0.0020492421463131905,
-0.00607363972812891,
-0.016286995261907578,
-0.0033875792287290096,
0.0006035350379534066,
-0.03043305315077305,
0.009145589545369148,
0.14562386274337769,
-0.05357111617922783,
0.027531780302524567,
-0.037305839359760284,
-0.09671305865049362,
-0.0345873162150383,
0.08864878118038177,
-0.07386458665132523,
-0.048935577273368835,
-0.07495377957820892,
0.024195389822125435,
-0.008548484183847904,
0.02284025400876999,
-0.05575544759631157,
-0.04242898151278496,
0.05838918685913086,
-0.032187752425670624,
0.05004178360104561,
-0.0091315358877182,
-0.05185474082827568,
-0.04672018811106682,
0.0032062355894595385,
0.07426904141902924,
-0.031606804579496384,
-0.01706402562558651,
-0.07612115144729614,
-3.929766023702541e-8,
0.039034076035022736,
0.003867531893774867,
0.00936248991638422,
-0.05945676937699318,
0.018756218254566193,
-0.014896378852427006,
-0.00880944263190031,
-0.05822305753827095,
0.02330816723406315,
0.05584182217717171,
0.027864225208759308,
0.009490767493844032,
0.021964704617857933,
0.053430914878845215,
-0.02676003985106945,
-0.01271848101168871,
-0.0473916232585907,
-0.09849770367145538,
0.04168226569890976,
0.012131260707974434,
-0.07463114708662033,
0.040978312492370605,
0.04431740194559097,
0.05562327802181244,
-0.002404280938208103,
0.02556491643190384,
-0.08874943852424622,
-0.034843508154153824,
0.073188915848732,
0.007084377110004425,
0.04369131848216057,
0.025996604934334755,
-0.08554966747760773,
0.07267697900533676,
-0.08855171501636505,
0.0446857251226902,
-0.018498899415135384,
-0.02798980288207531,
0.0030820327810943127,
0.02097620628774166,
0.0662771537899971,
-0.015338406898081303,
0.04434281960129738,
0.030906246975064278,
0.03218181058764458,
0.0025118025951087475,
0.004930306226015091,
0.03827795013785362,
-0.017400790005922318,
0.0002918336249422282,
-0.03248438239097595,
0.035220272839069366,
-0.08593188226222992,
-0.09095237404108047,
-0.02617890015244484,
-0.03685183823108673,
0.056500136852264404,
-0.04235392436385155,
0.041349586099386215,
-0.03869382664561272,
-0.029752900823950768,
0.016600603237748146,
-0.06706323474645615,
-0.005546248517930508
] | null | null | null | null | null | null | null |
[
0.03341303765773773,
0.051552914083004,
-0.0025160645600408316,
0.01892789453268051,
-0.03638431802392006,
-0.029010068625211716,
0.018141206353902817,
0.02103680744767189,
0.018090233206748962,
-0.02226322703063488,
-0.05094137415289879,
0.05290903151035309,
0.041749052703380585,
-0.09070633351802826,
0.03935110941529274,
0.017932357266545296,
0.1599559783935547,
-0.04553516209125519,
-0.07154756784439087,
0.025712482631206512,
0.05253005400300026,
-0.050466541200876236,
-0.02785051241517067,
-0.036186084151268005,
0.09063636511564255,
-0.14819690585136414,
0.008299010805785656,
0.07255736738443375,
-0.02199588529765606,
-0.011789396405220032,
-0.04308786615729332,
0.0746617242693901,
-0.008886546827852726,
-0.04042463004589081,
-0.019185872748494148,
-0.041897982358932495,
-0.0020129175391048193,
0.03436271846294403,
0.11315429955720901,
0.03554287552833557,
-0.018786871805787086,
0.03049176000058651,
-0.0492892749607563,
0.0775408148765564,
-0.06301676481962204,
-0.049881462007761,
0.02383435145020485,
-0.030082158744335175,
-0.004684268031269312,
-0.0946766659617424,
0.07366668432950974,
0.02743718959391117,
-0.023456580936908722,
0.09364050626754761,
0.034694869071245193,
0.008005094714462757,
-0.09437370300292969,
-0.029318949207663536,
0.0700930804014206,
0.08603876084089279,
0.0037435048725456,
-0.021512474864721298,
-0.04408293589949608,
0.05604724586009979,
-0.057542674243450165,
-0.05314777418971062,
0.021677155047655106,
0.0624447725713253,
-0.031561966985464096,
-0.008220545947551727,
-0.015409857966005802,
0.018157511949539185,
0.0036813251208513975,
0.06274876743555069,
0.07207532972097397,
0.08200899511575699,
-0.04938891530036926,
-0.014085667207837105,
0.058946799486875534,
0.00002667032094905153,
0.02095547877252102,
0.08985532820224762,
0.02031731978058815,
-0.12140614539384842,
0.028820762410759926,
-0.035623569041490555,
-0.0269282516092062,
0.11220968514680862,
-0.01086654607206583,
-0.06164851039648056,
-0.014200285077095032,
0.10764849931001663,
-0.010071651078760624,
0.04957698658108711,
-0.04344574362039566,
-0.025824422016739845,
-0.015600576996803284,
-0.0754028931260109,
-0.016218110918998718,
0.044090934097766876,
0.043913334608078,
-0.029747208580374718,
0.09416449069976807,
0.03723226487636566,
0.046362657099962234,
0.013254490680992603,
0.09426701068878174,
0.06234482675790787,
0.022123543545603752,
0.018168188631534576,
-0.012160579673945904,
0.033997487276792526,
-0.06201877444982529,
0.05524536967277527,
-0.10518883168697357,
0.05992225557565689,
0.05181162431836128,
0.005035506561398506,
0.08509287983179092,
0.028744742274284363,
-0.018980087712407112,
-0.05044471099972725,
0.010003272444009781,
0.00008841570524964482,
-0.010573252104222775,
0.013346279039978981,
-0.078254334628582,
-2.1743400023778095e-33,
-0.058741047978401184,
0.06613069772720337,
-0.05230889469385147,
0.026296323165297508,
0.05792081356048584,
-0.04806404933333397,
-0.043596893548965454,
-0.07567145675420761,
0.02958209253847599,
0.00794968381524086,
-0.012710724957287312,
0.07395831495523453,
-0.06916986405849457,
-0.00506683299317956,
0.05294197425246239,
0.0018245140090584755,
-0.027495115995407104,
-0.0430317260324955,
-0.005277663003653288,
-0.013095211237668991,
-0.04889962449669838,
-0.05969850346446037,
0.0028826866764575243,
0.01219577994197607,
-0.002988846506923437,
0.02568547986447811,
0.030521314591169357,
-0.11378783732652664,
0.06015719473361969,
0.07082570344209671,
0.05451757833361626,
0.008145884610712528,
0.051727719604969025,
0.019845131784677505,
0.04728053882718086,
0.04925226792693138,
0.020247705280780792,
-0.013463896699249744,
-0.010122234001755714,
-0.06250407546758652,
-0.1206405758857727,
-0.014425020664930344,
-0.039980169385671616,
-0.092096708714962,
-0.042252928018569946,
-0.134720578789711,
-0.02499677799642086,
0.0283164344727993,
-0.02844138815999031,
-0.004450666252523661,
0.012259434908628464,
-0.04427846893668175,
-0.027825191617012024,
0.006733903661370277,
0.041098278015851974,
0.10436926037073135,
0.0020181795116513968,
0.011687393300235271,
0.03127680718898773,
0.08528782427310944,
-0.040041614323854446,
-0.018240531906485558,
0.005875549744814634,
0.10290539264678955,
0.030791422352194786,
0.005156586412340403,
-0.1065593883395195,
0.02642679400742054,
0.0038565874565392733,
0.05823129042983055,
0.05123240873217583,
0.002242275048047304,
0.016763318330049515,
-0.06447865068912506,
0.025334473699331284,
-0.01735287345945835,
-0.06449657678604126,
-0.02596338838338852,
-0.09661445766687393,
0.06827285140752792,
0.0189132709056139,
-0.04919518530368805,
-0.06175209581851959,
-0.03699946030974388,
-0.03980499878525734,
-0.05573141202330589,
-0.05676501244306564,
0.00525480043143034,
-0.10601232200860977,
0.0996396541595459,
-0.00251880194991827,
0.011528157629072666,
-0.04887232556939125,
-0.015429181978106499,
-0.02245044894516468,
-6.040901743896718e-34,
-0.0315348319709301,
0.1214190423488617,
0.031571291387081146,
-0.07013869285583496,
-0.015972783789038658,
-0.007818657904863358,
0.07260921597480774,
-0.011215080507099628,
-0.019060825929045677,
0.00983161199837923,
-0.01132576446980238,
0.04102322831749916,
-0.032788537442684174,
0.014269745908677578,
0.0030113805551081896,
-0.05436984822154045,
0.02090148627758026,
0.017093786969780922,
-0.013506600633263588,
-0.005673271603882313,
-0.041318461298942566,
-0.03932172805070877,
0.012331710197031498,
0.02491489239037037,
0.04646771028637886,
-0.026650119572877884,
-0.13054679334163666,
0.03447165712714195,
-0.0013776161940768361,
-0.011700100265443325,
-0.05503285676240921,
-0.04116223379969597,
0.028798580169677734,
0.03043043613433838,
0.10573986917734146,
0.0056803468614816666,
0.06690016388893127,
0.11216522753238678,
0.036667369306087494,
-0.03984294459223747,
0.07738475501537323,
-0.08628463745117188,
-0.030276494100689888,
-0.06393713504076004,
0.0049589853733778,
0.038751572370529175,
-0.012777444906532764,
0.02169870026409626,
-0.02686360292136669,
-0.08717614412307739,
0.0660344585776329,
-0.05233880877494812,
-0.04271508380770683,
0.049134962260723114,
-0.02886119671165943,
0.02109667658805847,
0.10433871299028397,
0.011046460829675198,
0.01906154677271843,
0.016106706112623215,
-0.005621723365038633,
-0.04140281677246094,
0.0020492421463131905,
-0.00607363972812891,
-0.016286995261907578,
-0.0033875792287290096,
0.0006035350379534066,
-0.03043305315077305,
0.009145589545369148,
0.14562386274337769,
-0.05357111617922783,
0.027531780302524567,
-0.037305839359760284,
-0.09671305865049362,
-0.0345873162150383,
0.08864878118038177,
-0.07386458665132523,
-0.048935577273368835,
-0.07495377957820892,
0.024195389822125435,
-0.008548484183847904,
0.02284025400876999,
-0.05575544759631157,
-0.04242898151278496,
0.05838918685913086,
-0.032187752425670624,
0.05004178360104561,
-0.0091315358877182,
-0.05185474082827568,
-0.04672018811106682,
0.0032062355894595385,
0.07426904141902924,
-0.031606804579496384,
-0.01706402562558651,
-0.07612115144729614,
-3.929766023702541e-8,
0.039034076035022736,
0.003867531893774867,
0.00936248991638422,
-0.05945676937699318,
0.018756218254566193,
-0.014896378852427006,
-0.00880944263190031,
-0.05822305753827095,
0.02330816723406315,
0.05584182217717171,
0.027864225208759308,
0.009490767493844032,
0.021964704617857933,
0.053430914878845215,
-0.02676003985106945,
-0.01271848101168871,
-0.0473916232585907,
-0.09849770367145538,
0.04168226569890976,
0.012131260707974434,
-0.07463114708662033,
0.040978312492370605,
0.04431740194559097,
0.05562327802181244,
-0.002404280938208103,
0.02556491643190384,
-0.08874943852424622,
-0.034843508154153824,
0.073188915848732,
0.007084377110004425,
0.04369131848216057,
0.025996604934334755,
-0.08554966747760773,
0.07267697900533676,
-0.08855171501636505,
0.0446857251226902,
-0.018498899415135384,
-0.02798980288207531,
0.0030820327810943127,
0.02097620628774166,
0.0662771537899971,
-0.015338406898081303,
0.04434281960129738,
0.030906246975064278,
0.03218181058764458,
0.0025118025951087475,
0.004930306226015091,
0.03827795013785362,
-0.017400790005922318,
0.0002918336249422282,
-0.03248438239097595,
0.035220272839069366,
-0.08593188226222992,
-0.09095237404108047,
-0.02617890015244484,
-0.03685183823108673,
0.056500136852264404,
-0.04235392436385155,
0.041349586099386215,
-0.03869382664561272,
-0.029752900823950768,
0.016600603237748146,
-0.06706323474645615,
-0.005546248517930508
] |
1401.5559
|
Norazira A Jalil
|
Nuzulha Khilwani Ibrahim, Emaliana Kasmuri, Norazira A Jalil, Mohd
Adili Norasikin, Sazilah Salam, Mohamad Riduwan Md Nawawi
|
License Plate Recognition (LPR): A Review with Experiments for Malaysia
Case Study
| null | null |
10.7321/jscse.v3.n3.15
| null |
cs.CV
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Most vehicle license plate recognition use neural network techniques to
enhance its computing capability. The image of the vehicle license plate is
captured and processed to produce a textual output for further processing. This
paper reviews image processing and neural network techniques applied at
different stages which are preprocessing, filtering, feature extraction,
segmentation and recognition in such way to remove the noise of the image, to
enhance the image quality and to expedite the computing process by converting
the characters in the image into respective text. An exemplar experiment has
been done in MATLAB to show the basic process of the image processing
especially for license plate in Malaysia case study. An algorithm is adapted
into the solution for parking management system. The solution then is
implemented as proof of concept to the algorithm.
|
[
{
"created": "Wed, 22 Jan 2014 05:39:41 GMT",
"version": "v1"
}
] |
2014-01-23
|
[
[
"Ibrahim",
"Nuzulha Khilwani",
""
],
[
"Kasmuri",
"Emaliana",
""
],
[
"Jalil",
"Norazira A",
""
],
[
"Norasikin",
"Mohd Adili",
""
],
[
"Salam",
"Sazilah",
""
],
[
"Nawawi",
"Mohamad Riduwan Md",
""
]
] |
[
-0.03491734340786934,
0.10368604212999344,
-0.0233076810836792,
-0.10766194760799408,
-0.03092898055911064,
0.022589998319745064,
0.05551427975296974,
0.019228890538215637,
0.019127696752548218,
-0.090184785425663,
0.02778874896466732,
0.06494633853435516,
0.06924116611480713,
0.022519756108522415,
-0.0801621675491333,
-0.0007686793687753379,
0.011684552766382694,
0.03286999091506004,
-0.028967905789613724,
-0.03652438521385193,
0.014365573413670063,
-0.03510836139321327,
0.011869801208376884,
-0.07270938158035278,
-0.038237497210502625,
0.11653072386980057,
-0.0285751111805439,
0.046370729804039,
0.01809609867632389,
0.023605763912200928,
0.04396948218345642,
-0.010958099737763405,
0.1331305205821991,
0.006699554156512022,
-0.024829579517245293,
-0.0016996104968711734,
-0.037356626242399216,
0.03861307352781296,
0.03263317421078682,
-0.03799761086702347,
-0.0006541225011460483,
-0.053239017724990845,
-0.015073847025632858,
-0.06572426110506058,
0.16839393973350525,
0.07358542829751968,
0.011722825467586517,
0.01752331666648388,
0.04121699556708336,
-0.028162943199276924,
-0.042628318071365356,
0.0602818988263607,
-0.001441681175492704,
-0.02999533899128437,
-0.0011347781401127577,
0.022299574688076973,
-0.01804124191403389,
0.0153658427298069,
-0.08362840116024017,
-0.006141765043139458,
0.027702130377292633,
0.06589484959840775,
0.0100358622148633,
0.00954285729676485,
0.04486817494034767,
0.0028296976815909147,
0.016384772956371307,
-0.03442162275314331,
-0.013959188014268875,
-0.07614754140377045,
0.08365991711616516,
0.10969821363687515,
0.028550367802381516,
0.01934489980340004,
-0.09030719101428986,
0.02291823923587799,
0.03458888456225395,
0.009379115886986256,
0.03228030726313591,
-0.04872175306081772,
-0.004294594284147024,
0.0003452807723078877,
0.08086144924163818,
0.0017192201921716332,
-0.005182838533073664,
-0.017128873616456985,
-0.06673797219991684,
0.05604824423789978,
-0.03522481024265289,
0.07800378650426865,
0.022468896582722664,
0.0009348636376671493,
0.033974092453718185,
-0.05907275527715683,
-0.01190298143774271,
0.05644651874899864,
-0.03836303949356079,
-0.022203806787729263,
-0.012822693213820457,
0.08280719816684723,
0.0028989771381020546,
-0.04184819012880325,
0.050933837890625,
-0.024015456438064575,
0.04679988697171211,
0.1396007537841797,
0.08854172378778458,
0.016919896006584167,
0.08512961119413376,
-0.09745482355356216,
0.022302880883216858,
-0.0657900720834732,
-0.09219232201576233,
-0.09121883660554886,
-0.03059321455657482,
-0.022932112216949463,
0.0027991211973130703,
0.0036433888599276543,
-0.020978134125471115,
0.030525781214237213,
-0.07571545243263245,
-0.06708848476409912,
-0.057153426110744476,
-0.0017036421922966838,
0.0034778232220560312,
-0.0010202619014307857,
0.009677720256149769,
-1.0526997313769951e-33,
-0.14848077297210693,
-0.038896795362234116,
-0.004860876128077507,
-0.07758521288633347,
0.020616505295038223,
0.021977484226226807,
-0.03377851843833923,
0.0018169197719544172,
0.054654400795698166,
-0.027147676795721054,
0.010252359323203564,
-0.09179416298866272,
0.041070740669965744,
0.006939619779586792,
0.015561206266283989,
-0.05490930378437042,
-0.0033211742993444204,
-0.03505716100335121,
0.0026405109092593193,
-0.019736047834157944,
-0.02664458192884922,
-0.043568920344114304,
0.1291256994009018,
0.01902349665760994,
-0.03409465774893761,
0.056268926709890366,
0.06017127260565758,
-0.027163540944457054,
0.08183330297470093,
-0.011359849013388157,
0.036165278404951096,
0.025574645027518272,
0.01773015223443508,
0.004889831878244877,
-0.008109824731945992,
-0.025988254696130753,
-0.01754710264503956,
0.007912308908998966,
0.046889618039131165,
-0.007592123933136463,
0.015609479509294033,
-0.04392528533935547,
-0.050317343324422836,
-0.0012353617930784822,
-0.05232298746705055,
0.07404520362615585,
0.07468186318874359,
0.0066419970244169235,
0.017056209966540337,
0.060414377599954605,
0.010776152834296227,
-0.03667664900422096,
-0.002608085982501507,
-0.00408908911049366,
-0.0285398717969656,
0.05303387716412544,
0.020683960989117622,
0.025871161371469498,
-0.040654972195625305,
0.0000030609835448558442,
-0.06638209521770477,
0.039821017533540726,
-0.0012865879107266665,
0.033293742686510086,
0.025406546890735626,
-0.08873551338911057,
0.012142443098127842,
-0.045388296246528625,
-0.0480678491294384,
-0.009682786650955677,
0.05990651994943619,
0.02262987568974495,
-0.007522352505475283,
0.009046296589076519,
-0.023178329691290855,
0.02220207266509533,
0.009989590384066105,
0.02533920854330063,
-0.09683306515216827,
0.04830523952841759,
-0.0968022346496582,
0.08178441226482391,
0.02748369798064232,
-0.09008590131998062,
0.011999343521893024,
0.11151645332574844,
0.10443329066038132,
0.005084221716970205,
0.10854057967662811,
0.0015299094375222921,
-0.04878360033035278,
0.03892514482140541,
-0.03265947476029396,
0.0040105776861310005,
0.06986365467309952,
4.815562300002238e-34,
0.008951014839112759,
0.05551936849951744,
-0.03549352288246155,
-0.03457152843475342,
-0.015276551246643066,
0.03410952910780907,
-0.036519795656204224,
0.012189455330371857,
-0.05753931403160095,
0.046317897737026215,
-0.020841438323259354,
0.0370977558195591,
-0.047607436776161194,
-0.025497660040855408,
-0.011876869946718216,
-0.03665979206562042,
0.0028425059281289577,
-0.013926837593317032,
-0.02177688665688038,
0.033356040716171265,
-0.01996723935008049,
0.0862865224480629,
-0.03230619430541992,
0.05312217399477959,
-0.030348151922225952,
-0.016962498426437378,
-0.016755256801843643,
0.026091504842042923,
0.025657566264271736,
-0.011851711198687553,
-0.05395457148551941,
-0.04706757888197899,
-0.006662260740995407,
0.05739877000451088,
0.038749922066926956,
-0.01874251291155815,
0.03297415375709534,
-0.043640296906232834,
0.00035535989445634186,
0.016786640509963036,
0.0027791934553533792,
0.02402055636048317,
-0.05495113134384155,
-0.0625285804271698,
-0.0520751029253006,
-0.04335841163992882,
-0.026128435507416725,
0.040777429938316345,
-0.032075364142656326,
0.06663035601377487,
-0.029362427070736885,
-0.021595628932118416,
-0.08410570025444031,
0.023553665727376938,
-0.001771578099578619,
0.05336780846118927,
0.004985584411770105,
0.06330588459968567,
0.035819124430418015,
0.022190460935235023,
-0.0003685761766973883,
-0.02850251831114292,
0.04172048717737198,
-0.04930230230093002,
0.0452553816139698,
-0.046624556183815,
-0.004868473391979933,
0.034067049622535706,
-0.054515160620212555,
-0.03764893859624863,
-0.009752933867275715,
0.002660438185557723,
0.018189122900366783,
0.08124715089797974,
-0.06480638682842255,
-0.01961306482553482,
0.006783565506339073,
0.004091778304427862,
-0.0036549957003444433,
-0.09015128761529922,
0.028727436438202858,
-0.07312435656785965,
0.00825404841452837,
0.10344675928354263,
0.027621755376458168,
0.025783596560359,
-0.02056722342967987,
-0.1512061208486557,
0.08066912740468979,
0.0045693414285779,
-0.03342616185545921,
0.07761645317077637,
0.02956416830420494,
0.056814953684806824,
-0.08621616661548615,
-3.573422091562861e-8,
0.0003355824446771294,
-0.08989957720041275,
-0.06702522933483124,
-0.06732599437236786,
-0.011941426433622837,
-0.029113145545125008,
0.009272212162613869,
-0.010350634343922138,
-0.07074335217475891,
-0.13225337862968445,
0.09726681560277939,
-0.09969617426395416,
-0.12159296870231628,
-0.02109178528189659,
-0.03707946464419365,
0.007908531464636326,
0.033977072685956955,
0.004039120394736528,
0.02350897528231144,
-0.051227692514657974,
0.02679242379963398,
-0.014213006012141705,
-0.009851272217929363,
0.05254751443862915,
-0.021720565855503082,
-0.04334046691656113,
-0.046578455716371536,
-0.031219953671097755,
0.03904648497700691,
-0.07581329345703125,
0.05939198285341263,
0.034245751798152924,
0.07930757105350494,
0.00928697269409895,
0.20611806213855743,
-0.007432908751070499,
0.0368460975587368,
0.008085577748715878,
-0.06362630426883698,
0.036745183169841766,
0.06816482543945312,
0.03731114789843559,
-0.023348825052380562,
-0.03833756595849991,
0.009012006223201752,
-0.01795160584151745,
0.11196641623973846,
-0.0747605636715889,
0.023901183158159256,
-0.02333821915090084,
0.04469691589474678,
-0.0019489569822326303,
-0.06848898530006409,
0.002458010334521532,
-0.016956951469182968,
-0.08251722902059555,
0.07862035930156708,
-0.05270863696932793,
0.03226688131690025,
0.10526248067617416,
-0.030272748321294785,
0.09511443227529526,
0.012202353216707706,
-0.07187027484178543
] | null | null | null | null | null | null | null |
[
-0.03491734340786934,
0.10368604212999344,
-0.0233076810836792,
-0.10766194760799408,
-0.03092898055911064,
0.022589998319745064,
0.05551427975296974,
0.019228890538215637,
0.019127696752548218,
-0.090184785425663,
0.02778874896466732,
0.06494633853435516,
0.06924116611480713,
0.022519756108522415,
-0.0801621675491333,
-0.0007686793687753379,
0.011684552766382694,
0.03286999091506004,
-0.028967905789613724,
-0.03652438521385193,
0.014365573413670063,
-0.03510836139321327,
0.011869801208376884,
-0.07270938158035278,
-0.038237497210502625,
0.11653072386980057,
-0.0285751111805439,
0.046370729804039,
0.01809609867632389,
0.023605763912200928,
0.04396948218345642,
-0.010958099737763405,
0.1331305205821991,
0.006699554156512022,
-0.024829579517245293,
-0.0016996104968711734,
-0.037356626242399216,
0.03861307352781296,
0.03263317421078682,
-0.03799761086702347,
-0.0006541225011460483,
-0.053239017724990845,
-0.015073847025632858,
-0.06572426110506058,
0.16839393973350525,
0.07358542829751968,
0.011722825467586517,
0.01752331666648388,
0.04121699556708336,
-0.028162943199276924,
-0.042628318071365356,
0.0602818988263607,
-0.001441681175492704,
-0.02999533899128437,
-0.0011347781401127577,
0.022299574688076973,
-0.01804124191403389,
0.0153658427298069,
-0.08362840116024017,
-0.006141765043139458,
0.027702130377292633,
0.06589484959840775,
0.0100358622148633,
0.00954285729676485,
0.04486817494034767,
0.0028296976815909147,
0.016384772956371307,
-0.03442162275314331,
-0.013959188014268875,
-0.07614754140377045,
0.08365991711616516,
0.10969821363687515,
0.028550367802381516,
0.01934489980340004,
-0.09030719101428986,
0.02291823923587799,
0.03458888456225395,
0.009379115886986256,
0.03228030726313591,
-0.04872175306081772,
-0.004294594284147024,
0.0003452807723078877,
0.08086144924163818,
0.0017192201921716332,
-0.005182838533073664,
-0.017128873616456985,
-0.06673797219991684,
0.05604824423789978,
-0.03522481024265289,
0.07800378650426865,
0.022468896582722664,
0.0009348636376671493,
0.033974092453718185,
-0.05907275527715683,
-0.01190298143774271,
0.05644651874899864,
-0.03836303949356079,
-0.022203806787729263,
-0.012822693213820457,
0.08280719816684723,
0.0028989771381020546,
-0.04184819012880325,
0.050933837890625,
-0.024015456438064575,
0.04679988697171211,
0.1396007537841797,
0.08854172378778458,
0.016919896006584167,
0.08512961119413376,
-0.09745482355356216,
0.022302880883216858,
-0.0657900720834732,
-0.09219232201576233,
-0.09121883660554886,
-0.03059321455657482,
-0.022932112216949463,
0.0027991211973130703,
0.0036433888599276543,
-0.020978134125471115,
0.030525781214237213,
-0.07571545243263245,
-0.06708848476409912,
-0.057153426110744476,
-0.0017036421922966838,
0.0034778232220560312,
-0.0010202619014307857,
0.009677720256149769,
-1.0526997313769951e-33,
-0.14848077297210693,
-0.038896795362234116,
-0.004860876128077507,
-0.07758521288633347,
0.020616505295038223,
0.021977484226226807,
-0.03377851843833923,
0.0018169197719544172,
0.054654400795698166,
-0.027147676795721054,
0.010252359323203564,
-0.09179416298866272,
0.041070740669965744,
0.006939619779586792,
0.015561206266283989,
-0.05490930378437042,
-0.0033211742993444204,
-0.03505716100335121,
0.0026405109092593193,
-0.019736047834157944,
-0.02664458192884922,
-0.043568920344114304,
0.1291256994009018,
0.01902349665760994,
-0.03409465774893761,
0.056268926709890366,
0.06017127260565758,
-0.027163540944457054,
0.08183330297470093,
-0.011359849013388157,
0.036165278404951096,
0.025574645027518272,
0.01773015223443508,
0.004889831878244877,
-0.008109824731945992,
-0.025988254696130753,
-0.01754710264503956,
0.007912308908998966,
0.046889618039131165,
-0.007592123933136463,
0.015609479509294033,
-0.04392528533935547,
-0.050317343324422836,
-0.0012353617930784822,
-0.05232298746705055,
0.07404520362615585,
0.07468186318874359,
0.0066419970244169235,
0.017056209966540337,
0.060414377599954605,
0.010776152834296227,
-0.03667664900422096,
-0.002608085982501507,
-0.00408908911049366,
-0.0285398717969656,
0.05303387716412544,
0.020683960989117622,
0.025871161371469498,
-0.040654972195625305,
0.0000030609835448558442,
-0.06638209521770477,
0.039821017533540726,
-0.0012865879107266665,
0.033293742686510086,
0.025406546890735626,
-0.08873551338911057,
0.012142443098127842,
-0.045388296246528625,
-0.0480678491294384,
-0.009682786650955677,
0.05990651994943619,
0.02262987568974495,
-0.007522352505475283,
0.009046296589076519,
-0.023178329691290855,
0.02220207266509533,
0.009989590384066105,
0.02533920854330063,
-0.09683306515216827,
0.04830523952841759,
-0.0968022346496582,
0.08178441226482391,
0.02748369798064232,
-0.09008590131998062,
0.011999343521893024,
0.11151645332574844,
0.10443329066038132,
0.005084221716970205,
0.10854057967662811,
0.0015299094375222921,
-0.04878360033035278,
0.03892514482140541,
-0.03265947476029396,
0.0040105776861310005,
0.06986365467309952,
4.815562300002238e-34,
0.008951014839112759,
0.05551936849951744,
-0.03549352288246155,
-0.03457152843475342,
-0.015276551246643066,
0.03410952910780907,
-0.036519795656204224,
0.012189455330371857,
-0.05753931403160095,
0.046317897737026215,
-0.020841438323259354,
0.0370977558195591,
-0.047607436776161194,
-0.025497660040855408,
-0.011876869946718216,
-0.03665979206562042,
0.0028425059281289577,
-0.013926837593317032,
-0.02177688665688038,
0.033356040716171265,
-0.01996723935008049,
0.0862865224480629,
-0.03230619430541992,
0.05312217399477959,
-0.030348151922225952,
-0.016962498426437378,
-0.016755256801843643,
0.026091504842042923,
0.025657566264271736,
-0.011851711198687553,
-0.05395457148551941,
-0.04706757888197899,
-0.006662260740995407,
0.05739877000451088,
0.038749922066926956,
-0.01874251291155815,
0.03297415375709534,
-0.043640296906232834,
0.00035535989445634186,
0.016786640509963036,
0.0027791934553533792,
0.02402055636048317,
-0.05495113134384155,
-0.0625285804271698,
-0.0520751029253006,
-0.04335841163992882,
-0.026128435507416725,
0.040777429938316345,
-0.032075364142656326,
0.06663035601377487,
-0.029362427070736885,
-0.021595628932118416,
-0.08410570025444031,
0.023553665727376938,
-0.001771578099578619,
0.05336780846118927,
0.004985584411770105,
0.06330588459968567,
0.035819124430418015,
0.022190460935235023,
-0.0003685761766973883,
-0.02850251831114292,
0.04172048717737198,
-0.04930230230093002,
0.0452553816139698,
-0.046624556183815,
-0.004868473391979933,
0.034067049622535706,
-0.054515160620212555,
-0.03764893859624863,
-0.009752933867275715,
0.002660438185557723,
0.018189122900366783,
0.08124715089797974,
-0.06480638682842255,
-0.01961306482553482,
0.006783565506339073,
0.004091778304427862,
-0.0036549957003444433,
-0.09015128761529922,
0.028727436438202858,
-0.07312435656785965,
0.00825404841452837,
0.10344675928354263,
0.027621755376458168,
0.025783596560359,
-0.02056722342967987,
-0.1512061208486557,
0.08066912740468979,
0.0045693414285779,
-0.03342616185545921,
0.07761645317077637,
0.02956416830420494,
0.056814953684806824,
-0.08621616661548615,
-3.573422091562861e-8,
0.0003355824446771294,
-0.08989957720041275,
-0.06702522933483124,
-0.06732599437236786,
-0.011941426433622837,
-0.029113145545125008,
0.009272212162613869,
-0.010350634343922138,
-0.07074335217475891,
-0.13225337862968445,
0.09726681560277939,
-0.09969617426395416,
-0.12159296870231628,
-0.02109178528189659,
-0.03707946464419365,
0.007908531464636326,
0.033977072685956955,
0.004039120394736528,
0.02350897528231144,
-0.051227692514657974,
0.02679242379963398,
-0.014213006012141705,
-0.009851272217929363,
0.05254751443862915,
-0.021720565855503082,
-0.04334046691656113,
-0.046578455716371536,
-0.031219953671097755,
0.03904648497700691,
-0.07581329345703125,
0.05939198285341263,
0.034245751798152924,
0.07930757105350494,
0.00928697269409895,
0.20611806213855743,
-0.007432908751070499,
0.0368460975587368,
0.008085577748715878,
-0.06362630426883698,
0.036745183169841766,
0.06816482543945312,
0.03731114789843559,
-0.023348825052380562,
-0.03833756595849991,
0.009012006223201752,
-0.01795160584151745,
0.11196641623973846,
-0.0747605636715889,
0.023901183158159256,
-0.02333821915090084,
0.04469691589474678,
-0.0019489569822326303,
-0.06848898530006409,
0.002458010334521532,
-0.016956951469182968,
-0.08251722902059555,
0.07862035930156708,
-0.05270863696932793,
0.03226688131690025,
0.10526248067617416,
-0.030272748321294785,
0.09511443227529526,
0.012202353216707706,
-0.07187027484178543
] |
1401.5561
|
Umamaheswari Ganesh
|
C.P.Sumathi (1), T.Santanam (2) and G.Umamaheswari (1) ((1) Department
of Computer Science, SDNB Vaishnav College For Women, Chennai, India. (2)
Department of Computer Science, DG Vaishnav College For Men, Chennai, India)
|
A Study of Various Steganographic Techniques Used for Information Hiding
|
17 Pages, International Journal of Computer Science & Engineering
Survey (IJCSES) Vol.4, No.6, December 2013
| null | null | null |
cs.MM
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Steganography derives from the Greek word steganos, meaning covered or
secret, and graphy (writing or drawing). Steganography is a technology where
modern data compression, information theory, spread spectrum, and cryptography
technologies are brought together to satisfy the need for privacy on the
Internet. This paper is an attempt to analyse the various techniques used in
steganography and to identify areas in which this technique can be applied, so
that the human race can be benefited at large.
|
[
{
"created": "Wed, 22 Jan 2014 05:58:55 GMT",
"version": "v1"
}
] |
2014-01-23
|
[
[
"Sumathi",
"C. P.",
""
],
[
"Santanam",
"T.",
""
],
[
"Umamaheswari",
"G.",
""
]
] |
[
-0.003842645790427923,
0.09020643681287766,
-0.04777785390615463,
-0.02198711596429348,
0.00840956810861826,
-0.013790867291390896,
0.0074681504629552364,
-0.06288645416498184,
-0.007552784867584705,
-0.03159066289663315,
0.034529540687799454,
0.1067098006606102,
0.08795265108346939,
-0.07613293081521988,
-0.03987114503979683,
-0.06437760591506958,
-0.028995834290981293,
0.007903613150119781,
-0.018130522221326828,
-0.12839974462985992,
0.056786637753248215,
-0.0943339467048645,
-0.02584938332438469,
-0.08026179671287537,
0.0988675132393837,
0.02931041829288006,
0.020429834723472595,
-0.032836176455020905,
0.01578447036445141,
-0.01794426701962948,
0.08248848468065262,
-0.0557926706969738,
0.10786725580692291,
-0.000784620875492692,
-0.04450836405158043,
0.02917870692908764,
0.020239071920514107,
0.02762504294514656,
0.036029085516929626,
0.05757465586066246,
-0.05090084671974182,
-0.0395851768553257,
-0.028099367395043373,
0.04914276301860809,
0.01611717790365219,
0.059529777616262436,
-0.07351335883140564,
0.06238490343093872,
-0.050307366997003555,
-0.05034078657627106,
0.04623084142804146,
-0.05969492346048355,
-0.08594901859760284,
-0.0008156613912433386,
-0.05998817831277847,
-0.1425071805715561,
-0.024807939305901527,
-0.05472765117883682,
-0.0212827380746603,
0.03450516238808632,
0.04511318355798721,
0.06931968033313751,
0.018617726862430573,
0.06920816749334335,
-0.03858653083443642,
0.03623529523611069,
0.04148983210325241,
0.01013775635510683,
0.05771620199084282,
-0.00654279999434948,
-0.006063646636903286,
0.02760222740471363,
-0.16075937449932098,
0.003697955282405019,
0.0027719740755856037,
0.012961921282112598,
-0.007964039221405983,
-0.018931681290268898,
-0.031302642077207565,
-0.0747629702091217,
0.07653459906578064,
-0.0303764957934618,
0.01803516037762165,
0.025631548836827278,
0.04027892276644707,
0.04681205749511719,
-0.0419669933617115,
-0.102610744535923,
-0.017275406047701836,
-0.00023550588230136782,
-0.052089691162109375,
0.013977544382214546,
0.0065177432261407375,
0.04969200864434242,
-0.0207316055893898,
-0.03942925110459328,
0.0011824262328445911,
0.10516561567783356,
-0.041056450456380844,
0.017578735947608948,
0.017038214951753616,
-0.06666478514671326,
0.005764825735241175,
-0.005847619846463203,
0.051727261394262314,
0.023733293637633324,
0.01429812889546156,
-0.006231643259525299,
0.03691139444708824,
0.04977067932486534,
-0.04791266471147537,
0.017033562064170837,
-0.07851342111825943,
-0.047121476382017136,
0.03365066275000572,
-0.0353710912168026,
-0.0073247370310127735,
0.06779022514820099,
-0.01868383400142193,
0.05627903342247009,
0.04018635302782059,
0.032539982348680496,
-0.02214689925312996,
-0.05747738108038902,
0.008151834830641747,
-0.03539334237575531,
-0.01775749772787094,
-6.301900979042614e-34,
-0.021093426272273064,
-0.0010085582034662366,
-0.06636732071638107,
0.010749664157629013,
-0.001182827283628285,
0.04823780804872513,
-0.010097186081111431,
-0.03622659295797348,
0.041506875306367874,
0.06964100152254105,
0.033522650599479675,
0.03903433680534363,
0.006721265614032745,
0.10914742201566696,
0.033304762095212936,
0.04760138690471649,
0.060061659663915634,
0.001445844187401235,
0.038305219262838364,
-0.09495718032121658,
0.02834993042051792,
-0.0071884808130562305,
0.05290520563721657,
0.03968798369169235,
0.03176083043217659,
0.006633874494582415,
0.013270760886371136,
-0.060866426676511765,
0.05297251418232918,
0.0488436296582222,
-0.05284363776445389,
0.010509589686989784,
-0.02752799540758133,
-0.07162225246429443,
0.02597811259329319,
-0.01964198239147663,
0.04655342549085617,
-0.0943131074309349,
0.04996960982680321,
0.05860503390431404,
-0.03607284277677536,
-0.04533534124493599,
-0.034965526312589645,
-0.09048312902450562,
-0.02604723908007145,
0.11131583154201508,
-0.03449862450361252,
-0.0013711259234696627,
0.020212041214108467,
0.05143026262521744,
-0.028692033141851425,
0.0017366879619657993,
-0.05928073078393936,
0.07241503894329071,
-0.01333592738956213,
0.0075484346598386765,
0.07739687711000443,
-0.0602947436273098,
0.0019594160839915276,
0.02015863172709942,
-0.005371830426156521,
0.07383497059345245,
0.011192944832146168,
0.016781216487288475,
-0.0642729103565216,
-0.010157662443816662,
0.02450786903500557,
-0.0766751691699028,
-0.045562710613012314,
0.0009377606911584735,
-0.05191672593355179,
0.019580455496907234,
0.009663528762757778,
0.02855256386101246,
-0.1316121220588684,
-0.002602392341941595,
0.012119840830564499,
0.058297619223594666,
-0.006485661957412958,
-0.015131673775613308,
-0.09808026999235153,
-0.0765245333313942,
-0.0024618583265691996,
-0.05197694152593613,
-0.07479208707809448,
0.03122587502002716,
0.033737700432538986,
0.01726282201707363,
0.015376350842416286,
0.060796841979026794,
-0.03394419699907303,
0.02515137754380703,
-0.012500465847551823,
-0.008374402299523354,
-0.021841220557689667,
-1.5358025629680156e-33,
-0.13266180455684662,
0.08749478310346603,
-0.029113659635186195,
0.032916583120822906,
-0.014498062431812286,
-0.06707170605659485,
0.010496292263269424,
0.031985487788915634,
0.06948895007371902,
0.06792575120925903,
-0.10074503719806671,
-0.010223670862615108,
-0.030162949115037918,
-0.047786496579647064,
0.004694046452641487,
-0.0017231018282473087,
0.06663791835308075,
0.05091744288802147,
-0.141129732131958,
0.014845987781882286,
-0.06363315880298615,
-0.003937175031751394,
-0.04247931018471718,
0.03276313096284866,
0.173390731215477,
-0.012545580044388771,
0.03615466132760048,
-0.03728826344013214,
0.09047136455774307,
0.038642674684524536,
-0.040454793721437454,
0.008337648585438728,
0.04791265353560448,
-0.07590513676404953,
-0.05118735134601593,
-0.020905623212456703,
0.11284291744232178,
0.06610102206468582,
0.03554987534880638,
-0.01870592311024666,
0.015187829732894897,
0.05754883959889412,
-0.05064898356795311,
-0.03962184861302376,
-0.06632808595895767,
0.03766355291008949,
-0.09768082946538925,
0.07858847081661224,
0.006233377382159233,
0.03401029855012894,
0.10990402847528458,
-0.03683261573314667,
0.029235973954200745,
-0.0149306058883667,
-0.014014498330652714,
-0.0226410124450922,
-0.007160549517720938,
0.02043338492512703,
0.03177119418978691,
0.028883077204227448,
0.032346826046705246,
-0.014460775069892406,
-0.04466451331973076,
-0.029189569875597954,
-0.0002101712889270857,
-0.0013333521783351898,
-0.016608290374279022,
-0.015380816534161568,
-0.09410369396209717,
0.05267966166138649,
0.08095987886190414,
-0.03465193510055542,
-0.006384010426700115,
0.03806668892502785,
0.027528654783964157,
0.01935669407248497,
-0.0435391440987587,
0.03721049055457115,
-0.026515653356909752,
0.0633857324719429,
0.0863683745265007,
-0.044986430555582047,
-0.028005339205265045,
0.018694378435611725,
0.04255210608243942,
0.03032841719686985,
0.01308980118483305,
-0.022409316152334213,
-0.05269012600183487,
-0.04474671185016632,
-0.0008638897561468184,
0.011706997640430927,
-0.10080023854970932,
0.07356876879930496,
0.04815461486577988,
-3.6373133838196736e-8,
-0.014452297240495682,
-0.11147035658359528,
0.07308774441480637,
-0.07728487998247147,
-0.07706033438444138,
0.03236928582191467,
0.07756167650222778,
0.016552090644836426,
0.02181214466691017,
-0.04148024693131447,
0.10135587304830551,
0.0035000352654606104,
-0.032685622572898865,
-0.04041852056980133,
0.023680400103330612,
0.03625551238656044,
-0.07877736538648605,
-0.05781765282154083,
0.018341710790991783,
-0.037420596927404404,
0.004896251019090414,
-0.022639328613877296,
-0.05590430274605751,
-0.058557286858558655,
0.03323058784008026,
0.0017328310059383512,
-0.0020442905370146036,
0.05432133004069328,
-0.02679210714995861,
0.03519239276647568,
-0.032683007419109344,
-0.024764975532889366,
0.050920452922582626,
0.04415550455451012,
0.013506758958101273,
0.1036328375339508,
0.04935908690094948,
-0.041539955884218216,
-0.06183465197682381,
0.14378897845745087,
-0.004802142269909382,
-0.009661979041993618,
0.0029778864700347185,
0.011371116153895855,
-0.046807315200567245,
-0.02672083117067814,
0.13580141961574554,
0.03998412564396858,
-0.07505978643894196,
-0.01843269169330597,
-0.03824453800916672,
-0.03206588327884674,
0.0011890240712091327,
0.020342929288744926,
-0.011990082450211048,
-0.011657638475298882,
0.00026850312133319676,
0.024297285825014114,
0.041346073150634766,
0.05763724073767662,
0.005124400835484266,
0.032182201743125916,
0.03079868108034134,
0.012544828467071056
] | null | null | null | null | null | null | null |
[
-0.003842645790427923,
0.09020643681287766,
-0.04777785390615463,
-0.02198711596429348,
0.00840956810861826,
-0.013790867291390896,
0.0074681504629552364,
-0.06288645416498184,
-0.007552784867584705,
-0.03159066289663315,
0.034529540687799454,
0.1067098006606102,
0.08795265108346939,
-0.07613293081521988,
-0.03987114503979683,
-0.06437760591506958,
-0.028995834290981293,
0.007903613150119781,
-0.018130522221326828,
-0.12839974462985992,
0.056786637753248215,
-0.0943339467048645,
-0.02584938332438469,
-0.08026179671287537,
0.0988675132393837,
0.02931041829288006,
0.020429834723472595,
-0.032836176455020905,
0.01578447036445141,
-0.01794426701962948,
0.08248848468065262,
-0.0557926706969738,
0.10786725580692291,
-0.000784620875492692,
-0.04450836405158043,
0.02917870692908764,
0.020239071920514107,
0.02762504294514656,
0.036029085516929626,
0.05757465586066246,
-0.05090084671974182,
-0.0395851768553257,
-0.028099367395043373,
0.04914276301860809,
0.01611717790365219,
0.059529777616262436,
-0.07351335883140564,
0.06238490343093872,
-0.050307366997003555,
-0.05034078657627106,
0.04623084142804146,
-0.05969492346048355,
-0.08594901859760284,
-0.0008156613912433386,
-0.05998817831277847,
-0.1425071805715561,
-0.024807939305901527,
-0.05472765117883682,
-0.0212827380746603,
0.03450516238808632,
0.04511318355798721,
0.06931968033313751,
0.018617726862430573,
0.06920816749334335,
-0.03858653083443642,
0.03623529523611069,
0.04148983210325241,
0.01013775635510683,
0.05771620199084282,
-0.00654279999434948,
-0.006063646636903286,
0.02760222740471363,
-0.16075937449932098,
0.003697955282405019,
0.0027719740755856037,
0.012961921282112598,
-0.007964039221405983,
-0.018931681290268898,
-0.031302642077207565,
-0.0747629702091217,
0.07653459906578064,
-0.0303764957934618,
0.01803516037762165,
0.025631548836827278,
0.04027892276644707,
0.04681205749511719,
-0.0419669933617115,
-0.102610744535923,
-0.017275406047701836,
-0.00023550588230136782,
-0.052089691162109375,
0.013977544382214546,
0.0065177432261407375,
0.04969200864434242,
-0.0207316055893898,
-0.03942925110459328,
0.0011824262328445911,
0.10516561567783356,
-0.041056450456380844,
0.017578735947608948,
0.017038214951753616,
-0.06666478514671326,
0.005764825735241175,
-0.005847619846463203,
0.051727261394262314,
0.023733293637633324,
0.01429812889546156,
-0.006231643259525299,
0.03691139444708824,
0.04977067932486534,
-0.04791266471147537,
0.017033562064170837,
-0.07851342111825943,
-0.047121476382017136,
0.03365066275000572,
-0.0353710912168026,
-0.0073247370310127735,
0.06779022514820099,
-0.01868383400142193,
0.05627903342247009,
0.04018635302782059,
0.032539982348680496,
-0.02214689925312996,
-0.05747738108038902,
0.008151834830641747,
-0.03539334237575531,
-0.01775749772787094,
-6.301900979042614e-34,
-0.021093426272273064,
-0.0010085582034662366,
-0.06636732071638107,
0.010749664157629013,
-0.001182827283628285,
0.04823780804872513,
-0.010097186081111431,
-0.03622659295797348,
0.041506875306367874,
0.06964100152254105,
0.033522650599479675,
0.03903433680534363,
0.006721265614032745,
0.10914742201566696,
0.033304762095212936,
0.04760138690471649,
0.060061659663915634,
0.001445844187401235,
0.038305219262838364,
-0.09495718032121658,
0.02834993042051792,
-0.0071884808130562305,
0.05290520563721657,
0.03968798369169235,
0.03176083043217659,
0.006633874494582415,
0.013270760886371136,
-0.060866426676511765,
0.05297251418232918,
0.0488436296582222,
-0.05284363776445389,
0.010509589686989784,
-0.02752799540758133,
-0.07162225246429443,
0.02597811259329319,
-0.01964198239147663,
0.04655342549085617,
-0.0943131074309349,
0.04996960982680321,
0.05860503390431404,
-0.03607284277677536,
-0.04533534124493599,
-0.034965526312589645,
-0.09048312902450562,
-0.02604723908007145,
0.11131583154201508,
-0.03449862450361252,
-0.0013711259234696627,
0.020212041214108467,
0.05143026262521744,
-0.028692033141851425,
0.0017366879619657993,
-0.05928073078393936,
0.07241503894329071,
-0.01333592738956213,
0.0075484346598386765,
0.07739687711000443,
-0.0602947436273098,
0.0019594160839915276,
0.02015863172709942,
-0.005371830426156521,
0.07383497059345245,
0.011192944832146168,
0.016781216487288475,
-0.0642729103565216,
-0.010157662443816662,
0.02450786903500557,
-0.0766751691699028,
-0.045562710613012314,
0.0009377606911584735,
-0.05191672593355179,
0.019580455496907234,
0.009663528762757778,
0.02855256386101246,
-0.1316121220588684,
-0.002602392341941595,
0.012119840830564499,
0.058297619223594666,
-0.006485661957412958,
-0.015131673775613308,
-0.09808026999235153,
-0.0765245333313942,
-0.0024618583265691996,
-0.05197694152593613,
-0.07479208707809448,
0.03122587502002716,
0.033737700432538986,
0.01726282201707363,
0.015376350842416286,
0.060796841979026794,
-0.03394419699907303,
0.02515137754380703,
-0.012500465847551823,
-0.008374402299523354,
-0.021841220557689667,
-1.5358025629680156e-33,
-0.13266180455684662,
0.08749478310346603,
-0.029113659635186195,
0.032916583120822906,
-0.014498062431812286,
-0.06707170605659485,
0.010496292263269424,
0.031985487788915634,
0.06948895007371902,
0.06792575120925903,
-0.10074503719806671,
-0.010223670862615108,
-0.030162949115037918,
-0.047786496579647064,
0.004694046452641487,
-0.0017231018282473087,
0.06663791835308075,
0.05091744288802147,
-0.141129732131958,
0.014845987781882286,
-0.06363315880298615,
-0.003937175031751394,
-0.04247931018471718,
0.03276313096284866,
0.173390731215477,
-0.012545580044388771,
0.03615466132760048,
-0.03728826344013214,
0.09047136455774307,
0.038642674684524536,
-0.040454793721437454,
0.008337648585438728,
0.04791265353560448,
-0.07590513676404953,
-0.05118735134601593,
-0.020905623212456703,
0.11284291744232178,
0.06610102206468582,
0.03554987534880638,
-0.01870592311024666,
0.015187829732894897,
0.05754883959889412,
-0.05064898356795311,
-0.03962184861302376,
-0.06632808595895767,
0.03766355291008949,
-0.09768082946538925,
0.07858847081661224,
0.006233377382159233,
0.03401029855012894,
0.10990402847528458,
-0.03683261573314667,
0.029235973954200745,
-0.0149306058883667,
-0.014014498330652714,
-0.0226410124450922,
-0.007160549517720938,
0.02043338492512703,
0.03177119418978691,
0.028883077204227448,
0.032346826046705246,
-0.014460775069892406,
-0.04466451331973076,
-0.029189569875597954,
-0.0002101712889270857,
-0.0013333521783351898,
-0.016608290374279022,
-0.015380816534161568,
-0.09410369396209717,
0.05267966166138649,
0.08095987886190414,
-0.03465193510055542,
-0.006384010426700115,
0.03806668892502785,
0.027528654783964157,
0.01935669407248497,
-0.0435391440987587,
0.03721049055457115,
-0.026515653356909752,
0.0633857324719429,
0.0863683745265007,
-0.044986430555582047,
-0.028005339205265045,
0.018694378435611725,
0.04255210608243942,
0.03032841719686985,
0.01308980118483305,
-0.022409316152334213,
-0.05269012600183487,
-0.04474671185016632,
-0.0008638897561468184,
0.011706997640430927,
-0.10080023854970932,
0.07356876879930496,
0.04815461486577988,
-3.6373133838196736e-8,
-0.014452297240495682,
-0.11147035658359528,
0.07308774441480637,
-0.07728487998247147,
-0.07706033438444138,
0.03236928582191467,
0.07756167650222778,
0.016552090644836426,
0.02181214466691017,
-0.04148024693131447,
0.10135587304830551,
0.0035000352654606104,
-0.032685622572898865,
-0.04041852056980133,
0.023680400103330612,
0.03625551238656044,
-0.07877736538648605,
-0.05781765282154083,
0.018341710790991783,
-0.037420596927404404,
0.004896251019090414,
-0.022639328613877296,
-0.05590430274605751,
-0.058557286858558655,
0.03323058784008026,
0.0017328310059383512,
-0.0020442905370146036,
0.05432133004069328,
-0.02679210714995861,
0.03519239276647568,
-0.032683007419109344,
-0.024764975532889366,
0.050920452922582626,
0.04415550455451012,
0.013506758958101273,
0.1036328375339508,
0.04935908690094948,
-0.041539955884218216,
-0.06183465197682381,
0.14378897845745087,
-0.004802142269909382,
-0.009661979041993618,
0.0029778864700347185,
0.011371116153895855,
-0.046807315200567245,
-0.02672083117067814,
0.13580141961574554,
0.03998412564396858,
-0.07505978643894196,
-0.01843269169330597,
-0.03824453800916672,
-0.03206588327884674,
0.0011890240712091327,
0.020342929288744926,
-0.011990082450211048,
-0.011657638475298882,
0.00026850312133319676,
0.024297285825014114,
0.041346073150634766,
0.05763724073767662,
0.005124400835484266,
0.032182201743125916,
0.03079868108034134,
0.012544828467071056
] |
1401.5566
|
Yuichiro Yano Mr
|
Yuichiro Yano and Shigeyoshi Goka
|
High-contrast Coherent Population Trapping based on Crossed Polarizers
Method
|
8 pages, 15 figures
|
IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency
Control, vol. 61, no. 12 (2014)
|
10.1109/TUFFC.2014.006623
| null |
physics.atom-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We developed a method based on crossed polarizers to observe high-contrast
coherent population trapping (CPT) resonance. Since crossed polarizers have a
simple optical system, our method is suitable for chip-scale atomic clocks
(CSACs). We calculated the Faraday rotation in CPT in a linearly polarized
light field (lin || lin) using two pairs of lambda system models based on the
density matrix and estimated the spectrum of the Faraday rotation. After that,
we measured the contrast and linewidth with the crossed polarizers method. A
comparison of the theoretical model and experiment data showed they were in
good agreement. Moreover, the experimental results showed that a high contrast
(88.4 %) and narrow linewidth (1.15 kHz) resonance could be observed using a Cs
gas cell and D1-line vertical-cavity surfaceemitting laser (VCSEL).
|
[
{
"created": "Wed, 22 Jan 2014 06:31:42 GMT",
"version": "v1"
},
{
"created": "Sun, 14 Dec 2014 06:28:12 GMT",
"version": "v2"
}
] |
2014-12-16
|
[
[
"Yano",
"Yuichiro",
""
],
[
"Goka",
"Shigeyoshi",
""
]
] |
[
0.018094226717948914,
-0.010497369803488255,
-0.04830607771873474,
0.03840888291597366,
-0.06366602331399918,
0.023134641349315643,
-0.013615237548947334,
0.0070723481476306915,
0.06886150687932968,
-0.06792595237493515,
-0.001808150322176516,
0.011436337605118752,
-0.006293876096606255,
-0.05939842015504837,
0.060343094170093536,
0.016109377145767212,
0.01200007926672697,
0.06882372498512268,
0.05003244802355766,
0.02091837301850319,
-0.042239587754011154,
-0.08254452049732208,
-0.009424570016562939,
-0.018721075728535652,
-0.10162428021430969,
0.021158209070563316,
0.0660652220249176,
-0.02667786180973053,
-0.02981257624924183,
0.0034393889363855124,
0.001013109809719026,
0.024830978363752365,
-0.12953974306583405,
0.06522110104560852,
0.028167909011244774,
-0.11617014557123184,
0.08417514711618423,
0.008515331894159317,
-0.03365924581885338,
-0.02918430045247078,
0.13644641637802124,
0.05351601168513298,
0.01713094674050808,
-0.019495997577905655,
0.012179169803857803,
0.024709613993763924,
0.017411086708307266,
-0.044184744358062744,
-0.11158070713281631,
-0.10969949513673782,
-0.010091220028698444,
0.06238219887018204,
-0.032264817506074905,
0.01620384305715561,
0.006177878472954035,
0.05449603497982025,
-0.008536183275282383,
-0.03519643470644951,
-0.01399301178753376,
-0.02055927738547325,
-0.033222392201423645,
-0.04818003624677658,
0.004826883319765329,
-0.053952351212501526,
-0.03900892287492752,
0.010150041431188583,
0.04165162146091461,
0.03509451821446419,
0.09635671228170395,
-0.011516610160470009,
-0.05121719464659691,
-0.04815535619854927,
0.018164241686463356,
0.02922157570719719,
0.012579680420458317,
-0.018524620682001114,
0.0429893434047699,
0.06521843373775482,
0.01459444034844637,
-0.10313768684864044,
0.015209211967885494,
-0.06440428644418716,
-0.03718886524438858,
0.04106661677360535,
0.048202186822891235,
0.010578319430351257,
0.01965074986219406,
0.0483795665204525,
-0.04725250229239464,
-0.03412818908691406,
0.000006817443136242218,
0.03398355841636658,
-0.06929000467061996,
-0.09069555997848511,
-0.06625597178936005,
-0.04317880794405937,
0.1255522519350052,
-0.022678738459944725,
-0.04099251702427864,
0.0024638823233544827,
0.09541045129299164,
0.01892196573317051,
-0.01697138138115406,
0.05866507068276405,
-0.0999697595834732,
-0.013365555554628372,
0.06424319744110107,
0.030419934540987015,
-0.12487795203924179,
-0.03523259982466698,
0.03804229572415352,
0.09696925431489944,
-0.05263720080256462,
0.018912555649876595,
0.0975705161690712,
0.0031307239551097155,
-0.04970329627394676,
-0.015003001317381859,
0.09472879022359848,
0.04723687097430229,
-0.06100980564951897,
0.04786474257707596,
-0.01891847513616085,
0.005770783871412277,
0.061462149024009705,
0.055674973875284195,
0.03686470538377762,
3.0254118254508136e-34,
-0.04770749807357788,
0.09481942653656006,
-0.033102575689554214,
-0.017281867563724518,
-0.03554891049861908,
-0.01724749058485031,
0.05667433887720108,
-0.0013122461969032884,
-0.03778952732682228,
0.09958047419786453,
0.06785781681537628,
-0.05815170332789421,
0.029664820060133934,
-0.026710016652941704,
0.04850487411022186,
-0.03226618468761444,
-0.018516099080443382,
0.01591930165886879,
-0.04593818634748459,
-0.0038122155237942934,
-0.028876550495624542,
-0.0004462036013137549,
0.04848731681704521,
-0.012570485472679138,
-0.008223188109695911,
-0.04167056828737259,
-0.024125387892127037,
-0.027422789484262466,
0.0009746724390424788,
0.003039339790120721,
0.03783616051077843,
0.12064796686172485,
0.05277874320745468,
0.018206503242254257,
0.08872153609991074,
0.027913816273212433,
0.03833862394094467,
0.001978649292141199,
0.008946768939495087,
0.013532225973904133,
-0.0011940294643864036,
-0.01299379300326109,
-0.01801408641040325,
-0.005926632788032293,
0.0029668838251382113,
0.002266646595671773,
-0.06256981194019318,
-0.019989147782325745,
0.056304022669792175,
0.06599102914333344,
-0.003385676071047783,
-0.03996147960424423,
-0.012585578486323357,
-0.01954656094312668,
0.10854621231555939,
0.0374428927898407,
0.019282596185803413,
0.017209680750966072,
-0.021978644654154778,
-0.035232845693826675,
-0.06548964232206345,
-0.06918808817863464,
0.010527324862778187,
0.010220727883279324,
0.0012170691043138504,
0.055629532784223557,
-0.036404870450496674,
0.004068651236593723,
-0.008570300415158272,
0.00904135126620531,
0.040441352874040604,
-0.011466970667243004,
0.027775786817073822,
-0.0020335745066404343,
0.02688351459801197,
0.027588173747062683,
0.03494750335812569,
0.12755955755710602,
0.12152758985757828,
0.033324629068374634,
0.039923060685396194,
-0.04837501421570778,
-0.061060067266225815,
-0.05529316887259483,
0.002507459372282028,
-0.03590325638651848,
-0.037431757897138596,
0.01830565743148327,
-0.07996876537799835,
-0.022923247888684273,
0.1130436435341835,
-0.05704007297754288,
0.08808640390634537,
-0.06429640203714371,
-0.142893984913826,
-1.895007096120917e-33,
-0.01924976147711277,
-0.03726949915289879,
0.001684165676124394,
0.039211828261613846,
0.006047958042472601,
0.011288958601653576,
-0.002825178438797593,
0.06391618400812149,
0.009584029205143452,
0.04525291547179222,
0.11551214009523392,
0.018884576857089996,
-0.03414971008896828,
0.0234841238707304,
-0.06155141070485115,
0.04380182921886444,
0.019914038479328156,
0.0018078876892104745,
0.1396333873271942,
-0.0013622940750792623,
0.02647758275270462,
-0.023953890427947044,
0.09000586718320847,
0.06062701717019081,
0.043134115636348724,
-0.002576595637947321,
0.09227612614631653,
0.030139505863189697,
0.07315534353256226,
-0.09319435805082321,
0.08610456436872482,
0.03646821156144142,
0.07809855788946152,
-0.0017092378111556172,
0.0060692946426570415,
0.007371495012193918,
0.024899063631892204,
-0.03154999390244484,
-0.06169473007321358,
0.010594140738248825,
0.01137156505137682,
-0.0012399727711454034,
-0.08240552991628647,
-0.06497776508331299,
-0.029762426391243935,
0.09314403682947159,
-0.05488122999668121,
-0.028195349499583244,
0.020218931138515472,
-0.01271802932024002,
-0.09513770788908005,
-0.0033114717807620764,
0.06276822835206985,
0.024609863758087158,
-0.037812065333127975,
-0.04180946946144104,
0.08105476200580597,
0.03331510350108147,
0.024636654183268547,
0.06677097082138062,
-0.008840430527925491,
-0.014292383566498756,
0.02049272507429123,
-0.14388281106948853,
-0.026747453957796097,
-0.03760038688778877,
0.06864283233880997,
-0.05397722125053406,
0.014858893118798733,
-0.020654719322919846,
0.0012030663201585412,
0.02311677299439907,
-0.014998369850218296,
-0.06243143230676651,
-0.02168583869934082,
0.005009753163903952,
0.06246752291917801,
-0.033550869673490524,
-0.010447608307003975,
0.0269066970795393,
-0.011255081743001938,
-0.0005748221301473677,
-0.0654175877571106,
-0.030224567279219627,
-0.0009381607524119318,
-0.08105780929327011,
-0.02724665030837059,
-0.02425166219472885,
-0.03948807716369629,
-0.051842618733644485,
-0.016737939789891243,
-0.05508563667535782,
0.004320945590734482,
-0.08815490454435349,
0.059085920453071594,
-5.450426598940794e-8,
0.05539028346538544,
0.014537844806909561,
0.03630655258893967,
0.004951547831296921,
-0.012636353261768818,
-0.040757033973932266,
0.02006066031754017,
-0.04327898472547531,
0.0161699540913105,
-0.022860266268253326,
-0.0007560945232398808,
-0.07125196605920792,
0.028092382475733757,
-0.0028371785301715136,
0.09533549100160599,
0.019115500152111053,
-0.015946263447403908,
-0.06622321903705597,
-0.014390544034540653,
-0.010902827605605125,
-0.016014117747545242,
0.004531734623014927,
0.05505833774805069,
-0.08341106027364731,
0.009424952790141106,
0.08547872304916382,
-0.06898781657218933,
0.061144839972257614,
0.02102542854845524,
-0.03055289387702942,
0.07459217309951782,
-0.013992090709507465,
0.05297013372182846,
0.0830099806189537,
-0.0625748485326767,
-0.09557785838842392,
-0.051287438720464706,
-0.028482772409915924,
0.042238544672727585,
0.06749697774648666,
-0.048612844198942184,
0.04028960317373276,
-0.15242771804332733,
0.06312398612499237,
0.011300887912511826,
0.03994922712445259,
0.009224407374858856,
-0.02533123828470707,
-0.11035056412220001,
0.02335764467716217,
-0.0143424728885293,
-0.012433289550244808,
0.0027183587662875652,
-0.10641472786664963,
-0.08054795861244202,
0.06026047095656395,
0.019855253398418427,
0.00976670254021883,
-0.020745716989040375,
-0.020498767495155334,
-0.0011591362999752164,
-0.03526534140110016,
-0.03871089220046997,
0.04359938204288483
] | null | null | null | null | null | null | null |
[
0.018094226717948914,
-0.010497369803488255,
-0.04830607771873474,
0.03840888291597366,
-0.06366602331399918,
0.023134641349315643,
-0.013615237548947334,
0.0070723481476306915,
0.06886150687932968,
-0.06792595237493515,
-0.001808150322176516,
0.011436337605118752,
-0.006293876096606255,
-0.05939842015504837,
0.060343094170093536,
0.016109377145767212,
0.01200007926672697,
0.06882372498512268,
0.05003244802355766,
0.02091837301850319,
-0.042239587754011154,
-0.08254452049732208,
-0.009424570016562939,
-0.018721075728535652,
-0.10162428021430969,
0.021158209070563316,
0.0660652220249176,
-0.02667786180973053,
-0.02981257624924183,
0.0034393889363855124,
0.001013109809719026,
0.024830978363752365,
-0.12953974306583405,
0.06522110104560852,
0.028167909011244774,
-0.11617014557123184,
0.08417514711618423,
0.008515331894159317,
-0.03365924581885338,
-0.02918430045247078,
0.13644641637802124,
0.05351601168513298,
0.01713094674050808,
-0.019495997577905655,
0.012179169803857803,
0.024709613993763924,
0.017411086708307266,
-0.044184744358062744,
-0.11158070713281631,
-0.10969949513673782,
-0.010091220028698444,
0.06238219887018204,
-0.032264817506074905,
0.01620384305715561,
0.006177878472954035,
0.05449603497982025,
-0.008536183275282383,
-0.03519643470644951,
-0.01399301178753376,
-0.02055927738547325,
-0.033222392201423645,
-0.04818003624677658,
0.004826883319765329,
-0.053952351212501526,
-0.03900892287492752,
0.010150041431188583,
0.04165162146091461,
0.03509451821446419,
0.09635671228170395,
-0.011516610160470009,
-0.05121719464659691,
-0.04815535619854927,
0.018164241686463356,
0.02922157570719719,
0.012579680420458317,
-0.018524620682001114,
0.0429893434047699,
0.06521843373775482,
0.01459444034844637,
-0.10313768684864044,
0.015209211967885494,
-0.06440428644418716,
-0.03718886524438858,
0.04106661677360535,
0.048202186822891235,
0.010578319430351257,
0.01965074986219406,
0.0483795665204525,
-0.04725250229239464,
-0.03412818908691406,
0.000006817443136242218,
0.03398355841636658,
-0.06929000467061996,
-0.09069555997848511,
-0.06625597178936005,
-0.04317880794405937,
0.1255522519350052,
-0.022678738459944725,
-0.04099251702427864,
0.0024638823233544827,
0.09541045129299164,
0.01892196573317051,
-0.01697138138115406,
0.05866507068276405,
-0.0999697595834732,
-0.013365555554628372,
0.06424319744110107,
0.030419934540987015,
-0.12487795203924179,
-0.03523259982466698,
0.03804229572415352,
0.09696925431489944,
-0.05263720080256462,
0.018912555649876595,
0.0975705161690712,
0.0031307239551097155,
-0.04970329627394676,
-0.015003001317381859,
0.09472879022359848,
0.04723687097430229,
-0.06100980564951897,
0.04786474257707596,
-0.01891847513616085,
0.005770783871412277,
0.061462149024009705,
0.055674973875284195,
0.03686470538377762,
3.0254118254508136e-34,
-0.04770749807357788,
0.09481942653656006,
-0.033102575689554214,
-0.017281867563724518,
-0.03554891049861908,
-0.01724749058485031,
0.05667433887720108,
-0.0013122461969032884,
-0.03778952732682228,
0.09958047419786453,
0.06785781681537628,
-0.05815170332789421,
0.029664820060133934,
-0.026710016652941704,
0.04850487411022186,
-0.03226618468761444,
-0.018516099080443382,
0.01591930165886879,
-0.04593818634748459,
-0.0038122155237942934,
-0.028876550495624542,
-0.0004462036013137549,
0.04848731681704521,
-0.012570485472679138,
-0.008223188109695911,
-0.04167056828737259,
-0.024125387892127037,
-0.027422789484262466,
0.0009746724390424788,
0.003039339790120721,
0.03783616051077843,
0.12064796686172485,
0.05277874320745468,
0.018206503242254257,
0.08872153609991074,
0.027913816273212433,
0.03833862394094467,
0.001978649292141199,
0.008946768939495087,
0.013532225973904133,
-0.0011940294643864036,
-0.01299379300326109,
-0.01801408641040325,
-0.005926632788032293,
0.0029668838251382113,
0.002266646595671773,
-0.06256981194019318,
-0.019989147782325745,
0.056304022669792175,
0.06599102914333344,
-0.003385676071047783,
-0.03996147960424423,
-0.012585578486323357,
-0.01954656094312668,
0.10854621231555939,
0.0374428927898407,
0.019282596185803413,
0.017209680750966072,
-0.021978644654154778,
-0.035232845693826675,
-0.06548964232206345,
-0.06918808817863464,
0.010527324862778187,
0.010220727883279324,
0.0012170691043138504,
0.055629532784223557,
-0.036404870450496674,
0.004068651236593723,
-0.008570300415158272,
0.00904135126620531,
0.040441352874040604,
-0.011466970667243004,
0.027775786817073822,
-0.0020335745066404343,
0.02688351459801197,
0.027588173747062683,
0.03494750335812569,
0.12755955755710602,
0.12152758985757828,
0.033324629068374634,
0.039923060685396194,
-0.04837501421570778,
-0.061060067266225815,
-0.05529316887259483,
0.002507459372282028,
-0.03590325638651848,
-0.037431757897138596,
0.01830565743148327,
-0.07996876537799835,
-0.022923247888684273,
0.1130436435341835,
-0.05704007297754288,
0.08808640390634537,
-0.06429640203714371,
-0.142893984913826,
-1.895007096120917e-33,
-0.01924976147711277,
-0.03726949915289879,
0.001684165676124394,
0.039211828261613846,
0.006047958042472601,
0.011288958601653576,
-0.002825178438797593,
0.06391618400812149,
0.009584029205143452,
0.04525291547179222,
0.11551214009523392,
0.018884576857089996,
-0.03414971008896828,
0.0234841238707304,
-0.06155141070485115,
0.04380182921886444,
0.019914038479328156,
0.0018078876892104745,
0.1396333873271942,
-0.0013622940750792623,
0.02647758275270462,
-0.023953890427947044,
0.09000586718320847,
0.06062701717019081,
0.043134115636348724,
-0.002576595637947321,
0.09227612614631653,
0.030139505863189697,
0.07315534353256226,
-0.09319435805082321,
0.08610456436872482,
0.03646821156144142,
0.07809855788946152,
-0.0017092378111556172,
0.0060692946426570415,
0.007371495012193918,
0.024899063631892204,
-0.03154999390244484,
-0.06169473007321358,
0.010594140738248825,
0.01137156505137682,
-0.0012399727711454034,
-0.08240552991628647,
-0.06497776508331299,
-0.029762426391243935,
0.09314403682947159,
-0.05488122999668121,
-0.028195349499583244,
0.020218931138515472,
-0.01271802932024002,
-0.09513770788908005,
-0.0033114717807620764,
0.06276822835206985,
0.024609863758087158,
-0.037812065333127975,
-0.04180946946144104,
0.08105476200580597,
0.03331510350108147,
0.024636654183268547,
0.06677097082138062,
-0.008840430527925491,
-0.014292383566498756,
0.02049272507429123,
-0.14388281106948853,
-0.026747453957796097,
-0.03760038688778877,
0.06864283233880997,
-0.05397722125053406,
0.014858893118798733,
-0.020654719322919846,
0.0012030663201585412,
0.02311677299439907,
-0.014998369850218296,
-0.06243143230676651,
-0.02168583869934082,
0.005009753163903952,
0.06246752291917801,
-0.033550869673490524,
-0.010447608307003975,
0.0269066970795393,
-0.011255081743001938,
-0.0005748221301473677,
-0.0654175877571106,
-0.030224567279219627,
-0.0009381607524119318,
-0.08105780929327011,
-0.02724665030837059,
-0.02425166219472885,
-0.03948807716369629,
-0.051842618733644485,
-0.016737939789891243,
-0.05508563667535782,
0.004320945590734482,
-0.08815490454435349,
0.059085920453071594,
-5.450426598940794e-8,
0.05539028346538544,
0.014537844806909561,
0.03630655258893967,
0.004951547831296921,
-0.012636353261768818,
-0.040757033973932266,
0.02006066031754017,
-0.04327898472547531,
0.0161699540913105,
-0.022860266268253326,
-0.0007560945232398808,
-0.07125196605920792,
0.028092382475733757,
-0.0028371785301715136,
0.09533549100160599,
0.019115500152111053,
-0.015946263447403908,
-0.06622321903705597,
-0.014390544034540653,
-0.010902827605605125,
-0.016014117747545242,
0.004531734623014927,
0.05505833774805069,
-0.08341106027364731,
0.009424952790141106,
0.08547872304916382,
-0.06898781657218933,
0.061144839972257614,
0.02102542854845524,
-0.03055289387702942,
0.07459217309951782,
-0.013992090709507465,
0.05297013372182846,
0.0830099806189537,
-0.0625748485326767,
-0.09557785838842392,
-0.051287438720464706,
-0.028482772409915924,
0.042238544672727585,
0.06749697774648666,
-0.048612844198942184,
0.04028960317373276,
-0.15242771804332733,
0.06312398612499237,
0.011300887912511826,
0.03994922712445259,
0.009224407374858856,
-0.02533123828470707,
-0.11035056412220001,
0.02335764467716217,
-0.0143424728885293,
-0.012433289550244808,
0.0027183587662875652,
-0.10641472786664963,
-0.08054795861244202,
0.06026047095656395,
0.019855253398418427,
0.00976670254021883,
-0.020745716989040375,
-0.020498767495155334,
-0.0011591362999752164,
-0.03526534140110016,
-0.03871089220046997,
0.04359938204288483
] |
1401.5567
|
Lin Tie
|
Lin Tie
|
On Controllability and Near-controllability of Multi-input Discrete-time
Bilinear Systems in Dimension Two
|
14 pages
| null | null | null |
cs.SY
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper completely solves the controllability problems of two-dimensional
multi-input discrete-time bilinear systems with and without drift. Necessary
and sufficient conditions for controllability, which cover the existing
results, are obtained by using an algebraic method. Furthermore, for the
uncontrollable systems, near-controllability is studied and necessary and
sufficient conditions for the systems to be nearly controllable are also
presented. Examples are provided to demonstrate the conceptions and results of
the paper.
|
[
{
"created": "Wed, 22 Jan 2014 06:36:28 GMT",
"version": "v1"
}
] |
2014-01-23
|
[
[
"Tie",
"Lin",
""
]
] |
[
0.046872034668922424,
-0.012560504488646984,
-0.09345638006925583,
-0.05124346911907196,
-0.014901173301041126,
0.05642380565404892,
0.03585720434784889,
-0.008976384066045284,
-0.03245030343532562,
-0.03595952317118645,
0.046232517808675766,
0.005836501717567444,
0.048441771417856216,
-0.04196732118725777,
-0.06668692082166672,
0.10594465583562851,
0.0007721775327809155,
-0.06386087089776993,
0.022310879081487656,
0.086690753698349,
-0.03349747881293297,
0.03504454717040062,
-0.018670329824090004,
0.09835636615753174,
-0.046681880950927734,
0.057706594467163086,
-0.04625996574759483,
0.021639807149767876,
-0.032599449157714844,
-0.06811093538999557,
-0.061017826199531555,
0.023579170927405357,
-0.03870916739106178,
-0.023902390152215958,
-0.046087250113487244,
-0.06710752844810486,
0.05092001333832741,
0.06363825500011444,
-0.004356600344181061,
0.04940751940011978,
0.03977695479989052,
0.0215784702450037,
-0.012249107472598553,
-0.03626703470945358,
-0.01667216420173645,
-0.04005579650402069,
-0.05200912058353424,
-0.02290879748761654,
-0.006627923343330622,
-0.024569204077124596,
-0.07839690148830414,
0.01185609120875597,
0.06996767222881317,
-0.018121806904673576,
0.028586747124791145,
-0.1286984533071518,
-0.013005169108510017,
0.05872661620378494,
-0.009938902221620083,
-0.05762685090303421,
-0.018061412498354912,
0.07686740905046463,
0.044822029769420624,
-0.00015325540152844042,
0.003726053284481168,
0.01608969271183014,
-0.02202637307345867,
0.02936539240181446,
-0.000458471302408725,
0.022554071620106697,
-0.03601209074258804,
-0.039015356451272964,
-0.04646797478199005,
-0.08709146827459335,
0.0660366415977478,
-0.07326658070087433,
0.012251083739101887,
0.029158009216189384,
0.026688670739531517,
0.03434909135103226,
-0.05126962438225746,
-0.04094838723540306,
-0.07791004329919815,
-0.0352969728410244,
-0.04716350883245468,
-0.035620033740997314,
-0.04712796211242676,
0.08779976516962051,
0.154153972864151,
-0.019380580633878708,
0.008048725314438343,
0.0762840136885643,
0.0543568953871727,
-0.006402176339179277,
-0.017128949984908104,
-0.08155197650194168,
-0.03207650035619736,
0.018341345712542534,
0.043307606130838394,
-0.04017757251858711,
0.007274824194610119,
-0.07923638075590134,
0.045957352966070175,
0.06623079627752304,
0.03267907723784447,
-0.004112552851438522,
0.030804689973592758,
-0.07062788307666779,
0.05224296450614929,
-0.036180704832077026,
0.08109459280967712,
-0.03199116140604019,
-0.036035776138305664,
0.15446837246418,
0.060753922909498215,
0.0031412162352353334,
0.08046367019414902,
-0.02919681929051876,
0.07226055860519409,
-0.01810210570693016,
-0.0548565648496151,
-0.030879918485879898,
-0.028919484466314316,
0.02261674962937832,
-0.013195809908211231,
0.06449297070503235,
0.15141578018665314,
-3.206176270231144e-33,
-0.0020708090160042048,
-0.009408705867826939,
-0.0342864990234375,
0.028076397255063057,
-0.0381103977560997,
0.010083535686135292,
-0.0600142739713192,
0.016826089471578598,
-0.001308614038862288,
-0.03148796409368515,
0.057100143283605576,
0.014782695099711418,
0.0628332570195198,
0.023071229457855225,
0.034886110574007034,
-0.05246985703706741,
0.08284417539834976,
-0.034580156207084656,
0.015452897176146507,
-0.06506882607936859,
0.0031653663609176874,
0.03974894434213638,
-0.014105655252933502,
-0.024881742894649506,
-0.024640843272209167,
-0.08848404139280319,
-0.10232580453157425,
0.09791313856840134,
0.055349115282297134,
-0.02980848401784897,
0.04658367112278938,
-0.055602528154850006,
0.02092874050140381,
-0.008400237187743187,
-0.015103030949831009,
0.017022976651787758,
-0.033327437937259674,
0.04821750149130821,
-0.040559642016887665,
-0.002447112463414669,
-0.02088584005832672,
-0.06642467528581619,
0.00420218612998724,
-0.01918748766183853,
0.03158183768391609,
-0.03382960706949234,
-0.06898569315671921,
0.08371271193027496,
-0.11997068673372269,
-0.043517351150512695,
-0.09918463230133057,
0.0365774966776371,
-0.02084217220544815,
0.003449199954047799,
0.039921484887599945,
-0.006169025786221027,
-0.045883916318416595,
0.014016435481607914,
-0.02870752476155758,
0.15809838473796844,
-0.10175295174121857,
0.06418481469154358,
0.08356578648090363,
-0.07185006141662598,
0.01153362076729536,
0.09656751155853271,
-0.0033838122617453337,
-0.022740688174962997,
0.10671599954366684,
-0.08536317199468613,
0.009801886975765228,
-0.0403137132525444,
-0.05709408223628998,
0.04286682978272438,
0.05365827679634094,
-0.12908989191055298,
0.023828722536563873,
-0.0740261971950531,
0.04087236151099205,
0.07600501924753189,
-0.017487788572907448,
-0.021544387564063072,
-0.010680506005883217,
0.09438619762659073,
-0.012531190179288387,
-0.07179582118988037,
-0.03289949148893356,
0.0022151044104248285,
-0.056299999356269836,
0.047598812729120255,
-0.04119892045855522,
0.028267204761505127,
-0.06699948757886887,
0.021930977702140808,
0.0763259008526802,
-6.665103478685257e-34,
0.05934695154428482,
-0.05693357065320015,
0.07547032088041306,
-0.021889489144086838,
-0.09182532876729965,
0.04056132584810257,
0.011079402640461922,
0.0644187331199646,
0.011692809872329235,
0.0003493071417324245,
-0.0569005161523819,
0.0004696364630945027,
-0.02182818204164505,
0.002870847936719656,
-0.01227654330432415,
0.01865648664534092,
0.03892214968800545,
0.003866917919367552,
0.03588641807436943,
-0.0012577048037201166,
-0.01444163080304861,
0.02859886921942234,
0.02744501270353794,
0.007544162683188915,
-0.012628290802240372,
0.02501094713807106,
-0.024479378014802933,
-0.014776370488107204,
0.06464195996522903,
-0.05436974763870239,
-0.005040964111685753,
-0.007822924293577671,
-0.013251809403300285,
0.031958192586898804,
-0.007346105296164751,
-0.041887830942869186,
-0.06464779376983643,
0.05633535608649254,
-0.02986007183790207,
0.08434302359819412,
-0.042836517095565796,
-0.00006524918717332184,
-0.05860333517193794,
-0.0004993759212084115,
0.04943975433707237,
0.008819694630801678,
0.03359081223607063,
0.0507250539958477,
0.008734344504773617,
0.03218208998441696,
-0.01881309039890766,
-0.022619491443037987,
-0.0035465385299175978,
0.034165527671575546,
0.011900092475116253,
-0.028662657365202904,
-0.04429056495428085,
0.09878338873386383,
0.023501968011260033,
-0.02894040383398533,
-0.031949203461408615,
-0.02333596535027027,
-0.020163817331194878,
0.0018092603422701359,
0.048502977937459946,
-0.09150923788547516,
0.029832910746335983,
0.05979817360639572,
0.06340664625167847,
-0.03554069250822067,
0.09495025873184204,
0.09051889926195145,
-0.006997306831181049,
-0.052380312234163284,
-0.04623169079422951,
0.033328693360090256,
-0.03960738703608513,
0.0034009881783276796,
0.0358523391187191,
-0.055071502923965454,
0.02988743968307972,
0.05367434024810791,
0.006699236575514078,
0.03434523195028305,
-0.10758673399686813,
-0.047224704176187515,
0.0207072626799345,
-0.08075277507305145,
0.06424340605735779,
-0.07397550344467163,
0.10974714159965515,
-0.0401759147644043,
-0.0382525697350502,
0.05056387558579445,
-0.01440831832587719,
-4.177639567615188e-8,
0.04775332659482956,
0.0005872244364582002,
-0.008305883966386318,
-0.0077715078368783,
-0.0192384272813797,
0.046853769570589066,
0.02560877613723278,
-0.11180786043405533,
0.018506847321987152,
0.1053377017378807,
-0.05610976740717888,
-0.02023897133767605,
-0.04635308310389519,
-0.0211049634963274,
-0.12345555424690247,
-0.0000676512427162379,
-0.007608691230416298,
-0.047049425542354584,
0.07778674364089966,
0.024186918511986732,
-0.04003021866083145,
-0.06304976344108582,
-0.010308826342225075,
0.03184305876493454,
-0.0123279495164752,
-0.026653461158275604,
-0.056019604206085205,
-0.019505813717842102,
0.07729514688253403,
0.0240611769258976,
0.029341526329517365,
0.007482490502297878,
0.0575052872300148,
0.06971807777881622,
0.07468515634536743,
-0.1574096530675888,
-0.0033643159549683332,
0.00534821255132556,
0.015269508585333824,
0.05751204863190651,
-0.015722133219242096,
0.10420648008584976,
0.02075343020260334,
-0.07501830905675888,
0.06529342383146286,
0.027405859902501106,
-0.005318048410117626,
0.02412080205976963,
0.005888198968023062,
-0.010198653675615788,
-0.0077434564009308815,
0.02274632453918457,
0.05059385299682617,
0.007914905436336994,
-0.028918499127030373,
-0.002332851989194751,
-0.002101429970934987,
-0.059617020189762115,
0.004594123922288418,
0.012119749560952187,
-0.011418605223298073,
0.0704645961523056,
-0.026502110064029694,
-0.01800367422401905
] | null | null | null | null | null | null | null |
[
0.046872034668922424,
-0.012560504488646984,
-0.09345638006925583,
-0.05124346911907196,
-0.014901173301041126,
0.05642380565404892,
0.03585720434784889,
-0.008976384066045284,
-0.03245030343532562,
-0.03595952317118645,
0.046232517808675766,
0.005836501717567444,
0.048441771417856216,
-0.04196732118725777,
-0.06668692082166672,
0.10594465583562851,
0.0007721775327809155,
-0.06386087089776993,
0.022310879081487656,
0.086690753698349,
-0.03349747881293297,
0.03504454717040062,
-0.018670329824090004,
0.09835636615753174,
-0.046681880950927734,
0.057706594467163086,
-0.04625996574759483,
0.021639807149767876,
-0.032599449157714844,
-0.06811093538999557,
-0.061017826199531555,
0.023579170927405357,
-0.03870916739106178,
-0.023902390152215958,
-0.046087250113487244,
-0.06710752844810486,
0.05092001333832741,
0.06363825500011444,
-0.004356600344181061,
0.04940751940011978,
0.03977695479989052,
0.0215784702450037,
-0.012249107472598553,
-0.03626703470945358,
-0.01667216420173645,
-0.04005579650402069,
-0.05200912058353424,
-0.02290879748761654,
-0.006627923343330622,
-0.024569204077124596,
-0.07839690148830414,
0.01185609120875597,
0.06996767222881317,
-0.018121806904673576,
0.028586747124791145,
-0.1286984533071518,
-0.013005169108510017,
0.05872661620378494,
-0.009938902221620083,
-0.05762685090303421,
-0.018061412498354912,
0.07686740905046463,
0.044822029769420624,
-0.00015325540152844042,
0.003726053284481168,
0.01608969271183014,
-0.02202637307345867,
0.02936539240181446,
-0.000458471302408725,
0.022554071620106697,
-0.03601209074258804,
-0.039015356451272964,
-0.04646797478199005,
-0.08709146827459335,
0.0660366415977478,
-0.07326658070087433,
0.012251083739101887,
0.029158009216189384,
0.026688670739531517,
0.03434909135103226,
-0.05126962438225746,
-0.04094838723540306,
-0.07791004329919815,
-0.0352969728410244,
-0.04716350883245468,
-0.035620033740997314,
-0.04712796211242676,
0.08779976516962051,
0.154153972864151,
-0.019380580633878708,
0.008048725314438343,
0.0762840136885643,
0.0543568953871727,
-0.006402176339179277,
-0.017128949984908104,
-0.08155197650194168,
-0.03207650035619736,
0.018341345712542534,
0.043307606130838394,
-0.04017757251858711,
0.007274824194610119,
-0.07923638075590134,
0.045957352966070175,
0.06623079627752304,
0.03267907723784447,
-0.004112552851438522,
0.030804689973592758,
-0.07062788307666779,
0.05224296450614929,
-0.036180704832077026,
0.08109459280967712,
-0.03199116140604019,
-0.036035776138305664,
0.15446837246418,
0.060753922909498215,
0.0031412162352353334,
0.08046367019414902,
-0.02919681929051876,
0.07226055860519409,
-0.01810210570693016,
-0.0548565648496151,
-0.030879918485879898,
-0.028919484466314316,
0.02261674962937832,
-0.013195809908211231,
0.06449297070503235,
0.15141578018665314,
-3.206176270231144e-33,
-0.0020708090160042048,
-0.009408705867826939,
-0.0342864990234375,
0.028076397255063057,
-0.0381103977560997,
0.010083535686135292,
-0.0600142739713192,
0.016826089471578598,
-0.001308614038862288,
-0.03148796409368515,
0.057100143283605576,
0.014782695099711418,
0.0628332570195198,
0.023071229457855225,
0.034886110574007034,
-0.05246985703706741,
0.08284417539834976,
-0.034580156207084656,
0.015452897176146507,
-0.06506882607936859,
0.0031653663609176874,
0.03974894434213638,
-0.014105655252933502,
-0.024881742894649506,
-0.024640843272209167,
-0.08848404139280319,
-0.10232580453157425,
0.09791313856840134,
0.055349115282297134,
-0.02980848401784897,
0.04658367112278938,
-0.055602528154850006,
0.02092874050140381,
-0.008400237187743187,
-0.015103030949831009,
0.017022976651787758,
-0.033327437937259674,
0.04821750149130821,
-0.040559642016887665,
-0.002447112463414669,
-0.02088584005832672,
-0.06642467528581619,
0.00420218612998724,
-0.01918748766183853,
0.03158183768391609,
-0.03382960706949234,
-0.06898569315671921,
0.08371271193027496,
-0.11997068673372269,
-0.043517351150512695,
-0.09918463230133057,
0.0365774966776371,
-0.02084217220544815,
0.003449199954047799,
0.039921484887599945,
-0.006169025786221027,
-0.045883916318416595,
0.014016435481607914,
-0.02870752476155758,
0.15809838473796844,
-0.10175295174121857,
0.06418481469154358,
0.08356578648090363,
-0.07185006141662598,
0.01153362076729536,
0.09656751155853271,
-0.0033838122617453337,
-0.022740688174962997,
0.10671599954366684,
-0.08536317199468613,
0.009801886975765228,
-0.0403137132525444,
-0.05709408223628998,
0.04286682978272438,
0.05365827679634094,
-0.12908989191055298,
0.023828722536563873,
-0.0740261971950531,
0.04087236151099205,
0.07600501924753189,
-0.017487788572907448,
-0.021544387564063072,
-0.010680506005883217,
0.09438619762659073,
-0.012531190179288387,
-0.07179582118988037,
-0.03289949148893356,
0.0022151044104248285,
-0.056299999356269836,
0.047598812729120255,
-0.04119892045855522,
0.028267204761505127,
-0.06699948757886887,
0.021930977702140808,
0.0763259008526802,
-6.665103478685257e-34,
0.05934695154428482,
-0.05693357065320015,
0.07547032088041306,
-0.021889489144086838,
-0.09182532876729965,
0.04056132584810257,
0.011079402640461922,
0.0644187331199646,
0.011692809872329235,
0.0003493071417324245,
-0.0569005161523819,
0.0004696364630945027,
-0.02182818204164505,
0.002870847936719656,
-0.01227654330432415,
0.01865648664534092,
0.03892214968800545,
0.003866917919367552,
0.03588641807436943,
-0.0012577048037201166,
-0.01444163080304861,
0.02859886921942234,
0.02744501270353794,
0.007544162683188915,
-0.012628290802240372,
0.02501094713807106,
-0.024479378014802933,
-0.014776370488107204,
0.06464195996522903,
-0.05436974763870239,
-0.005040964111685753,
-0.007822924293577671,
-0.013251809403300285,
0.031958192586898804,
-0.007346105296164751,
-0.041887830942869186,
-0.06464779376983643,
0.05633535608649254,
-0.02986007183790207,
0.08434302359819412,
-0.042836517095565796,
-0.00006524918717332184,
-0.05860333517193794,
-0.0004993759212084115,
0.04943975433707237,
0.008819694630801678,
0.03359081223607063,
0.0507250539958477,
0.008734344504773617,
0.03218208998441696,
-0.01881309039890766,
-0.022619491443037987,
-0.0035465385299175978,
0.034165527671575546,
0.011900092475116253,
-0.028662657365202904,
-0.04429056495428085,
0.09878338873386383,
0.023501968011260033,
-0.02894040383398533,
-0.031949203461408615,
-0.02333596535027027,
-0.020163817331194878,
0.0018092603422701359,
0.048502977937459946,
-0.09150923788547516,
0.029832910746335983,
0.05979817360639572,
0.06340664625167847,
-0.03554069250822067,
0.09495025873184204,
0.09051889926195145,
-0.006997306831181049,
-0.052380312234163284,
-0.04623169079422951,
0.033328693360090256,
-0.03960738703608513,
0.0034009881783276796,
0.0358523391187191,
-0.055071502923965454,
0.02988743968307972,
0.05367434024810791,
0.006699236575514078,
0.03434523195028305,
-0.10758673399686813,
-0.047224704176187515,
0.0207072626799345,
-0.08075277507305145,
0.06424340605735779,
-0.07397550344467163,
0.10974714159965515,
-0.0401759147644043,
-0.0382525697350502,
0.05056387558579445,
-0.01440831832587719,
-4.177639567615188e-8,
0.04775332659482956,
0.0005872244364582002,
-0.008305883966386318,
-0.0077715078368783,
-0.0192384272813797,
0.046853769570589066,
0.02560877613723278,
-0.11180786043405533,
0.018506847321987152,
0.1053377017378807,
-0.05610976740717888,
-0.02023897133767605,
-0.04635308310389519,
-0.0211049634963274,
-0.12345555424690247,
-0.0000676512427162379,
-0.007608691230416298,
-0.047049425542354584,
0.07778674364089966,
0.024186918511986732,
-0.04003021866083145,
-0.06304976344108582,
-0.010308826342225075,
0.03184305876493454,
-0.0123279495164752,
-0.026653461158275604,
-0.056019604206085205,
-0.019505813717842102,
0.07729514688253403,
0.0240611769258976,
0.029341526329517365,
0.007482490502297878,
0.0575052872300148,
0.06971807777881622,
0.07468515634536743,
-0.1574096530675888,
-0.0033643159549683332,
0.00534821255132556,
0.015269508585333824,
0.05751204863190651,
-0.015722133219242096,
0.10420648008584976,
0.02075343020260334,
-0.07501830905675888,
0.06529342383146286,
0.027405859902501106,
-0.005318048410117626,
0.02412080205976963,
0.005888198968023062,
-0.010198653675615788,
-0.0077434564009308815,
0.02274632453918457,
0.05059385299682617,
0.007914905436336994,
-0.028918499127030373,
-0.002332851989194751,
-0.002101429970934987,
-0.059617020189762115,
0.004594123922288418,
0.012119749560952187,
-0.011418605223298073,
0.0704645961523056,
-0.026502110064029694,
-0.01800367422401905
] |
1401.5577
|
Patrick LaVictoire
|
Mihaly Barasz, Paul Christiano, Benja Fallenstein, Marcello
Herreshoff, Patrick LaVictoire, Eliezer Yudkowsky
|
Robust Cooperation in the Prisoner's Dilemma: Program Equilibrium via
Provability Logic
|
18 pages. Updated 2021 to indicate that bounded analogues of these
results have yet to be proved
| null | null | null |
cs.GT cs.LO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We consider the one-shot Prisoner's Dilemma between algorithms with
read-access to one anothers' source codes, and we use the modal logic of
provability to build agents that can achieve mutual cooperation in a manner
that is robust, in that cooperation does not require exact equality of the
agents' source code, and unexploitable, meaning that such an agent never
cooperates when its opponent defects. We construct a general framework for such
"modal agents", and study their properties.
|
[
{
"created": "Wed, 22 Jan 2014 07:39:52 GMT",
"version": "v1"
},
{
"created": "Mon, 5 Apr 2021 01:26:49 GMT",
"version": "v2"
}
] |
2021-04-06
|
[
[
"Barasz",
"Mihaly",
""
],
[
"Christiano",
"Paul",
""
],
[
"Fallenstein",
"Benja",
""
],
[
"Herreshoff",
"Marcello",
""
],
[
"LaVictoire",
"Patrick",
""
],
[
"Yudkowsky",
"Eliezer",
""
]
] |
[
-0.09592350572347641,
-0.00029860567883588374,
-0.13435441255569458,
-0.018003378063440323,
0.020077766850590706,
0.05525440350174904,
0.07851327955722809,
-0.05907062068581581,
0.01216314546763897,
0.055791981518268585,
0.023308422416448593,
0.0971648246049881,
0.11032813042402267,
-0.010805751197040081,
-0.01584586687386036,
-0.002262379275634885,
0.0064876265823841095,
0.047672852873802185,
-0.024339774623513222,
-0.0032114239875227213,
-0.049009595066308975,
-0.09084764122962952,
-0.03101564757525921,
-0.010039721615612507,
-0.02774052508175373,
0.019007734954357147,
-0.08592002093791962,
-0.029648497700691223,
0.022372663021087646,
-0.0595100112259388,
0.005287056788802147,
-0.019687125459313393,
-0.025942448526620865,
0.038616470992565155,
-0.009937291033565998,
0.043150875717401505,
-0.03394671157002449,
0.0011811903677880764,
-0.032967571169137955,
0.027457846328616142,
-0.05977274850010872,
0.07528817653656006,
-0.08213664591312408,
0.0016208990709856153,
-0.09326030313968658,
-0.03644852712750435,
-0.022567905485630035,
0.04220527410507202,
-0.013709630817174911,
-0.057123832404613495,
-0.10944361239671707,
0.020852193236351013,
0.021698953583836555,
0.025332016870379448,
0.02947181835770607,
-0.07004614919424057,
0.012081151828169823,
-0.009696872904896736,
-0.037982746958732605,
-0.059338681399822235,
0.014383507892489433,
0.028927847743034363,
-0.029937421903014183,
0.034946270287036896,
0.10931248217821121,
0.05102125182747841,
0.036625053733587265,
0.06947378814220428,
-0.06603153049945831,
-0.0335201770067215,
0.0011323520448058844,
-0.02315550670027733,
-0.021174822002649307,
0.028867701068520546,
0.038264159113168716,
-0.0026065693236887455,
-0.009014658629894257,
-0.003910672385245562,
0.06445643305778503,
0.020344708114862442,
-0.07731253653764725,
-0.06417873501777649,
0.002043504733592272,
0.04080220311880112,
0.025403659790754318,
-0.045189470052719116,
0.0052764504216611385,
0.01584368199110031,
0.1499016135931015,
-0.027689924463629723,
-0.0671703964471817,
0.07463069260120392,
0.13098210096359253,
0.06815913319587708,
0.08195234835147858,
0.06818392872810364,
-0.00813150592148304,
-0.018053194507956505,
-0.026365140452980995,
0.09263981878757477,
-0.06577245146036148,
0.03752535209059715,
-0.02350655384361744,
-0.05889120325446129,
0.10243703424930573,
0.03280600160360336,
0.0464082770049572,
-0.013308162800967693,
0.03917650878429413,
-0.03490342199802399,
0.04428839683532715,
0.024132374674081802,
0.07727454602718353,
0.02853972651064396,
0.013722575269639492,
0.0450262576341629,
-0.03636873513460159,
0.11281125992536545,
0.006611863616853952,
-0.07487889379262924,
0.0674547478556633,
-0.028800657019019127,
0.017050880938768387,
-0.02635089121758938,
0.003455673111602664,
-0.01806427352130413,
0.0005177862476557493,
-3.313375844896367e-33,
0.022668497636914253,
0.019752368330955505,
-0.023970283567905426,
0.01645371876657009,
-0.02425767295062542,
-0.04490693658590317,
0.008660522289574146,
-0.018519606441259384,
-0.08203303068876266,
-0.02636845037341118,
-0.019392075017094612,
0.029373571276664734,
0.023928599432110786,
0.01993570476770401,
0.04304257035255432,
0.013571000657975674,
-0.028674384579062462,
-0.012264184653759003,
0.02845619060099125,
-0.02418316714465618,
0.06537214666604996,
-0.02447471022605896,
0.017249174416065216,
-0.013333752751350403,
-0.02591540850698948,
-0.010602432303130627,
0.00797363743185997,
-0.0767461284995079,
0.06980139017105103,
0.017515061423182487,
-0.05515676736831665,
0.06562592834234238,
0.012716381810605526,
0.06137509644031525,
-0.02567536011338234,
0.00667857751250267,
-0.014829959720373154,
-0.03983813151717186,
-0.031610891222953796,
0.03556013107299805,
0.01743244007229805,
-0.019620710983872414,
-0.011033294722437859,
-0.07843872159719467,
0.03879692777991295,
-0.09577614814043045,
-0.1169905811548233,
0.02008957229554653,
-0.1015302762389183,
-0.05376211181282997,
-0.01618923991918564,
0.05748141556978226,
-0.019673187285661697,
-0.07769541442394257,
-0.010849989019334316,
-0.006340691354125738,
-0.03550849109888077,
0.033537399023771286,
0.06497839838266373,
0.09543769061565399,
0.051124703139066696,
-0.010670938529074192,
0.03651567921042442,
0.036085885018110275,
-0.0064643980003893375,
-0.00873125996440649,
-0.1087435856461525,
-0.0432293564081192,
0.06506944447755814,
0.005591826047748327,
-0.08343556523323059,
0.01595136895775795,
-0.02621692419052124,
0.022756172344088554,
-0.019974449649453163,
-0.028033994138240814,
0.08016002923250198,
-0.04990775138139725,
0.061502885073423386,
-0.014735942706465721,
-0.014827892184257507,
-0.01160559430718422,
-0.01169706229120493,
0.09459486603736877,
-0.06289537996053696,
-0.014294811524450779,
-0.11590258032083511,
-0.056565333157777786,
-0.018116015940904617,
0.04087372124195099,
-0.03458784148097038,
-0.05002094805240631,
0.021986007690429688,
-0.0028743906877934933,
0.07423488795757294,
2.1050509470460706e-34,
-0.04933949187397957,
-0.07678746432065964,
-0.06287571787834167,
0.016729937866330147,
0.023677220568060875,
-0.0018161634216085076,
-0.03164105862379074,
-0.09252359718084335,
0.010205701924860477,
0.08282497525215149,
-0.11313775926828384,
0.025575919076800346,
0.08338110148906708,
-0.015284910798072815,
0.03901253640651703,
-0.06733377277851105,
0.08080640435218811,
-0.001219258178025484,
-0.04966418072581291,
0.03816206753253937,
0.12190980464220047,
0.060876887291669846,
-0.045110881328582764,
-0.016622496768832207,
0.10870815068483353,
0.05096030980348587,
-0.063059963285923,
0.022984875366091728,
0.019379736855626106,
0.05284183844923973,
-0.004177164286375046,
-0.060956452041864395,
-0.034864671528339386,
-0.07793845981359482,
0.006851990707218647,
0.025500308722257614,
0.017293494194746017,
0.03486894443631172,
-0.08967415243387222,
0.062497302889823914,
-0.029130659997463226,
-0.0529073067009449,
-0.0453871488571167,
-0.03401370719075203,
0.06024496629834175,
-0.018266335129737854,
-0.004829921759665012,
-0.05394880473613739,
0.02166925184428692,
-0.05827593058347702,
0.042952489107847214,
0.016006603837013245,
-0.019270913675427437,
-0.0577813945710659,
-0.038931574672460556,
0.00015893405361566693,
0.003747064620256424,
0.09062303602695465,
0.10007135570049286,
0.05786848068237305,
0.001707418472506106,
-0.032810892909765244,
-0.036044757813215256,
0.11389697343111038,
0.006302673369646072,
-0.03953329846262932,
-0.03920586034655571,
0.05510222166776657,
0.04760362207889557,
0.019976185634732246,
0.13477182388305664,
0.02683434635400772,
-0.009078312665224075,
-0.016652889549732208,
0.11173728853464127,
0.0963209792971611,
-0.07362943887710571,
0.01625065505504608,
-0.05673867091536522,
-0.007143757771700621,
0.01758919283747673,
0.00983166042715311,
0.0317026749253273,
0.040732551366090775,
0.018701331689953804,
0.0018388909520581365,
0.09670501947402954,
-0.05004902184009552,
0.020872019231319427,
-0.05088255926966667,
-0.002016257494688034,
-0.025282979011535645,
0.03835004195570946,
-0.03237343952059746,
-0.03729502111673355,
-4.016521160110642e-8,
0.004898150451481342,
0.006368129514157772,
0.03372533246874809,
0.02121812477707863,
0.011337065137922764,
-0.03997160121798515,
-0.054445549845695496,
-0.08585314452648163,
-0.0413496196269989,
-0.005455350037664175,
0.09322696179151535,
0.03549046069383621,
0.06691645085811615,
-0.045796819031238556,
-0.02308276668190956,
0.07019733637571335,
-0.09468764066696167,
-0.06321963667869568,
-0.04150659963488579,
-0.009831114672124386,
-0.024186694994568825,
-0.051707152277231216,
0.02841723896563053,
0.030604487285017967,
-0.04668200761079788,
-0.033598434180021286,
0.013517946004867554,
-0.03560998663306236,
0.028486743569374084,
0.09067915380001068,
-0.01945723593235016,
0.02321011573076248,
0.06432870030403137,
-0.018348636105656624,
-0.013824505731463432,
0.03717033565044403,
0.007660866715013981,
-0.012327766045928001,
-0.018033349886536598,
-0.08887049555778503,
-0.0015747108263894916,
-0.01565040461719036,
-0.04821818321943283,
-0.0013905377127230167,
0.058423127979040146,
0.004567734431475401,
0.03362921252846718,
-0.10441959649324417,
-0.057579588145017624,
-0.03512262552976608,
0.006848997436463833,
-0.0471457913517952,
-0.06947113573551178,
0.04815632477402687,
0.06500748544931412,
0.01892143301665783,
0.0318901464343071,
-0.027603652328252792,
0.08629310131072998,
-0.031726375222206116,
0.01878388412296772,
0.12205150723457336,
0.03965993598103523,
-0.0985218733549118
] | null | null | null | null | null | null | null |
[
-0.09592350572347641,
-0.00029860567883588374,
-0.13435441255569458,
-0.018003378063440323,
0.020077766850590706,
0.05525440350174904,
0.07851327955722809,
-0.05907062068581581,
0.01216314546763897,
0.055791981518268585,
0.023308422416448593,
0.0971648246049881,
0.11032813042402267,
-0.010805751197040081,
-0.01584586687386036,
-0.002262379275634885,
0.0064876265823841095,
0.047672852873802185,
-0.024339774623513222,
-0.0032114239875227213,
-0.049009595066308975,
-0.09084764122962952,
-0.03101564757525921,
-0.010039721615612507,
-0.02774052508175373,
0.019007734954357147,
-0.08592002093791962,
-0.029648497700691223,
0.022372663021087646,
-0.0595100112259388,
0.005287056788802147,
-0.019687125459313393,
-0.025942448526620865,
0.038616470992565155,
-0.009937291033565998,
0.043150875717401505,
-0.03394671157002449,
0.0011811903677880764,
-0.032967571169137955,
0.027457846328616142,
-0.05977274850010872,
0.07528817653656006,
-0.08213664591312408,
0.0016208990709856153,
-0.09326030313968658,
-0.03644852712750435,
-0.022567905485630035,
0.04220527410507202,
-0.013709630817174911,
-0.057123832404613495,
-0.10944361239671707,
0.020852193236351013,
0.021698953583836555,
0.025332016870379448,
0.02947181835770607,
-0.07004614919424057,
0.012081151828169823,
-0.009696872904896736,
-0.037982746958732605,
-0.059338681399822235,
0.014383507892489433,
0.028927847743034363,
-0.029937421903014183,
0.034946270287036896,
0.10931248217821121,
0.05102125182747841,
0.036625053733587265,
0.06947378814220428,
-0.06603153049945831,
-0.0335201770067215,
0.0011323520448058844,
-0.02315550670027733,
-0.021174822002649307,
0.028867701068520546,
0.038264159113168716,
-0.0026065693236887455,
-0.009014658629894257,
-0.003910672385245562,
0.06445643305778503,
0.020344708114862442,
-0.07731253653764725,
-0.06417873501777649,
0.002043504733592272,
0.04080220311880112,
0.025403659790754318,
-0.045189470052719116,
0.0052764504216611385,
0.01584368199110031,
0.1499016135931015,
-0.027689924463629723,
-0.0671703964471817,
0.07463069260120392,
0.13098210096359253,
0.06815913319587708,
0.08195234835147858,
0.06818392872810364,
-0.00813150592148304,
-0.018053194507956505,
-0.026365140452980995,
0.09263981878757477,
-0.06577245146036148,
0.03752535209059715,
-0.02350655384361744,
-0.05889120325446129,
0.10243703424930573,
0.03280600160360336,
0.0464082770049572,
-0.013308162800967693,
0.03917650878429413,
-0.03490342199802399,
0.04428839683532715,
0.024132374674081802,
0.07727454602718353,
0.02853972651064396,
0.013722575269639492,
0.0450262576341629,
-0.03636873513460159,
0.11281125992536545,
0.006611863616853952,
-0.07487889379262924,
0.0674547478556633,
-0.028800657019019127,
0.017050880938768387,
-0.02635089121758938,
0.003455673111602664,
-0.01806427352130413,
0.0005177862476557493,
-3.313375844896367e-33,
0.022668497636914253,
0.019752368330955505,
-0.023970283567905426,
0.01645371876657009,
-0.02425767295062542,
-0.04490693658590317,
0.008660522289574146,
-0.018519606441259384,
-0.08203303068876266,
-0.02636845037341118,
-0.019392075017094612,
0.029373571276664734,
0.023928599432110786,
0.01993570476770401,
0.04304257035255432,
0.013571000657975674,
-0.028674384579062462,
-0.012264184653759003,
0.02845619060099125,
-0.02418316714465618,
0.06537214666604996,
-0.02447471022605896,
0.017249174416065216,
-0.013333752751350403,
-0.02591540850698948,
-0.010602432303130627,
0.00797363743185997,
-0.0767461284995079,
0.06980139017105103,
0.017515061423182487,
-0.05515676736831665,
0.06562592834234238,
0.012716381810605526,
0.06137509644031525,
-0.02567536011338234,
0.00667857751250267,
-0.014829959720373154,
-0.03983813151717186,
-0.031610891222953796,
0.03556013107299805,
0.01743244007229805,
-0.019620710983872414,
-0.011033294722437859,
-0.07843872159719467,
0.03879692777991295,
-0.09577614814043045,
-0.1169905811548233,
0.02008957229554653,
-0.1015302762389183,
-0.05376211181282997,
-0.01618923991918564,
0.05748141556978226,
-0.019673187285661697,
-0.07769541442394257,
-0.010849989019334316,
-0.006340691354125738,
-0.03550849109888077,
0.033537399023771286,
0.06497839838266373,
0.09543769061565399,
0.051124703139066696,
-0.010670938529074192,
0.03651567921042442,
0.036085885018110275,
-0.0064643980003893375,
-0.00873125996440649,
-0.1087435856461525,
-0.0432293564081192,
0.06506944447755814,
0.005591826047748327,
-0.08343556523323059,
0.01595136895775795,
-0.02621692419052124,
0.022756172344088554,
-0.019974449649453163,
-0.028033994138240814,
0.08016002923250198,
-0.04990775138139725,
0.061502885073423386,
-0.014735942706465721,
-0.014827892184257507,
-0.01160559430718422,
-0.01169706229120493,
0.09459486603736877,
-0.06289537996053696,
-0.014294811524450779,
-0.11590258032083511,
-0.056565333157777786,
-0.018116015940904617,
0.04087372124195099,
-0.03458784148097038,
-0.05002094805240631,
0.021986007690429688,
-0.0028743906877934933,
0.07423488795757294,
2.1050509470460706e-34,
-0.04933949187397957,
-0.07678746432065964,
-0.06287571787834167,
0.016729937866330147,
0.023677220568060875,
-0.0018161634216085076,
-0.03164105862379074,
-0.09252359718084335,
0.010205701924860477,
0.08282497525215149,
-0.11313775926828384,
0.025575919076800346,
0.08338110148906708,
-0.015284910798072815,
0.03901253640651703,
-0.06733377277851105,
0.08080640435218811,
-0.001219258178025484,
-0.04966418072581291,
0.03816206753253937,
0.12190980464220047,
0.060876887291669846,
-0.045110881328582764,
-0.016622496768832207,
0.10870815068483353,
0.05096030980348587,
-0.063059963285923,
0.022984875366091728,
0.019379736855626106,
0.05284183844923973,
-0.004177164286375046,
-0.060956452041864395,
-0.034864671528339386,
-0.07793845981359482,
0.006851990707218647,
0.025500308722257614,
0.017293494194746017,
0.03486894443631172,
-0.08967415243387222,
0.062497302889823914,
-0.029130659997463226,
-0.0529073067009449,
-0.0453871488571167,
-0.03401370719075203,
0.06024496629834175,
-0.018266335129737854,
-0.004829921759665012,
-0.05394880473613739,
0.02166925184428692,
-0.05827593058347702,
0.042952489107847214,
0.016006603837013245,
-0.019270913675427437,
-0.0577813945710659,
-0.038931574672460556,
0.00015893405361566693,
0.003747064620256424,
0.09062303602695465,
0.10007135570049286,
0.05786848068237305,
0.001707418472506106,
-0.032810892909765244,
-0.036044757813215256,
0.11389697343111038,
0.006302673369646072,
-0.03953329846262932,
-0.03920586034655571,
0.05510222166776657,
0.04760362207889557,
0.019976185634732246,
0.13477182388305664,
0.02683434635400772,
-0.009078312665224075,
-0.016652889549732208,
0.11173728853464127,
0.0963209792971611,
-0.07362943887710571,
0.01625065505504608,
-0.05673867091536522,
-0.007143757771700621,
0.01758919283747673,
0.00983166042715311,
0.0317026749253273,
0.040732551366090775,
0.018701331689953804,
0.0018388909520581365,
0.09670501947402954,
-0.05004902184009552,
0.020872019231319427,
-0.05088255926966667,
-0.002016257494688034,
-0.025282979011535645,
0.03835004195570946,
-0.03237343952059746,
-0.03729502111673355,
-4.016521160110642e-8,
0.004898150451481342,
0.006368129514157772,
0.03372533246874809,
0.02121812477707863,
0.011337065137922764,
-0.03997160121798515,
-0.054445549845695496,
-0.08585314452648163,
-0.0413496196269989,
-0.005455350037664175,
0.09322696179151535,
0.03549046069383621,
0.06691645085811615,
-0.045796819031238556,
-0.02308276668190956,
0.07019733637571335,
-0.09468764066696167,
-0.06321963667869568,
-0.04150659963488579,
-0.009831114672124386,
-0.024186694994568825,
-0.051707152277231216,
0.02841723896563053,
0.030604487285017967,
-0.04668200761079788,
-0.033598434180021286,
0.013517946004867554,
-0.03560998663306236,
0.028486743569374084,
0.09067915380001068,
-0.01945723593235016,
0.02321011573076248,
0.06432870030403137,
-0.018348636105656624,
-0.013824505731463432,
0.03717033565044403,
0.007660866715013981,
-0.012327766045928001,
-0.018033349886536598,
-0.08887049555778503,
-0.0015747108263894916,
-0.01565040461719036,
-0.04821818321943283,
-0.0013905377127230167,
0.058423127979040146,
0.004567734431475401,
0.03362921252846718,
-0.10441959649324417,
-0.057579588145017624,
-0.03512262552976608,
0.006848997436463833,
-0.0471457913517952,
-0.06947113573551178,
0.04815632477402687,
0.06500748544931412,
0.01892143301665783,
0.0318901464343071,
-0.027603652328252792,
0.08629310131072998,
-0.031726375222206116,
0.01878388412296772,
0.12205150723457336,
0.03965993598103523,
-0.0985218733549118
] |
1401.5580
|
Pradip Sircar
|
Jugalkishore K. Banoth, Pradip Sircar
|
Polynomial Transformation Method for Non-Gaussian Noise Environment
|
4 pages
|
WORLDCOMP 2011, Proc. CSC, pp. 329, Jul 18-21, 2011, Las Vegas,
Nevada, USA
| null | null |
math.ST cs.CE stat.TH
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Signal processing in non-Gaussian noise environment is addressed in this
paper. For many real-life situations, the additive noise process present in the
system is found to be dominantly non-Gaussian. The problem of detection and
estimation of signals corrupted with non-Gaussian noise is difficult to track
mathematically. In this paper, we present a novel approach for optimal
detection and estimation of signals in non-Gaussian noise. It is demonstrated
that preprocessing of data by the orthogonal polynomial approximation together
with the minimum error-variance criterion converts an additive non-Gaussian
noise process into an approximation-error process which is close to Gaussian.
The Monte Carlo simulations are presented to test the Gaussian hypothesis based
on the bicoherence of a sequence. The histogram test and the kurtosis test are
carried out to verify the Gaussian hypothesis.
|
[
{
"created": "Wed, 22 Jan 2014 07:45:29 GMT",
"version": "v1"
}
] |
2014-01-23
|
[
[
"Banoth",
"Jugalkishore K.",
""
],
[
"Sircar",
"Pradip",
""
]
] |
[
-0.04445492476224899,
-0.10015798360109329,
0.015979371964931488,
-0.04280588775873184,
-0.039634380489587784,
-0.10407809913158417,
0.03794614598155022,
-0.07578425109386444,
0.015565103851258755,
-0.015313695184886456,
0.020002249628305435,
0.06716706603765488,
0.08039109408855438,
-0.07274772971868515,
-0.09151086211204529,
-0.09361938387155533,
0.08733682334423065,
0.038808468729257584,
0.052108872681856155,
-0.025562429800629616,
0.02382487617433071,
-0.028156140819191933,
-0.06768988817930222,
-0.015552925877273083,
0.09367410838603973,
0.02004214935004711,
0.06199225038290024,
-0.007336582522839308,
-0.07541141659021378,
0.07368245720863342,
-0.002376823453232646,
-0.00944145955145359,
0.12662789225578308,
-0.04668961092829704,
0.003727226285263896,
-0.02162734977900982,
0.047010671347379684,
0.060252781957387924,
0.04870088770985603,
0.03926704823970795,
-0.00036174763226881623,
-0.031237930059432983,
-0.045412223786115646,
0.02179112657904625,
-0.007946910336613655,
-0.05472953990101814,
-0.006527131889015436,
-0.14994484186172485,
0.004075067117810249,
-0.010826604440808296,
-0.0027810665778815746,
0.0835060179233551,
-0.059226617217063904,
0.04266158491373062,
0.03829298913478851,
-0.07175557315349579,
-0.029924798756837845,
-0.005452387500554323,
0.03804419934749603,
0.08978993445634842,
0.059267185628414154,
-0.03210600093007088,
0.04015304520726204,
0.01431261096149683,
-0.010370166040956974,
0.042644303292036057,
0.0303875170648098,
0.024676769971847534,
0.0208236463367939,
0.047365330159664154,
-0.06824499368667603,
0.15487097203731537,
-0.03865097463130951,
0.01993623934686184,
-0.03458121791481972,
-0.023915069177746773,
-0.05805589631199837,
0.0021583596244454384,
-0.006099086720496416,
-0.04138737544417381,
-0.03993140533566475,
-0.009413475170731544,
0.012540923431515694,
-0.08960309624671936,
0.09398417919874191,
0.1076941192150116,
0.059801794588565826,
0.06095656752586365,
-0.02685539610683918,
-0.009540116414427757,
-0.07218312472105026,
0.02710072137415409,
-0.08073750883340836,
0.004700385499745607,
-0.06049720197916031,
0.04011260345578194,
0.053915537893772125,
-0.022908596321940422,
0.08186256140470505,
0.031624484807252884,
0.06715091317892075,
-0.02805527113378048,
0.06543216854333878,
-0.00250451173633337,
0.03790539875626564,
0.02932843007147312,
0.03181314840912819,
-0.02615632675588131,
-0.00236970535479486,
-0.037493813782930374,
-0.03332434594631195,
-0.020400771871209145,
0.03254053741693497,
0.0309149157255888,
-0.02297065779566765,
0.06745043396949768,
0.04253455996513367,
0.046998076140880585,
-0.021735141053795815,
0.04202815890312195,
0.0020439247600734234,
-0.07907145470380783,
0.0035919060464948416,
0.06652344018220901,
0.04823211207985878,
0.07240157574415207,
-0.014828584156930447,
2.850756186039417e-33,
-0.04379165917634964,
0.002899289596825838,
-0.0028122286312282085,
-0.027610288932919502,
-0.06115689501166344,
0.08284555375576019,
-0.033180754631757736,
-0.05475340783596039,
0.08517544716596603,
0.06974558532238007,
0.02879505604505539,
0.03825431317090988,
-0.01608918234705925,
-0.04179471731185913,
0.03573981672525406,
0.10275878012180328,
-0.04719029739499092,
-0.02382011152803898,
0.04198162630200386,
-0.012678510509431362,
0.04424362629652023,
-0.09549368172883987,
0.008747461251914501,
0.018630865961313248,
0.007910642772912979,
0.04051089659333229,
-0.019616592675447464,
-0.07765652984380722,
-0.018169818446040154,
0.027395877987146378,
-0.039629872888326645,
0.019794892519712448,
0.019598407670855522,
-0.008776087313890457,
-0.02143377810716629,
-0.08218291401863098,
0.09177789092063904,
-0.010310892015695572,
-0.08143459260463715,
-0.08702600747346878,
0.029338445514440536,
-0.008437691256403923,
0.0645841583609581,
-0.05557475984096527,
-0.036845412105321884,
-0.03137210011482239,
0.05486548691987991,
-0.0081290602684021,
0.07316534221172333,
-0.018747380003333092,
-0.0017780531197786331,
-0.041595637798309326,
-0.042399726808071136,
0.02817181684076786,
-0.03272642195224762,
0.06670702248811722,
0.0020413179881870747,
0.0022346710320562124,
0.03992972522974014,
0.07808973640203476,
-0.04006578400731087,
0.02058952860534191,
0.05799297243356705,
-0.04097415879368782,
0.013713900931179523,
0.03311688452959061,
-0.02249753102660179,
-0.006849708966910839,
-0.016420476138591766,
-0.04739333316683769,
0.04442097246646881,
-0.011563104577362537,
-0.036629512906074524,
0.012516896240413189,
0.006854393985122442,
0.003022882156074047,
-0.03613915294408798,
-0.010815807618200779,
-0.05580594018101692,
-0.04804446920752525,
-0.012074795551598072,
-0.025691797956824303,
0.0316617377102375,
-0.044210854917764664,
-0.012835292145609856,
0.01830965280532837,
-0.102728933095932,
0.00992665532976389,
-0.13368304073810577,
-0.022695422172546387,
-0.06979208439588547,
0.10272230207920074,
-0.06438199430704117,
0.027481062337756157,
-0.0845261812210083,
-3.8089620591511355e-33,
-0.0038699274882674217,
0.06859675794839859,
0.06282003968954086,
0.04668647050857544,
-0.02087251842021942,
0.014665679074823856,
0.0000519149616593495,
-0.04704248160123825,
0.06607680022716522,
-0.01746927946805954,
-0.029402248561382294,
-0.059362951666116714,
0.04164167866110802,
0.03883887082338333,
-0.014664080925285816,
0.004449923522770405,
0.032779183238744736,
0.025889407843351364,
-0.005457934457808733,
-0.0313522145152092,
0.03407308831810951,
0.013341923244297504,
-0.012897750362753868,
-0.022570112720131874,
-0.03008178249001503,
0.054347924888134,
-0.09767080098390579,
0.06315022706985474,
-0.05146568641066551,
-0.0132018206641078,
-0.0535210445523262,
0.05664633587002754,
-0.02890125662088394,
-0.039108917117118835,
0.04483446851372719,
-0.0039835525676608086,
0.008534827269613743,
0.0589091032743454,
0.021698517724871635,
-0.061415042728185654,
0.03493918851017952,
0.11793717741966248,
0.0424044243991375,
-0.11290439963340759,
0.027035824954509735,
-0.060781244188547134,
0.007842806167900562,
0.0785389393568039,
0.00794719997793436,
0.009365841746330261,
0.006548061966896057,
0.07027819752693176,
-0.07710859924554825,
0.10294071584939957,
-0.01892828196287155,
0.14160077273845673,
-0.033910077065229416,
0.05914526432752609,
0.06782712042331696,
0.007112495135515928,
-0.04330936819314957,
-0.00704346876591444,
-0.04695684090256691,
-0.03969017416238785,
-0.01421105396002531,
0.10459037870168686,
-0.03929983824491501,
0.06259230524301529,
0.053159791976213455,
-0.004949317779392004,
-0.015195364132523537,
-0.003201644401997328,
-0.04932015761733055,
0.01273114513605833,
-0.03218592330813408,
0.014715766534209251,
0.008110499940812588,
-0.038079697638750076,
-0.04166460409760475,
0.03770441934466362,
0.03259609267115593,
0.036085277795791626,
0.02126000076532364,
0.014277391135692596,
-0.03976060077548027,
0.07170803844928741,
0.002935699187219143,
-0.12136884033679962,
0.03335600718855858,
-0.15141744911670685,
-0.022192884236574173,
0.07756257802248001,
-0.01089166197925806,
0.006315354257822037,
-0.009695535525679588,
-4.6073932224999226e-8,
-0.05700090900063515,
-0.04503493756055832,
0.002369216876104474,
-0.060367949306964874,
0.07772550731897354,
-0.056537143886089325,
-0.013914765790104866,
-0.02874675951898098,
-0.04426053538918495,
-0.1859634965658188,
0.038791920989751816,
-0.10162605345249176,
-0.0879318043589592,
0.0013430463150143623,
0.02200639434158802,
-0.02398519590497017,
-0.014611778780817986,
-0.004334460012614727,
-0.019612174481153488,
-0.08379438519477844,
0.032969050109386444,
0.024569261819124222,
-0.015944214537739754,
0.047907281666994095,
-0.008914542384445667,
-0.0020110788755118847,
0.006828946061432362,
0.004960422404110432,
0.0361005999147892,
0.030213015154004097,
0.01670750044286251,
0.01213965192437172,
0.00018391062621958554,
0.014468629844486713,
-0.008624535985291004,
-0.0024958744179457426,
0.05018914118409157,
0.057106249034404755,
-0.04209178313612938,
-0.03291117027401924,
-0.03995098918676376,
0.03122667968273163,
-0.047729238867759705,
-0.04042752459645271,
0.031220240518450737,
0.038039591163396835,
0.09872400760650635,
-0.11112608015537262,
0.07677371054887772,
0.035777755081653595,
0.10448217391967773,
0.003895486705005169,
0.020685644820332527,
-0.058679066598415375,
-0.005243942141532898,
-0.03260407969355583,
0.05839316174387932,
-0.0499785877764225,
-0.025284454226493835,
-0.0013973331078886986,
-0.01719668135046959,
0.03638627380132675,
-0.0268340352922678,
0.012324623763561249
] | null | null | null | null | null | null | null |
[
-0.04445492476224899,
-0.10015798360109329,
0.015979371964931488,
-0.04280588775873184,
-0.039634380489587784,
-0.10407809913158417,
0.03794614598155022,
-0.07578425109386444,
0.015565103851258755,
-0.015313695184886456,
0.020002249628305435,
0.06716706603765488,
0.08039109408855438,
-0.07274772971868515,
-0.09151086211204529,
-0.09361938387155533,
0.08733682334423065,
0.038808468729257584,
0.052108872681856155,
-0.025562429800629616,
0.02382487617433071,
-0.028156140819191933,
-0.06768988817930222,
-0.015552925877273083,
0.09367410838603973,
0.02004214935004711,
0.06199225038290024,
-0.007336582522839308,
-0.07541141659021378,
0.07368245720863342,
-0.002376823453232646,
-0.00944145955145359,
0.12662789225578308,
-0.04668961092829704,
0.003727226285263896,
-0.02162734977900982,
0.047010671347379684,
0.060252781957387924,
0.04870088770985603,
0.03926704823970795,
-0.00036174763226881623,
-0.031237930059432983,
-0.045412223786115646,
0.02179112657904625,
-0.007946910336613655,
-0.05472953990101814,
-0.006527131889015436,
-0.14994484186172485,
0.004075067117810249,
-0.010826604440808296,
-0.0027810665778815746,
0.0835060179233551,
-0.059226617217063904,
0.04266158491373062,
0.03829298913478851,
-0.07175557315349579,
-0.029924798756837845,
-0.005452387500554323,
0.03804419934749603,
0.08978993445634842,
0.059267185628414154,
-0.03210600093007088,
0.04015304520726204,
0.01431261096149683,
-0.010370166040956974,
0.042644303292036057,
0.0303875170648098,
0.024676769971847534,
0.0208236463367939,
0.047365330159664154,
-0.06824499368667603,
0.15487097203731537,
-0.03865097463130951,
0.01993623934686184,
-0.03458121791481972,
-0.023915069177746773,
-0.05805589631199837,
0.0021583596244454384,
-0.006099086720496416,
-0.04138737544417381,
-0.03993140533566475,
-0.009413475170731544,
0.012540923431515694,
-0.08960309624671936,
0.09398417919874191,
0.1076941192150116,
0.059801794588565826,
0.06095656752586365,
-0.02685539610683918,
-0.009540116414427757,
-0.07218312472105026,
0.02710072137415409,
-0.08073750883340836,
0.004700385499745607,
-0.06049720197916031,
0.04011260345578194,
0.053915537893772125,
-0.022908596321940422,
0.08186256140470505,
0.031624484807252884,
0.06715091317892075,
-0.02805527113378048,
0.06543216854333878,
-0.00250451173633337,
0.03790539875626564,
0.02932843007147312,
0.03181314840912819,
-0.02615632675588131,
-0.00236970535479486,
-0.037493813782930374,
-0.03332434594631195,
-0.020400771871209145,
0.03254053741693497,
0.0309149157255888,
-0.02297065779566765,
0.06745043396949768,
0.04253455996513367,
0.046998076140880585,
-0.021735141053795815,
0.04202815890312195,
0.0020439247600734234,
-0.07907145470380783,
0.0035919060464948416,
0.06652344018220901,
0.04823211207985878,
0.07240157574415207,
-0.014828584156930447,
2.850756186039417e-33,
-0.04379165917634964,
0.002899289596825838,
-0.0028122286312282085,
-0.027610288932919502,
-0.06115689501166344,
0.08284555375576019,
-0.033180754631757736,
-0.05475340783596039,
0.08517544716596603,
0.06974558532238007,
0.02879505604505539,
0.03825431317090988,
-0.01608918234705925,
-0.04179471731185913,
0.03573981672525406,
0.10275878012180328,
-0.04719029739499092,
-0.02382011152803898,
0.04198162630200386,
-0.012678510509431362,
0.04424362629652023,
-0.09549368172883987,
0.008747461251914501,
0.018630865961313248,
0.007910642772912979,
0.04051089659333229,
-0.019616592675447464,
-0.07765652984380722,
-0.018169818446040154,
0.027395877987146378,
-0.039629872888326645,
0.019794892519712448,
0.019598407670855522,
-0.008776087313890457,
-0.02143377810716629,
-0.08218291401863098,
0.09177789092063904,
-0.010310892015695572,
-0.08143459260463715,
-0.08702600747346878,
0.029338445514440536,
-0.008437691256403923,
0.0645841583609581,
-0.05557475984096527,
-0.036845412105321884,
-0.03137210011482239,
0.05486548691987991,
-0.0081290602684021,
0.07316534221172333,
-0.018747380003333092,
-0.0017780531197786331,
-0.041595637798309326,
-0.042399726808071136,
0.02817181684076786,
-0.03272642195224762,
0.06670702248811722,
0.0020413179881870747,
0.0022346710320562124,
0.03992972522974014,
0.07808973640203476,
-0.04006578400731087,
0.02058952860534191,
0.05799297243356705,
-0.04097415879368782,
0.013713900931179523,
0.03311688452959061,
-0.02249753102660179,
-0.006849708966910839,
-0.016420476138591766,
-0.04739333316683769,
0.04442097246646881,
-0.011563104577362537,
-0.036629512906074524,
0.012516896240413189,
0.006854393985122442,
0.003022882156074047,
-0.03613915294408798,
-0.010815807618200779,
-0.05580594018101692,
-0.04804446920752525,
-0.012074795551598072,
-0.025691797956824303,
0.0316617377102375,
-0.044210854917764664,
-0.012835292145609856,
0.01830965280532837,
-0.102728933095932,
0.00992665532976389,
-0.13368304073810577,
-0.022695422172546387,
-0.06979208439588547,
0.10272230207920074,
-0.06438199430704117,
0.027481062337756157,
-0.0845261812210083,
-3.8089620591511355e-33,
-0.0038699274882674217,
0.06859675794839859,
0.06282003968954086,
0.04668647050857544,
-0.02087251842021942,
0.014665679074823856,
0.0000519149616593495,
-0.04704248160123825,
0.06607680022716522,
-0.01746927946805954,
-0.029402248561382294,
-0.059362951666116714,
0.04164167866110802,
0.03883887082338333,
-0.014664080925285816,
0.004449923522770405,
0.032779183238744736,
0.025889407843351364,
-0.005457934457808733,
-0.0313522145152092,
0.03407308831810951,
0.013341923244297504,
-0.012897750362753868,
-0.022570112720131874,
-0.03008178249001503,
0.054347924888134,
-0.09767080098390579,
0.06315022706985474,
-0.05146568641066551,
-0.0132018206641078,
-0.0535210445523262,
0.05664633587002754,
-0.02890125662088394,
-0.039108917117118835,
0.04483446851372719,
-0.0039835525676608086,
0.008534827269613743,
0.0589091032743454,
0.021698517724871635,
-0.061415042728185654,
0.03493918851017952,
0.11793717741966248,
0.0424044243991375,
-0.11290439963340759,
0.027035824954509735,
-0.060781244188547134,
0.007842806167900562,
0.0785389393568039,
0.00794719997793436,
0.009365841746330261,
0.006548061966896057,
0.07027819752693176,
-0.07710859924554825,
0.10294071584939957,
-0.01892828196287155,
0.14160077273845673,
-0.033910077065229416,
0.05914526432752609,
0.06782712042331696,
0.007112495135515928,
-0.04330936819314957,
-0.00704346876591444,
-0.04695684090256691,
-0.03969017416238785,
-0.01421105396002531,
0.10459037870168686,
-0.03929983824491501,
0.06259230524301529,
0.053159791976213455,
-0.004949317779392004,
-0.015195364132523537,
-0.003201644401997328,
-0.04932015761733055,
0.01273114513605833,
-0.03218592330813408,
0.014715766534209251,
0.008110499940812588,
-0.038079697638750076,
-0.04166460409760475,
0.03770441934466362,
0.03259609267115593,
0.036085277795791626,
0.02126000076532364,
0.014277391135692596,
-0.03976060077548027,
0.07170803844928741,
0.002935699187219143,
-0.12136884033679962,
0.03335600718855858,
-0.15141744911670685,
-0.022192884236574173,
0.07756257802248001,
-0.01089166197925806,
0.006315354257822037,
-0.009695535525679588,
-4.6073932224999226e-8,
-0.05700090900063515,
-0.04503493756055832,
0.002369216876104474,
-0.060367949306964874,
0.07772550731897354,
-0.056537143886089325,
-0.013914765790104866,
-0.02874675951898098,
-0.04426053538918495,
-0.1859634965658188,
0.038791920989751816,
-0.10162605345249176,
-0.0879318043589592,
0.0013430463150143623,
0.02200639434158802,
-0.02398519590497017,
-0.014611778780817986,
-0.004334460012614727,
-0.019612174481153488,
-0.08379438519477844,
0.032969050109386444,
0.024569261819124222,
-0.015944214537739754,
0.047907281666994095,
-0.008914542384445667,
-0.0020110788755118847,
0.006828946061432362,
0.004960422404110432,
0.0361005999147892,
0.030213015154004097,
0.01670750044286251,
0.01213965192437172,
0.00018391062621958554,
0.014468629844486713,
-0.008624535985291004,
-0.0024958744179457426,
0.05018914118409157,
0.057106249034404755,
-0.04209178313612938,
-0.03291117027401924,
-0.03995098918676376,
0.03122667968273163,
-0.047729238867759705,
-0.04042752459645271,
0.031220240518450737,
0.038039591163396835,
0.09872400760650635,
-0.11112608015537262,
0.07677371054887772,
0.035777755081653595,
0.10448217391967773,
0.003895486705005169,
0.020685644820332527,
-0.058679066598415375,
-0.005243942141532898,
-0.03260407969355583,
0.05839316174387932,
-0.0499785877764225,
-0.025284454226493835,
-0.0013973331078886986,
-0.01719668135046959,
0.03638627380132675,
-0.0268340352922678,
0.012324623763561249
] |
1401.5581
|
Ming Tang
|
Ai-Xiang Cui, Wei Wang, Ming Tang, Yan Fu, Xiaoming Liang, and
Younghae Do
|
Efficient allocation of heterogeneous response times in information
spreading process
|
8 pages, 6 figures
| null |
10.1063/1.4890612
| null |
physics.soc-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Recently, the impacts of spatiotemporal heterogeneities of human activities
on spreading dynamics have attracted extensive attention. In this paper, to
study heterogeneous response times on information spreading, we focus on the
susceptible-infected spreading dynamics with adjustable power-law response time
distribution based on uncorrelated scale-free networks. We find that the
stronger the heterogeneity of response times is, the faster the information
spreading is in the early and middle stages. Following a given heterogeneity,
the procedure of reducing the correlation between the response times and
degrees of individuals can also accelerate the spreading dynamics in the early
and middle stages. However, the dynamics in the late stage is slightly more
complicated, and there is an optimal value of the full prevalence time changing
with the heterogeneity of response times and the response time-degree
correlation, respectively. The optimal phenomena results from the efficient
allocation of heterogeneous response times.
|
[
{
"created": "Wed, 22 Jan 2014 07:48:15 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Cui",
"Ai-Xiang",
""
],
[
"Wang",
"Wei",
""
],
[
"Tang",
"Ming",
""
],
[
"Fu",
"Yan",
""
],
[
"Liang",
"Xiaoming",
""
],
[
"Do",
"Younghae",
""
]
] |
[
-0.013206805102527142,
-0.07299380749464035,
0.039583005011081696,
0.03993844613432884,
0.0604359433054924,
-0.06381066888570786,
-0.06531257927417755,
0.00972416065633297,
0.11659248918294907,
0.05775466933846474,
0.053643543273210526,
0.027791107073426247,
-0.002743298886343837,
0.06037651002407074,
0.012846280820667744,
-0.026392076164484024,
-0.03289395198225975,
-0.04995753616094589,
-0.06300543248653412,
0.032382458448410034,
0.0347648486495018,
-0.013223286718130112,
-0.04827295243740082,
-0.05776220187544823,
0.0038326005451381207,
-0.0505526103079319,
-0.02259979024529457,
-0.038714699447155,
-0.036438167095184326,
-0.04189717397093773,
0.09310939908027649,
-0.009634897112846375,
0.006183606572449207,
0.007256357930600643,
-0.13758306205272675,
-0.031826771795749664,
0.01575392670929432,
0.01301641296595335,
0.03117247112095356,
0.09826269745826721,
0.08577198535203934,
0.03955012932419777,
0.032811444252729416,
0.07523087412118912,
0.006305183283984661,
0.027601812034845352,
0.02761160209774971,
0.07922856509685516,
-0.02875100076198578,
-0.0677582174539566,
-0.0020669810473918915,
0.008404556661844254,
-0.012989465147256851,
0.05950304493308067,
0.0414130799472332,
-0.02545798197388649,
-0.007584952749311924,
0.009100181981921196,
-0.00037310944753699005,
-0.008193888701498508,
0.002251039259135723,
0.00700887618586421,
-0.02069048210978508,
0.028004799038171768,
-0.03092903457581997,
0.07470059394836426,
0.061084963381290436,
0.11256641894578934,
0.023879410699009895,
0.06289734691381454,
-0.030465122312307358,
0.055376630276441574,
-0.12693335115909576,
-0.02079850062727928,
0.09354812651872635,
-0.052011072635650635,
-0.03378002345561981,
0.02591787278652191,
0.029520047828555107,
-0.011701302602887154,
0.025736231356859207,
0.0230237003415823,
0.013917582109570503,
-0.05569609999656677,
0.015446151606738567,
-0.04646594449877739,
0.026521192863583565,
0.06889212876558304,
0.057083819061517715,
-0.03729000315070152,
-0.011933409608900547,
0.07514742016792297,
-0.007758932653814554,
0.04917783662676811,
-0.014291561208665371,
0.008143209852278233,
0.0018231640569865704,
-0.08787518739700317,
0.044883981347084045,
0.044566284865140915,
-0.0925869345664978,
-0.13357172906398773,
0.0012532786931842566,
0.04957541078329086,
0.02042725868523121,
-0.06293731182813644,
0.0017025050474330783,
0.02099882811307907,
0.010675384663045406,
0.10422902554273605,
0.023172462359070778,
0.04408436268568039,
-0.016876552253961563,
-0.004122982732951641,
-0.017332494258880615,
-0.08342410624027252,
0.02123165689408779,
0.03357931599020958,
-0.0098481560125947,
-0.028987063094973564,
0.0633748322725296,
-0.06993281841278076,
-0.07324425876140594,
-0.05421614646911621,
0.022230971604585648,
0.03164038434624672,
-0.006293287500739098,
1.6459402306618214e-33,
-0.06210891529917717,
-0.05355464294552803,
0.00807154830545187,
0.026100417599081993,
0.00543920136988163,
-0.016729146242141724,
-0.024050980806350708,
-0.022696981206536293,
0.05114278942346573,
0.030319754034280777,
-0.08939532190561295,
0.07977445423603058,
0.008604802191257477,
0.019004834815859795,
-0.06152891740202904,
0.014250029809772968,
0.04520518332719803,
0.11935435980558395,
-0.019630901515483856,
-0.01750389114022255,
0.027858128771185875,
-0.09561080485582352,
-0.022012444213032722,
-0.016028374433517456,
0.04909389838576317,
-0.0533149279654026,
-0.023268353193998337,
-0.02514730580151081,
0.028520764783024788,
-0.02949962578713894,
0.002396788913756609,
0.04596756026148796,
-0.012653856538236141,
-0.04465794935822487,
0.0033245321828871965,
0.027795439586043358,
0.018700886517763138,
-0.01056818850338459,
0.05583728104829788,
-0.03613385930657387,
0.022111820057034492,
0.04480210691690445,
-0.03663289546966553,
-0.04216041788458824,
0.02093200571835041,
-0.029499903321266174,
0.021253695711493492,
0.012191441841423512,
-0.04740440845489502,
-0.03357996046543121,
-0.011925174854695797,
0.009401100687682629,
0.02014712430536747,
-0.044448137283325195,
-0.020138772204518318,
0.05098070949316025,
-0.010067209601402283,
0.07475131005048752,
-0.02416345104575157,
0.08231935650110245,
0.020893685519695282,
-0.05134635791182518,
0.029379134997725487,
-0.024292953312397003,
0.10720697045326233,
-0.002548499498516321,
-0.0298951156437397,
0.02044769935309887,
0.0940537378191948,
0.05796666070818901,
0.12396226823329926,
0.08093234896659851,
-0.10630365461111069,
-0.0697769746184349,
-0.00814799964427948,
-0.04522385820746422,
0.024448007345199585,
-0.0006404943997040391,
-0.0018553362460806966,
0.03586357831954956,
-0.08995669335126877,
-0.05162984877824783,
-0.038224957883358,
-0.020796189084649086,
-0.017315659672021866,
0.049350131303071976,
0.04044591635465622,
0.04371432214975357,
-0.13287411630153656,
0.06084298714995384,
0.014944645576179028,
-0.004644899629056454,
0.04299989715218544,
0.02806558646261692,
0.060996197164058685,
-2.259762993181073e-33,
-0.03441900387406349,
0.009471528232097626,
-0.01460994128137827,
-0.006647901609539986,
0.03558429330587387,
0.08587275445461273,
0.0029965913854539394,
0.08619360625743866,
0.03027482144534588,
0.05184251815080643,
-0.06201467290520668,
-0.05807094648480415,
-0.011138418689370155,
-0.03868764638900757,
0.07382265478372574,
0.00957413949072361,
0.08249060064554214,
-0.009986218065023422,
0.03196260705590248,
-0.03669026121497154,
-0.04033859446644783,
-0.05055565759539604,
-0.031397413462400436,
-0.045009493827819824,
0.0836985632777214,
-0.04128090292215347,
-0.04099290817975998,
0.0799562931060791,
-0.03679736703634262,
-0.009622693993151188,
-0.13163499534130096,
-0.00148915802128613,
-0.05947255343198776,
0.001660503912717104,
-0.016467861831188202,
0.15046681463718414,
0.00845493283122778,
0.021718692034482956,
0.07052528858184814,
0.04074757918715477,
-0.005792018957436085,
-0.035752806812524796,
-0.0669374167919159,
0.0013035901356488466,
0.01446094922721386,
0.05257301777601242,
-0.024748094379901886,
0.078360415995121,
0.010230361483991146,
0.015260095708072186,
0.054708123207092285,
0.07219062745571136,
-0.05453860014677048,
-0.04080646112561226,
-0.08633384853601456,
-0.0033995425328612328,
0.003328929655253887,
-0.06183513626456261,
-0.05097788944840431,
-0.04525057226419449,
-0.04977249726653099,
-0.06645970791578293,
-0.08329489082098007,
-0.0023699081502854824,
-0.0737849622964859,
0.01228778064250946,
0.07139032334089279,
-0.07903102785348892,
0.08680817484855652,
-0.025634361431002617,
0.0019460268085822463,
0.018767250701785088,
-0.013557677157223225,
-0.09242401272058487,
0.006057015620172024,
-0.030961060896515846,
-0.0004884047666564584,
-0.06071116775274277,
0.011711809784173965,
0.025895657017827034,
-0.09250441938638687,
0.0681714341044426,
-0.008404326625168324,
-0.08136361837387085,
-0.039795707911252975,
0.013628192245960236,
0.10461951792240143,
-0.029735039919614792,
0.06069382280111313,
0.060153014957904816,
-0.057192277163267136,
-0.045464858412742615,
0.02503705397248268,
-0.0624835267663002,
-0.10005006939172745,
-4.6016566557227634e-8,
0.011999993585050106,
0.0752667486667633,
0.0477229468524456,
0.044803187251091,
0.048623330891132355,
0.11843707412481308,
0.008589834906160831,
0.0073385052382946014,
0.03944367170333862,
0.019823994487524033,
0.06279795616865158,
0.005710204131901264,
0.11488018929958344,
0.05534881725907326,
0.035042811185121536,
-0.025798801332712173,
-0.011574605479836464,
-0.10126792639493942,
-0.05275808647274971,
-0.07985197752714157,
-0.01278626173734665,
-0.00045664302888326347,
-0.04272109270095825,
0.003866147017106414,
0.0748777911067009,
0.009698565118014812,
-0.07190098613500595,
-0.0367705374956131,
0.0046663591638207436,
-0.0031326396856456995,
-0.09253992885351181,
-0.04247741028666496,
-0.06457868963479996,
0.06922273337841034,
-0.02250065468251705,
0.054547712206840515,
0.020470190793275833,
0.015666667371988297,
-0.01961357519030571,
0.007823316380381584,
0.02316512167453766,
-0.013593297451734543,
0.03181593492627144,
0.03699791058897972,
-0.021340472623705864,
-0.006073990371078253,
-0.04736153781414032,
-0.004462277051061392,
0.08220741152763367,
-0.08623101562261581,
0.07952206581830978,
-0.05946352705359459,
-0.07586319744586945,
0.015099501237273216,
-0.004319602157920599,
-0.005519714672118425,
-0.022117847576737404,
-0.03297700360417366,
0.09268168359994888,
0.02571260742843151,
-0.03923488035798073,
-0.013099809177219868,
-0.12462552636861801,
-0.03800221532583237
] | null | null | null | null | null | null | null |
[
-0.013206805102527142,
-0.07299380749464035,
0.039583005011081696,
0.03993844613432884,
0.0604359433054924,
-0.06381066888570786,
-0.06531257927417755,
0.00972416065633297,
0.11659248918294907,
0.05775466933846474,
0.053643543273210526,
0.027791107073426247,
-0.002743298886343837,
0.06037651002407074,
0.012846280820667744,
-0.026392076164484024,
-0.03289395198225975,
-0.04995753616094589,
-0.06300543248653412,
0.032382458448410034,
0.0347648486495018,
-0.013223286718130112,
-0.04827295243740082,
-0.05776220187544823,
0.0038326005451381207,
-0.0505526103079319,
-0.02259979024529457,
-0.038714699447155,
-0.036438167095184326,
-0.04189717397093773,
0.09310939908027649,
-0.009634897112846375,
0.006183606572449207,
0.007256357930600643,
-0.13758306205272675,
-0.031826771795749664,
0.01575392670929432,
0.01301641296595335,
0.03117247112095356,
0.09826269745826721,
0.08577198535203934,
0.03955012932419777,
0.032811444252729416,
0.07523087412118912,
0.006305183283984661,
0.027601812034845352,
0.02761160209774971,
0.07922856509685516,
-0.02875100076198578,
-0.0677582174539566,
-0.0020669810473918915,
0.008404556661844254,
-0.012989465147256851,
0.05950304493308067,
0.0414130799472332,
-0.02545798197388649,
-0.007584952749311924,
0.009100181981921196,
-0.00037310944753699005,
-0.008193888701498508,
0.002251039259135723,
0.00700887618586421,
-0.02069048210978508,
0.028004799038171768,
-0.03092903457581997,
0.07470059394836426,
0.061084963381290436,
0.11256641894578934,
0.023879410699009895,
0.06289734691381454,
-0.030465122312307358,
0.055376630276441574,
-0.12693335115909576,
-0.02079850062727928,
0.09354812651872635,
-0.052011072635650635,
-0.03378002345561981,
0.02591787278652191,
0.029520047828555107,
-0.011701302602887154,
0.025736231356859207,
0.0230237003415823,
0.013917582109570503,
-0.05569609999656677,
0.015446151606738567,
-0.04646594449877739,
0.026521192863583565,
0.06889212876558304,
0.057083819061517715,
-0.03729000315070152,
-0.011933409608900547,
0.07514742016792297,
-0.007758932653814554,
0.04917783662676811,
-0.014291561208665371,
0.008143209852278233,
0.0018231640569865704,
-0.08787518739700317,
0.044883981347084045,
0.044566284865140915,
-0.0925869345664978,
-0.13357172906398773,
0.0012532786931842566,
0.04957541078329086,
0.02042725868523121,
-0.06293731182813644,
0.0017025050474330783,
0.02099882811307907,
0.010675384663045406,
0.10422902554273605,
0.023172462359070778,
0.04408436268568039,
-0.016876552253961563,
-0.004122982732951641,
-0.017332494258880615,
-0.08342410624027252,
0.02123165689408779,
0.03357931599020958,
-0.0098481560125947,
-0.028987063094973564,
0.0633748322725296,
-0.06993281841278076,
-0.07324425876140594,
-0.05421614646911621,
0.022230971604585648,
0.03164038434624672,
-0.006293287500739098,
1.6459402306618214e-33,
-0.06210891529917717,
-0.05355464294552803,
0.00807154830545187,
0.026100417599081993,
0.00543920136988163,
-0.016729146242141724,
-0.024050980806350708,
-0.022696981206536293,
0.05114278942346573,
0.030319754034280777,
-0.08939532190561295,
0.07977445423603058,
0.008604802191257477,
0.019004834815859795,
-0.06152891740202904,
0.014250029809772968,
0.04520518332719803,
0.11935435980558395,
-0.019630901515483856,
-0.01750389114022255,
0.027858128771185875,
-0.09561080485582352,
-0.022012444213032722,
-0.016028374433517456,
0.04909389838576317,
-0.0533149279654026,
-0.023268353193998337,
-0.02514730580151081,
0.028520764783024788,
-0.02949962578713894,
0.002396788913756609,
0.04596756026148796,
-0.012653856538236141,
-0.04465794935822487,
0.0033245321828871965,
0.027795439586043358,
0.018700886517763138,
-0.01056818850338459,
0.05583728104829788,
-0.03613385930657387,
0.022111820057034492,
0.04480210691690445,
-0.03663289546966553,
-0.04216041788458824,
0.02093200571835041,
-0.029499903321266174,
0.021253695711493492,
0.012191441841423512,
-0.04740440845489502,
-0.03357996046543121,
-0.011925174854695797,
0.009401100687682629,
0.02014712430536747,
-0.044448137283325195,
-0.020138772204518318,
0.05098070949316025,
-0.010067209601402283,
0.07475131005048752,
-0.02416345104575157,
0.08231935650110245,
0.020893685519695282,
-0.05134635791182518,
0.029379134997725487,
-0.024292953312397003,
0.10720697045326233,
-0.002548499498516321,
-0.0298951156437397,
0.02044769935309887,
0.0940537378191948,
0.05796666070818901,
0.12396226823329926,
0.08093234896659851,
-0.10630365461111069,
-0.0697769746184349,
-0.00814799964427948,
-0.04522385820746422,
0.024448007345199585,
-0.0006404943997040391,
-0.0018553362460806966,
0.03586357831954956,
-0.08995669335126877,
-0.05162984877824783,
-0.038224957883358,
-0.020796189084649086,
-0.017315659672021866,
0.049350131303071976,
0.04044591635465622,
0.04371432214975357,
-0.13287411630153656,
0.06084298714995384,
0.014944645576179028,
-0.004644899629056454,
0.04299989715218544,
0.02806558646261692,
0.060996197164058685,
-2.259762993181073e-33,
-0.03441900387406349,
0.009471528232097626,
-0.01460994128137827,
-0.006647901609539986,
0.03558429330587387,
0.08587275445461273,
0.0029965913854539394,
0.08619360625743866,
0.03027482144534588,
0.05184251815080643,
-0.06201467290520668,
-0.05807094648480415,
-0.011138418689370155,
-0.03868764638900757,
0.07382265478372574,
0.00957413949072361,
0.08249060064554214,
-0.009986218065023422,
0.03196260705590248,
-0.03669026121497154,
-0.04033859446644783,
-0.05055565759539604,
-0.031397413462400436,
-0.045009493827819824,
0.0836985632777214,
-0.04128090292215347,
-0.04099290817975998,
0.0799562931060791,
-0.03679736703634262,
-0.009622693993151188,
-0.13163499534130096,
-0.00148915802128613,
-0.05947255343198776,
0.001660503912717104,
-0.016467861831188202,
0.15046681463718414,
0.00845493283122778,
0.021718692034482956,
0.07052528858184814,
0.04074757918715477,
-0.005792018957436085,
-0.035752806812524796,
-0.0669374167919159,
0.0013035901356488466,
0.01446094922721386,
0.05257301777601242,
-0.024748094379901886,
0.078360415995121,
0.010230361483991146,
0.015260095708072186,
0.054708123207092285,
0.07219062745571136,
-0.05453860014677048,
-0.04080646112561226,
-0.08633384853601456,
-0.0033995425328612328,
0.003328929655253887,
-0.06183513626456261,
-0.05097788944840431,
-0.04525057226419449,
-0.04977249726653099,
-0.06645970791578293,
-0.08329489082098007,
-0.0023699081502854824,
-0.0737849622964859,
0.01228778064250946,
0.07139032334089279,
-0.07903102785348892,
0.08680817484855652,
-0.025634361431002617,
0.0019460268085822463,
0.018767250701785088,
-0.013557677157223225,
-0.09242401272058487,
0.006057015620172024,
-0.030961060896515846,
-0.0004884047666564584,
-0.06071116775274277,
0.011711809784173965,
0.025895657017827034,
-0.09250441938638687,
0.0681714341044426,
-0.008404326625168324,
-0.08136361837387085,
-0.039795707911252975,
0.013628192245960236,
0.10461951792240143,
-0.029735039919614792,
0.06069382280111313,
0.060153014957904816,
-0.057192277163267136,
-0.045464858412742615,
0.02503705397248268,
-0.0624835267663002,
-0.10005006939172745,
-4.6016566557227634e-8,
0.011999993585050106,
0.0752667486667633,
0.0477229468524456,
0.044803187251091,
0.048623330891132355,
0.11843707412481308,
0.008589834906160831,
0.0073385052382946014,
0.03944367170333862,
0.019823994487524033,
0.06279795616865158,
0.005710204131901264,
0.11488018929958344,
0.05534881725907326,
0.035042811185121536,
-0.025798801332712173,
-0.011574605479836464,
-0.10126792639493942,
-0.05275808647274971,
-0.07985197752714157,
-0.01278626173734665,
-0.00045664302888326347,
-0.04272109270095825,
0.003866147017106414,
0.0748777911067009,
0.009698565118014812,
-0.07190098613500595,
-0.0367705374956131,
0.0046663591638207436,
-0.0031326396856456995,
-0.09253992885351181,
-0.04247741028666496,
-0.06457868963479996,
0.06922273337841034,
-0.02250065468251705,
0.054547712206840515,
0.020470190793275833,
0.015666667371988297,
-0.01961357519030571,
0.007823316380381584,
0.02316512167453766,
-0.013593297451734543,
0.03181593492627144,
0.03699791058897972,
-0.021340472623705864,
-0.006073990371078253,
-0.04736153781414032,
-0.004462277051061392,
0.08220741152763367,
-0.08623101562261581,
0.07952206581830978,
-0.05946352705359459,
-0.07586319744586945,
0.015099501237273216,
-0.004319602157920599,
-0.005519714672118425,
-0.022117847576737404,
-0.03297700360417366,
0.09268168359994888,
0.02571260742843151,
-0.03923488035798073,
-0.013099809177219868,
-0.12462552636861801,
-0.03800221532583237
] |
1401.5582
|
Chenwei Wang
|
Chenwei Wang
|
Beyond One-Way Communication: Degrees of Freedom of Multi-Way Relay MIMO
Interference Networks
|
26 pages, 3 figures
| null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We characterize the degrees of freedom (DoF) of multi-way relay MIMO
interference networks. In particular, we consider a wireless network consisting
of 4 user nodes, each with M antennas, and one N-antenna relay node. In this
network, each user node sends one independent message to each of the other user
nodes, and there are no direct links between any two user nodes, i.e., all
communication must pass through the relay node. For this network, we show that
the symmetric DoF value per message is given by max(min(M/3,N/7),min(2M/7,N/6))
normalized by space dimensions, i.e., piecewise linear depending on M and N
alternatively. While the information theoretic DoF upper bound is established
for every M and N, the achievability relying on linear signal subspace
alignment is established in the spatially-normalized sense in general. In
addition, by deactivating 4 messages to form a two-way relay MIMO X channel, we
also present the DoF result in the similar piecewise linear type. The central
new insight to emerge from this work is the notion of inter-user signal
subspace alignment incorporating the idea of network coding, which is the key
to achieve the optimal DoF for multi-way relay interference networks. Moreover,
this work also settles the feasibility of linear interference alignment that
extends the feasibility framework from one-way to multi-way relay interference
networks.
|
[
{
"created": "Wed, 22 Jan 2014 07:51:10 GMT",
"version": "v1"
}
] |
2014-01-23
|
[
[
"Wang",
"Chenwei",
""
]
] |
[
0.008077903650701046,
-0.0706089586019516,
0.0325188934803009,
-0.04964519664645195,
0.050639793276786804,
0.008132750168442726,
0.047039277851581573,
0.015332448296248913,
-0.0012229832354933023,
0.0022157670464366674,
0.007878310978412628,
0.08639556169509888,
0.06579536944627762,
-0.010233488865196705,
-0.010411346331238747,
0.06489143520593643,
0.0326070562005043,
-0.056439295411109924,
-0.06677988916635513,
0.01566465198993683,
0.1126699224114418,
-0.047160554677248,
0.016213571652770042,
0.030813226476311684,
0.04892009496688843,
-0.00434555159881711,
0.06793016940355301,
0.023214926943182945,
-0.03235402703285217,
0.07132542133331299,
-0.028344368562102318,
0.06265533715486526,
0.036077842116355896,
-0.05997462198138237,
-0.08704166859388351,
-0.03060169890522957,
0.0018111790996044874,
0.01602054201066494,
0.018118077889084816,
0.08336268365383148,
-0.07729865610599518,
0.018669981509447098,
-0.03824278339743614,
0.05760936439037323,
-0.06974535435438156,
0.024245914071798325,
-0.01008157804608345,
-0.00827004574239254,
0.01922360062599182,
-0.042948246002197266,
0.006256922148168087,
0.08043671399354935,
-0.05422992259263992,
0.11676301062107086,
0.09342171996831894,
-0.11294835060834885,
-0.0991971343755722,
0.03799380734562874,
0.04989022761583328,
0.05026089400053024,
0.06076871231198311,
0.034968774765729904,
0.010374413803219795,
-0.055676817893981934,
0.04032598063349724,
0.013832291588187218,
-0.12005362659692764,
0.026647591963410378,
-0.08959604054689407,
0.04828830435872078,
-0.047500982880592346,
-0.03883768245577812,
-0.0031701442785561085,
-0.009960748255252838,
0.04436983913183212,
0.02776949480175972,
0.010447961278259754,
0.049250055104494095,
0.011129175312817097,
-0.0056604864075779915,
0.07948683947324753,
0.06468489021062851,
-0.07696647197008133,
-0.07565724104642868,
0.04602551832795143,
0.001113090431317687,
-0.06934237480163574,
0.050597380846738815,
0.09138152003288269,
0.031058186665177345,
-0.09239006787538528,
0.05306350067257881,
-0.03914308920502663,
0.061314985156059265,
-0.03752116858959198,
-0.09130312502384186,
-0.02691417746245861,
0.03319508209824562,
0.047871485352516174,
0.08729175478219986,
0.0289847943931818,
-0.10592279583215714,
0.048874810338020325,
-0.043804921209812164,
0.023622293025255203,
-0.04565007612109184,
0.02718551643192768,
0.0493098720908165,
0.02818581648170948,
-0.06476222723722458,
0.013148928992450237,
0.0026417558547109365,
-0.03798229619860649,
0.058367155492305756,
-0.08585406839847565,
-0.02800910547375679,
0.07871085405349731,
0.031238354742527008,
0.08715816587209702,
-0.019711483269929886,
0.004953464958816767,
-0.03204954415559769,
0.04358644038438797,
0.018861085176467896,
0.02504674904048443,
0.02064189873635769,
-0.03999222069978714,
2.9216750459214718e-33,
0.0014719187747687101,
0.06806162744760513,
-0.034249842166900635,
0.09855476766824722,
0.0052358489483594894,
0.06865476071834564,
0.0033683401998132467,
0.01898406259715557,
0.05554800480604172,
0.05997372046113014,
-0.03913562372326851,
-0.02280433662235737,
0.000782191229518503,
0.006006211508065462,
0.008613523095846176,
0.02236287295818329,
0.05208480358123779,
-0.04008772224187851,
-0.0060789985582232475,
-0.02594628371298313,
0.04549971595406532,
-0.018787913024425507,
-0.07481976598501205,
-0.048217568546533585,
0.009910443797707558,
-0.10065557062625885,
-0.04852832853794098,
-0.20552414655685425,
-0.04547268524765968,
-0.005218487698584795,
-0.08455516397953033,
-0.009036432951688766,
0.06604720652103424,
0.021726315841078758,
0.00998322106897831,
-0.038351744413375854,
-0.02491983212530613,
-0.050183214247226715,
-0.03158020228147507,
-0.06596574187278748,
-0.062203068286180496,
0.00796957965940237,
0.022923586890101433,
-0.07184285670518875,
0.012323218397796154,
-0.04854482784867287,
-0.003974247258156538,
0.04526883363723755,
-0.036334920674562454,
-0.0014547765022143722,
0.029949981719255447,
-0.002368045039474964,
0.006433684378862381,
0.018660660833120346,
0.061589453369379044,
-0.010827343910932541,
-0.028941407799720764,
0.06189042702317238,
0.0559985488653183,
0.04811614751815796,
-0.06063132733106613,
-0.05271226912736893,
0.018216101452708244,
0.0008551741484552622,
0.050246234983205795,
-0.014456703327596188,
-0.11513400077819824,
-0.06997701525688171,
0.11235588788986206,
0.05655527114868164,
-0.05970950797200203,
0.009726857766509056,
-0.046431273221969604,
-0.034673694521188736,
-0.02396712452173233,
-0.06416982412338257,
-0.006226937752217054,
0.02331949770450592,
-0.04881266504526138,
0.0867195874452591,
0.0008185141487047076,
0.028100725263357162,
-0.02319062501192093,
-0.04104163125157356,
-0.07895773649215698,
0.052447788417339325,
-0.010103536769747734,
-0.049387719482183456,
-0.07223792374134064,
-0.013449979946017265,
0.012600339017808437,
0.01511860080063343,
-0.06416600942611694,
0.015276600606739521,
0.026657266542315483,
-2.6588991612669035e-33,
-0.06739545613527298,
0.0664648786187172,
-0.023236306384205818,
-0.07059188187122345,
-0.021213101223111153,
0.018711578100919724,
0.04899933561682701,
-0.009708945639431477,
-0.061963193118572235,
0.017584610730409622,
0.003589778207242489,
-0.04883246868848801,
0.012231980450451374,
0.04123605415225029,
0.01178732980042696,
0.04009763151407242,
0.039951391518116,
0.07442951202392578,
-0.0025121758226305246,
-0.04165142402052879,
0.01889941468834877,
0.047797005623579025,
-0.00632592523470521,
0.04795742407441139,
0.023540552705526352,
0.023599665611982346,
0.007372551131993532,
0.08835107088088989,
-0.008006894960999489,
0.05941085144877434,
-0.0352071113884449,
-0.04036049172282219,
0.007364194840192795,
-0.02345588058233261,
0.07296126335859299,
-0.025842640548944473,
0.02426920458674431,
0.12680833041667938,
-0.052014317363500595,
0.05273982137441635,
0.050439268350601196,
-0.008801515214145184,
-0.0008825563709251583,
0.08431138843297958,
-0.051004160195589066,
-0.003852152032777667,
-0.004167951177805662,
-0.01732151210308075,
-0.09052371978759766,
0.01869247667491436,
-0.015247577801346779,
-0.08802486956119537,
-0.015766780823469162,
-0.02451237663626671,
0.008675565011799335,
0.0033485172316432,
0.028136909008026123,
0.022521434351801872,
0.10046567767858505,
0.03287431225180626,
0.045284222811460495,
-0.02279425971210003,
-0.01744684763252735,
0.06113481521606445,
0.08142600208520889,
-0.01767037622630596,
0.0012675205944105983,
-0.07247590273618698,
-0.054757874459028244,
0.08395940810441971,
-0.042484182864427567,
-0.03687635809183121,
-0.07635801285505295,
-0.07660428434610367,
0.030970770865678787,
0.06914865225553513,
0.058468930423259735,
-0.038694046437740326,
-0.062133219093084335,
0.09316933900117874,
0.001564576174132526,
0.00574854388833046,
0.005701106507331133,
0.007321299519389868,
-0.04187557473778725,
0.04592741280794144,
0.09363653510808945,
0.05183287337422371,
-0.062285374850034714,
-0.05947361886501312,
0.013349881395697594,
0.07464118301868439,
-0.03628898039460182,
-0.029244892299175262,
0.05510479211807251,
-4.976845247028905e-8,
-0.12064725160598755,
-0.07442308217287064,
-0.05777877941727638,
-0.03256966173648834,
-0.012611763551831245,
-0.014632836915552616,
0.04582921043038368,
-0.013663394376635551,
0.06442221999168396,
0.02159862406551838,
-0.00003406499672564678,
-0.014344639144837856,
-0.0785316601395607,
-0.01295589841902256,
-0.04062923416495323,
-0.05933840945363045,
-0.07635447382926941,
-0.07600697129964828,
0.0003666315460577607,
0.07223272323608398,
0.005100561771541834,
-0.009471908211708069,
-0.046181995421648026,
0.08028353005647659,
0.03525844216346741,
-0.04375684633851051,
0.03600489720702171,
0.0474306084215641,
0.02975941263139248,
0.016693297773599625,
-0.023107746616005898,
-0.04220527783036232,
0.08503276109695435,
0.04463395103812218,
-0.11991524696350098,
0.07150470465421677,
-0.04113897308707237,
-0.013367917388677597,
-0.06985072046518326,
-0.03527497127652168,
-0.029361000284552574,
0.05529380962252617,
0.013330786488950253,
-0.011294889263808727,
0.06501869112253189,
0.03847569227218628,
0.028855858370661736,
-0.014215989969670773,
0.01657663658261299,
-0.027121445164084435,
0.007891968823969364,
0.04485826566815376,
0.05076785385608673,
-0.018252771347761154,
-0.006748782005161047,
-0.011280071921646595,
0.057357314974069595,
-0.05836223065853119,
0.08428297936916351,
-0.06945814937353134,
-0.05907498672604561,
0.056015659123659134,
-0.07945972681045532,
-0.017642799764871597
] | null | null | null | null | null | null | null |
[
0.008077903650701046,
-0.0706089586019516,
0.0325188934803009,
-0.04964519664645195,
0.050639793276786804,
0.008132750168442726,
0.047039277851581573,
0.015332448296248913,
-0.0012229832354933023,
0.0022157670464366674,
0.007878310978412628,
0.08639556169509888,
0.06579536944627762,
-0.010233488865196705,
-0.010411346331238747,
0.06489143520593643,
0.0326070562005043,
-0.056439295411109924,
-0.06677988916635513,
0.01566465198993683,
0.1126699224114418,
-0.047160554677248,
0.016213571652770042,
0.030813226476311684,
0.04892009496688843,
-0.00434555159881711,
0.06793016940355301,
0.023214926943182945,
-0.03235402703285217,
0.07132542133331299,
-0.028344368562102318,
0.06265533715486526,
0.036077842116355896,
-0.05997462198138237,
-0.08704166859388351,
-0.03060169890522957,
0.0018111790996044874,
0.01602054201066494,
0.018118077889084816,
0.08336268365383148,
-0.07729865610599518,
0.018669981509447098,
-0.03824278339743614,
0.05760936439037323,
-0.06974535435438156,
0.024245914071798325,
-0.01008157804608345,
-0.00827004574239254,
0.01922360062599182,
-0.042948246002197266,
0.006256922148168087,
0.08043671399354935,
-0.05422992259263992,
0.11676301062107086,
0.09342171996831894,
-0.11294835060834885,
-0.0991971343755722,
0.03799380734562874,
0.04989022761583328,
0.05026089400053024,
0.06076871231198311,
0.034968774765729904,
0.010374413803219795,
-0.055676817893981934,
0.04032598063349724,
0.013832291588187218,
-0.12005362659692764,
0.026647591963410378,
-0.08959604054689407,
0.04828830435872078,
-0.047500982880592346,
-0.03883768245577812,
-0.0031701442785561085,
-0.009960748255252838,
0.04436983913183212,
0.02776949480175972,
0.010447961278259754,
0.049250055104494095,
0.011129175312817097,
-0.0056604864075779915,
0.07948683947324753,
0.06468489021062851,
-0.07696647197008133,
-0.07565724104642868,
0.04602551832795143,
0.001113090431317687,
-0.06934237480163574,
0.050597380846738815,
0.09138152003288269,
0.031058186665177345,
-0.09239006787538528,
0.05306350067257881,
-0.03914308920502663,
0.061314985156059265,
-0.03752116858959198,
-0.09130312502384186,
-0.02691417746245861,
0.03319508209824562,
0.047871485352516174,
0.08729175478219986,
0.0289847943931818,
-0.10592279583215714,
0.048874810338020325,
-0.043804921209812164,
0.023622293025255203,
-0.04565007612109184,
0.02718551643192768,
0.0493098720908165,
0.02818581648170948,
-0.06476222723722458,
0.013148928992450237,
0.0026417558547109365,
-0.03798229619860649,
0.058367155492305756,
-0.08585406839847565,
-0.02800910547375679,
0.07871085405349731,
0.031238354742527008,
0.08715816587209702,
-0.019711483269929886,
0.004953464958816767,
-0.03204954415559769,
0.04358644038438797,
0.018861085176467896,
0.02504674904048443,
0.02064189873635769,
-0.03999222069978714,
2.9216750459214718e-33,
0.0014719187747687101,
0.06806162744760513,
-0.034249842166900635,
0.09855476766824722,
0.0052358489483594894,
0.06865476071834564,
0.0033683401998132467,
0.01898406259715557,
0.05554800480604172,
0.05997372046113014,
-0.03913562372326851,
-0.02280433662235737,
0.000782191229518503,
0.006006211508065462,
0.008613523095846176,
0.02236287295818329,
0.05208480358123779,
-0.04008772224187851,
-0.0060789985582232475,
-0.02594628371298313,
0.04549971595406532,
-0.018787913024425507,
-0.07481976598501205,
-0.048217568546533585,
0.009910443797707558,
-0.10065557062625885,
-0.04852832853794098,
-0.20552414655685425,
-0.04547268524765968,
-0.005218487698584795,
-0.08455516397953033,
-0.009036432951688766,
0.06604720652103424,
0.021726315841078758,
0.00998322106897831,
-0.038351744413375854,
-0.02491983212530613,
-0.050183214247226715,
-0.03158020228147507,
-0.06596574187278748,
-0.062203068286180496,
0.00796957965940237,
0.022923586890101433,
-0.07184285670518875,
0.012323218397796154,
-0.04854482784867287,
-0.003974247258156538,
0.04526883363723755,
-0.036334920674562454,
-0.0014547765022143722,
0.029949981719255447,
-0.002368045039474964,
0.006433684378862381,
0.018660660833120346,
0.061589453369379044,
-0.010827343910932541,
-0.028941407799720764,
0.06189042702317238,
0.0559985488653183,
0.04811614751815796,
-0.06063132733106613,
-0.05271226912736893,
0.018216101452708244,
0.0008551741484552622,
0.050246234983205795,
-0.014456703327596188,
-0.11513400077819824,
-0.06997701525688171,
0.11235588788986206,
0.05655527114868164,
-0.05970950797200203,
0.009726857766509056,
-0.046431273221969604,
-0.034673694521188736,
-0.02396712452173233,
-0.06416982412338257,
-0.006226937752217054,
0.02331949770450592,
-0.04881266504526138,
0.0867195874452591,
0.0008185141487047076,
0.028100725263357162,
-0.02319062501192093,
-0.04104163125157356,
-0.07895773649215698,
0.052447788417339325,
-0.010103536769747734,
-0.049387719482183456,
-0.07223792374134064,
-0.013449979946017265,
0.012600339017808437,
0.01511860080063343,
-0.06416600942611694,
0.015276600606739521,
0.026657266542315483,
-2.6588991612669035e-33,
-0.06739545613527298,
0.0664648786187172,
-0.023236306384205818,
-0.07059188187122345,
-0.021213101223111153,
0.018711578100919724,
0.04899933561682701,
-0.009708945639431477,
-0.061963193118572235,
0.017584610730409622,
0.003589778207242489,
-0.04883246868848801,
0.012231980450451374,
0.04123605415225029,
0.01178732980042696,
0.04009763151407242,
0.039951391518116,
0.07442951202392578,
-0.0025121758226305246,
-0.04165142402052879,
0.01889941468834877,
0.047797005623579025,
-0.00632592523470521,
0.04795742407441139,
0.023540552705526352,
0.023599665611982346,
0.007372551131993532,
0.08835107088088989,
-0.008006894960999489,
0.05941085144877434,
-0.0352071113884449,
-0.04036049172282219,
0.007364194840192795,
-0.02345588058233261,
0.07296126335859299,
-0.025842640548944473,
0.02426920458674431,
0.12680833041667938,
-0.052014317363500595,
0.05273982137441635,
0.050439268350601196,
-0.008801515214145184,
-0.0008825563709251583,
0.08431138843297958,
-0.051004160195589066,
-0.003852152032777667,
-0.004167951177805662,
-0.01732151210308075,
-0.09052371978759766,
0.01869247667491436,
-0.015247577801346779,
-0.08802486956119537,
-0.015766780823469162,
-0.02451237663626671,
0.008675565011799335,
0.0033485172316432,
0.028136909008026123,
0.022521434351801872,
0.10046567767858505,
0.03287431225180626,
0.045284222811460495,
-0.02279425971210003,
-0.01744684763252735,
0.06113481521606445,
0.08142600208520889,
-0.01767037622630596,
0.0012675205944105983,
-0.07247590273618698,
-0.054757874459028244,
0.08395940810441971,
-0.042484182864427567,
-0.03687635809183121,
-0.07635801285505295,
-0.07660428434610367,
0.030970770865678787,
0.06914865225553513,
0.058468930423259735,
-0.038694046437740326,
-0.062133219093084335,
0.09316933900117874,
0.001564576174132526,
0.00574854388833046,
0.005701106507331133,
0.007321299519389868,
-0.04187557473778725,
0.04592741280794144,
0.09363653510808945,
0.05183287337422371,
-0.062285374850034714,
-0.05947361886501312,
0.013349881395697594,
0.07464118301868439,
-0.03628898039460182,
-0.029244892299175262,
0.05510479211807251,
-4.976845247028905e-8,
-0.12064725160598755,
-0.07442308217287064,
-0.05777877941727638,
-0.03256966173648834,
-0.012611763551831245,
-0.014632836915552616,
0.04582921043038368,
-0.013663394376635551,
0.06442221999168396,
0.02159862406551838,
-0.00003406499672564678,
-0.014344639144837856,
-0.0785316601395607,
-0.01295589841902256,
-0.04062923416495323,
-0.05933840945363045,
-0.07635447382926941,
-0.07600697129964828,
0.0003666315460577607,
0.07223272323608398,
0.005100561771541834,
-0.009471908211708069,
-0.046181995421648026,
0.08028353005647659,
0.03525844216346741,
-0.04375684633851051,
0.03600489720702171,
0.0474306084215641,
0.02975941263139248,
0.016693297773599625,
-0.023107746616005898,
-0.04220527783036232,
0.08503276109695435,
0.04463395103812218,
-0.11991524696350098,
0.07150470465421677,
-0.04113897308707237,
-0.013367917388677597,
-0.06985072046518326,
-0.03527497127652168,
-0.029361000284552574,
0.05529380962252617,
0.013330786488950253,
-0.011294889263808727,
0.06501869112253189,
0.03847569227218628,
0.028855858370661736,
-0.014215989969670773,
0.01657663658261299,
-0.027121445164084435,
0.007891968823969364,
0.04485826566815376,
0.05076785385608673,
-0.018252771347761154,
-0.006748782005161047,
-0.011280071921646595,
0.057357314974069595,
-0.05836223065853119,
0.08428297936916351,
-0.06945814937353134,
-0.05907498672604561,
0.056015659123659134,
-0.07945972681045532,
-0.017642799764871597
] |
1401.5583
|
Brian Brubach
|
Brian Brubach
|
Improved Online Square-into-Square Packing
|
15 pages, 3 figures
| null | null | null |
cs.CG
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper, we show an improved bound and new algorithm for the online
square-into-square packing problem. This two-dimensional packing problem
involves packing an online sequence of squares into a unit square container
without any two squares overlapping. The goal is to find the largest area
$\alpha$ such that any set of squares with total area $\alpha$ can be packed.
We show an algorithm that can pack any set of squares with total area $\alpha
\leq 3/8$ into a unit square in an online setting, improving the previous bound
of $11/32$.
|
[
{
"created": "Wed, 22 Jan 2014 07:52:52 GMT",
"version": "v1"
}
] |
2014-01-23
|
[
[
"Brubach",
"Brian",
""
]
] |
[
0.03570815920829773,
0.03939015418291092,
-0.06705372780561447,
-0.03319786489009857,
0.0065801022574305534,
-0.027716029435396194,
-0.030743757262825966,
0.004741366021335125,
-0.025935085490345955,
0.0033853407949209213,
0.011256546713411808,
0.075985848903656,
0.004243799485266209,
0.06850608438253403,
0.017345424741506577,
-0.06815419346094131,
0.060552969574928284,
0.006352786440402269,
-0.041133735328912735,
-0.06138298287987709,
0.02365833707153797,
-0.085568368434906,
0.007904949598014355,
-0.02748156525194645,
0.049328576773405075,
0.021463777869939804,
-0.008437532931566238,
0.02232184261083603,
0.06666011363267899,
-0.0261850506067276,
0.00030448057805188,
-0.014482643455266953,
0.0726102665066719,
0.03796772286295891,
0.030271602794528008,
0.008391151204705238,
-0.06041426211595535,
0.014866294339299202,
0.043068915605545044,
0.031134087592363358,
0.009056934155523777,
0.01770286075770855,
0.020959146320819855,
0.06923429667949677,
0.005141666624695063,
-0.002433290472254157,
-0.05093977227807045,
0.06281240284442902,
0.01352238841354847,
-0.06591204553842545,
-0.04299876093864441,
-0.003695047926157713,
-0.07668077945709229,
0.04072599112987518,
-0.049989618360996246,
-0.05510809272527695,
0.07313333451747894,
0.020771563053131104,
0.026708537712693214,
0.050376225262880325,
0.06617274135351181,
-0.027198005467653275,
0.08358483761548996,
0.007047775201499462,
-0.08381004631519318,
0.04291389510035515,
-0.01977311074733734,
0.04568216949701309,
-0.06660234928131104,
0.059162940829992294,
0.016549210995435715,
0.13746480643749237,
-0.004939146805554628,
0.05705349147319794,
0.04359177500009537,
-0.07369854301214218,
0.0005678523448295891,
-0.004541880451142788,
-0.010797892697155476,
0.09767907112836838,
-0.027964863926172256,
0.01739836484193802,
0.00010110478615388274,
0.027073141187429428,
-0.10378023982048035,
-0.04680786281824112,
-0.02919990010559559,
0.004411143716424704,
0.05289663374423981,
-0.04985758662223816,
-0.01735798828303814,
0.004616069607436657,
0.05854280665516853,
0.03239983692765236,
-0.05697391927242279,
-0.07250779122114182,
0.036974597722291946,
-0.0019052146235480905,
-0.006926734000444412,
-0.026965059340000153,
0.032299406826496124,
-0.00828265305608511,
0.015699006617069244,
-0.05590911582112312,
0.07635519653558731,
-0.015728095546364784,
0.02696440927684307,
-0.02613561414182186,
0.014315009117126465,
-0.014815381728112698,
0.03502746671438217,
-0.00636932672932744,
0.025026492774486542,
0.021348439157009125,
-0.018910933285951614,
0.06808895617723465,
0.0334286093711853,
0.0517159104347229,
0.03423537686467171,
-0.023224959149956703,
0.0927434042096138,
-0.005683741066604853,
0.07184640318155289,
-0.01403205655515194,
0.04387039691209793,
0.017542388290166855,
-0.05012326315045357,
6.522357597699641e-34,
-0.042922452092170715,
-0.0000860950312926434,
0.050572846084833145,
0.1008588969707489,
0.04619021341204643,
-0.06006653979420662,
0.04149508848786354,
-0.046534743160009384,
0.12742599844932556,
0.03718499466776848,
-0.01886802166700363,
-0.03286488354206085,
0.022436367347836494,
0.10563450306653976,
0.13082842528820038,
-0.06805232912302017,
0.02619544230401516,
0.07638394832611084,
0.07347697019577026,
-0.06815360486507416,
-0.014325417578220367,
-0.0918809249997139,
0.006581887137144804,
0.007471771910786629,
0.023812877014279366,
-0.011771546676754951,
-0.02528820000588894,
-0.06117689982056618,
0.10713037848472595,
0.012620937079191208,
-0.04158864542841911,
-0.008630918338894844,
-0.042275767773389816,
0.09023022651672363,
0.13250957429409027,
-0.05709020793437958,
-0.012059859931468964,
-0.022136371582746506,
0.025668328627943993,
-0.03404908627271652,
0.0008192754467017949,
0.03735842928290367,
0.0002586475166026503,
-0.03376167267560959,
0.0330960750579834,
-0.012165251187980175,
0.03594077378511429,
-0.05980459228157997,
0.051567740738391876,
-0.05830198898911476,
-0.07479353249073029,
0.046561989933252335,
-0.012683895416557789,
0.043609533458948135,
0.019226690754294395,
-0.04816484451293945,
-0.025102488696575165,
-0.037225596606731415,
0.07558099180459976,
0.09637390822172165,
0.020996227860450745,
-0.003647163277491927,
0.03859156370162964,
0.046754516661167145,
0.023050377145409584,
-0.059046026319265366,
0.0179525688290596,
-0.09478636831045151,
-0.05020508915185928,
0.000990233151242137,
-0.017382265999913216,
-0.08753333240747452,
0.02744545228779316,
-0.036505382508039474,
0.004011570010334253,
-0.05991097539663315,
0.059132855385541916,
0.026980780065059662,
-0.018428903073072433,
-0.15546633303165436,
-0.008340122178196907,
-0.03863157331943512,
0.004557659849524498,
-0.15817375481128693,
-0.02795630693435669,
-0.06429313868284225,
-0.009943797253072262,
0.055317506194114685,
-0.03357359394431114,
-0.054810523986816406,
-0.04458670690655708,
-0.032634250819683075,
0.017266850918531418,
-0.015481374226510525,
0.019328273832798004,
-8.296748412344133e-34,
-0.022634660825133324,
-0.0019307960756123066,
-0.0027751601301133633,
0.0004977845237590373,
0.004740253556519747,
-0.07197346538305283,
-0.03475594520568848,
-0.034196637570858,
0.02928893454372883,
0.032815102487802505,
-0.11024919152259827,
0.03461627662181854,
0.006770498584955931,
0.06452509015798569,
-0.02020074427127838,
-0.019319135695695877,
0.0048695276491343975,
0.03905125707387924,
-0.027270307764410973,
-0.0650712177157402,
0.007288753986358643,
-0.13729509711265564,
0.024760037660598755,
0.03743061050772667,
0.005699474364519119,
0.0441996306180954,
-0.04503612965345383,
-0.0328405424952507,
-0.04734843596816063,
0.04763714224100113,
-0.0242511834949255,
-0.09927254915237427,
-0.06233331933617592,
0.027508264407515526,
-0.05614357069134712,
-0.06213686987757683,
-0.021099284291267395,
0.07225414365530014,
0.05135638266801834,
-0.004104762803763151,
0.09122917056083679,
-0.0819459781050682,
-0.009439575485885143,
0.00881993304938078,
-0.03012172318994999,
0.012446848675608635,
0.010929443873465061,
0.021310102194547653,
-0.022199580445885658,
-0.0034142141230404377,
-0.06410400569438934,
0.09416797012090683,
-0.05452369526028633,
-0.01685505360364914,
0.05058681219816208,
0.06556455045938492,
-0.10107660293579102,
0.08422009646892548,
0.017819711938500404,
-0.03273283690214157,
0.03079070895910263,
0.009526321664452553,
-0.015061698853969574,
0.010237461887300014,
0.0008800608920864761,
0.013290352188050747,
0.03573242202401161,
0.03564995527267456,
-0.0689125657081604,
0.1681196093559265,
0.015534108504652977,
0.04567230865359306,
-0.008880337700247765,
0.04656044393777847,
-0.1017814576625824,
0.0635283887386322,
-0.019181199371814728,
0.06327768415212631,
0.03694545850157738,
0.04408203810453415,
-0.05497712269425392,
0.04470338672399521,
0.017587240785360336,
-0.02655639871954918,
0.050969742238521576,
-0.029378525912761688,
0.09277790784835815,
0.056729756295681,
0.007239677477627993,
-0.021006308495998383,
0.019191525876522064,
-0.008776339702308178,
-0.01880103535950184,
0.03068934567272663,
0.07221006602048874,
-3.42132402408879e-8,
-0.03885169327259064,
-0.024259930476546288,
-0.03597627207636833,
-0.03174760192632675,
0.01936812326312065,
-0.07862326502799988,
0.054615527391433716,
0.0955156460404396,
-0.07772668451070786,
0.023760180920362473,
-0.056660909205675125,
0.024385442957282066,
-0.08687854558229446,
0.020250501111149788,
-0.05724261701107025,
-0.04148302972316742,
-0.06619847565889359,
-0.02231691963970661,
0.006178435869514942,
-0.10348000377416611,
0.04639245569705963,
-0.010222594253718853,
0.033405058085918427,
0.06648322194814682,
-0.04254915192723274,
0.0389239676296711,
-0.03921915218234062,
-0.02345782145857811,
0.05259260535240173,
0.011958667077124119,
0.024638868868350983,
-0.016143888235092163,
0.010273842141032219,
-0.053581997752189636,
0.051358290016651154,
-0.0450313501060009,
-0.0518188513815403,
0.015664352104067802,
-0.04152827709913254,
-0.1309909075498581,
0.0061601619236171246,
-0.06220216676592827,
0.042399171739816666,
-0.09155311435461044,
0.09987593442201614,
0.046001922339200974,
-0.013152881525456905,
0.03336826711893082,
-0.011769291013479233,
0.0002411035675322637,
-0.06286448985338211,
-0.027838032692670822,
0.01577592082321644,
0.0349876843392849,
0.07027734816074371,
-0.06722006946802139,
-0.10099197924137115,
-0.017893711104989052,
0.1411084085702896,
0.05938700959086418,
-0.056981414556503296,
-0.01823592558503151,
-0.023662375286221504,
0.009432796388864517
] | null | null | null | null | null | null | null |
[
0.03570815920829773,
0.03939015418291092,
-0.06705372780561447,
-0.03319786489009857,
0.0065801022574305534,
-0.027716029435396194,
-0.030743757262825966,
0.004741366021335125,
-0.025935085490345955,
0.0033853407949209213,
0.011256546713411808,
0.075985848903656,
0.004243799485266209,
0.06850608438253403,
0.017345424741506577,
-0.06815419346094131,
0.060552969574928284,
0.006352786440402269,
-0.041133735328912735,
-0.06138298287987709,
0.02365833707153797,
-0.085568368434906,
0.007904949598014355,
-0.02748156525194645,
0.049328576773405075,
0.021463777869939804,
-0.008437532931566238,
0.02232184261083603,
0.06666011363267899,
-0.0261850506067276,
0.00030448057805188,
-0.014482643455266953,
0.0726102665066719,
0.03796772286295891,
0.030271602794528008,
0.008391151204705238,
-0.06041426211595535,
0.014866294339299202,
0.043068915605545044,
0.031134087592363358,
0.009056934155523777,
0.01770286075770855,
0.020959146320819855,
0.06923429667949677,
0.005141666624695063,
-0.002433290472254157,
-0.05093977227807045,
0.06281240284442902,
0.01352238841354847,
-0.06591204553842545,
-0.04299876093864441,
-0.003695047926157713,
-0.07668077945709229,
0.04072599112987518,
-0.049989618360996246,
-0.05510809272527695,
0.07313333451747894,
0.020771563053131104,
0.026708537712693214,
0.050376225262880325,
0.06617274135351181,
-0.027198005467653275,
0.08358483761548996,
0.007047775201499462,
-0.08381004631519318,
0.04291389510035515,
-0.01977311074733734,
0.04568216949701309,
-0.06660234928131104,
0.059162940829992294,
0.016549210995435715,
0.13746480643749237,
-0.004939146805554628,
0.05705349147319794,
0.04359177500009537,
-0.07369854301214218,
0.0005678523448295891,
-0.004541880451142788,
-0.010797892697155476,
0.09767907112836838,
-0.027964863926172256,
0.01739836484193802,
0.00010110478615388274,
0.027073141187429428,
-0.10378023982048035,
-0.04680786281824112,
-0.02919990010559559,
0.004411143716424704,
0.05289663374423981,
-0.04985758662223816,
-0.01735798828303814,
0.004616069607436657,
0.05854280665516853,
0.03239983692765236,
-0.05697391927242279,
-0.07250779122114182,
0.036974597722291946,
-0.0019052146235480905,
-0.006926734000444412,
-0.026965059340000153,
0.032299406826496124,
-0.00828265305608511,
0.015699006617069244,
-0.05590911582112312,
0.07635519653558731,
-0.015728095546364784,
0.02696440927684307,
-0.02613561414182186,
0.014315009117126465,
-0.014815381728112698,
0.03502746671438217,
-0.00636932672932744,
0.025026492774486542,
0.021348439157009125,
-0.018910933285951614,
0.06808895617723465,
0.0334286093711853,
0.0517159104347229,
0.03423537686467171,
-0.023224959149956703,
0.0927434042096138,
-0.005683741066604853,
0.07184640318155289,
-0.01403205655515194,
0.04387039691209793,
0.017542388290166855,
-0.05012326315045357,
6.522357597699641e-34,
-0.042922452092170715,
-0.0000860950312926434,
0.050572846084833145,
0.1008588969707489,
0.04619021341204643,
-0.06006653979420662,
0.04149508848786354,
-0.046534743160009384,
0.12742599844932556,
0.03718499466776848,
-0.01886802166700363,
-0.03286488354206085,
0.022436367347836494,
0.10563450306653976,
0.13082842528820038,
-0.06805232912302017,
0.02619544230401516,
0.07638394832611084,
0.07347697019577026,
-0.06815360486507416,
-0.014325417578220367,
-0.0918809249997139,
0.006581887137144804,
0.007471771910786629,
0.023812877014279366,
-0.011771546676754951,
-0.02528820000588894,
-0.06117689982056618,
0.10713037848472595,
0.012620937079191208,
-0.04158864542841911,
-0.008630918338894844,
-0.042275767773389816,
0.09023022651672363,
0.13250957429409027,
-0.05709020793437958,
-0.012059859931468964,
-0.022136371582746506,
0.025668328627943993,
-0.03404908627271652,
0.0008192754467017949,
0.03735842928290367,
0.0002586475166026503,
-0.03376167267560959,
0.0330960750579834,
-0.012165251187980175,
0.03594077378511429,
-0.05980459228157997,
0.051567740738391876,
-0.05830198898911476,
-0.07479353249073029,
0.046561989933252335,
-0.012683895416557789,
0.043609533458948135,
0.019226690754294395,
-0.04816484451293945,
-0.025102488696575165,
-0.037225596606731415,
0.07558099180459976,
0.09637390822172165,
0.020996227860450745,
-0.003647163277491927,
0.03859156370162964,
0.046754516661167145,
0.023050377145409584,
-0.059046026319265366,
0.0179525688290596,
-0.09478636831045151,
-0.05020508915185928,
0.000990233151242137,
-0.017382265999913216,
-0.08753333240747452,
0.02744545228779316,
-0.036505382508039474,
0.004011570010334253,
-0.05991097539663315,
0.059132855385541916,
0.026980780065059662,
-0.018428903073072433,
-0.15546633303165436,
-0.008340122178196907,
-0.03863157331943512,
0.004557659849524498,
-0.15817375481128693,
-0.02795630693435669,
-0.06429313868284225,
-0.009943797253072262,
0.055317506194114685,
-0.03357359394431114,
-0.054810523986816406,
-0.04458670690655708,
-0.032634250819683075,
0.017266850918531418,
-0.015481374226510525,
0.019328273832798004,
-8.296748412344133e-34,
-0.022634660825133324,
-0.0019307960756123066,
-0.0027751601301133633,
0.0004977845237590373,
0.004740253556519747,
-0.07197346538305283,
-0.03475594520568848,
-0.034196637570858,
0.02928893454372883,
0.032815102487802505,
-0.11024919152259827,
0.03461627662181854,
0.006770498584955931,
0.06452509015798569,
-0.02020074427127838,
-0.019319135695695877,
0.0048695276491343975,
0.03905125707387924,
-0.027270307764410973,
-0.0650712177157402,
0.007288753986358643,
-0.13729509711265564,
0.024760037660598755,
0.03743061050772667,
0.005699474364519119,
0.0441996306180954,
-0.04503612965345383,
-0.0328405424952507,
-0.04734843596816063,
0.04763714224100113,
-0.0242511834949255,
-0.09927254915237427,
-0.06233331933617592,
0.027508264407515526,
-0.05614357069134712,
-0.06213686987757683,
-0.021099284291267395,
0.07225414365530014,
0.05135638266801834,
-0.004104762803763151,
0.09122917056083679,
-0.0819459781050682,
-0.009439575485885143,
0.00881993304938078,
-0.03012172318994999,
0.012446848675608635,
0.010929443873465061,
0.021310102194547653,
-0.022199580445885658,
-0.0034142141230404377,
-0.06410400569438934,
0.09416797012090683,
-0.05452369526028633,
-0.01685505360364914,
0.05058681219816208,
0.06556455045938492,
-0.10107660293579102,
0.08422009646892548,
0.017819711938500404,
-0.03273283690214157,
0.03079070895910263,
0.009526321664452553,
-0.015061698853969574,
0.010237461887300014,
0.0008800608920864761,
0.013290352188050747,
0.03573242202401161,
0.03564995527267456,
-0.0689125657081604,
0.1681196093559265,
0.015534108504652977,
0.04567230865359306,
-0.008880337700247765,
0.04656044393777847,
-0.1017814576625824,
0.0635283887386322,
-0.019181199371814728,
0.06327768415212631,
0.03694545850157738,
0.04408203810453415,
-0.05497712269425392,
0.04470338672399521,
0.017587240785360336,
-0.02655639871954918,
0.050969742238521576,
-0.029378525912761688,
0.09277790784835815,
0.056729756295681,
0.007239677477627993,
-0.021006308495998383,
0.019191525876522064,
-0.008776339702308178,
-0.01880103535950184,
0.03068934567272663,
0.07221006602048874,
-3.42132402408879e-8,
-0.03885169327259064,
-0.024259930476546288,
-0.03597627207636833,
-0.03174760192632675,
0.01936812326312065,
-0.07862326502799988,
0.054615527391433716,
0.0955156460404396,
-0.07772668451070786,
0.023760180920362473,
-0.056660909205675125,
0.024385442957282066,
-0.08687854558229446,
0.020250501111149788,
-0.05724261701107025,
-0.04148302972316742,
-0.06619847565889359,
-0.02231691963970661,
0.006178435869514942,
-0.10348000377416611,
0.04639245569705963,
-0.010222594253718853,
0.033405058085918427,
0.06648322194814682,
-0.04254915192723274,
0.0389239676296711,
-0.03921915218234062,
-0.02345782145857811,
0.05259260535240173,
0.011958667077124119,
0.024638868868350983,
-0.016143888235092163,
0.010273842141032219,
-0.053581997752189636,
0.051358290016651154,
-0.0450313501060009,
-0.0518188513815403,
0.015664352104067802,
-0.04152827709913254,
-0.1309909075498581,
0.0061601619236171246,
-0.06220216676592827,
0.042399171739816666,
-0.09155311435461044,
0.09987593442201614,
0.046001922339200974,
-0.013152881525456905,
0.03336826711893082,
-0.011769291013479233,
0.0002411035675322637,
-0.06286448985338211,
-0.027838032692670822,
0.01577592082321644,
0.0349876843392849,
0.07027734816074371,
-0.06722006946802139,
-0.10099197924137115,
-0.017893711104989052,
0.1411084085702896,
0.05938700959086418,
-0.056981414556503296,
-0.01823592558503151,
-0.023662375286221504,
0.009432796388864517
] |
1401.5585
|
Elio Antonello
|
E. Antonello
|
Water-filled telescopes
|
7 pages; to appear in the proceedings of the Conference for the
tercentenary of the birth R.G. Boscovich, Pavia, Italy, Sept. 2011
| null | null | null |
physics.hist-ph astro-ph.SR physics.pop-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this short note we discuss the case of the thought experiments on
water-filled telescopes and their realizations during 18th and 19th century.
The story of those instruments shows that the scientific progress occurs in a
curious way, since there was no stringent reason for the construction of a
water-filled telescope.
|
[
{
"created": "Wed, 22 Jan 2014 08:40:47 GMT",
"version": "v1"
}
] |
2014-01-23
|
[
[
"Antonello",
"E.",
""
]
] |
[
-0.021928852424025536,
0.030970830470323563,
0.02149357460439205,
-0.010286123491823673,
-0.04190681502223015,
-0.0957857221364975,
-0.02023346535861492,
0.020162547007203102,
-0.03774544969201088,
0.046289313584566116,
-0.02927411161363125,
-0.049945197999477386,
0.026798861101269722,
0.00006811696948716417,
-0.03914329782128334,
-0.013780539855360985,
-0.06906148046255112,
-0.04126249626278877,
-0.026708528399467468,
-0.03778379410505295,
-0.06025645136833191,
-0.007880216464400291,
-0.008457845076918602,
-0.025886552408337593,
0.02964949421584606,
0.0569424033164978,
-0.04379336163401604,
-0.09502147138118744,
0.06711292266845703,
0.08143730461597443,
-0.017368175089359283,
0.056299082934856415,
0.001321204355917871,
-0.0870354026556015,
0.0466575063765049,
-0.0064283711835742,
0.03507211431860924,
-0.04536661505699158,
-0.02466423064470291,
-0.047413457185029984,
-0.05799281224608421,
-0.061589352786540985,
0.03587552160024643,
0.05004190653562546,
-0.025819167494773865,
-0.0037527333479374647,
0.014500814490020275,
-0.027690136805176735,
-0.07803859561681747,
0.0041113365441560745,
-0.05913561210036278,
-0.10035911202430725,
-0.0047529605217278,
-0.08229698240756989,
-0.009391041472554207,
-0.02210393361747265,
-0.014650043100118637,
0.01999163068830967,
0.013820056803524494,
-0.023650549352169037,
0.04366011545062065,
0.004879897926002741,
-0.06970687955617905,
0.008020536974072456,
0.0067416043020784855,
0.013069485314190388,
-0.07319219410419464,
-0.06346113234758377,
0.06324941664934158,
-0.005382218863815069,
-0.0092846117913723,
0.03387649729847908,
-0.010738063603639603,
-0.08848749101161957,
-0.04251894727349281,
0.006116187199950218,
0.0017620042199268937,
0.02097390405833721,
0.022861763834953308,
0.02376413159072399,
0.019261937588453293,
-0.08390133082866669,
-0.03509903326630592,
0.04804088920354843,
-0.07243496179580688,
0.007706856355071068,
0.013242767192423344,
-0.0401429645717144,
-0.03770069032907486,
-0.12225165963172913,
-0.010848295874893665,
-0.06962869316339493,
-0.18570180237293243,
-0.017810961231589317,
-0.014297968707978725,
0.028457477688789368,
-0.026885705068707466,
-0.000007352205102506559,
0.08178926259279251,
0.03754419460892677,
0.043719738721847534,
0.011033900082111359,
0.029803043231368065,
0.10599770396947861,
0.026567857712507248,
-0.08546717464923859,
-0.001963493414223194,
0.0024350015446543694,
0.05938722938299179,
-0.002624745015054941,
-0.024445058777928352,
-0.014066674746572971,
-0.017492162063717842,
0.02425386756658554,
-0.04397254064679146,
-0.01728452555835247,
-0.04870244115591049,
0.03309101238846779,
-0.03904217481613159,
-0.026643654331564903,
0.07120125740766525,
0.053038422018289566,
-0.03317154943943024,
0.001456039259210229,
0.08967214077711105,
0.019536321982741356,
0.010495220310986042,
-3.1329907266329174e-33,
0.03974711894989014,
-0.049566879868507385,
0.06668072938919067,
0.07415901869535446,
0.058124739676713943,
0.00652025593444705,
0.0030897394753992558,
0.0894424095749855,
0.060949839651584625,
-0.0707249715924263,
-0.018745621666312218,
0.02100294642150402,
-0.026949234306812286,
0.0015197104075923562,
0.03611176088452339,
-0.06741104274988174,
0.02323383465409279,
-0.03527343273162842,
-0.004205506760627031,
0.0039643882773816586,
-0.05553898215293884,
0.01972511224448681,
0.026121173053979874,
-0.05388164520263672,
0.04569517448544502,
0.028355777263641357,
0.004050728399306536,
-0.019102390855550766,
-0.0535949245095253,
0.01911916211247444,
0.03868986293673515,
0.05404914543032646,
-0.018109766766428947,
0.023663749918341637,
-0.015427452512085438,
-0.027726594358682632,
-0.01803327351808548,
-0.021510114893317223,
-0.006257899105548859,
0.0035671701189130545,
0.06752104312181473,
0.04688265919685364,
-0.002409236505627632,
-0.03618878498673439,
0.0283819492906332,
0.01924307830631733,
-0.04814889654517174,
0.06551066786050797,
0.031937435269355774,
-0.014017581008374691,
0.010028213262557983,
0.03850415349006653,
-0.09906575083732605,
-0.00833575427532196,
0.08058100193738937,
0.05826270952820778,
-0.02744043618440628,
0.0036811900790780783,
-0.07066762447357178,
-0.01364107895642519,
-0.04427355155348778,
0.03037758357822895,
0.042258650064468384,
0.050769295543432236,
-0.021451527252793312,
0.09043294936418533,
0.04284989833831787,
-0.0316813699901104,
0.01184537261724472,
0.04561283066868782,
-0.15716442465782166,
0.09165667742490768,
-0.09211613982915878,
-0.04675636440515518,
0.019546762108802795,
-0.002904132241383195,
-0.027667829766869545,
-0.024226637557148933,
-0.016285769641399384,
-0.003358439775183797,
0.05961206927895546,
-0.04438205435872078,
-0.010432318784296513,
0.004746295046061277,
-0.003489820286631584,
0.014904488809406757,
-0.015392063185572624,
0.01950777880847454,
0.036837268620729446,
-0.05035727843642235,
0.031069830060005188,
0.043403226882219315,
0.014475937001407146,
-0.11520706117153168,
-0.06927809864282608,
-1.0699644373127128e-33,
-0.011090794578194618,
-0.05490219220519066,
-0.05043129622936249,
0.05734963342547417,
0.111806720495224,
0.00723714055493474,
0.026014821603894234,
-0.07524989545345306,
0.0048361909575760365,
0.00663886871188879,
0.029677387326955795,
0.027828365564346313,
-0.03500286489725113,
-0.037538375705480576,
-0.08640414476394653,
-0.03812768682837486,
-0.05939878150820732,
-0.04388926923274994,
0.03721550852060318,
0.0204860158264637,
0.046116411685943604,
-0.03247489407658577,
-0.016917983070015907,
-0.11006069928407669,
-0.027841797098517418,
0.028052624315023422,
0.061421480029821396,
-0.10363981872797012,
-0.07480195164680481,
0.02008739300072193,
-0.10107481479644775,
-0.007513647433370352,
0.0648937076330185,
-0.013079174794256687,
0.033653538674116135,
0.07720793783664703,
0.14003857970237732,
0.0037125071976333857,
-0.043412163853645325,
-0.05528128147125244,
-0.0990254357457161,
0.056888822466135025,
0.07510706037282944,
0.010383712127804756,
-0.019208790734410286,
0.0010268350597470999,
0.010373656637966633,
0.06702835857868195,
-0.07951098680496216,
-0.06609950959682465,
0.02654653787612915,
-0.00901839416474104,
0.030949492007493973,
0.014988983981311321,
0.00486318115144968,
0.02996717020869255,
-0.008417113684117794,
-0.002865392016246915,
0.00441806809976697,
0.09100712835788727,
0.002104265848174691,
-0.01843198947608471,
-0.03133643791079521,
-0.03654991462826729,
0.007133697159588337,
0.07637099176645279,
0.048645131289958954,
0.0942440927028656,
0.004602893255650997,
-0.022206533700227737,
0.10488028079271317,
-0.06566145271062851,
0.034636881202459335,
0.06348326057195663,
0.10561209172010422,
0.0861387848854065,
-0.0069039869122207165,
-0.05966726690530777,
-0.03871624916791916,
0.05168484151363373,
-0.02733605168759823,
0.044938113540410995,
0.005022002849727869,
0.034091826528310776,
0.08046918362379074,
-0.07338673621416092,
-0.08160541951656342,
-0.09876922518014908,
-0.05197717249393463,
0.013150024227797985,
0.04877973347902298,
-0.025728454813361168,
-0.02259404957294464,
0.03262295946478844,
0.133919358253479,
-3.420231209361191e-8,
0.034707922488451004,
0.027709394693374634,
-0.04619821906089783,
0.05526421219110489,
0.05274778604507446,
-0.028970688581466675,
0.042043883353471756,
0.13122840225696564,
-0.04450100660324097,
-0.033311907202005386,
-0.07771504670381546,
0.003377610584720969,
0.006555078085511923,
0.05655049532651901,
0.04790309816598892,
0.004613283555954695,
0.010706651024520397,
-0.07658018916845322,
-0.07229763269424438,
0.003795747412368655,
0.06317158788442612,
0.017968524247407913,
0.02817961387336254,
-0.09576565027236938,
-0.06459755450487137,
0.07136932760477066,
-0.0433114618062973,
0.0031763247679919004,
-0.027757272124290466,
-0.016139965504407883,
0.027388684451580048,
-0.02174919657409191,
0.0021839032415300608,
-0.044768016785383224,
0.04611459746956825,
-0.009461527690291405,
-0.08857881277799606,
-0.031317003071308136,
0.007094844244420528,
-0.01350307371467352,
-0.009151929058134556,
0.07102029025554657,
0.015803933143615723,
0.03191749006509781,
0.0561879500746727,
0.11044633388519287,
-0.059999026358127594,
0.017323248088359833,
-0.0488937683403492,
0.12450221180915833,
0.02260039933025837,
0.04986453801393509,
0.06954217702150345,
-0.035134680569171906,
-0.039983514696359634,
0.08183789998292923,
0.06158161535859108,
-0.06323178112506866,
-0.12259421497583389,
0.023135891184210777,
0.0957634449005127,
0.07899922877550125,
-0.030255677178502083,
0.020501838997006416
] | null | null | null | null | null | null | null |
[
-0.021928852424025536,
0.030970830470323563,
0.02149357460439205,
-0.010286123491823673,
-0.04190681502223015,
-0.0957857221364975,
-0.02023346535861492,
0.020162547007203102,
-0.03774544969201088,
0.046289313584566116,
-0.02927411161363125,
-0.049945197999477386,
0.026798861101269722,
0.00006811696948716417,
-0.03914329782128334,
-0.013780539855360985,
-0.06906148046255112,
-0.04126249626278877,
-0.026708528399467468,
-0.03778379410505295,
-0.06025645136833191,
-0.007880216464400291,
-0.008457845076918602,
-0.025886552408337593,
0.02964949421584606,
0.0569424033164978,
-0.04379336163401604,
-0.09502147138118744,
0.06711292266845703,
0.08143730461597443,
-0.017368175089359283,
0.056299082934856415,
0.001321204355917871,
-0.0870354026556015,
0.0466575063765049,
-0.0064283711835742,
0.03507211431860924,
-0.04536661505699158,
-0.02466423064470291,
-0.047413457185029984,
-0.05799281224608421,
-0.061589352786540985,
0.03587552160024643,
0.05004190653562546,
-0.025819167494773865,
-0.0037527333479374647,
0.014500814490020275,
-0.027690136805176735,
-0.07803859561681747,
0.0041113365441560745,
-0.05913561210036278,
-0.10035911202430725,
-0.0047529605217278,
-0.08229698240756989,
-0.009391041472554207,
-0.02210393361747265,
-0.014650043100118637,
0.01999163068830967,
0.013820056803524494,
-0.023650549352169037,
0.04366011545062065,
0.004879897926002741,
-0.06970687955617905,
0.008020536974072456,
0.0067416043020784855,
0.013069485314190388,
-0.07319219410419464,
-0.06346113234758377,
0.06324941664934158,
-0.005382218863815069,
-0.0092846117913723,
0.03387649729847908,
-0.010738063603639603,
-0.08848749101161957,
-0.04251894727349281,
0.006116187199950218,
0.0017620042199268937,
0.02097390405833721,
0.022861763834953308,
0.02376413159072399,
0.019261937588453293,
-0.08390133082866669,
-0.03509903326630592,
0.04804088920354843,
-0.07243496179580688,
0.007706856355071068,
0.013242767192423344,
-0.0401429645717144,
-0.03770069032907486,
-0.12225165963172913,
-0.010848295874893665,
-0.06962869316339493,
-0.18570180237293243,
-0.017810961231589317,
-0.014297968707978725,
0.028457477688789368,
-0.026885705068707466,
-0.000007352205102506559,
0.08178926259279251,
0.03754419460892677,
0.043719738721847534,
0.011033900082111359,
0.029803043231368065,
0.10599770396947861,
0.026567857712507248,
-0.08546717464923859,
-0.001963493414223194,
0.0024350015446543694,
0.05938722938299179,
-0.002624745015054941,
-0.024445058777928352,
-0.014066674746572971,
-0.017492162063717842,
0.02425386756658554,
-0.04397254064679146,
-0.01728452555835247,
-0.04870244115591049,
0.03309101238846779,
-0.03904217481613159,
-0.026643654331564903,
0.07120125740766525,
0.053038422018289566,
-0.03317154943943024,
0.001456039259210229,
0.08967214077711105,
0.019536321982741356,
0.010495220310986042,
-3.1329907266329174e-33,
0.03974711894989014,
-0.049566879868507385,
0.06668072938919067,
0.07415901869535446,
0.058124739676713943,
0.00652025593444705,
0.0030897394753992558,
0.0894424095749855,
0.060949839651584625,
-0.0707249715924263,
-0.018745621666312218,
0.02100294642150402,
-0.026949234306812286,
0.0015197104075923562,
0.03611176088452339,
-0.06741104274988174,
0.02323383465409279,
-0.03527343273162842,
-0.004205506760627031,
0.0039643882773816586,
-0.05553898215293884,
0.01972511224448681,
0.026121173053979874,
-0.05388164520263672,
0.04569517448544502,
0.028355777263641357,
0.004050728399306536,
-0.019102390855550766,
-0.0535949245095253,
0.01911916211247444,
0.03868986293673515,
0.05404914543032646,
-0.018109766766428947,
0.023663749918341637,
-0.015427452512085438,
-0.027726594358682632,
-0.01803327351808548,
-0.021510114893317223,
-0.006257899105548859,
0.0035671701189130545,
0.06752104312181473,
0.04688265919685364,
-0.002409236505627632,
-0.03618878498673439,
0.0283819492906332,
0.01924307830631733,
-0.04814889654517174,
0.06551066786050797,
0.031937435269355774,
-0.014017581008374691,
0.010028213262557983,
0.03850415349006653,
-0.09906575083732605,
-0.00833575427532196,
0.08058100193738937,
0.05826270952820778,
-0.02744043618440628,
0.0036811900790780783,
-0.07066762447357178,
-0.01364107895642519,
-0.04427355155348778,
0.03037758357822895,
0.042258650064468384,
0.050769295543432236,
-0.021451527252793312,
0.09043294936418533,
0.04284989833831787,
-0.0316813699901104,
0.01184537261724472,
0.04561283066868782,
-0.15716442465782166,
0.09165667742490768,
-0.09211613982915878,
-0.04675636440515518,
0.019546762108802795,
-0.002904132241383195,
-0.027667829766869545,
-0.024226637557148933,
-0.016285769641399384,
-0.003358439775183797,
0.05961206927895546,
-0.04438205435872078,
-0.010432318784296513,
0.004746295046061277,
-0.003489820286631584,
0.014904488809406757,
-0.015392063185572624,
0.01950777880847454,
0.036837268620729446,
-0.05035727843642235,
0.031069830060005188,
0.043403226882219315,
0.014475937001407146,
-0.11520706117153168,
-0.06927809864282608,
-1.0699644373127128e-33,
-0.011090794578194618,
-0.05490219220519066,
-0.05043129622936249,
0.05734963342547417,
0.111806720495224,
0.00723714055493474,
0.026014821603894234,
-0.07524989545345306,
0.0048361909575760365,
0.00663886871188879,
0.029677387326955795,
0.027828365564346313,
-0.03500286489725113,
-0.037538375705480576,
-0.08640414476394653,
-0.03812768682837486,
-0.05939878150820732,
-0.04388926923274994,
0.03721550852060318,
0.0204860158264637,
0.046116411685943604,
-0.03247489407658577,
-0.016917983070015907,
-0.11006069928407669,
-0.027841797098517418,
0.028052624315023422,
0.061421480029821396,
-0.10363981872797012,
-0.07480195164680481,
0.02008739300072193,
-0.10107481479644775,
-0.007513647433370352,
0.0648937076330185,
-0.013079174794256687,
0.033653538674116135,
0.07720793783664703,
0.14003857970237732,
0.0037125071976333857,
-0.043412163853645325,
-0.05528128147125244,
-0.0990254357457161,
0.056888822466135025,
0.07510706037282944,
0.010383712127804756,
-0.019208790734410286,
0.0010268350597470999,
0.010373656637966633,
0.06702835857868195,
-0.07951098680496216,
-0.06609950959682465,
0.02654653787612915,
-0.00901839416474104,
0.030949492007493973,
0.014988983981311321,
0.00486318115144968,
0.02996717020869255,
-0.008417113684117794,
-0.002865392016246915,
0.00441806809976697,
0.09100712835788727,
0.002104265848174691,
-0.01843198947608471,
-0.03133643791079521,
-0.03654991462826729,
0.007133697159588337,
0.07637099176645279,
0.048645131289958954,
0.0942440927028656,
0.004602893255650997,
-0.022206533700227737,
0.10488028079271317,
-0.06566145271062851,
0.034636881202459335,
0.06348326057195663,
0.10561209172010422,
0.0861387848854065,
-0.0069039869122207165,
-0.05966726690530777,
-0.03871624916791916,
0.05168484151363373,
-0.02733605168759823,
0.044938113540410995,
0.005022002849727869,
0.034091826528310776,
0.08046918362379074,
-0.07338673621416092,
-0.08160541951656342,
-0.09876922518014908,
-0.05197717249393463,
0.013150024227797985,
0.04877973347902298,
-0.025728454813361168,
-0.02259404957294464,
0.03262295946478844,
0.133919358253479,
-3.420231209361191e-8,
0.034707922488451004,
0.027709394693374634,
-0.04619821906089783,
0.05526421219110489,
0.05274778604507446,
-0.028970688581466675,
0.042043883353471756,
0.13122840225696564,
-0.04450100660324097,
-0.033311907202005386,
-0.07771504670381546,
0.003377610584720969,
0.006555078085511923,
0.05655049532651901,
0.04790309816598892,
0.004613283555954695,
0.010706651024520397,
-0.07658018916845322,
-0.07229763269424438,
0.003795747412368655,
0.06317158788442612,
0.017968524247407913,
0.02817961387336254,
-0.09576565027236938,
-0.06459755450487137,
0.07136932760477066,
-0.0433114618062973,
0.0031763247679919004,
-0.027757272124290466,
-0.016139965504407883,
0.027388684451580048,
-0.02174919657409191,
0.0021839032415300608,
-0.044768016785383224,
0.04611459746956825,
-0.009461527690291405,
-0.08857881277799606,
-0.031317003071308136,
0.007094844244420528,
-0.01350307371467352,
-0.009151929058134556,
0.07102029025554657,
0.015803933143615723,
0.03191749006509781,
0.0561879500746727,
0.11044633388519287,
-0.059999026358127594,
0.017323248088359833,
-0.0488937683403492,
0.12450221180915833,
0.02260039933025837,
0.04986453801393509,
0.06954217702150345,
-0.035134680569171906,
-0.039983514696359634,
0.08183789998292923,
0.06158161535859108,
-0.06323178112506866,
-0.12259421497583389,
0.023135891184210777,
0.0957634449005127,
0.07899922877550125,
-0.030255677178502083,
0.020501838997006416
] |
1401.5589
|
Stephen Odaibo
|
Stephen G. Odaibo
|
The Gabor-Einstein Wavelet: A Model for the Receptive Fields of V1 to MT
Neurons
|
40 pages, 13 Figures. We presented a portion of this work in various
parts at the National Medical Association's 111th Annual Convention and
Scientific Assembly in Toronto Ontario, Canada (Jul. 2013); at the 23rd
Annual Washington Retina Symposium in Washington D.C., U.S.A. (Oct. 2013);
and at the Society for Neuroscience's 43rd Annual Meeting in San Diego
California, U.S.A. (Nov. 2013)
| null | null | null |
q-bio.NC cs.CV physics.bio-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Our visual system is astonishingly efficient at detecting moving objects.
This process is mediated by the neurons which connect the primary visual cortex
(V1) to the middle temporal (MT) area. Interestingly, since Kuffler's
pioneering experiments on retinal ganglion cells, mathematical models have been
vital for advancing our understanding of the receptive fields of visual
neurons. However, existing models were not designed to describe the most
salient attributes of the highly specialized neurons in the V1 to MT motion
processing stream; and they have not been able to do so. Here, we introduce the
Gabor-Einstein wavelet, a new family of functions for representing the
receptive fields of V1 to MT neurons. We show that the way space and time are
mixed in the visual cortex is analogous to the way they are mixed in the
special theory of relativity (STR). Hence we constrained the Gabor-Einstein
model by requiring: (i) relativistic-invariance of the wave carrier, and (ii)
the minimum possible number of parameters. From these two constraints, the sinc
function emerged as a natural descriptor of the wave carrier. The particular
distribution of lowpass to bandpass temporal frequency filtering properties of
V1 to MT neurons (Foster et al 1985; DeAngelis et al 1993b; Hawken et al 1996)
is clearly explained by the Gabor-Einstein basis. Furthermore, it does so in a
manner innately representative of the motion-processing stream's neuronal
hierarchy. Our analysis and computer simulations show that the distribution of
temporal frequency filtering properties along the motion processing stream is a
direct effect of the way the brain jointly encodes space and time. We uncovered
this fundamental link by demonstrating that analogous mathematical structures
underlie STR and joint cortical spacetime encoding. This link will provide new
physiological insights into how the brain represents visual information.
|
[
{
"created": "Wed, 22 Jan 2014 08:48:53 GMT",
"version": "v1"
}
] |
2014-01-23
|
[
[
"Odaibo",
"Stephen G.",
""
]
] |
[
-0.05563588812947273,
-0.16001001000404358,
0.05115833878517151,
-0.03542694076895714,
0.0299004428088665,
0.05261245369911194,
-0.012327061034739017,
-0.07255995273590088,
0.050018712878227234,
-0.0640094205737114,
0.01701166480779648,
-0.0674869641661644,
-0.13079531490802765,
0.021135380491614342,
-0.01919766329228878,
-0.055896103382110596,
0.04648005962371826,
0.055760566145181656,
-0.026355167850852013,
-0.06350625306367874,
0.03791660815477371,
-0.08136662095785141,
0.018498588353395462,
-0.030990298837423325,
0.03395862877368927,
0.09264861792325974,
0.0226274486631155,
-0.008333427831530571,
-0.0023722792975604534,
-0.006374061573296785,
0.07609208673238754,
-0.012058901600539684,
-0.04005412012338638,
0.03305788338184357,
-0.09568122774362564,
0.03927416354417801,
0.013028690591454506,
-0.03641337901353836,
-0.002763255499303341,
-0.02373507060110569,
0.03787733241915703,
0.027464604005217552,
-0.04356233403086662,
0.09179830551147461,
0.03649080917239189,
0.04801207780838013,
0.08070937544107437,
-0.017422888427972794,
-0.08724220097064972,
-0.05381178483366966,
0.04820036143064499,
-0.021979860961437225,
-0.12096870690584183,
-0.02933676354587078,
0.03568846359848976,
0.07888767123222351,
-0.07593997567892075,
-0.010239211842417717,
0.08351509273052216,
0.03713539242744446,
0.0009739220258779824,
0.007513680960983038,
0.022503355517983437,
-0.009138054214417934,
-0.008867153897881508,
0.0063695358112454414,
-0.026929734274744987,
-0.048449963331222534,
0.006971650756895542,
0.010968955233693123,
0.006106248125433922,
0.0663108378648758,
-0.08283836394548416,
0.0012268980499356985,
-0.031466543674468994,
-0.029551293700933456,
0.07032660394906998,
0.1057462990283966,
0.071507528424263,
-0.047475989907979965,
-0.004819179885089397,
0.0008033844060264528,
0.008730348199605942,
-0.05551983416080475,
0.10637620091438293,
0.018255289644002914,
-0.06511450558900833,
0.08140352368354797,
-0.038827113807201385,
-0.001600591349415481,
0.042391009628772736,
-0.05627310648560524,
0.002764273900538683,
-0.09385336190462112,
0.01404122170060873,
-0.05203213170170784,
-0.010165965184569359,
0.039538778364658356,
0.046417053788900375,
0.02071772888302803,
-0.029473427683115005,
-0.045432500541210175,
0.050001099705696106,
0.0653822124004364,
0.11377166956663132,
0.00563945434987545,
0.05546532943844795,
0.10580084472894669,
-0.0629541352391243,
0.008898339234292507,
0.007176068611443043,
0.03347569704055786,
-0.008707857690751553,
0.022768188267946243,
0.0871976688504219,
-0.0157315731048584,
-0.02011805586516857,
0.03802163153886795,
0.11187556385993958,
0.026477837935090065,
-0.016287032514810562,
-0.0005369667778722942,
-0.08696068823337555,
0.01835913583636284,
-0.02759813703596592,
-0.02948639541864395,
0.0014243440236896276,
2.4913260130724554e-33,
-0.05661848187446594,
0.02651803568005562,
-0.035269543528556824,
-0.08976664394140244,
-0.0020021097734570503,
0.023126846179366112,
0.004714303184300661,
0.07755260169506073,
0.06330931186676025,
0.04849778488278389,
-0.09281161427497864,
0.005843556020408869,
-0.014053319580852985,
0.08728326857089996,
-0.011653244495391846,
-0.0003095824795309454,
-0.044193752110004425,
-0.03264026716351509,
0.037611301988363266,
-0.046627871692180634,
-0.00657045841217041,
0.032374534755945206,
0.010114678181707859,
-0.07067826390266418,
-0.09787774831056595,
-0.01846744678914547,
-0.05775323510169983,
-0.02241622842848301,
0.04646630585193634,
0.009473470970988274,
-0.06430523097515106,
0.033192362636327744,
-0.0629945620894432,
-0.012099222280085087,
-0.01865808665752411,
-0.029703184962272644,
0.061520952731370926,
-0.004036709666252136,
0.01058222632855177,
-0.011090908199548721,
-0.05799759924411774,
0.043652165681123734,
-0.09188234061002731,
-0.023474419489502907,
-0.032404329627752304,
-0.02266022190451622,
0.10492783784866333,
0.09167450666427612,
-0.04131489619612694,
0.0006590336561203003,
-0.034053485840559006,
-0.040693461894989014,
0.015844285488128662,
-0.05360664799809456,
0.053893305361270905,
0.07866556942462921,
0.014696239493787289,
0.05995609983801842,
-0.06525888293981552,
0.0005589542561210692,
0.02194814570248127,
0.054023612290620804,
0.12731905281543732,
0.031036948785185814,
0.03264768421649933,
-0.016344496980309486,
-0.022927163168787956,
-0.014766223728656769,
0.0012824488803744316,
-0.03347894176840782,
0.0332191027700901,
0.07025568932294846,
-0.01987435296177864,
-0.09086999297142029,
-0.0035896773915737867,
-0.00561139453202486,
0.07595425844192505,
0.034501705318689346,
-0.12668004631996155,
0.024836033582687378,
-0.04030758887529373,
-0.06670040637254715,
0.011237608268857002,
0.0003697361680679023,
0.011129888705909252,
0.087783582508564,
0.04991524666547775,
-0.051388684660196304,
-0.07702969759702682,
-0.1169014573097229,
-0.010010863654315472,
-0.02071608603000641,
0.058530647307634354,
-0.05387534573674202,
-0.05611921474337578,
-2.5452172862698724e-33,
0.0393836535513401,
0.030862383544445038,
0.029424482956528664,
-0.02022978663444519,
-0.0647127777338028,
0.005814221687614918,
0.07167497277259827,
-0.01640370301902294,
0.012653478421270847,
0.0391618013381958,
-0.0012501385062932968,
-0.04842324182391167,
-0.022497104480862617,
-0.0585135892033577,
-0.042311955243349075,
0.022566648200154305,
-0.013196400366723537,
0.012681897729635239,
-0.030481677502393723,
-0.10965624451637268,
-0.0643862783908844,
0.10474660992622375,
-0.05427299439907074,
0.021294409409165382,
-0.07107383012771606,
0.05501549690961838,
0.04426611587405205,
0.03475967049598694,
-0.06804049015045166,
-0.03866958990693092,
-0.05046796426177025,
-0.027450192719697952,
0.0001875942834885791,
-0.09240977466106415,
0.0021970304660499096,
0.020445875823497772,
0.01790885627269745,
0.023107998073101044,
-0.058559659868478775,
0.027797523885965347,
0.06291341781616211,
0.10259770601987839,
0.06564802676439285,
0.03773016855120659,
-0.004264977294951677,
0.053187865763902664,
0.02594953589141369,
0.04858788475394249,
-0.08874737471342087,
0.014369790442287922,
-0.040335237979888916,
0.002443438395857811,
-0.05661829933524132,
0.0002772029547486454,
-0.05165205895900726,
0.08414342254400253,
0.017207197844982147,
-0.02599738910794258,
0.07665760070085526,
0.015543830581009388,
-0.02051059901714325,
-0.06736477464437485,
-0.00417522294446826,
-0.05873783677816391,
0.09874102473258972,
0.007856763899326324,
-0.07096042484045029,
0.04689723253250122,
0.04359171912074089,
0.01464030146598816,
0.024904094636440277,
-0.053552355617284775,
-0.032145824283361435,
-0.011733036488294601,
0.014282403513789177,
0.04403446614742279,
0.09029264003038406,
0.031028134748339653,
-0.013451887294650078,
-0.012189533561468124,
-0.007782618515193462,
-0.027823807671666145,
0.011753447353839874,
0.011117355898022652,
0.00829217117279768,
0.05308658629655838,
-0.016204148530960083,
-0.09043343365192413,
0.04606625810265541,
-0.010742668993771076,
-0.01184818148612976,
-0.03415534645318985,
-0.024839483201503754,
0.06264781206846237,
0.04348916560411453,
-4.7844846307043554e-8,
-0.04698440805077553,
0.09388193488121033,
-0.022992940619587898,
-0.08034402877092361,
0.060435134917497635,
-0.035517193377017975,
0.026641501113772392,
0.029950832948088646,
-0.07638775557279587,
0.0014972073258832097,
0.018847811967134476,
-0.05982628092169762,
-0.03438065946102142,
0.010064688511192799,
0.023203959688544273,
0.09628415107727051,
-0.04194408655166626,
-0.007285343948751688,
0.026635780930519104,
0.011173035949468613,
0.09636136889457703,
-0.013246076181530952,
0.04373090714216232,
0.03316749632358551,
0.026166684925556183,
-0.0075179897248744965,
-0.03631460294127464,
0.0841435045003891,
0.03517204895615578,
0.043893177062273026,
0.013651838526129723,
0.07267004996538162,
0.05611139163374901,
-0.025884779170155525,
0.009808300994336605,
-0.003598493756726384,
0.0025226520374417305,
0.015771714970469475,
-0.05848892778158188,
0.08732959628105164,
-0.08542804419994354,
0.023319846019148827,
-0.011817008256912231,
0.045852869749069214,
-0.00403071753680706,
-0.0021142768673598766,
0.10642970353364944,
-0.07459351420402527,
0.000860552245285362,
0.11710870265960693,
0.0036989040672779083,
0.08266296237707138,
-0.05397052690386772,
0.04594280198216438,
-0.023452872410416603,
-0.043580032885074615,
-0.02085152454674244,
-0.07105345278978348,
-0.001778338337317109,
0.004937516525387764,
-0.014212775975465775,
0.0971815213561058,
-0.04119900241494179,
-0.0466109998524189
] | null | null | null | null | null | null | null |
[
-0.05563588812947273,
-0.16001001000404358,
0.05115833878517151,
-0.03542694076895714,
0.0299004428088665,
0.05261245369911194,
-0.012327061034739017,
-0.07255995273590088,
0.050018712878227234,
-0.0640094205737114,
0.01701166480779648,
-0.0674869641661644,
-0.13079531490802765,
0.021135380491614342,
-0.01919766329228878,
-0.055896103382110596,
0.04648005962371826,
0.055760566145181656,
-0.026355167850852013,
-0.06350625306367874,
0.03791660815477371,
-0.08136662095785141,
0.018498588353395462,
-0.030990298837423325,
0.03395862877368927,
0.09264861792325974,
0.0226274486631155,
-0.008333427831530571,
-0.0023722792975604534,
-0.006374061573296785,
0.07609208673238754,
-0.012058901600539684,
-0.04005412012338638,
0.03305788338184357,
-0.09568122774362564,
0.03927416354417801,
0.013028690591454506,
-0.03641337901353836,
-0.002763255499303341,
-0.02373507060110569,
0.03787733241915703,
0.027464604005217552,
-0.04356233403086662,
0.09179830551147461,
0.03649080917239189,
0.04801207780838013,
0.08070937544107437,
-0.017422888427972794,
-0.08724220097064972,
-0.05381178483366966,
0.04820036143064499,
-0.021979860961437225,
-0.12096870690584183,
-0.02933676354587078,
0.03568846359848976,
0.07888767123222351,
-0.07593997567892075,
-0.010239211842417717,
0.08351509273052216,
0.03713539242744446,
0.0009739220258779824,
0.007513680960983038,
0.022503355517983437,
-0.009138054214417934,
-0.008867153897881508,
0.0063695358112454414,
-0.026929734274744987,
-0.048449963331222534,
0.006971650756895542,
0.010968955233693123,
0.006106248125433922,
0.0663108378648758,
-0.08283836394548416,
0.0012268980499356985,
-0.031466543674468994,
-0.029551293700933456,
0.07032660394906998,
0.1057462990283966,
0.071507528424263,
-0.047475989907979965,
-0.004819179885089397,
0.0008033844060264528,
0.008730348199605942,
-0.05551983416080475,
0.10637620091438293,
0.018255289644002914,
-0.06511450558900833,
0.08140352368354797,
-0.038827113807201385,
-0.001600591349415481,
0.042391009628772736,
-0.05627310648560524,
0.002764273900538683,
-0.09385336190462112,
0.01404122170060873,
-0.05203213170170784,
-0.010165965184569359,
0.039538778364658356,
0.046417053788900375,
0.02071772888302803,
-0.029473427683115005,
-0.045432500541210175,
0.050001099705696106,
0.0653822124004364,
0.11377166956663132,
0.00563945434987545,
0.05546532943844795,
0.10580084472894669,
-0.0629541352391243,
0.008898339234292507,
0.007176068611443043,
0.03347569704055786,
-0.008707857690751553,
0.022768188267946243,
0.0871976688504219,
-0.0157315731048584,
-0.02011805586516857,
0.03802163153886795,
0.11187556385993958,
0.026477837935090065,
-0.016287032514810562,
-0.0005369667778722942,
-0.08696068823337555,
0.01835913583636284,
-0.02759813703596592,
-0.02948639541864395,
0.0014243440236896276,
2.4913260130724554e-33,
-0.05661848187446594,
0.02651803568005562,
-0.035269543528556824,
-0.08976664394140244,
-0.0020021097734570503,
0.023126846179366112,
0.004714303184300661,
0.07755260169506073,
0.06330931186676025,
0.04849778488278389,
-0.09281161427497864,
0.005843556020408869,
-0.014053319580852985,
0.08728326857089996,
-0.011653244495391846,
-0.0003095824795309454,
-0.044193752110004425,
-0.03264026716351509,
0.037611301988363266,
-0.046627871692180634,
-0.00657045841217041,
0.032374534755945206,
0.010114678181707859,
-0.07067826390266418,
-0.09787774831056595,
-0.01846744678914547,
-0.05775323510169983,
-0.02241622842848301,
0.04646630585193634,
0.009473470970988274,
-0.06430523097515106,
0.033192362636327744,
-0.0629945620894432,
-0.012099222280085087,
-0.01865808665752411,
-0.029703184962272644,
0.061520952731370926,
-0.004036709666252136,
0.01058222632855177,
-0.011090908199548721,
-0.05799759924411774,
0.043652165681123734,
-0.09188234061002731,
-0.023474419489502907,
-0.032404329627752304,
-0.02266022190451622,
0.10492783784866333,
0.09167450666427612,
-0.04131489619612694,
0.0006590336561203003,
-0.034053485840559006,
-0.040693461894989014,
0.015844285488128662,
-0.05360664799809456,
0.053893305361270905,
0.07866556942462921,
0.014696239493787289,
0.05995609983801842,
-0.06525888293981552,
0.0005589542561210692,
0.02194814570248127,
0.054023612290620804,
0.12731905281543732,
0.031036948785185814,
0.03264768421649933,
-0.016344496980309486,
-0.022927163168787956,
-0.014766223728656769,
0.0012824488803744316,
-0.03347894176840782,
0.0332191027700901,
0.07025568932294846,
-0.01987435296177864,
-0.09086999297142029,
-0.0035896773915737867,
-0.00561139453202486,
0.07595425844192505,
0.034501705318689346,
-0.12668004631996155,
0.024836033582687378,
-0.04030758887529373,
-0.06670040637254715,
0.011237608268857002,
0.0003697361680679023,
0.011129888705909252,
0.087783582508564,
0.04991524666547775,
-0.051388684660196304,
-0.07702969759702682,
-0.1169014573097229,
-0.010010863654315472,
-0.02071608603000641,
0.058530647307634354,
-0.05387534573674202,
-0.05611921474337578,
-2.5452172862698724e-33,
0.0393836535513401,
0.030862383544445038,
0.029424482956528664,
-0.02022978663444519,
-0.0647127777338028,
0.005814221687614918,
0.07167497277259827,
-0.01640370301902294,
0.012653478421270847,
0.0391618013381958,
-0.0012501385062932968,
-0.04842324182391167,
-0.022497104480862617,
-0.0585135892033577,
-0.042311955243349075,
0.022566648200154305,
-0.013196400366723537,
0.012681897729635239,
-0.030481677502393723,
-0.10965624451637268,
-0.0643862783908844,
0.10474660992622375,
-0.05427299439907074,
0.021294409409165382,
-0.07107383012771606,
0.05501549690961838,
0.04426611587405205,
0.03475967049598694,
-0.06804049015045166,
-0.03866958990693092,
-0.05046796426177025,
-0.027450192719697952,
0.0001875942834885791,
-0.09240977466106415,
0.0021970304660499096,
0.020445875823497772,
0.01790885627269745,
0.023107998073101044,
-0.058559659868478775,
0.027797523885965347,
0.06291341781616211,
0.10259770601987839,
0.06564802676439285,
0.03773016855120659,
-0.004264977294951677,
0.053187865763902664,
0.02594953589141369,
0.04858788475394249,
-0.08874737471342087,
0.014369790442287922,
-0.040335237979888916,
0.002443438395857811,
-0.05661829933524132,
0.0002772029547486454,
-0.05165205895900726,
0.08414342254400253,
0.017207197844982147,
-0.02599738910794258,
0.07665760070085526,
0.015543830581009388,
-0.02051059901714325,
-0.06736477464437485,
-0.00417522294446826,
-0.05873783677816391,
0.09874102473258972,
0.007856763899326324,
-0.07096042484045029,
0.04689723253250122,
0.04359171912074089,
0.01464030146598816,
0.024904094636440277,
-0.053552355617284775,
-0.032145824283361435,
-0.011733036488294601,
0.014282403513789177,
0.04403446614742279,
0.09029264003038406,
0.031028134748339653,
-0.013451887294650078,
-0.012189533561468124,
-0.007782618515193462,
-0.027823807671666145,
0.011753447353839874,
0.011117355898022652,
0.00829217117279768,
0.05308658629655838,
-0.016204148530960083,
-0.09043343365192413,
0.04606625810265541,
-0.010742668993771076,
-0.01184818148612976,
-0.03415534645318985,
-0.024839483201503754,
0.06264781206846237,
0.04348916560411453,
-4.7844846307043554e-8,
-0.04698440805077553,
0.09388193488121033,
-0.022992940619587898,
-0.08034402877092361,
0.060435134917497635,
-0.035517193377017975,
0.026641501113772392,
0.029950832948088646,
-0.07638775557279587,
0.0014972073258832097,
0.018847811967134476,
-0.05982628092169762,
-0.03438065946102142,
0.010064688511192799,
0.023203959688544273,
0.09628415107727051,
-0.04194408655166626,
-0.007285343948751688,
0.026635780930519104,
0.011173035949468613,
0.09636136889457703,
-0.013246076181530952,
0.04373090714216232,
0.03316749632358551,
0.026166684925556183,
-0.0075179897248744965,
-0.03631460294127464,
0.0841435045003891,
0.03517204895615578,
0.043893177062273026,
0.013651838526129723,
0.07267004996538162,
0.05611139163374901,
-0.025884779170155525,
0.009808300994336605,
-0.003598493756726384,
0.0025226520374417305,
0.015771714970469475,
-0.05848892778158188,
0.08732959628105164,
-0.08542804419994354,
0.023319846019148827,
-0.011817008256912231,
0.045852869749069214,
-0.00403071753680706,
-0.0021142768673598766,
0.10642970353364944,
-0.07459351420402527,
0.000860552245285362,
0.11710870265960693,
0.0036989040672779083,
0.08266296237707138,
-0.05397052690386772,
0.04594280198216438,
-0.023452872410416603,
-0.043580032885074615,
-0.02085152454674244,
-0.07105345278978348,
-0.001778338337317109,
0.004937516525387764,
-0.014212775975465775,
0.0971815213561058,
-0.04119900241494179,
-0.0466109998524189
] |
1401.5592
|
Jonas Fransson
|
Jonas Fransson and Jie Ren and Jian-Xin Zhu
|
Electrical and Thermal Control of Magnetic Exchange Interactions
|
five pages, four figures, submitted; published version
|
Phys. Rev. Lett. 113, 257201 (2014)
|
10.1103/PhysRevLett.113.257201
| null |
cond-mat.mes-hall cond-mat.stat-mech physics.atm-clus
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We investigate the far-from-equilibrium nature of magnetic anisotropy and
exchange interactions between molecular magnets embedded in a tunnel junction.
By mapping to an effective spin model, these magnetic interactions can be
divided into three types: isotropic Heisenberg, anisotropic Ising, and
anisotropic Dzyaloshinski-Moriya contributions, which are attributed to the
background non-equilibrium electronic structures. We further demonstrate that
both the magnetic self and exchange interactions can be controlled either
electrically by gating and tuning voltage bias, or thermally by adjusting
temperature bias. We show that the Heisenberg and Ising interactions scale
linearly, while the Dzyaloshinski-Moriya interaction scales quadratically, with
the molecule-lead coupling strength. The interactions scale linearly with the
effective spin-polarizations of the leads and the molecular coherence. Our
results pave a way for smart control of magnetic exchange interactions at
atomic and molecular levels.
|
[
{
"created": "Wed, 22 Jan 2014 09:01:04 GMT",
"version": "v1"
},
{
"created": "Wed, 7 Jan 2015 07:27:18 GMT",
"version": "v2"
}
] |
2015-01-08
|
[
[
"Fransson",
"Jonas",
""
],
[
"Ren",
"Jie",
""
],
[
"Zhu",
"Jian-Xin",
""
]
] |
[
-0.003928123973309994,
-0.09705691039562225,
-0.05914408713579178,
0.049881838262081146,
-0.04110311344265938,
0.05539971590042114,
-0.06793280690908432,
-0.002003835281357169,
-0.020760370418429375,
0.03059663251042366,
-0.07480252534151077,
0.05140939727425575,
-0.05558362230658531,
-0.004446632694453001,
0.05061667039990425,
0.05662887543439865,
0.024503516033291817,
-0.015019821934401989,
-0.01104731485247612,
0.016086943447589874,
-0.058088745921850204,
-0.11145436018705368,
0.06610294431447983,
-0.08754076063632965,
-0.052423782646656036,
0.007206417620182037,
0.08610431849956512,
-0.021153206005692482,
-0.06770136952400208,
-0.029152531176805496,
0.01261706929653883,
-0.03821658343076706,
-0.056023694574832916,
-0.009913194924592972,
-0.09597055613994598,
0.03924119099974632,
-0.013466252945363522,
-0.02658812887966633,
-0.04824547842144966,
-0.05287954956293106,
0.04057856276631355,
0.07192571461200714,
0.07718334347009659,
0.016508936882019043,
-0.02878420613706112,
-0.018682897090911865,
0.052403729408979416,
0.01207772921770811,
0.045765914022922516,
-0.09735319018363953,
0.021429793909192085,
0.029634101316332817,
0.022551098838448524,
-0.061007123440504074,
-0.008141717873513699,
0.10127530992031097,
0.08703985065221786,
-0.028644371777772903,
-0.08629520237445831,
-0.028633490204811096,
0.06378453969955444,
0.018172642216086388,
-0.04630638286471367,
0.006078965496271849,
0.03916477784514427,
0.00023239472648128867,
0.1066080629825592,
0.030613107606768608,
-0.016047023236751556,
-0.03565608337521553,
-0.026300832629203796,
-0.010842383839190006,
-0.07190760225057602,
0.01544627733528614,
0.06809787452220917,
-0.014586648903787136,
-0.07730340957641602,
0.03144298121333122,
0.06897010654211044,
-0.017180107533931732,
-0.12900546193122864,
-0.05341148376464844,
0.06321988254785538,
0.012751085683703423,
0.05667489394545555,
0.008332562632858753,
0.01261688768863678,
0.011853666044771671,
0.055787742137908936,
0.009625471197068691,
-0.023926062509417534,
-0.0032740235328674316,
-0.08790786564350128,
-0.005114047788083553,
0.06949925422668457,
-0.0036244525108486414,
0.06555026769638062,
0.0024946266785264015,
-0.05707570165395737,
-0.007570425048470497,
0.15248067677021027,
0.01951357163488865,
-0.07439170032739639,
-0.005416390020400286,
0.013480165041983128,
0.03669339790940285,
0.08409104496240616,
-0.019414637237787247,
-0.06344015151262283,
0.015403388068079948,
0.023501751944422722,
0.008280785754323006,
0.0995301827788353,
-0.0443425290286541,
-0.043501272797584534,
0.01797131635248661,
0.050931721925735474,
0.053485315293073654,
0.04061010107398033,
0.07976917922496796,
-0.014990855939686298,
0.07505521178245544,
-0.011071001179516315,
0.013393773697316647,
-0.058103397488594055,
-0.03359028324484825,
-0.06964760273694992,
1.1113816950669899e-33,
0.039024800062179565,
0.007927704602479935,
0.04902820289134979,
0.0755138173699379,
-0.008629070594906807,
-0.0040433937683701515,
-0.02438291721045971,
-0.07190219312906265,
-0.04952893406152725,
0.044571518898010254,
-0.00615809578448534,
0.08140349388122559,
0.07200473546981812,
-0.05841854214668274,
-0.046098191291093826,
0.00013103448145557195,
-0.014969357289373875,
-0.07775748521089554,
0.032098691910505295,
-0.011329002678394318,
0.0317293144762516,
-0.010918456129729748,
-0.022459760308265686,
0.09885500371456146,
-0.03312051296234131,
-0.019658459350466728,
0.040544990450143814,
0.03043697401881218,
-0.06940820068120956,
-0.003574221860617399,
-0.007672462612390518,
0.0022115539759397507,
-0.10521139204502106,
0.00019098825578112155,
0.048083093017339706,
-0.0506584569811821,
-0.044066060334444046,
-0.014791972935199738,
0.09369843453168869,
-0.05711699649691582,
0.010181551799178123,
-0.11174309253692627,
-0.007300565019249916,
0.04038446024060249,
-0.04095970839262009,
0.010928472504019737,
0.1125398799777031,
-0.03384637087583542,
-0.040962908416986465,
-0.03647803142666817,
0.02954334206879139,
-0.0751938596367836,
-0.03226731717586517,
-0.04021061584353447,
-0.011133578605949879,
-0.06606503576040268,
0.06987195461988449,
0.07228787243366241,
0.019252751022577286,
0.11499574780464172,
0.030033601447939873,
0.09382487833499908,
0.02641906589269638,
0.011717066168785095,
0.001801082631573081,
0.056150443851947784,
0.029408494010567665,
0.0014515520306304097,
-0.021174069494009018,
0.003602188779041171,
0.007940519601106644,
0.06986530125141144,
-0.009738198481500149,
0.00438213674351573,
-0.0048874663189053535,
-0.015604479238390923,
0.00035566758015193045,
-0.06353931874036789,
0.10372083634138107,
-0.03935592994093895,
0.0017081613186746836,
-0.06419326364994049,
-0.012962890788912773,
0.018060937523841858,
-0.12819068133831024,
-0.05464240536093712,
-0.11623501777648926,
-0.056517232209444046,
-0.0544951893389225,
0.030060799792408943,
0.027488160878419876,
0.015817614272236824,
0.11647019535303116,
-0.019074151292443275,
0.01916537992656231,
-4.7089576356811266e-33,
-0.030749717727303505,
-0.04414064809679985,
0.026060249656438828,
0.0044992100447416306,
-0.040842205286026,
0.03433749079704285,
0.08802958577871323,
0.04051141440868378,
0.09611870348453522,
0.00840634386986494,
0.03819742053747177,
-0.02374248020350933,
0.07966732233762741,
-0.06669312715530396,
0.0024062967859208584,
-0.001752727199345827,
-0.0008579883724451065,
-0.0024816947989165783,
0.08957842737436295,
-0.04136795178055763,
-0.03353731334209442,
0.0432107038795948,
0.005590922199189663,
0.03465577960014343,
-0.050445400178432465,
0.03667854145169258,
-0.025718482211232185,
-0.006509087979793549,
-0.0011000134982168674,
0.10553240776062012,
0.04171726852655411,
0.05015821382403374,
-0.02149163745343685,
-0.012581871822476387,
-0.05250824987888336,
0.05167607218027115,
-0.0706050843000412,
-0.06327343732118607,
-0.015217321924865246,
-0.021097546443343163,
0.006140780169516802,
-0.004132351838052273,
-0.001864296500571072,
-0.004034412559121847,
0.04113275930285454,
-0.021525902673602104,
-0.16091376543045044,
-0.018077224493026733,
-0.03846733272075653,
-0.032451558858156204,
-0.05838419869542122,
0.051671430468559265,
-0.02558503858745098,
-0.045727264136075974,
-0.08812389522790909,
0.04453660920262337,
-0.030433813109993935,
-0.008463303558528423,
0.15081585943698883,
0.05836959555745125,
-0.02594214491546154,
-0.0621088445186615,
0.04187814146280289,
-0.014942722395062447,
-0.07790090888738632,
-0.04669308289885521,
0.03333817422389984,
-0.020582206547260284,
0.10761000216007233,
-0.027947477996349335,
0.042613424360752106,
0.00006611013668589294,
0.09400690346956253,
-0.048653505742549896,
-0.0036155094858258963,
-0.028807099908590317,
0.09150675684213638,
-0.09152797609567642,
-0.032009322196245193,
-0.023367667570710182,
0.0285798329859972,
0.04464711993932724,
0.028393909335136414,
-0.06272523105144501,
0.003645475022494793,
-0.060253553092479706,
-0.039805956184864044,
0.00013644823047798127,
-0.0005050073959864676,
-0.022395502775907516,
0.049801524728536606,
-0.0084603326395154,
0.06788451224565506,
-0.055846184492111206,
-0.025284040719270706,
-4.729944080850146e-8,
0.054379191249608994,
0.023347200825810432,
0.0980018675327301,
0.007191316224634647,
-0.03481447696685791,
0.05277912691235542,
0.08495500683784485,
0.007657061330974102,
0.0027515606489032507,
0.05544993281364441,
0.02757655270397663,
0.04248335212469101,
-0.03919301927089691,
0.005087206140160561,
0.041208431124687195,
0.04074709489941597,
-0.03465653210878372,
0.019976014271378517,
-0.007732113357633352,
-0.011638171970844269,
0.00960697140544653,
-0.028851183131337166,
0.026103919371962547,
-0.036312416195869446,
0.022523576393723488,
0.008452928625047207,
-0.021430958062410355,
0.0067765433341264725,
0.036472514271736145,
-0.02849510684609413,
-0.031211789697408676,
-0.04993051663041115,
0.039376359432935715,
0.09237004816532135,
-0.0997375026345253,
0.035779740661382675,
-0.006628155708312988,
0.02346561849117279,
-0.006609105505049229,
-0.0397188663482666,
-0.03592392057180405,
-0.037151940166950226,
-0.031859733164310455,
0.037830550223588943,
-0.06802530586719513,
-0.028823107481002808,
-0.042248792946338654,
0.09512773901224136,
0.03306416794657707,
-0.009764728136360645,
0.061861734837293625,
0.008983245119452477,
-0.023476574569940567,
-0.0010283482261002064,
-0.02241574041545391,
-0.0042173112742602825,
-0.09015381336212158,
0.05532706156373024,
0.006500150077044964,
0.012167512439191341,
-0.012922399677336216,
-0.07645556330680847,
-0.11470970511436462,
-0.08186111599206924
] | null | null | null | null | null | null | null |
[
-0.003928123973309994,
-0.09705691039562225,
-0.05914408713579178,
0.049881838262081146,
-0.04110311344265938,
0.05539971590042114,
-0.06793280690908432,
-0.002003835281357169,
-0.020760370418429375,
0.03059663251042366,
-0.07480252534151077,
0.05140939727425575,
-0.05558362230658531,
-0.004446632694453001,
0.05061667039990425,
0.05662887543439865,
0.024503516033291817,
-0.015019821934401989,
-0.01104731485247612,
0.016086943447589874,
-0.058088745921850204,
-0.11145436018705368,
0.06610294431447983,
-0.08754076063632965,
-0.052423782646656036,
0.007206417620182037,
0.08610431849956512,
-0.021153206005692482,
-0.06770136952400208,
-0.029152531176805496,
0.01261706929653883,
-0.03821658343076706,
-0.056023694574832916,
-0.009913194924592972,
-0.09597055613994598,
0.03924119099974632,
-0.013466252945363522,
-0.02658812887966633,
-0.04824547842144966,
-0.05287954956293106,
0.04057856276631355,
0.07192571461200714,
0.07718334347009659,
0.016508936882019043,
-0.02878420613706112,
-0.018682897090911865,
0.052403729408979416,
0.01207772921770811,
0.045765914022922516,
-0.09735319018363953,
0.021429793909192085,
0.029634101316332817,
0.022551098838448524,
-0.061007123440504074,
-0.008141717873513699,
0.10127530992031097,
0.08703985065221786,
-0.028644371777772903,
-0.08629520237445831,
-0.028633490204811096,
0.06378453969955444,
0.018172642216086388,
-0.04630638286471367,
0.006078965496271849,
0.03916477784514427,
0.00023239472648128867,
0.1066080629825592,
0.030613107606768608,
-0.016047023236751556,
-0.03565608337521553,
-0.026300832629203796,
-0.010842383839190006,
-0.07190760225057602,
0.01544627733528614,
0.06809787452220917,
-0.014586648903787136,
-0.07730340957641602,
0.03144298121333122,
0.06897010654211044,
-0.017180107533931732,
-0.12900546193122864,
-0.05341148376464844,
0.06321988254785538,
0.012751085683703423,
0.05667489394545555,
0.008332562632858753,
0.01261688768863678,
0.011853666044771671,
0.055787742137908936,
0.009625471197068691,
-0.023926062509417534,
-0.0032740235328674316,
-0.08790786564350128,
-0.005114047788083553,
0.06949925422668457,
-0.0036244525108486414,
0.06555026769638062,
0.0024946266785264015,
-0.05707570165395737,
-0.007570425048470497,
0.15248067677021027,
0.01951357163488865,
-0.07439170032739639,
-0.005416390020400286,
0.013480165041983128,
0.03669339790940285,
0.08409104496240616,
-0.019414637237787247,
-0.06344015151262283,
0.015403388068079948,
0.023501751944422722,
0.008280785754323006,
0.0995301827788353,
-0.0443425290286541,
-0.043501272797584534,
0.01797131635248661,
0.050931721925735474,
0.053485315293073654,
0.04061010107398033,
0.07976917922496796,
-0.014990855939686298,
0.07505521178245544,
-0.011071001179516315,
0.013393773697316647,
-0.058103397488594055,
-0.03359028324484825,
-0.06964760273694992,
1.1113816950669899e-33,
0.039024800062179565,
0.007927704602479935,
0.04902820289134979,
0.0755138173699379,
-0.008629070594906807,
-0.0040433937683701515,
-0.02438291721045971,
-0.07190219312906265,
-0.04952893406152725,
0.044571518898010254,
-0.00615809578448534,
0.08140349388122559,
0.07200473546981812,
-0.05841854214668274,
-0.046098191291093826,
0.00013103448145557195,
-0.014969357289373875,
-0.07775748521089554,
0.032098691910505295,
-0.011329002678394318,
0.0317293144762516,
-0.010918456129729748,
-0.022459760308265686,
0.09885500371456146,
-0.03312051296234131,
-0.019658459350466728,
0.040544990450143814,
0.03043697401881218,
-0.06940820068120956,
-0.003574221860617399,
-0.007672462612390518,
0.0022115539759397507,
-0.10521139204502106,
0.00019098825578112155,
0.048083093017339706,
-0.0506584569811821,
-0.044066060334444046,
-0.014791972935199738,
0.09369843453168869,
-0.05711699649691582,
0.010181551799178123,
-0.11174309253692627,
-0.007300565019249916,
0.04038446024060249,
-0.04095970839262009,
0.010928472504019737,
0.1125398799777031,
-0.03384637087583542,
-0.040962908416986465,
-0.03647803142666817,
0.02954334206879139,
-0.0751938596367836,
-0.03226731717586517,
-0.04021061584353447,
-0.011133578605949879,
-0.06606503576040268,
0.06987195461988449,
0.07228787243366241,
0.019252751022577286,
0.11499574780464172,
0.030033601447939873,
0.09382487833499908,
0.02641906589269638,
0.011717066168785095,
0.001801082631573081,
0.056150443851947784,
0.029408494010567665,
0.0014515520306304097,
-0.021174069494009018,
0.003602188779041171,
0.007940519601106644,
0.06986530125141144,
-0.009738198481500149,
0.00438213674351573,
-0.0048874663189053535,
-0.015604479238390923,
0.00035566758015193045,
-0.06353931874036789,
0.10372083634138107,
-0.03935592994093895,
0.0017081613186746836,
-0.06419326364994049,
-0.012962890788912773,
0.018060937523841858,
-0.12819068133831024,
-0.05464240536093712,
-0.11623501777648926,
-0.056517232209444046,
-0.0544951893389225,
0.030060799792408943,
0.027488160878419876,
0.015817614272236824,
0.11647019535303116,
-0.019074151292443275,
0.01916537992656231,
-4.7089576356811266e-33,
-0.030749717727303505,
-0.04414064809679985,
0.026060249656438828,
0.0044992100447416306,
-0.040842205286026,
0.03433749079704285,
0.08802958577871323,
0.04051141440868378,
0.09611870348453522,
0.00840634386986494,
0.03819742053747177,
-0.02374248020350933,
0.07966732233762741,
-0.06669312715530396,
0.0024062967859208584,
-0.001752727199345827,
-0.0008579883724451065,
-0.0024816947989165783,
0.08957842737436295,
-0.04136795178055763,
-0.03353731334209442,
0.0432107038795948,
0.005590922199189663,
0.03465577960014343,
-0.050445400178432465,
0.03667854145169258,
-0.025718482211232185,
-0.006509087979793549,
-0.0011000134982168674,
0.10553240776062012,
0.04171726852655411,
0.05015821382403374,
-0.02149163745343685,
-0.012581871822476387,
-0.05250824987888336,
0.05167607218027115,
-0.0706050843000412,
-0.06327343732118607,
-0.015217321924865246,
-0.021097546443343163,
0.006140780169516802,
-0.004132351838052273,
-0.001864296500571072,
-0.004034412559121847,
0.04113275930285454,
-0.021525902673602104,
-0.16091376543045044,
-0.018077224493026733,
-0.03846733272075653,
-0.032451558858156204,
-0.05838419869542122,
0.051671430468559265,
-0.02558503858745098,
-0.045727264136075974,
-0.08812389522790909,
0.04453660920262337,
-0.030433813109993935,
-0.008463303558528423,
0.15081585943698883,
0.05836959555745125,
-0.02594214491546154,
-0.0621088445186615,
0.04187814146280289,
-0.014942722395062447,
-0.07790090888738632,
-0.04669308289885521,
0.03333817422389984,
-0.020582206547260284,
0.10761000216007233,
-0.027947477996349335,
0.042613424360752106,
0.00006611013668589294,
0.09400690346956253,
-0.048653505742549896,
-0.0036155094858258963,
-0.028807099908590317,
0.09150675684213638,
-0.09152797609567642,
-0.032009322196245193,
-0.023367667570710182,
0.0285798329859972,
0.04464711993932724,
0.028393909335136414,
-0.06272523105144501,
0.003645475022494793,
-0.060253553092479706,
-0.039805956184864044,
0.00013644823047798127,
-0.0005050073959864676,
-0.022395502775907516,
0.049801524728536606,
-0.0084603326395154,
0.06788451224565506,
-0.055846184492111206,
-0.025284040719270706,
-4.729944080850146e-8,
0.054379191249608994,
0.023347200825810432,
0.0980018675327301,
0.007191316224634647,
-0.03481447696685791,
0.05277912691235542,
0.08495500683784485,
0.007657061330974102,
0.0027515606489032507,
0.05544993281364441,
0.02757655270397663,
0.04248335212469101,
-0.03919301927089691,
0.005087206140160561,
0.041208431124687195,
0.04074709489941597,
-0.03465653210878372,
0.019976014271378517,
-0.007732113357633352,
-0.011638171970844269,
0.00960697140544653,
-0.028851183131337166,
0.026103919371962547,
-0.036312416195869446,
0.022523576393723488,
0.008452928625047207,
-0.021430958062410355,
0.0067765433341264725,
0.036472514271736145,
-0.02849510684609413,
-0.031211789697408676,
-0.04993051663041115,
0.039376359432935715,
0.09237004816532135,
-0.0997375026345253,
0.035779740661382675,
-0.006628155708312988,
0.02346561849117279,
-0.006609105505049229,
-0.0397188663482666,
-0.03592392057180405,
-0.037151940166950226,
-0.031859733164310455,
0.037830550223588943,
-0.06802530586719513,
-0.028823107481002808,
-0.042248792946338654,
0.09512773901224136,
0.03306416794657707,
-0.009764728136360645,
0.061861734837293625,
0.008983245119452477,
-0.023476574569940567,
-0.0010283482261002064,
-0.02241574041545391,
-0.0042173112742602825,
-0.09015381336212158,
0.05532706156373024,
0.006500150077044964,
0.012167512439191341,
-0.012922399677336216,
-0.07645556330680847,
-0.11470970511436462,
-0.08186111599206924
] |
1401.5599
|
Siarhei Charapitsa V.
|
Siarhei Charapitsa, Nikita Kulevich, Svetlana Sytova, Yurii Yakuba
|
Correct quantitative determination of ethanol and volatile compounds in
alcohol products
|
4 pages, 2 figures, submitted to Proc. of the Wine Active Compounds
(WAC) 2014 international conference (Beaune, France, March 26-28, 2014)
| null | null | null |
physics.chem-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Determination of the volume content of ethanol in the alcohol products in
practice is usually determined by pycnometry, electronic densimetry, or
densimetry using a hydrostatic balance in accordance with Commission Regulation
No 2870/2000. However, these methods determine directly only density of the
tested liquid sample and does not take into account the effects of other
volatile components such as aldehydes, esters and higher alcohols. So they are
appropriate only for binary water-ethanol solutions in accordance with
international table adopted by the International Legal Metrology Organization
in its Recommendation No 22. Availability notable concentrations of the higher
alcohols and ethers in different alcohol-based products, e. g. in whisky,
cognac, brandy, wine as well as in waste alcohol and alcohol beverage
production, leads to the significant contribution of these compounds in the
value of the density of tested alcohol-containing sample. As a result,
determination of the volume of ethanol content for such alcohol products in
gives the value of the strength, which may significantly differ from the true
one. Using incorrectly calculated volume content of ethyl alcohol leads to
incorrect results determining the quantities of volatile compounds in the
alcohol-containing products, expressed in milligrams per liter of absolute
alcohol. We propose experimental results of the method of correct determination
of ethanol and other volatile compounds content in waste products of alcohol
and alcoholic beverage industry by gas chromatography. Calculations are based
on the measured value of sample density and volatile compound concentrations
expressed in mg per liter of absolute alcohol [JAFC 61(2013)2950]. The method
can be easily incorporated into daily practice of analytical and control
laboratories with no additional material, financial or time costs.
|
[
{
"created": "Wed, 22 Jan 2014 09:49:11 GMT",
"version": "v1"
}
] |
2014-01-23
|
[
[
"Charapitsa",
"Siarhei",
""
],
[
"Kulevich",
"Nikita",
""
],
[
"Sytova",
"Svetlana",
""
],
[
"Yakuba",
"Yurii",
""
]
] |
[
0.04218410700559616,
-0.06572715938091278,
-0.04695786535739899,
-0.03694063052535057,
0.034875206649303436,
-0.01799825206398964,
-0.024594027549028397,
0.06507943570613861,
0.03825706988573074,
-0.06994011998176575,
-0.024760771542787552,
-0.05575714632868767,
-0.032610587775707245,
0.057628847658634186,
0.016660965979099274,
-0.06965665519237518,
0.022344224154949188,
0.038233980536460876,
-0.04851112887263298,
0.015192287042737007,
0.09292653203010559,
-0.021526437252759933,
0.05067102238535881,
0.017988579347729683,
0.03399232029914856,
0.015134944580495358,
-0.0638233870267868,
0.0816815197467804,
0.041399337351322174,
-0.05151364952325821,
0.09147314727306366,
0.09178243577480316,
-0.0018274374306201935,
-0.0930091142654419,
0.03246859088540077,
-0.12327541410923004,
0.001269305357709527,
-0.01953466236591339,
0.07855300605297089,
-0.007490922696888447,
0.00913273822516203,
0.01458719838410616,
-0.009063656441867352,
0.06239677593111992,
-0.03753846138715744,
0.05190253630280495,
-0.05261904373764992,
0.06646348536014557,
-0.05422752723097801,
0.010550516657531261,
0.052889320999383926,
0.008725409395992756,
-0.017842313274741173,
0.016873568296432495,
0.06148522347211838,
-0.11521556228399277,
0.07130424678325653,
-0.005961401853710413,
-0.024363240227103233,
0.06224573031067848,
0.03274011239409447,
0.0751371756196022,
-0.0461416132748127,
-0.004236625973135233,
-0.012248359620571136,
0.01789163239300251,
0.01474226824939251,
0.016504939645528793,
-0.040117327123880386,
-0.02225898765027523,
-0.046874020248651505,
-0.04969670996069908,
0.031099973246455193,
0.047641634941101074,
-0.05233733355998993,
-0.056062981486320496,
-0.029494507238268852,
-0.0276936162263155,
-0.08801794797182083,
-0.004105195868760347,
-0.026717817410826683,
0.0450555756688118,
-0.04104981943964958,
-0.0022280642297118902,
0.034570664167404175,
-0.03362474963068962,
-0.057139791548252106,
0.00023371269344352186,
-0.05987996235489845,
0.01911207288503647,
-0.0008080468396656215,
0.027806106954813004,
-0.020427051931619644,
-0.09117400646209717,
0.11977273970842361,
0.058064479380846024,
0.023259688168764114,
-0.01835697703063488,
0.0854538232088089,
-0.04128781333565712,
-0.009325935505330563,
0.06997419893741608,
-0.05254581198096275,
-0.04565099626779556,
-0.011092159897089005,
0.006113617215305567,
0.027707211673259735,
-0.028504734858870506,
0.07178415358066559,
0.08174709975719452,
-0.017816100269556046,
-0.0038465356919914484,
-0.031214704737067223,
-0.007610200438648462,
0.0139641547575593,
0.034110475331544876,
0.012212728150188923,
0.02148551680147648,
-0.023384680971503258,
-0.06360851973295212,
-0.018408315256237984,
0.01526146661490202,
0.07894992083311081,
0.02700510062277317,
0.04017370194196701,
0.03818840533494949,
0.05326041206717491,
3.060183545278862e-33,
-0.13117355108261108,
-0.10511860251426697,
-0.028037432581186295,
0.06067526713013649,
0.005240101832896471,
-0.03854493424296379,
0.005131080746650696,
0.059254784137010574,
0.07522831857204437,
-0.02413318306207657,
-0.043034397065639496,
0.06551548093557358,
-0.07636111974716187,
0.0005853702896274626,
0.03726253658533096,
0.04454421624541283,
0.06916376203298569,
0.05532141402363777,
-0.008192967623472214,
-0.06083064153790474,
-0.04131738096475601,
-0.11663787066936493,
-0.016587432473897934,
0.04704367369413376,
-0.09298065304756165,
-0.02839585766196251,
0.04311211779713631,
0.09042742103338242,
-0.04288118705153465,
-0.0280801709741354,
0.003887058002874255,
0.013246120885014534,
-0.016138268634676933,
-0.047498125582933426,
-0.01700601726770401,
0.03495892882347107,
-0.04069792106747627,
0.07699264585971832,
-0.00825017411261797,
-0.006386762950569391,
0.017434867098927498,
0.058457598090171814,
0.118556909263134,
-0.03664568439126015,
-0.0748768001794815,
0.05159107223153114,
-0.13118106126785278,
0.023914972320199013,
0.018212003633379936,
0.0005400926456786692,
-0.024330444633960724,
0.01755528151988983,
0.010899828746914864,
0.015946272760629654,
-0.06119503453373909,
0.062499482184648514,
-0.059389833360910416,
-0.0011400238145142794,
-0.004612181335687637,
-0.010461634024977684,
-0.0946887731552124,
0.09909683465957642,
0.02656736969947815,
-0.044240713119506836,
-0.046048037707805634,
0.0383022166788578,
-0.03416946530342102,
-0.04015171155333519,
0.002595837228000164,
0.0001647338503971696,
-0.05125483125448227,
-0.007124615833163261,
0.01719081401824951,
0.0003607542021200061,
0.012901815585792065,
0.008959614671766758,
0.06694485992193222,
-0.0018522667232900858,
0.06423570960760117,
-0.02601359412074089,
0.007433436345309019,
-0.003743410110473633,
0.012582311406731606,
-0.024739326909184456,
-0.029839349910616875,
-0.08703497052192688,
-0.0003963363415095955,
0.04434516280889511,
0.010197908617556095,
-0.015889979898929596,
-0.006683276034891605,
-0.04131074249744415,
-0.013948770239949226,
-0.02647286280989647,
0.018954945728182793,
-6.329581575117075e-33,
0.018735133111476898,
-0.03960130363702774,
0.014077451080083847,
0.004522708244621754,
0.016730714589357376,
0.013998541049659252,
0.031090840697288513,
-0.048313722014427185,
0.025951817631721497,
-0.017885398119688034,
0.03569045662879944,
0.024728357791900635,
-0.07580225169658661,
-0.04201044887304306,
-0.024227937683463097,
0.04259388521313667,
-0.07874113321304321,
0.11227168887853622,
0.026372617110610008,
0.03053418919444084,
0.029365072026848793,
0.016514018177986145,
0.04303477704524994,
0.006422114092856646,
-0.02849026583135128,
-0.055258214473724365,
0.058233149349689484,
-0.08508153259754181,
0.004807736724615097,
-0.05216234549880028,
0.10421256721019745,
-0.04040820524096489,
-0.009294773451983929,
-0.0039605810306966305,
-0.007751299533993006,
-0.07776937633752823,
0.028835449367761612,
-0.03504662215709686,
-0.08017189055681229,
0.012593966908752918,
0.050919294357299805,
0.08688604086637497,
-0.03230132535099983,
-0.10473645478487015,
0.0003512674302328378,
-0.010606307536363602,
-0.010242999531328678,
-0.11126640439033508,
0.09373125433921814,
0.005175784695893526,
0.15536481142044067,
0.0474914088845253,
-0.021877985447645187,
0.07160940021276474,
0.006123507395386696,
0.06170765310525894,
-0.002239774214103818,
0.0025166040286421776,
-0.020960798487067223,
0.026026828214526176,
-0.04901193082332611,
0.11391432583332062,
-0.058003880083560944,
-0.02714485302567482,
-0.03793475776910782,
-0.04888632148504257,
-0.07304830849170685,
0.07284041494131088,
0.018742283806204796,
-0.02255599945783615,
0.05177750438451767,
-0.04015599936246872,
0.09001243114471436,
0.04026917740702629,
-0.04654493182897568,
-0.08824164420366287,
-0.05334070324897766,
-0.06546930223703384,
-0.03538675978779793,
0.00024107019999064505,
-0.032437700778245926,
0.035227809101343155,
-0.09737911075353622,
0.08016429096460342,
-0.04092984274029732,
-0.025186879560351372,
0.03771281987428665,
-0.016545234248042107,
-0.020188169553875923,
-0.006543266121298075,
0.034314900636672974,
0.048668086528778076,
-0.05715737119317055,
-0.019970400258898735,
0.0744037851691246,
-5.146498338604033e-8,
-0.024613238871097565,
-0.04313485696911812,
0.0734696164727211,
0.11157067120075226,
-0.07596439123153687,
0.0631934180855751,
0.008126105181872845,
-0.01718740351498127,
-0.036499038338661194,
-0.02340543456375599,
0.028136562556028366,
-0.011656098067760468,
-0.05742080137133598,
-0.042254310101270676,
-0.02735273353755474,
-0.033285558223724365,
-0.05138915032148361,
-0.018430549651384354,
-0.016169890761375427,
-0.008999411016702652,
0.03541937470436096,
0.021244222298264503,
0.001615662476979196,
-0.012151687406003475,
-0.01170291192829609,
-0.04087643325328827,
-0.02133178524672985,
0.026619886979460716,
0.07016289234161377,
-0.009465168230235577,
0.04942476004362106,
0.0507684126496315,
-0.03953180089592934,
-0.02625230886042118,
0.015685057267546654,
-0.03226495906710625,
-0.014468805864453316,
-0.010052945464849472,
-0.0987154170870781,
0.09425975382328033,
-0.08984987437725067,
-0.1746991127729416,
-0.049415137618780136,
-0.007433013524860144,
0.09100013971328735,
-0.004406841937452555,
-0.030944496393203735,
0.06590953469276428,
-0.0019561946392059326,
0.005829498637467623,
0.06883423030376434,
0.042811546474695206,
0.025040430948138237,
0.022997930645942688,
-0.03661546856164932,
0.04422159492969513,
-0.11056061834096909,
0.019677650183439255,
-0.021266475319862366,
-0.0960472896695137,
0.1596609205007553,
-0.00013991126616019756,
0.055593572556972504,
-0.01141220610588789
] | null | null | null | null | null | null | null |
[
0.04218410700559616,
-0.06572715938091278,
-0.04695786535739899,
-0.03694063052535057,
0.034875206649303436,
-0.01799825206398964,
-0.024594027549028397,
0.06507943570613861,
0.03825706988573074,
-0.06994011998176575,
-0.024760771542787552,
-0.05575714632868767,
-0.032610587775707245,
0.057628847658634186,
0.016660965979099274,
-0.06965665519237518,
0.022344224154949188,
0.038233980536460876,
-0.04851112887263298,
0.015192287042737007,
0.09292653203010559,
-0.021526437252759933,
0.05067102238535881,
0.017988579347729683,
0.03399232029914856,
0.015134944580495358,
-0.0638233870267868,
0.0816815197467804,
0.041399337351322174,
-0.05151364952325821,
0.09147314727306366,
0.09178243577480316,
-0.0018274374306201935,
-0.0930091142654419,
0.03246859088540077,
-0.12327541410923004,
0.001269305357709527,
-0.01953466236591339,
0.07855300605297089,
-0.007490922696888447,
0.00913273822516203,
0.01458719838410616,
-0.009063656441867352,
0.06239677593111992,
-0.03753846138715744,
0.05190253630280495,
-0.05261904373764992,
0.06646348536014557,
-0.05422752723097801,
0.010550516657531261,
0.052889320999383926,
0.008725409395992756,
-0.017842313274741173,
0.016873568296432495,
0.06148522347211838,
-0.11521556228399277,
0.07130424678325653,
-0.005961401853710413,
-0.024363240227103233,
0.06224573031067848,
0.03274011239409447,
0.0751371756196022,
-0.0461416132748127,
-0.004236625973135233,
-0.012248359620571136,
0.01789163239300251,
0.01474226824939251,
0.016504939645528793,
-0.040117327123880386,
-0.02225898765027523,
-0.046874020248651505,
-0.04969670996069908,
0.031099973246455193,
0.047641634941101074,
-0.05233733355998993,
-0.056062981486320496,
-0.029494507238268852,
-0.0276936162263155,
-0.08801794797182083,
-0.004105195868760347,
-0.026717817410826683,
0.0450555756688118,
-0.04104981943964958,
-0.0022280642297118902,
0.034570664167404175,
-0.03362474963068962,
-0.057139791548252106,
0.00023371269344352186,
-0.05987996235489845,
0.01911207288503647,
-0.0008080468396656215,
0.027806106954813004,
-0.020427051931619644,
-0.09117400646209717,
0.11977273970842361,
0.058064479380846024,
0.023259688168764114,
-0.01835697703063488,
0.0854538232088089,
-0.04128781333565712,
-0.009325935505330563,
0.06997419893741608,
-0.05254581198096275,
-0.04565099626779556,
-0.011092159897089005,
0.006113617215305567,
0.027707211673259735,
-0.028504734858870506,
0.07178415358066559,
0.08174709975719452,
-0.017816100269556046,
-0.0038465356919914484,
-0.031214704737067223,
-0.007610200438648462,
0.0139641547575593,
0.034110475331544876,
0.012212728150188923,
0.02148551680147648,
-0.023384680971503258,
-0.06360851973295212,
-0.018408315256237984,
0.01526146661490202,
0.07894992083311081,
0.02700510062277317,
0.04017370194196701,
0.03818840533494949,
0.05326041206717491,
3.060183545278862e-33,
-0.13117355108261108,
-0.10511860251426697,
-0.028037432581186295,
0.06067526713013649,
0.005240101832896471,
-0.03854493424296379,
0.005131080746650696,
0.059254784137010574,
0.07522831857204437,
-0.02413318306207657,
-0.043034397065639496,
0.06551548093557358,
-0.07636111974716187,
0.0005853702896274626,
0.03726253658533096,
0.04454421624541283,
0.06916376203298569,
0.05532141402363777,
-0.008192967623472214,
-0.06083064153790474,
-0.04131738096475601,
-0.11663787066936493,
-0.016587432473897934,
0.04704367369413376,
-0.09298065304756165,
-0.02839585766196251,
0.04311211779713631,
0.09042742103338242,
-0.04288118705153465,
-0.0280801709741354,
0.003887058002874255,
0.013246120885014534,
-0.016138268634676933,
-0.047498125582933426,
-0.01700601726770401,
0.03495892882347107,
-0.04069792106747627,
0.07699264585971832,
-0.00825017411261797,
-0.006386762950569391,
0.017434867098927498,
0.058457598090171814,
0.118556909263134,
-0.03664568439126015,
-0.0748768001794815,
0.05159107223153114,
-0.13118106126785278,
0.023914972320199013,
0.018212003633379936,
0.0005400926456786692,
-0.024330444633960724,
0.01755528151988983,
0.010899828746914864,
0.015946272760629654,
-0.06119503453373909,
0.062499482184648514,
-0.059389833360910416,
-0.0011400238145142794,
-0.004612181335687637,
-0.010461634024977684,
-0.0946887731552124,
0.09909683465957642,
0.02656736969947815,
-0.044240713119506836,
-0.046048037707805634,
0.0383022166788578,
-0.03416946530342102,
-0.04015171155333519,
0.002595837228000164,
0.0001647338503971696,
-0.05125483125448227,
-0.007124615833163261,
0.01719081401824951,
0.0003607542021200061,
0.012901815585792065,
0.008959614671766758,
0.06694485992193222,
-0.0018522667232900858,
0.06423570960760117,
-0.02601359412074089,
0.007433436345309019,
-0.003743410110473633,
0.012582311406731606,
-0.024739326909184456,
-0.029839349910616875,
-0.08703497052192688,
-0.0003963363415095955,
0.04434516280889511,
0.010197908617556095,
-0.015889979898929596,
-0.006683276034891605,
-0.04131074249744415,
-0.013948770239949226,
-0.02647286280989647,
0.018954945728182793,
-6.329581575117075e-33,
0.018735133111476898,
-0.03960130363702774,
0.014077451080083847,
0.004522708244621754,
0.016730714589357376,
0.013998541049659252,
0.031090840697288513,
-0.048313722014427185,
0.025951817631721497,
-0.017885398119688034,
0.03569045662879944,
0.024728357791900635,
-0.07580225169658661,
-0.04201044887304306,
-0.024227937683463097,
0.04259388521313667,
-0.07874113321304321,
0.11227168887853622,
0.026372617110610008,
0.03053418919444084,
0.029365072026848793,
0.016514018177986145,
0.04303477704524994,
0.006422114092856646,
-0.02849026583135128,
-0.055258214473724365,
0.058233149349689484,
-0.08508153259754181,
0.004807736724615097,
-0.05216234549880028,
0.10421256721019745,
-0.04040820524096489,
-0.009294773451983929,
-0.0039605810306966305,
-0.007751299533993006,
-0.07776937633752823,
0.028835449367761612,
-0.03504662215709686,
-0.08017189055681229,
0.012593966908752918,
0.050919294357299805,
0.08688604086637497,
-0.03230132535099983,
-0.10473645478487015,
0.0003512674302328378,
-0.010606307536363602,
-0.010242999531328678,
-0.11126640439033508,
0.09373125433921814,
0.005175784695893526,
0.15536481142044067,
0.0474914088845253,
-0.021877985447645187,
0.07160940021276474,
0.006123507395386696,
0.06170765310525894,
-0.002239774214103818,
0.0025166040286421776,
-0.020960798487067223,
0.026026828214526176,
-0.04901193082332611,
0.11391432583332062,
-0.058003880083560944,
-0.02714485302567482,
-0.03793475776910782,
-0.04888632148504257,
-0.07304830849170685,
0.07284041494131088,
0.018742283806204796,
-0.02255599945783615,
0.05177750438451767,
-0.04015599936246872,
0.09001243114471436,
0.04026917740702629,
-0.04654493182897568,
-0.08824164420366287,
-0.05334070324897766,
-0.06546930223703384,
-0.03538675978779793,
0.00024107019999064505,
-0.032437700778245926,
0.035227809101343155,
-0.09737911075353622,
0.08016429096460342,
-0.04092984274029732,
-0.025186879560351372,
0.03771281987428665,
-0.016545234248042107,
-0.020188169553875923,
-0.006543266121298075,
0.034314900636672974,
0.048668086528778076,
-0.05715737119317055,
-0.019970400258898735,
0.0744037851691246,
-5.146498338604033e-8,
-0.024613238871097565,
-0.04313485696911812,
0.0734696164727211,
0.11157067120075226,
-0.07596439123153687,
0.0631934180855751,
0.008126105181872845,
-0.01718740351498127,
-0.036499038338661194,
-0.02340543456375599,
0.028136562556028366,
-0.011656098067760468,
-0.05742080137133598,
-0.042254310101270676,
-0.02735273353755474,
-0.033285558223724365,
-0.05138915032148361,
-0.018430549651384354,
-0.016169890761375427,
-0.008999411016702652,
0.03541937470436096,
0.021244222298264503,
0.001615662476979196,
-0.012151687406003475,
-0.01170291192829609,
-0.04087643325328827,
-0.02133178524672985,
0.026619886979460716,
0.07016289234161377,
-0.009465168230235577,
0.04942476004362106,
0.0507684126496315,
-0.03953180089592934,
-0.02625230886042118,
0.015685057267546654,
-0.03226495906710625,
-0.014468805864453316,
-0.010052945464849472,
-0.0987154170870781,
0.09425975382328033,
-0.08984987437725067,
-0.1746991127729416,
-0.049415137618780136,
-0.007433013524860144,
0.09100013971328735,
-0.004406841937452555,
-0.030944496393203735,
0.06590953469276428,
-0.0019561946392059326,
0.005829498637467623,
0.06883423030376434,
0.042811546474695206,
0.025040430948138237,
0.022997930645942688,
-0.03661546856164932,
0.04422159492969513,
-0.11056061834096909,
0.019677650183439255,
-0.021266475319862366,
-0.0960472896695137,
0.1596609205007553,
-0.00013991126616019756,
0.055593572556972504,
-0.01141220610588789
] |
1401.5602
|
Laurent Najman
|
Fabio Dias (LIGM), Jean Cousty (LIGM), Laurent Najman (LIGM)
|
Dimensional operators for mathematical morphology on simplicial
complexes
|
Pattern Recognition Letters (2014) To appear
| null | null | null |
cs.DM math.AT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this work we study the framework of mathematical morphology on simplicial
complex spaces. Simplicial complexes are widely used to represent
multidimensional data, such as meshes, that are two dimensional complexes, or
graphs, that can be interpreted as one dimensional complexes. Mathematical
morphology is one of the most powerful frameworks for image processing,
including the processing of digital structures, and is heavily used for many
applications. However, mathematical morphology operators on simplicial complex
spaces is not a concept fully developed in the literature. Specifically, we
explore properties of the dimensional operators, small, versatile operators
that can be used to define new operators on simplicial complexes, while
maintaining properties from mathematical morphology. These operators can also
be used to recover many morphological operators from the literature. Matlab
code and additional material, including the proofs of the original properties,
are freely available at
\url{https://code.google.com/p/math-morpho-simplicial-complexes.}
|
[
{
"created": "Wed, 22 Jan 2014 09:56:25 GMT",
"version": "v1"
}
] |
2014-01-23
|
[
[
"Dias",
"Fabio",
"",
"LIGM"
],
[
"Cousty",
"Jean",
"",
"LIGM"
],
[
"Najman",
"Laurent",
"",
"LIGM"
]
] |
[
-0.00690885167568922,
0.04727526009082794,
0.0516996793448925,
-0.057425327599048615,
-0.10111496597528458,
-0.09186727553606033,
-0.027934640645980835,
-0.03853295370936394,
0.05412740632891655,
-0.011352788656949997,
0.04631778225302696,
-0.060966964811086655,
-0.019849726930260658,
0.0695587694644928,
0.014205719344317913,
-0.02966458350419998,
-0.06505612283945084,
0.11587937921285629,
-0.0643707737326622,
-0.006963948719203472,
0.1198248341679573,
-0.04592897370457649,
-0.06884509325027466,
-0.03599032014608383,
0.054984528571367264,
0.027391614392399788,
-0.042591508477926254,
-0.003676661057397723,
0.06515443325042725,
-0.038674499839544296,
0.005275932140648365,
0.008460905402898788,
0.021187229081988335,
-0.0079879742115736,
0.0323592945933342,
0.005218705628067255,
0.049351248890161514,
0.034289684146642685,
0.03518470749258995,
0.0021738281939178705,
0.018283605575561523,
0.0052066887728869915,
0.029093021526932716,
0.007338184863328934,
-0.007225744891911745,
0.0635928139090538,
-0.01754995994269848,
-0.04526370018720627,
-0.027272194623947144,
-0.07320074737071991,
-0.14041508734226227,
-0.06457944959402084,
-0.07103302329778671,
0.034687552601099014,
0.05826724320650101,
0.018961694091558456,
0.028259659186005592,
-0.013638279400765896,
0.06232201308012009,
-0.08311692625284195,
0.012859550304710865,
-0.031544603407382965,
0.050171516835689545,
0.0270005501806736,
-0.03519117832183838,
0.020105335861444473,
-0.03164345398545265,
0.004856550134718418,
-0.03757768124341965,
0.04553336277604103,
-0.07436534017324448,
0.02242986485362053,
-0.03255438059568405,
0.045351333916187286,
-0.0435691773891449,
0.051226262003183365,
-0.04809368774294853,
0.0036133010871708393,
0.025257272645831108,
-0.019272182136774063,
0.0062880730256438255,
0.01086648739874363,
0.03918680176138878,
-0.0484541617333889,
0.007254843134433031,
0.07474036514759064,
-0.001893820590339601,
-0.05128288269042969,
0.052706241607666016,
0.013247440569102764,
0.03410710394382477,
0.010479021817445755,
0.010163250379264355,
0.0030790837481617928,
-0.05437897890806198,
-0.02235977165400982,
0.0018215217860415578,
0.0236176960170269,
0.045437850058078766,
0.03789597004652023,
0.02864088863134384,
-0.09784319996833801,
0.09267211705446243,
0.008652836084365845,
0.02089935913681984,
0.01850920170545578,
0.03328628093004227,
-0.06340319663286209,
0.10318569839000702,
-0.06065016984939575,
-0.007998931221663952,
-0.04529319703578949,
-0.0531611442565918,
0.07855323702096939,
-0.043579213321208954,
-0.020219046622514725,
-0.017019841820001602,
-0.01294839009642601,
0.14241923391819,
-0.05103930085897446,
0.00556316738948226,
-0.031578630208969116,
-0.05108397454023361,
0.022453922778367996,
0.10340359061956406,
-0.04205117002129555,
-0.1032991036772728,
2.0208729700642212e-33,
0.0037127728573977947,
0.07825246453285217,
-0.056114014238119125,
0.08171391487121582,
0.0306411050260067,
-0.030606143176555634,
-0.05110591650009155,
-0.06190871074795723,
0.03192001208662987,
0.09106653183698654,
-0.08584245294332504,
0.023102937266230583,
-0.09288007020950317,
0.06117801368236542,
0.03795637935400009,
0.038421306759119034,
0.06620123237371445,
0.025035850703716278,
-0.024529289454221725,
-0.015076709911227226,
0.06118403747677803,
0.05593360215425491,
-0.07075820118188858,
0.01817498728632927,
-0.017160844057798386,
0.058084797114133835,
-0.0231171827763319,
-0.09997257590293884,
0.06072798743844032,
0.012006106786429882,
0.028242506086826324,
-0.020662592723965645,
0.009231172502040863,
0.023525860160589218,
0.012574919499456882,
0.06996247917413712,
-0.0009487462230026722,
-0.06473910808563232,
-0.05933695286512375,
0.027177780866622925,
-0.03804459795355797,
-0.019393321126699448,
0.005089296028017998,
0.030990835279226303,
-0.044583309441804886,
0.0079609714448452,
0.01980036310851574,
0.012533425353467464,
0.04689251258969307,
-0.06486780941486359,
-0.016053305938839912,
0.01116641890257597,
0.006437556818127632,
0.0021921133156865835,
0.007882366888225079,
0.0805898904800415,
-0.03898230195045471,
-0.006635801866650581,
-0.005898843985050917,
0.08718158304691315,
-0.06630709767341614,
0.006528537254780531,
0.014420590363442898,
0.011515024118125439,
-0.050677165389060974,
-0.021185390651226044,
-0.0027769573498517275,
-0.01566287875175476,
0.05781690403819084,
0.060448139905929565,
-0.031230544671416283,
0.02153952419757843,
-0.01578325591981411,
-0.03611773997545242,
0.05075526982545853,
-0.0016491307178512216,
-0.01033041812479496,
-0.13915033638477325,
-0.08585304766893387,
0.04019493982195854,
-0.03723340108990669,
-0.011097407899796963,
0.026913203299045563,
-0.09880030155181885,
0.02265472710132599,
-0.07292533665895462,
0.05486704036593437,
0.021439986303448677,
-0.028313199058175087,
-0.03838871046900749,
-0.041296325623989105,
0.030188390985131264,
0.009977846406400204,
0.050118863582611084,
-0.027012217789888382,
-4.149646403300343e-33,
-0.08040637522935867,
-0.019331367686390877,
0.013463406823575497,
-0.01651863195002079,
-0.12379907071590424,
-0.010595819912850857,
0.04112454503774643,
0.02526957355439663,
-0.05195256322622299,
-0.0930638462305069,
-0.024585261940956116,
0.015541978180408478,
0.0213407501578331,
-0.05233349651098251,
0.010662025772035122,
-0.0366782546043396,
-0.02700660191476345,
-0.16417580842971802,
-0.025419633835554123,
0.004451315384358168,
-0.061811983585357666,
0.038619428873062134,
-0.060460444539785385,
-0.0024905125610530376,
-0.04352673143148422,
0.09880883991718292,
-0.00887808483093977,
-0.00307953217998147,
-0.009098632261157036,
0.03134841099381447,
-0.06627676635980606,
-0.1376846581697464,
-0.003011030610650778,
-0.05112047493457794,
0.026734191924333572,
-0.03019120544195175,
0.01608671247959137,
-0.05746416747570038,
0.048862867057323456,
0.026642512530088425,
-0.02580883912742138,
-0.040976885706186295,
0.03669113293290138,
0.037309106439352036,
-0.03318937122821808,
0.0077273971401154995,
0.030115948989987373,
0.027424069121479988,
-0.006260980386286974,
-0.017768217250704765,
-0.02017313241958618,
-0.009277315810322762,
0.011734655126929283,
-0.010706513188779354,
0.04528962820768356,
0.012832922860980034,
-0.040842205286026,
0.016493698582053185,
-0.05660044029355049,
0.02662648819386959,
-0.06853511184453964,
-0.06565415859222412,
-0.020315904170274734,
0.06907130777835846,
-0.00010162393300561234,
0.031613729894161224,
-0.07823486626148224,
-0.12596838176250458,
-0.07423717528581619,
0.05955842509865761,
0.09332933276891708,
0.05139710754156113,
-0.08642081916332245,
0.03590002283453941,
0.010454943403601646,
-0.10628915578126907,
-0.0003366708115208894,
0.041335076093673706,
-0.004228249192237854,
0.02960795722901821,
-0.0014687629882246256,
0.0283274557441473,
0.025581447407603264,
-0.004897370468825102,
0.04199425131082535,
-0.027905603870749474,
0.018546801060438156,
-0.003392323851585388,
0.04183816537261009,
0.000910379400011152,
0.054648615419864655,
0.027523277327418327,
0.019419655203819275,
0.060816116631031036,
0.02905876748263836,
-4.3787640180426024e-8,
-0.04637940600514412,
-0.012621159665286541,
0.04151417315006256,
-0.18743890523910522,
0.02714741975069046,
-0.05165781453251839,
0.06039993464946747,
0.02193261682987213,
-0.09384005516767502,
0.011517229489982128,
0.029279334470629692,
0.03259046748280525,
-0.05697762593626976,
0.0015422141877934337,
0.05523915961384773,
0.014984180219471455,
0.0348849780857563,
-0.01817563734948635,
0.022477248683571815,
-0.011590421199798584,
-0.04878118261694908,
-0.0188406091183424,
-0.06019340455532074,
0.018133113160729408,
-0.009339298121631145,
-0.001597487018443644,
-0.021890347823500633,
-0.05903259664773941,
0.021054090932011604,
0.02542939782142639,
0.021679850295186043,
0.0773683413863182,
0.060621604323387146,
0.06169670447707176,
-0.01823871210217476,
0.04317012429237366,
0.013412960804998875,
-0.01559886522591114,
-0.040332574397325516,
-0.03002631478011608,
0.07363910973072052,
0.008358828723430634,
0.057788193225860596,
-0.026699891313910484,
0.18872898817062378,
0.08720511943101883,
0.14786478877067566,
0.026246139779686928,
0.05686357617378235,
0.09326287358999252,
0.004655583295971155,
0.045873258262872696,
-0.09421823918819427,
0.014481940306723118,
-0.07684525847434998,
-0.04526205360889435,
0.016027064993977547,
0.05137388035655022,
0.05909469723701477,
0.055819444358348846,
0.015643561258912086,
0.014399498701095581,
0.024369843304157257,
-0.10614179819822311
] | null | null | null | null | null | null | null |
[
-0.00690885167568922,
0.04727526009082794,
0.0516996793448925,
-0.057425327599048615,
-0.10111496597528458,
-0.09186727553606033,
-0.027934640645980835,
-0.03853295370936394,
0.05412740632891655,
-0.011352788656949997,
0.04631778225302696,
-0.060966964811086655,
-0.019849726930260658,
0.0695587694644928,
0.014205719344317913,
-0.02966458350419998,
-0.06505612283945084,
0.11587937921285629,
-0.0643707737326622,
-0.006963948719203472,
0.1198248341679573,
-0.04592897370457649,
-0.06884509325027466,
-0.03599032014608383,
0.054984528571367264,
0.027391614392399788,
-0.042591508477926254,
-0.003676661057397723,
0.06515443325042725,
-0.038674499839544296,
0.005275932140648365,
0.008460905402898788,
0.021187229081988335,
-0.0079879742115736,
0.0323592945933342,
0.005218705628067255,
0.049351248890161514,
0.034289684146642685,
0.03518470749258995,
0.0021738281939178705,
0.018283605575561523,
0.0052066887728869915,
0.029093021526932716,
0.007338184863328934,
-0.007225744891911745,
0.0635928139090538,
-0.01754995994269848,
-0.04526370018720627,
-0.027272194623947144,
-0.07320074737071991,
-0.14041508734226227,
-0.06457944959402084,
-0.07103302329778671,
0.034687552601099014,
0.05826724320650101,
0.018961694091558456,
0.028259659186005592,
-0.013638279400765896,
0.06232201308012009,
-0.08311692625284195,
0.012859550304710865,
-0.031544603407382965,
0.050171516835689545,
0.0270005501806736,
-0.03519117832183838,
0.020105335861444473,
-0.03164345398545265,
0.004856550134718418,
-0.03757768124341965,
0.04553336277604103,
-0.07436534017324448,
0.02242986485362053,
-0.03255438059568405,
0.045351333916187286,
-0.0435691773891449,
0.051226262003183365,
-0.04809368774294853,
0.0036133010871708393,
0.025257272645831108,
-0.019272182136774063,
0.0062880730256438255,
0.01086648739874363,
0.03918680176138878,
-0.0484541617333889,
0.007254843134433031,
0.07474036514759064,
-0.001893820590339601,
-0.05128288269042969,
0.052706241607666016,
0.013247440569102764,
0.03410710394382477,
0.010479021817445755,
0.010163250379264355,
0.0030790837481617928,
-0.05437897890806198,
-0.02235977165400982,
0.0018215217860415578,
0.0236176960170269,
0.045437850058078766,
0.03789597004652023,
0.02864088863134384,
-0.09784319996833801,
0.09267211705446243,
0.008652836084365845,
0.02089935913681984,
0.01850920170545578,
0.03328628093004227,
-0.06340319663286209,
0.10318569839000702,
-0.06065016984939575,
-0.007998931221663952,
-0.04529319703578949,
-0.0531611442565918,
0.07855323702096939,
-0.043579213321208954,
-0.020219046622514725,
-0.017019841820001602,
-0.01294839009642601,
0.14241923391819,
-0.05103930085897446,
0.00556316738948226,
-0.031578630208969116,
-0.05108397454023361,
0.022453922778367996,
0.10340359061956406,
-0.04205117002129555,
-0.1032991036772728,
2.0208729700642212e-33,
0.0037127728573977947,
0.07825246453285217,
-0.056114014238119125,
0.08171391487121582,
0.0306411050260067,
-0.030606143176555634,
-0.05110591650009155,
-0.06190871074795723,
0.03192001208662987,
0.09106653183698654,
-0.08584245294332504,
0.023102937266230583,
-0.09288007020950317,
0.06117801368236542,
0.03795637935400009,
0.038421306759119034,
0.06620123237371445,
0.025035850703716278,
-0.024529289454221725,
-0.015076709911227226,
0.06118403747677803,
0.05593360215425491,
-0.07075820118188858,
0.01817498728632927,
-0.017160844057798386,
0.058084797114133835,
-0.0231171827763319,
-0.09997257590293884,
0.06072798743844032,
0.012006106786429882,
0.028242506086826324,
-0.020662592723965645,
0.009231172502040863,
0.023525860160589218,
0.012574919499456882,
0.06996247917413712,
-0.0009487462230026722,
-0.06473910808563232,
-0.05933695286512375,
0.027177780866622925,
-0.03804459795355797,
-0.019393321126699448,
0.005089296028017998,
0.030990835279226303,
-0.044583309441804886,
0.0079609714448452,
0.01980036310851574,
0.012533425353467464,
0.04689251258969307,
-0.06486780941486359,
-0.016053305938839912,
0.01116641890257597,
0.006437556818127632,
0.0021921133156865835,
0.007882366888225079,
0.0805898904800415,
-0.03898230195045471,
-0.006635801866650581,
-0.005898843985050917,
0.08718158304691315,
-0.06630709767341614,
0.006528537254780531,
0.014420590363442898,
0.011515024118125439,
-0.050677165389060974,
-0.021185390651226044,
-0.0027769573498517275,
-0.01566287875175476,
0.05781690403819084,
0.060448139905929565,
-0.031230544671416283,
0.02153952419757843,
-0.01578325591981411,
-0.03611773997545242,
0.05075526982545853,
-0.0016491307178512216,
-0.01033041812479496,
-0.13915033638477325,
-0.08585304766893387,
0.04019493982195854,
-0.03723340108990669,
-0.011097407899796963,
0.026913203299045563,
-0.09880030155181885,
0.02265472710132599,
-0.07292533665895462,
0.05486704036593437,
0.021439986303448677,
-0.028313199058175087,
-0.03838871046900749,
-0.041296325623989105,
0.030188390985131264,
0.009977846406400204,
0.050118863582611084,
-0.027012217789888382,
-4.149646403300343e-33,
-0.08040637522935867,
-0.019331367686390877,
0.013463406823575497,
-0.01651863195002079,
-0.12379907071590424,
-0.010595819912850857,
0.04112454503774643,
0.02526957355439663,
-0.05195256322622299,
-0.0930638462305069,
-0.024585261940956116,
0.015541978180408478,
0.0213407501578331,
-0.05233349651098251,
0.010662025772035122,
-0.0366782546043396,
-0.02700660191476345,
-0.16417580842971802,
-0.025419633835554123,
0.004451315384358168,
-0.061811983585357666,
0.038619428873062134,
-0.060460444539785385,
-0.0024905125610530376,
-0.04352673143148422,
0.09880883991718292,
-0.00887808483093977,
-0.00307953217998147,
-0.009098632261157036,
0.03134841099381447,
-0.06627676635980606,
-0.1376846581697464,
-0.003011030610650778,
-0.05112047493457794,
0.026734191924333572,
-0.03019120544195175,
0.01608671247959137,
-0.05746416747570038,
0.048862867057323456,
0.026642512530088425,
-0.02580883912742138,
-0.040976885706186295,
0.03669113293290138,
0.037309106439352036,
-0.03318937122821808,
0.0077273971401154995,
0.030115948989987373,
0.027424069121479988,
-0.006260980386286974,
-0.017768217250704765,
-0.02017313241958618,
-0.009277315810322762,
0.011734655126929283,
-0.010706513188779354,
0.04528962820768356,
0.012832922860980034,
-0.040842205286026,
0.016493698582053185,
-0.05660044029355049,
0.02662648819386959,
-0.06853511184453964,
-0.06565415859222412,
-0.020315904170274734,
0.06907130777835846,
-0.00010162393300561234,
0.031613729894161224,
-0.07823486626148224,
-0.12596838176250458,
-0.07423717528581619,
0.05955842509865761,
0.09332933276891708,
0.05139710754156113,
-0.08642081916332245,
0.03590002283453941,
0.010454943403601646,
-0.10628915578126907,
-0.0003366708115208894,
0.041335076093673706,
-0.004228249192237854,
0.02960795722901821,
-0.0014687629882246256,
0.0283274557441473,
0.025581447407603264,
-0.004897370468825102,
0.04199425131082535,
-0.027905603870749474,
0.018546801060438156,
-0.003392323851585388,
0.04183816537261009,
0.000910379400011152,
0.054648615419864655,
0.027523277327418327,
0.019419655203819275,
0.060816116631031036,
0.02905876748263836,
-4.3787640180426024e-8,
-0.04637940600514412,
-0.012621159665286541,
0.04151417315006256,
-0.18743890523910522,
0.02714741975069046,
-0.05165781453251839,
0.06039993464946747,
0.02193261682987213,
-0.09384005516767502,
0.011517229489982128,
0.029279334470629692,
0.03259046748280525,
-0.05697762593626976,
0.0015422141877934337,
0.05523915961384773,
0.014984180219471455,
0.0348849780857563,
-0.01817563734948635,
0.022477248683571815,
-0.011590421199798584,
-0.04878118261694908,
-0.0188406091183424,
-0.06019340455532074,
0.018133113160729408,
-0.009339298121631145,
-0.001597487018443644,
-0.021890347823500633,
-0.05903259664773941,
0.021054090932011604,
0.02542939782142639,
0.021679850295186043,
0.0773683413863182,
0.060621604323387146,
0.06169670447707176,
-0.01823871210217476,
0.04317012429237366,
0.013412960804998875,
-0.01559886522591114,
-0.040332574397325516,
-0.03002631478011608,
0.07363910973072052,
0.008358828723430634,
0.057788193225860596,
-0.026699891313910484,
0.18872898817062378,
0.08720511943101883,
0.14786478877067566,
0.026246139779686928,
0.05686357617378235,
0.09326287358999252,
0.004655583295971155,
0.045873258262872696,
-0.09421823918819427,
0.014481940306723118,
-0.07684525847434998,
-0.04526205360889435,
0.016027064993977547,
0.05137388035655022,
0.05909469723701477,
0.055819444358348846,
0.015643561258912086,
0.014399498701095581,
0.024369843304157257,
-0.10614179819822311
] |
1401.5603
|
Ming-Hui Lu
|
Cheng He, Xiao-Chen Sun, Xiao-ping Liu, Zi-Wen Liu, Yulin Chen,
Ming-Hui Lu, Yan-Feng Chen
|
Optical Analogue of Quantum Spin Hall Effect in a Two-Dimensional
Gyrotropic Photonic Crystal
|
20 pages, 5 figures
| null | null | null |
physics.optics cond-mat.mes-hall
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We propose an optical counterpart of the quantum spin Hall (QSH) effect in a
two-dimensional photonic crystal composed of a gyrotropic medium exhibiting
both gyroelectric and gyromagnetic properties simultaneously. Such QSH effect
shows unidirectional polarization-dependent transportation of photonic
topological edged states, which is robust against certain disorders and
impurities. More importantly, we find that such unique property is not
protected by conventional time-reversal symmetry of photons obeying the Bosonic
statistics but rather by the same symmetry, as electron's time-reversal
symmetry. Based on the tight-binding approximation approach, we construct an
effective Hamiltonian for this photonic structure, which is shown to have a
similar form to that of an electronic QSH system. Furthermore, the invariant of
such model is calculated in order to unify its topological non-trivial
character. Our finding provides a viable way to exploit the optical topological
property, and also can be leveraged to develop a photonic platform to mimic the
spin properties of electrons.
|
[
{
"created": "Wed, 22 Jan 2014 09:56:44 GMT",
"version": "v1"
}
] |
2014-01-23
|
[
[
"He",
"Cheng",
""
],
[
"Sun",
"Xiao-Chen",
""
],
[
"Liu",
"Xiao-ping",
""
],
[
"Liu",
"Zi-Wen",
""
],
[
"Chen",
"Yulin",
""
],
[
"Lu",
"Ming-Hui",
""
],
[
"Chen",
"Yan-Feng",
""
]
] |
[
-0.055793508887290955,
-0.04630771651864052,
-0.01638455130159855,
-0.04957234859466553,
-0.06158722937107086,
0.023306597024202347,
0.013338427059352398,
-0.03718336299061775,
-0.022389285266399384,
0.029955541715025902,
0.011454547755420208,
-0.014545813202857971,
-0.031392086297273636,
0.046874646097421646,
0.07703142613172531,
0.01804155670106411,
-0.0007718748529441655,
-0.06966835260391235,
0.022835955023765564,
0.02184370532631874,
0.020247172564268112,
-0.04837660491466522,
-0.004014252219349146,
-0.0606369785964489,
-0.011663596145808697,
0.02631758712232113,
0.08069059252738953,
0.03398102521896362,
-0.057116251438856125,
-0.009415773674845695,
0.045331090688705444,
0.01667344570159912,
-0.06850914657115936,
-0.04741493612527847,
-0.04639287665486336,
0.004559914581477642,
0.0678294375538826,
-0.02920619025826454,
0.03544287011027336,
-0.013043136335909367,
0.013042093254625797,
0.04507641866803169,
0.005031935404986143,
0.04979884251952171,
-0.04843020439147949,
0.05057987570762634,
0.13973607122898102,
0.004870662931352854,
-0.02031579613685608,
-0.09542383253574371,
0.031028984114527702,
0.11201227456331253,
-0.018702737987041473,
-0.03819146379828453,
0.004057558719068766,
0.07799036055803299,
0.07939238846302032,
0.0359097383916378,
-0.07182255387306213,
-0.06210770457983017,
0.03327794745564461,
-0.020122801885008812,
-0.04404261335730553,
0.00038197150570340455,
0.061386290937662125,
-0.0006480541196651757,
-0.10554749518632889,
0.010280895978212357,
-0.001763047999702394,
0.06058885529637337,
0.05770249292254448,
-0.018178485333919525,
-0.033687982708215714,
0.0023384427186101675,
0.06475374847650528,
0.015544991008937359,
-0.029440540820360184,
0.03989472985267639,
0.027618320658802986,
-0.02833668328821659,
-0.0975530594587326,
-0.08724529296159744,
0.06373107433319092,
0.12671199440956116,
0.08694086968898773,
0.005924533121287823,
-0.04973025992512703,
0.03208092972636223,
-0.13342764973640442,
-0.06360457092523575,
0.003368146950379014,
-0.042370133101940155,
-0.03207475692033768,
-0.0832749754190445,
0.06860927492380142,
-0.00915331020951271,
0.04411603882908821,
-0.033101458102464676,
-0.03014794923365116,
-0.0027469417545944452,
0.018039589747786522,
-0.02914763055741787,
-0.028018275275826454,
0.012764505110681057,
-0.0303358044475317,
-0.017862875014543533,
0.09547709673643112,
0.04863448068499565,
-0.06834569573402405,
-0.028354376554489136,
0.01766577735543251,
0.05690253525972366,
0.005927441641688347,
-0.012563840486109257,
-0.0811934620141983,
0.07115758955478668,
-0.025656500831246376,
0.11496416479349136,
0.019796578213572502,
0.09701057523488998,
0.013379951007664204,
0.1207943707704544,
-0.01731915771961212,
0.01741960272192955,
-0.039908383041620255,
-0.005652050953358412,
-0.040389534085989,
4.214288731759169e-35,
0.041351668536663055,
0.09742739796638489,
0.022530129179358482,
-0.0399855375289917,
0.049000099301338196,
0.0026747912634164095,
0.015162823721766472,
-0.06731598824262619,
-0.016478203237056732,
0.022618276998400688,
0.008003543131053448,
-0.0014130373019725084,
0.009780329652130604,
-0.029662540182471275,
-0.028566360473632812,
0.017813054844737053,
-0.07256965339183807,
-0.014867795631289482,
0.03743574768304825,
-0.019569851458072662,
0.08638165891170502,
0.06940601766109467,
-0.03972308337688446,
0.10839921236038208,
-0.025570470839738846,
-0.046361617743968964,
0.03308267891407013,
-0.0054212333634495735,
-0.0002545771130826324,
-0.004223600961267948,
0.019416477531194687,
0.10226341336965561,
-0.02067345194518566,
0.02270706184208393,
0.06258565932512283,
-0.017842154949903488,
0.015905296429991722,
-0.022007860243320465,
0.049015361815690994,
-0.046106841415166855,
-0.0008838724461384118,
-0.031334418803453445,
0.02610180526971817,
0.0377298928797245,
-0.023606736212968826,
-0.08316203951835632,
0.07591074705123901,
-0.13907326757907867,
-0.03802196681499481,
-0.05336436256766319,
0.04138270393013954,
-0.11991102248430252,
-0.025954553857445717,
0.059441398829221725,
-0.05161508917808533,
-0.12973152101039886,
0.05424574762582779,
-0.008278093300759792,
-0.016773661598563194,
-0.000633972929790616,
0.12357068061828613,
0.018542349338531494,
0.0746704563498497,
-0.02459629997611046,
-0.05375070124864578,
-0.05213151127099991,
0.06609059125185013,
-0.07829377055168152,
-0.0031814510002732277,
0.032869767397642136,
0.0014042204711586237,
0.078154057264328,
-0.025833215564489365,
-0.04555073752999306,
0.05541783943772316,
0.009725209325551987,
0.029739636927843094,
-0.07147078961133957,
0.04581017792224884,
0.01585773378610611,
-0.04416482523083687,
-0.09148622304201126,
-0.030676135793328285,
-0.00022019020980224013,
-0.039784807711839676,
-0.0020115284714847803,
-0.05005794018507004,
-0.09978418052196503,
-0.07598573714494705,
-0.004496798850595951,
-0.03642432019114494,
-0.07921876758337021,
0.045537110418081284,
-0.0007871940615586936,
-0.09649920463562012,
-2.0593856547460133e-33,
-0.03965229541063309,
-0.0475492887198925,
0.07990288734436035,
0.023619821295142174,
0.029414165765047073,
0.010423016734421253,
0.04038551449775696,
-0.005223869811743498,
0.06518787890672684,
-0.013499775901436806,
0.06376787275075912,
0.05435789376497269,
0.060284070670604706,
-0.017863169312477112,
-0.04260769113898277,
0.006444131955504417,
0.05114042013883591,
-0.07399628311395645,
0.07522860914468765,
0.011230448260903358,
-0.023045089095830917,
-0.048287391662597656,
0.0031989722047001123,
-0.046379879117012024,
0.066274493932724,
0.044899750500917435,
0.030462361872196198,
0.0009996658191084862,
0.06635554879903793,
0.06145626679062843,
-0.011682099662721157,
-0.03275992348790169,
-0.048180658370256424,
0.023535659536719322,
-0.029225103557109833,
0.08501163870096207,
-0.04840752109885216,
-0.0289317537099123,
-0.12181896716356277,
-0.006426425185054541,
-0.016725849360227585,
-0.04619724676012993,
0.005725998431444168,
0.02424941211938858,
0.045802000910043716,
0.013679391704499722,
-0.06617191433906555,
0.013590398244559765,
-0.10342667251825333,
-0.023831376805901527,
-0.03361427038908005,
0.0648878663778305,
-0.00045164881157688797,
-0.01663094572722912,
-0.03484470024704933,
0.06083561107516289,
-0.01019557099789381,
0.019650783389806747,
0.047009192407131195,
0.08877267688512802,
-0.049790240824222565,
0.0366012379527092,
0.023904982954263687,
0.022861015051603317,
-0.014575616456568241,
-0.0008081726264208555,
0.007203650660812855,
-0.042131830006837845,
0.048508379608392715,
0.03497001528739929,
-0.009118026122450829,
0.0012697299243882298,
-0.015993067994713783,
0.013607573695480824,
0.03326072171330452,
0.004275627434253693,
0.06531479954719543,
0.05996625870466232,
0.013688421808183193,
-0.005649890284985304,
0.011919574812054634,
0.044259801506996155,
-0.062336891889572144,
-0.019541721791028976,
0.07507862150669098,
-0.028290467336773872,
-0.020634228363633156,
0.08177649974822998,
0.031095681712031364,
0.00593529874458909,
0.05156388133764267,
-0.04474973678588867,
0.07020356506109238,
-0.03774129971861839,
0.06289438158273697,
-4.252704499663196e-8,
0.0412159189581871,
-0.03480427339673042,
0.05215238779783249,
-0.0015381337143480778,
-0.0576358400285244,
-0.07820279896259308,
0.07288727909326553,
-0.03372832015156746,
0.009914972819387913,
-0.03688866272568703,
0.02103489078581333,
-0.008468285202980042,
-0.06594619899988174,
-0.07041104882955551,
-0.03086663968861103,
0.0862535908818245,
0.009417332708835602,
-0.002615808742120862,
0.007853016257286072,
-0.014508549124002457,
-0.004996108822524548,
-0.04677538946270943,
-0.04156450554728508,
-0.05096622183918953,
-0.014514260925352573,
0.03402666002511978,
-0.07308986037969589,
-0.06155122071504593,
-0.0031863688491284847,
0.032501816749572754,
0.08816591650247574,
-0.05125445872545242,
0.0935390517115593,
0.0884195938706398,
-0.16125330328941345,
-0.08725558966398239,
-0.13137350976467133,
0.02559966780245304,
-0.019237611442804337,
-0.04500606656074524,
0.026127588003873825,
0.021217307075858116,
0.004136522300541401,
0.028014598414301872,
-0.0018687010742723942,
0.0369039848446846,
0.028400223702192307,
0.04817042872309685,
0.04267692565917969,
0.06796465069055557,
-0.028446856886148453,
0.07918056100606918,
0.06936613470315933,
-0.011920539662241936,
-0.07608018070459366,
0.061150457710027695,
-0.01126487273722887,
-0.051454924046993256,
0.00435284711420536,
-0.044829994440078735,
-0.044601719826459885,
-0.023299243301153183,
-0.047852423042058945,
0.035534340888261795
] | null | null | null | null | null | null | null |
[
-0.055793508887290955,
-0.04630771651864052,
-0.01638455130159855,
-0.04957234859466553,
-0.06158722937107086,
0.023306597024202347,
0.013338427059352398,
-0.03718336299061775,
-0.022389285266399384,
0.029955541715025902,
0.011454547755420208,
-0.014545813202857971,
-0.031392086297273636,
0.046874646097421646,
0.07703142613172531,
0.01804155670106411,
-0.0007718748529441655,
-0.06966835260391235,
0.022835955023765564,
0.02184370532631874,
0.020247172564268112,
-0.04837660491466522,
-0.004014252219349146,
-0.0606369785964489,
-0.011663596145808697,
0.02631758712232113,
0.08069059252738953,
0.03398102521896362,
-0.057116251438856125,
-0.009415773674845695,
0.045331090688705444,
0.01667344570159912,
-0.06850914657115936,
-0.04741493612527847,
-0.04639287665486336,
0.004559914581477642,
0.0678294375538826,
-0.02920619025826454,
0.03544287011027336,
-0.013043136335909367,
0.013042093254625797,
0.04507641866803169,
0.005031935404986143,
0.04979884251952171,
-0.04843020439147949,
0.05057987570762634,
0.13973607122898102,
0.004870662931352854,
-0.02031579613685608,
-0.09542383253574371,
0.031028984114527702,
0.11201227456331253,
-0.018702737987041473,
-0.03819146379828453,
0.004057558719068766,
0.07799036055803299,
0.07939238846302032,
0.0359097383916378,
-0.07182255387306213,
-0.06210770457983017,
0.03327794745564461,
-0.020122801885008812,
-0.04404261335730553,
0.00038197150570340455,
0.061386290937662125,
-0.0006480541196651757,
-0.10554749518632889,
0.010280895978212357,
-0.001763047999702394,
0.06058885529637337,
0.05770249292254448,
-0.018178485333919525,
-0.033687982708215714,
0.0023384427186101675,
0.06475374847650528,
0.015544991008937359,
-0.029440540820360184,
0.03989472985267639,
0.027618320658802986,
-0.02833668328821659,
-0.0975530594587326,
-0.08724529296159744,
0.06373107433319092,
0.12671199440956116,
0.08694086968898773,
0.005924533121287823,
-0.04973025992512703,
0.03208092972636223,
-0.13342764973640442,
-0.06360457092523575,
0.003368146950379014,
-0.042370133101940155,
-0.03207475692033768,
-0.0832749754190445,
0.06860927492380142,
-0.00915331020951271,
0.04411603882908821,
-0.033101458102464676,
-0.03014794923365116,
-0.0027469417545944452,
0.018039589747786522,
-0.02914763055741787,
-0.028018275275826454,
0.012764505110681057,
-0.0303358044475317,
-0.017862875014543533,
0.09547709673643112,
0.04863448068499565,
-0.06834569573402405,
-0.028354376554489136,
0.01766577735543251,
0.05690253525972366,
0.005927441641688347,
-0.012563840486109257,
-0.0811934620141983,
0.07115758955478668,
-0.025656500831246376,
0.11496416479349136,
0.019796578213572502,
0.09701057523488998,
0.013379951007664204,
0.1207943707704544,
-0.01731915771961212,
0.01741960272192955,
-0.039908383041620255,
-0.005652050953358412,
-0.040389534085989,
4.214288731759169e-35,
0.041351668536663055,
0.09742739796638489,
0.022530129179358482,
-0.0399855375289917,
0.049000099301338196,
0.0026747912634164095,
0.015162823721766472,
-0.06731598824262619,
-0.016478203237056732,
0.022618276998400688,
0.008003543131053448,
-0.0014130373019725084,
0.009780329652130604,
-0.029662540182471275,
-0.028566360473632812,
0.017813054844737053,
-0.07256965339183807,
-0.014867795631289482,
0.03743574768304825,
-0.019569851458072662,
0.08638165891170502,
0.06940601766109467,
-0.03972308337688446,
0.10839921236038208,
-0.025570470839738846,
-0.046361617743968964,
0.03308267891407013,
-0.0054212333634495735,
-0.0002545771130826324,
-0.004223600961267948,
0.019416477531194687,
0.10226341336965561,
-0.02067345194518566,
0.02270706184208393,
0.06258565932512283,
-0.017842154949903488,
0.015905296429991722,
-0.022007860243320465,
0.049015361815690994,
-0.046106841415166855,
-0.0008838724461384118,
-0.031334418803453445,
0.02610180526971817,
0.0377298928797245,
-0.023606736212968826,
-0.08316203951835632,
0.07591074705123901,
-0.13907326757907867,
-0.03802196681499481,
-0.05336436256766319,
0.04138270393013954,
-0.11991102248430252,
-0.025954553857445717,
0.059441398829221725,
-0.05161508917808533,
-0.12973152101039886,
0.05424574762582779,
-0.008278093300759792,
-0.016773661598563194,
-0.000633972929790616,
0.12357068061828613,
0.018542349338531494,
0.0746704563498497,
-0.02459629997611046,
-0.05375070124864578,
-0.05213151127099991,
0.06609059125185013,
-0.07829377055168152,
-0.0031814510002732277,
0.032869767397642136,
0.0014042204711586237,
0.078154057264328,
-0.025833215564489365,
-0.04555073752999306,
0.05541783943772316,
0.009725209325551987,
0.029739636927843094,
-0.07147078961133957,
0.04581017792224884,
0.01585773378610611,
-0.04416482523083687,
-0.09148622304201126,
-0.030676135793328285,
-0.00022019020980224013,
-0.039784807711839676,
-0.0020115284714847803,
-0.05005794018507004,
-0.09978418052196503,
-0.07598573714494705,
-0.004496798850595951,
-0.03642432019114494,
-0.07921876758337021,
0.045537110418081284,
-0.0007871940615586936,
-0.09649920463562012,
-2.0593856547460133e-33,
-0.03965229541063309,
-0.0475492887198925,
0.07990288734436035,
0.023619821295142174,
0.029414165765047073,
0.010423016734421253,
0.04038551449775696,
-0.005223869811743498,
0.06518787890672684,
-0.013499775901436806,
0.06376787275075912,
0.05435789376497269,
0.060284070670604706,
-0.017863169312477112,
-0.04260769113898277,
0.006444131955504417,
0.05114042013883591,
-0.07399628311395645,
0.07522860914468765,
0.011230448260903358,
-0.023045089095830917,
-0.048287391662597656,
0.0031989722047001123,
-0.046379879117012024,
0.066274493932724,
0.044899750500917435,
0.030462361872196198,
0.0009996658191084862,
0.06635554879903793,
0.06145626679062843,
-0.011682099662721157,
-0.03275992348790169,
-0.048180658370256424,
0.023535659536719322,
-0.029225103557109833,
0.08501163870096207,
-0.04840752109885216,
-0.0289317537099123,
-0.12181896716356277,
-0.006426425185054541,
-0.016725849360227585,
-0.04619724676012993,
0.005725998431444168,
0.02424941211938858,
0.045802000910043716,
0.013679391704499722,
-0.06617191433906555,
0.013590398244559765,
-0.10342667251825333,
-0.023831376805901527,
-0.03361427038908005,
0.0648878663778305,
-0.00045164881157688797,
-0.01663094572722912,
-0.03484470024704933,
0.06083561107516289,
-0.01019557099789381,
0.019650783389806747,
0.047009192407131195,
0.08877267688512802,
-0.049790240824222565,
0.0366012379527092,
0.023904982954263687,
0.022861015051603317,
-0.014575616456568241,
-0.0008081726264208555,
0.007203650660812855,
-0.042131830006837845,
0.048508379608392715,
0.03497001528739929,
-0.009118026122450829,
0.0012697299243882298,
-0.015993067994713783,
0.013607573695480824,
0.03326072171330452,
0.004275627434253693,
0.06531479954719543,
0.05996625870466232,
0.013688421808183193,
-0.005649890284985304,
0.011919574812054634,
0.044259801506996155,
-0.062336891889572144,
-0.019541721791028976,
0.07507862150669098,
-0.028290467336773872,
-0.020634228363633156,
0.08177649974822998,
0.031095681712031364,
0.00593529874458909,
0.05156388133764267,
-0.04474973678588867,
0.07020356506109238,
-0.03774129971861839,
0.06289438158273697,
-4.252704499663196e-8,
0.0412159189581871,
-0.03480427339673042,
0.05215238779783249,
-0.0015381337143480778,
-0.0576358400285244,
-0.07820279896259308,
0.07288727909326553,
-0.03372832015156746,
0.009914972819387913,
-0.03688866272568703,
0.02103489078581333,
-0.008468285202980042,
-0.06594619899988174,
-0.07041104882955551,
-0.03086663968861103,
0.0862535908818245,
0.009417332708835602,
-0.002615808742120862,
0.007853016257286072,
-0.014508549124002457,
-0.004996108822524548,
-0.04677538946270943,
-0.04156450554728508,
-0.05096622183918953,
-0.014514260925352573,
0.03402666002511978,
-0.07308986037969589,
-0.06155122071504593,
-0.0031863688491284847,
0.032501816749572754,
0.08816591650247574,
-0.05125445872545242,
0.0935390517115593,
0.0884195938706398,
-0.16125330328941345,
-0.08725558966398239,
-0.13137350976467133,
0.02559966780245304,
-0.019237611442804337,
-0.04500606656074524,
0.026127588003873825,
0.021217307075858116,
0.004136522300541401,
0.028014598414301872,
-0.0018687010742723942,
0.0369039848446846,
0.028400223702192307,
0.04817042872309685,
0.04267692565917969,
0.06796465069055557,
-0.028446856886148453,
0.07918056100606918,
0.06936613470315933,
-0.011920539662241936,
-0.07608018070459366,
0.061150457710027695,
-0.01126487273722887,
-0.051454924046993256,
0.00435284711420536,
-0.044829994440078735,
-0.044601719826459885,
-0.023299243301153183,
-0.047852423042058945,
0.035534340888261795
] |
1401.5607
|
Vincenzo De Florio
|
Vincenzo De Florio
|
Quality Indicators for Collective Systems Resilience
|
In submission(revised version) to Technological Forecasting & Social
Change
| null | null | null |
cs.CY
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Resilience is widely recognized as an important design goal though it is one
that seems to escape a general and consensual understanding. Often mixed up
with other system attributes; traditionally used with different meanings in as
many different disciplines; sought or applied through diverse approaches in
various application domains, resilience in fact is a multi-attribute property
that implies a number of constitutive abilities. To further complicate the
matter, resilience is not an absolute property but rather it is the result of
the match between a system, its current condition, and the environment it is
set to operate in. In this paper we discuss this problem and provide a
definition of resilience as a property measurable as a system-environment fit.
This brings to the foreground the dynamic nature of resilience as well as its
hard dependence on the context. A major problem becomes then that, being a
dynamic figure, resilience cannot be assessed in absolute terms. As a way to
partially overcome this obstacle, in this paper we provide a number of
indicators of the quality of resilience. Our focus here is that of collective
systems, namely those systems resulting from the union of multiple individual
parts, sub-systems, or organs. Through several examples of such systems we
observe how our indicators provide insight, at least in the cases at hand, on
design flaws potentially affecting the efficiency of the resilience strategies.
A number of conjectures are finally put forward to associate our indicators
with factors affecting the quality of resilience.
|
[
{
"created": "Wed, 22 Jan 2014 10:07:45 GMT",
"version": "v1"
}
] |
2014-01-23
|
[
[
"De Florio",
"Vincenzo",
""
]
] |
[
0.06326645612716675,
0.026681814342737198,
-0.013221506029367447,
-0.0030637411400675774,
0.033022601157426834,
-0.0008954989025369287,
0.06534387916326523,
0.07719700038433075,
0.018572820350527763,
-0.026729324832558632,
-0.07464808225631714,
-0.05732330307364464,
0.1420724242925644,
-0.0069491020403802395,
-0.004662000108510256,
0.0008478647796437144,
0.03193129226565361,
0.05120595544576645,
-0.1357913464307785,
0.05137736722826958,
0.042653512209653854,
-0.027765458449721336,
-0.07762635499238968,
0.015891795977950096,
-0.054056908935308456,
0.04584385082125664,
-0.1002613753080368,
-0.007515700068324804,
0.022080907598137856,
-0.061347123235464096,
0.02056422084569931,
0.01182881835848093,
-0.032161932438611984,
-0.0025414403062313795,
-0.012273326516151428,
0.11064185947179794,
0.07661229372024536,
0.02939172461628914,
0.032476894557476044,
-0.025068864226341248,
-0.08818074315786362,
0.05155852809548378,
0.031062982976436615,
-0.02572324126958847,
-0.05262541025876999,
0.008109557442367077,
-0.010128996334969997,
-0.02694273740053177,
-0.06319405138492584,
-0.0792202278971672,
-0.06215162202715874,
-0.031032506376504898,
-0.01649310253560543,
0.037780582904815674,
0.08418942987918854,
0.03531359136104584,
0.036455847322940826,
-0.010746845044195652,
-0.07504276186227798,
-0.00859596487134695,
0.04987184703350067,
0.026743190363049507,
0.027759432792663574,
0.02074834145605564,
0.0733252465724945,
0.07831037789583206,
-0.013522028923034668,
0.07842864841222763,
-0.03340625390410423,
0.07956883311271667,
0.012467640452086926,
-0.0064840856939554214,
-0.033258531242609024,
-0.01837184466421604,
0.03295828029513359,
0.05403599143028259,
-0.05614468827843666,
-0.026303142309188843,
-0.01948671042919159,
0.027504567056894302,
0.026551084592938423,
0.045355211943387985,
-0.08217012882232666,
0.008640563115477562,
0.039840515702962875,
-0.006358757149428129,
0.010233782231807709,
-0.06662643700838089,
0.07711904495954514,
0.02191462181508541,
-0.10412364453077316,
0.05212025344371796,
0.17866075038909912,
0.02300356887280941,
0.11322344094514847,
-0.01336753647774458,
0.04446062818169594,
-0.05724858492612839,
0.06193966045975685,
0.07214659452438354,
-0.036391474306583405,
-0.014030544087290764,
0.11369478702545166,
0.00524865509942174,
-0.005803781095892191,
-0.060176655650138855,
-0.0038189010228961706,
-0.056493137031793594,
-0.00905548594892025,
0.006004685070365667,
-0.051000624895095825,
-0.07296430319547653,
0.011229938827455044,
0.00847737118601799,
0.03575960546731949,
-0.029920680448412895,
-0.06476043164730072,
-0.051700785756111145,
0.07434863597154617,
-0.0232833418995142,
0.09094222635030746,
-0.032762669026851654,
0.09406157582998276,
-0.05707896500825882,
0.11255427449941635,
0.04204529896378517,
0.0001604841963853687,
2.8152316447316136e-33,
0.01840732805430889,
-0.030849969014525414,
0.0004622262204065919,
0.08015751093626022,
0.038792822510004044,
-0.08883912861347198,
-0.08005235344171524,
-0.020848441869020462,
-0.03798040375113487,
0.017720786854624748,
0.06297272443771362,
0.09029198437929153,
-0.0057016098871827126,
0.020817212760448456,
0.07833486050367355,
0.013272814452648163,
0.009048493579030037,
0.010170231573283672,
-0.009333646856248379,
-0.07829457521438599,
-0.060858555138111115,
0.011197791434824467,
-0.015358236618340015,
-0.06444714963436127,
0.02635262720286846,
-0.030126487836241722,
0.026997972279787064,
0.019884604960680008,
-0.06737577170133591,
-0.0006780701223760843,
0.006413626950234175,
0.05172142758965492,
-0.03345780447125435,
0.02309444546699524,
-0.038161683827638626,
-0.04362771660089493,
-0.06523508578538895,
0.001188707654364407,
0.0017866191919893026,
-0.044778257608413696,
-0.018282270058989525,
0.02191753312945366,
0.007406094577163458,
-0.04059494659304619,
0.10760480910539627,
0.012604264542460442,
0.013491835445165634,
0.016649385914206505,
-0.1036449447274208,
-0.035951483994722366,
-0.04535607993602753,
0.03155035525560379,
0.05890580266714096,
-0.0854213684797287,
-0.07602904736995697,
-0.06321050971746445,
-0.06697843968868256,
0.029274439439177513,
-0.010329708456993103,
0.024592770263552666,
-0.07626108825206757,
-0.0018067880300804973,
-0.004738452844321728,
-0.05632743611931801,
0.1077502965927124,
-0.000962457328569144,
0.0075289285741746426,
-0.008422954007983208,
0.07527253776788712,
0.04295440763235092,
-0.04019283130764961,
-0.02519313618540764,
-0.03404829278588295,
-0.021827122196555138,
0.028422720730304718,
-0.048646118491888046,
0.019470110535621643,
-0.03404322639107704,
-0.08581293374300003,
0.011498711071908474,
-0.11233113706111908,
0.048121128231287,
-0.03036506101489067,
0.04273469001054764,
0.017261123284697533,
0.005292785819619894,
0.026774007827043533,
-0.06604854017496109,
-0.11316797137260437,
-0.034895118325948715,
0.020188193768262863,
-0.03764105960726738,
0.02175482176244259,
-0.01835177093744278,
-0.0323319137096405,
-4.247590061978795e-33,
-0.054958492517471313,
-0.030720261856913567,
-0.04528521001338959,
0.0891173854470253,
0.09124261140823364,
-0.052840109914541245,
-0.06216629967093468,
-0.014729833230376244,
-0.07271409034729004,
0.025817150250077248,
-0.07584479451179504,
-0.041176486760377884,
0.03196142241358757,
-0.002729262923821807,
0.0029554401990026236,
0.005772140808403492,
-0.05022716894745827,
-0.06911003589630127,
0.048715390264987946,
-0.013226193375885487,
0.03722870349884033,
0.09374711662530899,
-0.03283243253827095,
0.032366808503866196,
0.010173318907618523,
0.02894158661365509,
-0.07205250859260559,
-0.07717610150575638,
-0.0016724688466638327,
-0.05219594016671181,
-0.031954575330019,
-0.02639934793114662,
-0.06237199530005455,
0.032988984137773514,
-0.03117012418806553,
-0.034179653972387314,
-0.006457160692662001,
-0.0761956200003624,
-0.06483007967472076,
0.03803398087620735,
-0.004267169162631035,
0.023721100762486458,
-0.019360270351171494,
0.005999386310577393,
0.04319917783141136,
-0.023068943992257118,
0.054691191762685776,
-0.01869327947497368,
-0.008368768729269505,
-0.022418642416596413,
0.08437401056289673,
-0.08046506345272064,
-0.02931942604482174,
-0.02210334688425064,
0.052214231342077255,
-0.0008725742809474468,
0.10904169827699661,
-0.025278504937887192,
0.02101798914372921,
0.053731370717287064,
-0.035260532051324844,
-0.06452974677085876,
-0.024611571803689003,
0.138194739818573,
-0.01304183155298233,
0.007359570823609829,
-0.06361960619688034,
0.015162737108767033,
-0.04873496666550636,
0.017023013904690742,
0.0846407562494278,
-0.011393501423299313,
0.010451975278556347,
-0.035627882927656174,
0.01965400017797947,
-0.046474639326334,
-0.060347121208906174,
0.04947824031114578,
-0.0834868997335434,
0.0505489706993103,
-0.05106283724308014,
-0.02184688113629818,
-0.025234825909137726,
0.00011296968295937404,
-0.011098786257207394,
-0.026336312294006348,
0.0016419870080426335,
0.07604344189167023,
0.06365396082401276,
0.011465752497315407,
-0.04643866419792175,
0.05574105307459831,
-0.0974295362830162,
0.036084722727537155,
-0.07138796150684357,
-5.187702711850761e-8,
0.01997067965567112,
0.03530709445476532,
-0.04218262806534767,
0.018547972664237022,
0.010451363399624825,
0.06721995770931244,
-0.0008740999037399888,
0.013666906394064426,
-0.05342014878988266,
0.12133623659610748,
0.04471782222390175,
-0.062097225338220596,
0.007202634587883949,
0.07758665829896927,
-0.04161682724952698,
0.048313774168491364,
-0.02704329788684845,
-0.015278425067663193,
-0.08005008101463318,
0.003877334063872695,
0.09711293876171112,
0.012495636940002441,
-0.05154409632086754,
0.05328968167304993,
0.014805284328758717,
-0.06404633820056915,
-0.07384641468524933,
-0.0518314391374588,
-0.04166081175208092,
0.09557536989450455,
0.007640703581273556,
0.04649730399250984,
0.02348768524825573,
0.04878609627485275,
-0.05788109079003334,
0.05219566449522972,
-0.023920297622680664,
0.03799816220998764,
-0.004686378873884678,
0.029265515506267548,
0.005998407490551472,
0.05796625465154648,
-0.03280310332775116,
0.04656287655234337,
0.08482931554317474,
-0.023246144875884056,
-0.04046181961894035,
0.02207789570093155,
-0.020306620746850967,
-0.04793333634734154,
-0.05234009772539139,
-0.05097625404596329,
-0.02287246473133564,
0.06675131618976593,
0.033112213015556335,
-0.04279952123761177,
0.028034644201397896,
0.060529619455337524,
0.08007437735795975,
-0.030320214107632637,
0.06768693774938583,
0.06408381462097168,
-0.00399785628542304,
-0.015749963000416756
] | null | null | null | null | null | null | null |
[
0.06326645612716675,
0.026681814342737198,
-0.013221506029367447,
-0.0030637411400675774,
0.033022601157426834,
-0.0008954989025369287,
0.06534387916326523,
0.07719700038433075,
0.018572820350527763,
-0.026729324832558632,
-0.07464808225631714,
-0.05732330307364464,
0.1420724242925644,
-0.0069491020403802395,
-0.004662000108510256,
0.0008478647796437144,
0.03193129226565361,
0.05120595544576645,
-0.1357913464307785,
0.05137736722826958,
0.042653512209653854,
-0.027765458449721336,
-0.07762635499238968,
0.015891795977950096,
-0.054056908935308456,
0.04584385082125664,
-0.1002613753080368,
-0.007515700068324804,
0.022080907598137856,
-0.061347123235464096,
0.02056422084569931,
0.01182881835848093,
-0.032161932438611984,
-0.0025414403062313795,
-0.012273326516151428,
0.11064185947179794,
0.07661229372024536,
0.02939172461628914,
0.032476894557476044,
-0.025068864226341248,
-0.08818074315786362,
0.05155852809548378,
0.031062982976436615,
-0.02572324126958847,
-0.05262541025876999,
0.008109557442367077,
-0.010128996334969997,
-0.02694273740053177,
-0.06319405138492584,
-0.0792202278971672,
-0.06215162202715874,
-0.031032506376504898,
-0.01649310253560543,
0.037780582904815674,
0.08418942987918854,
0.03531359136104584,
0.036455847322940826,
-0.010746845044195652,
-0.07504276186227798,
-0.00859596487134695,
0.04987184703350067,
0.026743190363049507,
0.027759432792663574,
0.02074834145605564,
0.0733252465724945,
0.07831037789583206,
-0.013522028923034668,
0.07842864841222763,
-0.03340625390410423,
0.07956883311271667,
0.012467640452086926,
-0.0064840856939554214,
-0.033258531242609024,
-0.01837184466421604,
0.03295828029513359,
0.05403599143028259,
-0.05614468827843666,
-0.026303142309188843,
-0.01948671042919159,
0.027504567056894302,
0.026551084592938423,
0.045355211943387985,
-0.08217012882232666,
0.008640563115477562,
0.039840515702962875,
-0.006358757149428129,
0.010233782231807709,
-0.06662643700838089,
0.07711904495954514,
0.02191462181508541,
-0.10412364453077316,
0.05212025344371796,
0.17866075038909912,
0.02300356887280941,
0.11322344094514847,
-0.01336753647774458,
0.04446062818169594,
-0.05724858492612839,
0.06193966045975685,
0.07214659452438354,
-0.036391474306583405,
-0.014030544087290764,
0.11369478702545166,
0.00524865509942174,
-0.005803781095892191,
-0.060176655650138855,
-0.0038189010228961706,
-0.056493137031793594,
-0.00905548594892025,
0.006004685070365667,
-0.051000624895095825,
-0.07296430319547653,
0.011229938827455044,
0.00847737118601799,
0.03575960546731949,
-0.029920680448412895,
-0.06476043164730072,
-0.051700785756111145,
0.07434863597154617,
-0.0232833418995142,
0.09094222635030746,
-0.032762669026851654,
0.09406157582998276,
-0.05707896500825882,
0.11255427449941635,
0.04204529896378517,
0.0001604841963853687,
2.8152316447316136e-33,
0.01840732805430889,
-0.030849969014525414,
0.0004622262204065919,
0.08015751093626022,
0.038792822510004044,
-0.08883912861347198,
-0.08005235344171524,
-0.020848441869020462,
-0.03798040375113487,
0.017720786854624748,
0.06297272443771362,
0.09029198437929153,
-0.0057016098871827126,
0.020817212760448456,
0.07833486050367355,
0.013272814452648163,
0.009048493579030037,
0.010170231573283672,
-0.009333646856248379,
-0.07829457521438599,
-0.060858555138111115,
0.011197791434824467,
-0.015358236618340015,
-0.06444714963436127,
0.02635262720286846,
-0.030126487836241722,
0.026997972279787064,
0.019884604960680008,
-0.06737577170133591,
-0.0006780701223760843,
0.006413626950234175,
0.05172142758965492,
-0.03345780447125435,
0.02309444546699524,
-0.038161683827638626,
-0.04362771660089493,
-0.06523508578538895,
0.001188707654364407,
0.0017866191919893026,
-0.044778257608413696,
-0.018282270058989525,
0.02191753312945366,
0.007406094577163458,
-0.04059494659304619,
0.10760480910539627,
0.012604264542460442,
0.013491835445165634,
0.016649385914206505,
-0.1036449447274208,
-0.035951483994722366,
-0.04535607993602753,
0.03155035525560379,
0.05890580266714096,
-0.0854213684797287,
-0.07602904736995697,
-0.06321050971746445,
-0.06697843968868256,
0.029274439439177513,
-0.010329708456993103,
0.024592770263552666,
-0.07626108825206757,
-0.0018067880300804973,
-0.004738452844321728,
-0.05632743611931801,
0.1077502965927124,
-0.000962457328569144,
0.0075289285741746426,
-0.008422954007983208,
0.07527253776788712,
0.04295440763235092,
-0.04019283130764961,
-0.02519313618540764,
-0.03404829278588295,
-0.021827122196555138,
0.028422720730304718,
-0.048646118491888046,
0.019470110535621643,
-0.03404322639107704,
-0.08581293374300003,
0.011498711071908474,
-0.11233113706111908,
0.048121128231287,
-0.03036506101489067,
0.04273469001054764,
0.017261123284697533,
0.005292785819619894,
0.026774007827043533,
-0.06604854017496109,
-0.11316797137260437,
-0.034895118325948715,
0.020188193768262863,
-0.03764105960726738,
0.02175482176244259,
-0.01835177093744278,
-0.0323319137096405,
-4.247590061978795e-33,
-0.054958492517471313,
-0.030720261856913567,
-0.04528521001338959,
0.0891173854470253,
0.09124261140823364,
-0.052840109914541245,
-0.06216629967093468,
-0.014729833230376244,
-0.07271409034729004,
0.025817150250077248,
-0.07584479451179504,
-0.041176486760377884,
0.03196142241358757,
-0.002729262923821807,
0.0029554401990026236,
0.005772140808403492,
-0.05022716894745827,
-0.06911003589630127,
0.048715390264987946,
-0.013226193375885487,
0.03722870349884033,
0.09374711662530899,
-0.03283243253827095,
0.032366808503866196,
0.010173318907618523,
0.02894158661365509,
-0.07205250859260559,
-0.07717610150575638,
-0.0016724688466638327,
-0.05219594016671181,
-0.031954575330019,
-0.02639934793114662,
-0.06237199530005455,
0.032988984137773514,
-0.03117012418806553,
-0.034179653972387314,
-0.006457160692662001,
-0.0761956200003624,
-0.06483007967472076,
0.03803398087620735,
-0.004267169162631035,
0.023721100762486458,
-0.019360270351171494,
0.005999386310577393,
0.04319917783141136,
-0.023068943992257118,
0.054691191762685776,
-0.01869327947497368,
-0.008368768729269505,
-0.022418642416596413,
0.08437401056289673,
-0.08046506345272064,
-0.02931942604482174,
-0.02210334688425064,
0.052214231342077255,
-0.0008725742809474468,
0.10904169827699661,
-0.025278504937887192,
0.02101798914372921,
0.053731370717287064,
-0.035260532051324844,
-0.06452974677085876,
-0.024611571803689003,
0.138194739818573,
-0.01304183155298233,
0.007359570823609829,
-0.06361960619688034,
0.015162737108767033,
-0.04873496666550636,
0.017023013904690742,
0.0846407562494278,
-0.011393501423299313,
0.010451975278556347,
-0.035627882927656174,
0.01965400017797947,
-0.046474639326334,
-0.060347121208906174,
0.04947824031114578,
-0.0834868997335434,
0.0505489706993103,
-0.05106283724308014,
-0.02184688113629818,
-0.025234825909137726,
0.00011296968295937404,
-0.011098786257207394,
-0.026336312294006348,
0.0016419870080426335,
0.07604344189167023,
0.06365396082401276,
0.011465752497315407,
-0.04643866419792175,
0.05574105307459831,
-0.0974295362830162,
0.036084722727537155,
-0.07138796150684357,
-5.187702711850761e-8,
0.01997067965567112,
0.03530709445476532,
-0.04218262806534767,
0.018547972664237022,
0.010451363399624825,
0.06721995770931244,
-0.0008740999037399888,
0.013666906394064426,
-0.05342014878988266,
0.12133623659610748,
0.04471782222390175,
-0.062097225338220596,
0.007202634587883949,
0.07758665829896927,
-0.04161682724952698,
0.048313774168491364,
-0.02704329788684845,
-0.015278425067663193,
-0.08005008101463318,
0.003877334063872695,
0.09711293876171112,
0.012495636940002441,
-0.05154409632086754,
0.05328968167304993,
0.014805284328758717,
-0.06404633820056915,
-0.07384641468524933,
-0.0518314391374588,
-0.04166081175208092,
0.09557536989450455,
0.007640703581273556,
0.04649730399250984,
0.02348768524825573,
0.04878609627485275,
-0.05788109079003334,
0.05219566449522972,
-0.023920297622680664,
0.03799816220998764,
-0.004686378873884678,
0.029265515506267548,
0.005998407490551472,
0.05796625465154648,
-0.03280310332775116,
0.04656287655234337,
0.08482931554317474,
-0.023246144875884056,
-0.04046181961894035,
0.02207789570093155,
-0.020306620746850967,
-0.04793333634734154,
-0.05234009772539139,
-0.05097625404596329,
-0.02287246473133564,
0.06675131618976593,
0.033112213015556335,
-0.04279952123761177,
0.028034644201397896,
0.060529619455337524,
0.08007437735795975,
-0.030320214107632637,
0.06768693774938583,
0.06408381462097168,
-0.00399785628542304,
-0.015749963000416756
] |
1401.5612
|
Aymen Louati
|
Aymen Louati, Chadlia Jerad, Kamel Barkaoui
|
Formalization and Verification of Hierarchical Use of Interaction
Overview Diagrams Using Timing Diagrams
|
8 pages, 6 figures
| null | null | null |
cs.SE cs.LO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Thanks to its graphical notation and simplicity, Unified Modeling Language
(UML) is a de facto standard and a widespread language used in both industry
and academia, despite the fact that its semantics is still informal. The
Interaction Overview Diagram (IOD) is introduced in UML2; it allows the
specification of the behavior in the hierarchical way. This paper is a
contribution towards a formal dynamic semantics of UML2. We start by
formalizing the Hierarchical use of IOD. Afterward, we complete the mapping of
IOD, Sequence Diagrams and Timing Diagrams into Hierarchical Colored Petri Nets
(HCPNs) using the Timed colored Petri Nets (timed CP-net). Our approach helps
designers to get benefits from abstraction as well as refinement at more than
two levels of hierarchy which reduces verification complexity.
|
[
{
"created": "Wed, 22 Jan 2014 10:22:32 GMT",
"version": "v1"
}
] |
2014-01-23
|
[
[
"Louati",
"Aymen",
""
],
[
"Jerad",
"Chadlia",
""
],
[
"Barkaoui",
"Kamel",
""
]
] |
[
-0.004244477953761816,
0.02334553562104702,
0.055276937782764435,
-0.019476672634482384,
-0.014761348254978657,
-0.046965837478637695,
-0.009240813553333282,
-0.02285628765821457,
0.08233962208032608,
-0.06287792325019836,
-0.06710119545459747,
-0.04725411906838417,
0.01807970181107521,
0.06332467496395111,
-0.031034525483846664,
-0.018456218764185905,
0.05715930461883545,
-0.07992293685674667,
0.0010322273010388017,
-0.07355640828609467,
0.004151323344558477,
-0.05586838722229004,
-0.0462808720767498,
-0.05779670923948288,
-0.1218331903219223,
0.046458110213279724,
-0.003917562309652567,
-0.06163603812456131,
0.07877527177333832,
-0.0144081711769104,
-0.02569887787103653,
0.033870987594127655,
0.0111847510561347,
0.011044771410524845,
0.015179015696048737,
0.015822909772396088,
0.12205375730991364,
-0.003190687159076333,
-0.06457889080047607,
-0.015991810709238052,
-0.004291163757443428,
-0.02936847321689129,
0.010082348249852657,
0.009407841600477695,
-0.002346869558095932,
-0.03411033749580383,
-0.024210626259446144,
-0.10565227270126343,
-0.07763921469449997,
0.013949609361588955,
-0.04758790135383606,
-0.02787085436284542,
-0.00752023421227932,
-0.06080380082130432,
0.04746701568365097,
0.05740814283490181,
-0.03133457899093628,
-0.030980583280324936,
-0.026951566338539124,
0.010785948485136032,
-0.0863126888871193,
0.054314255714416504,
-0.05407172068953514,
0.023805713281035423,
0.015364326536655426,
0.0842953622341156,
-0.033838365226984024,
0.005152765195816755,
0.05019300803542137,
-0.018871286883950233,
-0.06859910488128662,
-0.014610204845666885,
0.0057153888046741486,
-0.0002487360907252878,
0.010274107567965984,
-0.02286049723625183,
-0.027275485917925835,
0.01823798008263111,
0.002889722352847457,
-0.14926820993423462,
-0.027629468590021133,
0.04816830903291702,
-0.05681729316711426,
0.05118437856435776,
0.03565612807869911,
0.03792879730463028,
-0.0011515750084072351,
0.05770103633403778,
0.015357869677245617,
0.02972283773124218,
0.009121747687458992,
-0.02996290661394596,
0.041990749537944794,
0.009442835114896297,
0.10428646951913834,
-0.003174244426190853,
0.0424765981733799,
-0.0649932473897934,
-0.003276306204497814,
0.045978695154190063,
-0.043205246329307556,
0.04330744221806526,
0.0039610592648386955,
-0.06388029456138611,
0.004306363873183727,
-0.03819897398352623,
0.0012134567368775606,
0.036797381937503815,
0.032011523842811584,
-0.0261165089905262,
-0.01629444770514965,
-0.004414889961481094,
0.030041145160794258,
-0.022266153246164322,
-0.015323624946177006,
0.03329223766922951,
-0.029776744544506073,
-0.09641680866479874,
0.06817396730184555,
-0.033591028302907944,
0.012795483693480492,
-0.030004344880580902,
-0.03298383206129074,
0.012662658467888832,
-0.007085822056978941,
-0.052422985434532166,
-0.018659161403775215,
-6.863320295237704e-34,
0.015641983598470688,
-0.014827474020421505,
-0.042967189103364944,
0.06431104987859726,
0.07381770014762878,
-0.022937824949622154,
-0.024238569661974907,
-0.042630985379219055,
-0.04398844391107559,
-0.03989247605204582,
0.016304587945342064,
0.04690719395875931,
-0.10390433669090271,
-0.023211456835269928,
0.06468036025762558,
-0.0039342595264315605,
0.09326773881912231,
0.08606310933828354,
0.01727272756397724,
-0.04709163308143616,
-0.013362699188292027,
0.02819146402180195,
-0.04571832716464996,
-0.0036808717995882034,
0.11059247702360153,
0.06906178593635559,
-0.04581164941191673,
0.022315416485071182,
0.09218858182430267,
0.002833282109349966,
-0.0072061410173773766,
-0.06071808189153671,
0.028409156948328018,
0.07826383411884308,
-0.07401441782712936,
-0.018537888303399086,
-0.046921536326408386,
-0.09389882534742355,
0.07886715233325958,
0.003514328971505165,
0.01889951340854168,
-0.01576327532529831,
-0.06581629812717438,
0.05530623719096184,
0.004772272892296314,
-0.048603832721710205,
-0.03514619544148445,
0.04600531980395317,
-0.04762310907244682,
0.012359518557786942,
0.06421038508415222,
0.07783566415309906,
0.07774660736322403,
-0.03673495724797249,
-0.028929781168699265,
-0.0746370255947113,
-0.021989164873957634,
0.04590148478746414,
0.012361308559775352,
0.14747077226638794,
-0.019950903952121735,
0.0721403956413269,
-0.03731323406100273,
0.05084002763032913,
0.02981388382613659,
-0.025382038205862045,
-0.09729401022195816,
0.0760430321097374,
0.11864779144525528,
0.055479228496551514,
-0.03902502730488777,
0.03004986234009266,
0.0030480276327580214,
0.016758134588599205,
0.04408343881368637,
-0.04652314633131027,
0.016906658187508583,
-0.07421267032623291,
-0.03885750472545624,
0.0578918382525444,
-0.004847854375839233,
0.028908370062708855,
-0.00556951854377985,
0.015506484545767307,
0.007274494972079992,
-0.021012481302022934,
0.08282653987407684,
0.08016493916511536,
-0.05246664583683014,
-0.00188234553206712,
-0.039227426052093506,
0.020840562880039215,
0.0949721410870552,
0.005593386013060808,
0.08371348679065704,
-1.849337303881548e-33,
0.053485289216041565,
-0.03993848338723183,
-0.040105726569890976,
-0.008561973460018635,
-0.045611362904310226,
-0.09213113784790039,
-0.030084293335676193,
-0.011516691185534,
-0.011418644338846207,
0.060179922729730606,
0.03934233635663986,
-0.05584874004125595,
0.002550252480432391,
-0.0037172480951994658,
0.025922004133462906,
-0.06724963337182999,
-0.05389172211289406,
-0.10444808751344681,
0.04790660738945007,
0.04870940372347832,
0.02368783950805664,
0.07530084997415543,
-0.08377566188573837,
-0.006955855526030064,
-0.05011969804763794,
0.02091139368712902,
-0.022894229739904404,
0.02176040969789028,
0.007930798456072807,
0.02311529405415058,
-0.013646283186972141,
-0.09070015698671341,
0.028687629848718643,
-0.021717209368944168,
0.018344802781939507,
-0.05871015414595604,
0.042878828942775726,
-0.053709909319877625,
-0.032970916479825974,
-0.03186595067381859,
0.0628877803683281,
-0.1220262423157692,
-0.11063966900110245,
-0.0466010607779026,
-0.02764779143035412,
0.06626341491937637,
-0.04305969923734665,
-0.0006194795714691281,
-0.048510778695344925,
-0.06654755771160126,
-0.006997535936534405,
-0.015050972811877728,
0.0391555093228817,
-0.06535588204860687,
-0.014011002145707607,
0.03730267658829689,
0.04929804429411888,
-0.008489674888551235,
0.022955838590860367,
-0.025101730599999428,
-0.007052283734083176,
-0.07550332695245743,
0.06414201855659485,
0.0676402747631073,
-0.011107691563665867,
0.018462276086211205,
0.00245432136580348,
-0.08813851326704025,
-0.034102726727724075,
-0.0579412579536438,
0.06947197765111923,
0.05409638211131096,
-0.11416172236204147,
0.03746248036623001,
0.057629864662885666,
-0.03623154014348984,
0.09159155189990997,
0.011777704581618309,
0.04979771748185158,
-0.03849712759256363,
-0.0892748311161995,
0.03711985796689987,
0.049897704273462296,
0.00857164990156889,
-0.06875143200159073,
0.014025324024260044,
-0.021521197631955147,
0.10909917950630188,
-0.009276495315134525,
0.042868923395872116,
0.023391859605908394,
0.023482345044612885,
0.0290639977902174,
0.09018075466156006,
-0.09190917015075684,
-4.008548160072678e-8,
-0.09202734380960464,
0.0021333307959139347,
0.0819471925497055,
0.011768209747970104,
0.05178678408265114,
0.005896037444472313,
0.006368069909512997,
-0.021358391270041466,
0.07287009060382843,
0.08444689959287643,
0.015274272300302982,
-0.029021499678492546,
-0.017920726910233498,
-0.09368707239627838,
0.08180705457925797,
0.10149265080690384,
0.04665788635611534,
-0.08722835779190063,
0.023753726854920387,
0.013090813532471657,
-0.019109833985567093,
0.04388080909848213,
0.03347833454608917,
0.09879279136657715,
-0.020693151280283928,
-0.03526395559310913,
0.017759742215275764,
0.11077483743429184,
-0.021040305495262146,
0.03864600881934166,
-0.00040813596569932997,
-0.013878894969820976,
0.043652910739183426,
0.04356887564063072,
-0.005971602164208889,
-0.01515320036560297,
-0.002303885528817773,
-0.005359787028282881,
-0.00870669074356556,
-0.04121727868914604,
0.05743265524506569,
0.046098917722702026,
-0.096024289727211,
-0.0034500944893807173,
0.10924016684293747,
-0.00892855878919363,
-0.011377518065273762,
-0.06388349831104279,
-0.03746529296040535,
-0.0004473894077818841,
-0.11331818252801895,
0.019759999588131905,
0.009818565100431442,
-0.01078260038048029,
-0.08575992286205292,
0.03908085078001022,
-0.001257403870113194,
-0.0792405754327774,
0.07247002422809601,
0.07221445441246033,
0.02458326332271099,
0.10058675706386566,
0.05254385992884636,
-0.001188484369777143
] | null | null | null | null | null | null | null |
[
-0.004244477953761816,
0.02334553562104702,
0.055276937782764435,
-0.019476672634482384,
-0.014761348254978657,
-0.046965837478637695,
-0.009240813553333282,
-0.02285628765821457,
0.08233962208032608,
-0.06287792325019836,
-0.06710119545459747,
-0.04725411906838417,
0.01807970181107521,
0.06332467496395111,
-0.031034525483846664,
-0.018456218764185905,
0.05715930461883545,
-0.07992293685674667,
0.0010322273010388017,
-0.07355640828609467,
0.004151323344558477,
-0.05586838722229004,
-0.0462808720767498,
-0.05779670923948288,
-0.1218331903219223,
0.046458110213279724,
-0.003917562309652567,
-0.06163603812456131,
0.07877527177333832,
-0.0144081711769104,
-0.02569887787103653,
0.033870987594127655,
0.0111847510561347,
0.011044771410524845,
0.015179015696048737,
0.015822909772396088,
0.12205375730991364,
-0.003190687159076333,
-0.06457889080047607,
-0.015991810709238052,
-0.004291163757443428,
-0.02936847321689129,
0.010082348249852657,
0.009407841600477695,
-0.002346869558095932,
-0.03411033749580383,
-0.024210626259446144,
-0.10565227270126343,
-0.07763921469449997,
0.013949609361588955,
-0.04758790135383606,
-0.02787085436284542,
-0.00752023421227932,
-0.06080380082130432,
0.04746701568365097,
0.05740814283490181,
-0.03133457899093628,
-0.030980583280324936,
-0.026951566338539124,
0.010785948485136032,
-0.0863126888871193,
0.054314255714416504,
-0.05407172068953514,
0.023805713281035423,
0.015364326536655426,
0.0842953622341156,
-0.033838365226984024,
0.005152765195816755,
0.05019300803542137,
-0.018871286883950233,
-0.06859910488128662,
-0.014610204845666885,
0.0057153888046741486,
-0.0002487360907252878,
0.010274107567965984,
-0.02286049723625183,
-0.027275485917925835,
0.01823798008263111,
0.002889722352847457,
-0.14926820993423462,
-0.027629468590021133,
0.04816830903291702,
-0.05681729316711426,
0.05118437856435776,
0.03565612807869911,
0.03792879730463028,
-0.0011515750084072351,
0.05770103633403778,
0.015357869677245617,
0.02972283773124218,
0.009121747687458992,
-0.02996290661394596,
0.041990749537944794,
0.009442835114896297,
0.10428646951913834,
-0.003174244426190853,
0.0424765981733799,
-0.0649932473897934,
-0.003276306204497814,
0.045978695154190063,
-0.043205246329307556,
0.04330744221806526,
0.0039610592648386955,
-0.06388029456138611,
0.004306363873183727,
-0.03819897398352623,
0.0012134567368775606,
0.036797381937503815,
0.032011523842811584,
-0.0261165089905262,
-0.01629444770514965,
-0.004414889961481094,
0.030041145160794258,
-0.022266153246164322,
-0.015323624946177006,
0.03329223766922951,
-0.029776744544506073,
-0.09641680866479874,
0.06817396730184555,
-0.033591028302907944,
0.012795483693480492,
-0.030004344880580902,
-0.03298383206129074,
0.012662658467888832,
-0.007085822056978941,
-0.052422985434532166,
-0.018659161403775215,
-6.863320295237704e-34,
0.015641983598470688,
-0.014827474020421505,
-0.042967189103364944,
0.06431104987859726,
0.07381770014762878,
-0.022937824949622154,
-0.024238569661974907,
-0.042630985379219055,
-0.04398844391107559,
-0.03989247605204582,
0.016304587945342064,
0.04690719395875931,
-0.10390433669090271,
-0.023211456835269928,
0.06468036025762558,
-0.0039342595264315605,
0.09326773881912231,
0.08606310933828354,
0.01727272756397724,
-0.04709163308143616,
-0.013362699188292027,
0.02819146402180195,
-0.04571832716464996,
-0.0036808717995882034,
0.11059247702360153,
0.06906178593635559,
-0.04581164941191673,
0.022315416485071182,
0.09218858182430267,
0.002833282109349966,
-0.0072061410173773766,
-0.06071808189153671,
0.028409156948328018,
0.07826383411884308,
-0.07401441782712936,
-0.018537888303399086,
-0.046921536326408386,
-0.09389882534742355,
0.07886715233325958,
0.003514328971505165,
0.01889951340854168,
-0.01576327532529831,
-0.06581629812717438,
0.05530623719096184,
0.004772272892296314,
-0.048603832721710205,
-0.03514619544148445,
0.04600531980395317,
-0.04762310907244682,
0.012359518557786942,
0.06421038508415222,
0.07783566415309906,
0.07774660736322403,
-0.03673495724797249,
-0.028929781168699265,
-0.0746370255947113,
-0.021989164873957634,
0.04590148478746414,
0.012361308559775352,
0.14747077226638794,
-0.019950903952121735,
0.0721403956413269,
-0.03731323406100273,
0.05084002763032913,
0.02981388382613659,
-0.025382038205862045,
-0.09729401022195816,
0.0760430321097374,
0.11864779144525528,
0.055479228496551514,
-0.03902502730488777,
0.03004986234009266,
0.0030480276327580214,
0.016758134588599205,
0.04408343881368637,
-0.04652314633131027,
0.016906658187508583,
-0.07421267032623291,
-0.03885750472545624,
0.0578918382525444,
-0.004847854375839233,
0.028908370062708855,
-0.00556951854377985,
0.015506484545767307,
0.007274494972079992,
-0.021012481302022934,
0.08282653987407684,
0.08016493916511536,
-0.05246664583683014,
-0.00188234553206712,
-0.039227426052093506,
0.020840562880039215,
0.0949721410870552,
0.005593386013060808,
0.08371348679065704,
-1.849337303881548e-33,
0.053485289216041565,
-0.03993848338723183,
-0.040105726569890976,
-0.008561973460018635,
-0.045611362904310226,
-0.09213113784790039,
-0.030084293335676193,
-0.011516691185534,
-0.011418644338846207,
0.060179922729730606,
0.03934233635663986,
-0.05584874004125595,
0.002550252480432391,
-0.0037172480951994658,
0.025922004133462906,
-0.06724963337182999,
-0.05389172211289406,
-0.10444808751344681,
0.04790660738945007,
0.04870940372347832,
0.02368783950805664,
0.07530084997415543,
-0.08377566188573837,
-0.006955855526030064,
-0.05011969804763794,
0.02091139368712902,
-0.022894229739904404,
0.02176040969789028,
0.007930798456072807,
0.02311529405415058,
-0.013646283186972141,
-0.09070015698671341,
0.028687629848718643,
-0.021717209368944168,
0.018344802781939507,
-0.05871015414595604,
0.042878828942775726,
-0.053709909319877625,
-0.032970916479825974,
-0.03186595067381859,
0.0628877803683281,
-0.1220262423157692,
-0.11063966900110245,
-0.0466010607779026,
-0.02764779143035412,
0.06626341491937637,
-0.04305969923734665,
-0.0006194795714691281,
-0.048510778695344925,
-0.06654755771160126,
-0.006997535936534405,
-0.015050972811877728,
0.0391555093228817,
-0.06535588204860687,
-0.014011002145707607,
0.03730267658829689,
0.04929804429411888,
-0.008489674888551235,
0.022955838590860367,
-0.025101730599999428,
-0.007052283734083176,
-0.07550332695245743,
0.06414201855659485,
0.0676402747631073,
-0.011107691563665867,
0.018462276086211205,
0.00245432136580348,
-0.08813851326704025,
-0.034102726727724075,
-0.0579412579536438,
0.06947197765111923,
0.05409638211131096,
-0.11416172236204147,
0.03746248036623001,
0.057629864662885666,
-0.03623154014348984,
0.09159155189990997,
0.011777704581618309,
0.04979771748185158,
-0.03849712759256363,
-0.0892748311161995,
0.03711985796689987,
0.049897704273462296,
0.00857164990156889,
-0.06875143200159073,
0.014025324024260044,
-0.021521197631955147,
0.10909917950630188,
-0.009276495315134525,
0.042868923395872116,
0.023391859605908394,
0.023482345044612885,
0.0290639977902174,
0.09018075466156006,
-0.09190917015075684,
-4.008548160072678e-8,
-0.09202734380960464,
0.0021333307959139347,
0.0819471925497055,
0.011768209747970104,
0.05178678408265114,
0.005896037444472313,
0.006368069909512997,
-0.021358391270041466,
0.07287009060382843,
0.08444689959287643,
0.015274272300302982,
-0.029021499678492546,
-0.017920726910233498,
-0.09368707239627838,
0.08180705457925797,
0.10149265080690384,
0.04665788635611534,
-0.08722835779190063,
0.023753726854920387,
0.013090813532471657,
-0.019109833985567093,
0.04388080909848213,
0.03347833454608917,
0.09879279136657715,
-0.020693151280283928,
-0.03526395559310913,
0.017759742215275764,
0.11077483743429184,
-0.021040305495262146,
0.03864600881934166,
-0.00040813596569932997,
-0.013878894969820976,
0.043652910739183426,
0.04356887564063072,
-0.005971602164208889,
-0.01515320036560297,
-0.002303885528817773,
-0.005359787028282881,
-0.00870669074356556,
-0.04121727868914604,
0.05743265524506569,
0.046098917722702026,
-0.096024289727211,
-0.0034500944893807173,
0.10924016684293747,
-0.00892855878919363,
-0.011377518065273762,
-0.06388349831104279,
-0.03746529296040535,
-0.0004473894077818841,
-0.11331818252801895,
0.019759999588131905,
0.009818565100431442,
-0.01078260038048029,
-0.08575992286205292,
0.03908085078001022,
-0.001257403870113194,
-0.0792405754327774,
0.07247002422809601,
0.07221445441246033,
0.02458326332271099,
0.10058675706386566,
0.05254385992884636,
-0.001188484369777143
] |
1401.5620
|
Stefano Musacchio
|
Enrico Deusebio, Guido Boffetta, Erik Lindborg, Stefano Musacchio
|
Dimensional transition in rotating turbulence
| null | null |
10.1103/PhysRevE.90.023005
| null |
physics.flu-dyn
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this work we investigate, by means of direct numerical simulations, how
rotation affects the bi-dimensionalization of a turbulent flow. We study a thin
layer of fluid, forced by a two-dimensional forcing, within the framework of
the "split cascade" in which the injected energy flows both to small scales
(generating the direct cascade) and to large scale (to form the inverse
cascade). It is shown that rotation reinforces the inverse cascade at the
expense of the direct one, thus promoting bi-dimensionalization of the flow.
This is achieved by a suppression of the enstrophy production at large scales.
Nonetheless, we find that, in the range of rotation rates investigated,
increasing the the vertical scale causes a reduction of the flux of the inverse
cascade. Our results suggest that, even in rotating flows, the inverse cascade
may eventually disappear when the vertical scale is sufficiently large with
respect to the forcing scale.
|
[
{
"created": "Wed, 22 Jan 2014 11:11:49 GMT",
"version": "v1"
},
{
"created": "Sat, 31 May 2014 12:18:01 GMT",
"version": "v2"
}
] |
2015-06-18
|
[
[
"Deusebio",
"Enrico",
""
],
[
"Boffetta",
"Guido",
""
],
[
"Lindborg",
"Erik",
""
],
[
"Musacchio",
"Stefano",
""
]
] |
[
-0.029746977612376213,
0.02391376905143261,
0.10631795972585678,
0.0038122665137052536,
0.02207024209201336,
-0.022276701405644417,
-0.10357926040887833,
-0.02106039598584175,
0.042610589414834976,
-0.05686606094241142,
-0.028599847108125687,
0.007429151330143213,
0.00683442922309041,
-0.0287992674857378,
0.02332998439669609,
0.014152205549180508,
-0.08541973680257797,
0.12133800983428955,
-0.0855555608868599,
-0.004003593698143959,
0.01740673929452896,
0.015141638927161694,
-0.128055602312088,
0.12884153425693512,
0.06114796921610832,
-0.038039736449718475,
-0.06156749278306961,
0.06725721061229706,
-0.07170352339744568,
-0.033532965928316116,
0.04868481680750847,
0.0489610955119133,
-0.14305676519870758,
0.007275075186043978,
-0.05947452411055565,
-0.04678335040807724,
0.04468628391623497,
0.08904924988746643,
-0.0817580595612526,
0.04748162254691124,
0.03915330395102501,
0.06765720993280411,
0.03976169601082802,
0.010054738260805607,
0.037026502192020416,
0.036989834159612656,
0.021397460252046585,
-0.031206542626023293,
-0.042800359427928925,
-0.007908032275736332,
-0.014365959912538528,
0.048948436975479126,
-0.06470556557178497,
0.034371327608823776,
-0.01136221643537283,
0.0007307764608412981,
0.04735800251364708,
-0.03515907749533653,
0.0037565974052995443,
-0.026497110724449158,
0.05209968984127045,
-0.023460857570171356,
-0.07274721562862396,
0.025209078565239906,
-0.016248801723122597,
-0.03889150172472,
-0.027185287326574326,
-0.014301076531410217,
-0.0144431721419096,
0.0729517787694931,
0.009847000241279602,
0.009237794205546379,
-0.09372497349977493,
-0.049818005412817,
0.13818848133087158,
-0.050865981727838516,
-0.07251981645822525,
0.005789394024759531,
0.01779213361442089,
-0.008991752751171589,
0.06352158635854721,
0.032905686646699905,
-0.0034467021469026804,
-0.05004783347249031,
-0.027274444699287415,
0.014583839103579521,
-0.00040065424400381744,
-0.04948754981160164,
0.005820618476718664,
0.03730931133031845,
-0.011686906218528748,
0.0002642250619828701,
-0.02907637506723404,
-0.04615618288516998,
0.09685897827148438,
0.005737719126045704,
0.021460451185703278,
-0.022684665396809578,
0.04750854894518852,
-0.011394982226192951,
-0.008155034855008125,
-0.0663154348731041,
0.039967361837625504,
0.13411785662174225,
0.06741548329591751,
-0.0077837686985731125,
0.10700654238462448,
0.01199270784854889,
0.014222736470401287,
-0.009479992091655731,
0.01802152208983898,
-0.007478984538465738,
0.06323706358671188,
-0.03381810337305069,
0.04264959692955017,
0.040062133222818375,
0.05712734907865524,
-0.013160948641598225,
-0.10287462174892426,
0.022344093769788742,
-0.006809433456510305,
-0.010043187998235226,
-0.07577867805957794,
0.042976509779691696,
0.014684295281767845,
0.0561581626534462,
-0.042045723646879196,
-2.1837309165439334e-33,
0.05167805030941963,
0.012457501143217087,
0.024000633507966995,
0.07528718560934067,
0.00948724802583456,
-0.013539204373955727,
0.01340961828827858,
-0.031586166471242905,
-0.028327301144599915,
0.004463137127459049,
-0.08405068516731262,
0.09546761959791183,
-0.027716616168618202,
0.10875152796506882,
-0.08430083841085434,
-0.05512727051973343,
0.010653557255864143,
0.0773666724562645,
-0.008382385596632957,
-0.07658414542675018,
0.005700884386897087,
0.02793477661907673,
-0.03944160044193268,
-0.061616115272045135,
-0.09649234265089035,
-0.10810849070549011,
0.008459709584712982,
0.004992607515305281,
-0.06082451343536377,
0.016405971720814705,
-0.02821243740618229,
0.004832522012293339,
-0.04893461987376213,
0.01625322550535202,
-0.005078422836959362,
-0.012574618682265282,
0.04372182860970497,
0.004752579610794783,
0.026294313371181488,
0.05851922184228897,
-0.043092504143714905,
0.08158188313245773,
-0.0956377238035202,
-0.0365983285009861,
-0.006850024219602346,
0.0031221562530845404,
0.07280111312866211,
0.07414838671684265,
0.012707010842859745,
-0.06583569198846817,
0.0589836984872818,
0.05965485796332359,
0.020294025540351868,
-0.016310110688209534,
0.07867074757814407,
0.00966320838779211,
0.051614910364151,
-0.0348200723528862,
-0.07641362398862839,
0.009826010093092918,
-0.016588447615504265,
0.021003317087888718,
-0.024244297295808792,
0.011509079486131668,
0.011849554255604744,
0.003782174549996853,
0.07145575433969498,
-0.0024747117422521114,
0.014950640499591827,
-0.045133545994758606,
-0.03713402524590492,
-0.008571239188313484,
-0.0697157084941864,
-0.004827675875276327,
0.04634563997387886,
-0.005832161288708448,
0.0467083603143692,
0.006300020031630993,
-0.04674871638417244,
0.06221580505371094,
-0.07574334740638733,
0.05079048126935959,
-0.01775510236620903,
-0.008950406685471535,
-0.036244213581085205,
-0.03682774677872658,
-0.02586822211742401,
-0.08617649972438812,
-0.021554486826062202,
-0.014094067737460136,
-0.03636404126882553,
0.0024504174944013357,
0.07958170026540756,
-0.017173102125525475,
0.0288425013422966,
-7.451929805957771e-34,
-0.04868055135011673,
-0.004963161889463663,
-0.042862050235271454,
0.006974494084715843,
-0.02069777622818947,
0.054087236523628235,
0.06465927511453629,
0.11119717359542847,
-0.047559864819049835,
-0.07763618230819702,
0.05223262310028076,
0.01946844533085823,
-0.04795766621828079,
0.02165803126990795,
0.09624072909355164,
-0.13554567098617554,
-0.024818627163767815,
0.02882968634366989,
-0.0028583023231476545,
-0.02107970602810383,
0.023494385182857513,
0.005533462855964899,
0.009680555202066898,
0.03529690206050873,
-0.03382541611790657,
-0.0005734215374104679,
-0.03390096500515938,
0.009354856796562672,
0.016774645075201988,
0.012354551814496517,
-0.043918486684560776,
0.005819221027195454,
0.036062080413103104,
0.04347573220729828,
-0.06931257247924805,
0.12616881728172302,
-0.06600406020879745,
-0.003920536953955889,
-0.06582552939653397,
-0.04414009302854538,
-0.061207566410303116,
0.01627223566174507,
-0.01249851007014513,
-0.055660851299762726,
0.06267547607421875,
-0.07948068529367447,
0.032922130078077316,
0.0011790052521973848,
0.0006948935915715992,
-0.01542598195374012,
-0.01071210578083992,
0.045303281396627426,
-0.015634672716259956,
0.040720853954553604,
0.0011540610576048493,
-0.006407580338418484,
0.08454396575689316,
0.004353473894298077,
0.05529020354151726,
-0.039599936455488205,
-0.09273800253868103,
-0.04189997538924217,
-0.029049845412373543,
-0.10644116997718811,
-0.02450435236096382,
0.011715704575181007,
0.04488508403301239,
-0.012407777830958366,
0.011728132143616676,
-0.010236185975372791,
0.03538830950856209,
0.031955450773239136,
0.03802499175071716,
0.027047159150242805,
0.0004201416450086981,
-0.05180666223168373,
0.04087105765938759,
-0.02305419370532036,
-0.06926371157169342,
0.08267480880022049,
-0.03425373509526253,
0.0425945483148098,
0.056329041719436646,
-0.02255159430205822,
0.024092691019177437,
-0.11442702263593674,
-0.04162753000855446,
-0.09070591628551483,
0.05472564324736595,
0.030247220769524574,
0.05722386762499809,
-0.07258773595094681,
0.01568193919956684,
0.0020252640824764967,
0.042284537106752396,
-4.769447770058832e-8,
0.009609945118427277,
0.018308820202946663,
0.04909390211105347,
0.08966975659132004,
-0.13996371626853943,
0.005987174808979034,
0.05167645588517189,
0.07504434883594513,
0.03202107548713684,
-0.014791971072554588,
0.04928937181830406,
0.03586960956454277,
0.06739160418510437,
-0.0060001094825565815,
0.041950665414333344,
-0.02141949161887169,
0.012799753807485104,
-0.02314331755042076,
-0.025960281491279602,
-0.0756879448890686,
-0.004525542724877596,
0.0809277668595314,
-0.1253143697977066,
-0.020234815776348114,
0.032417140901088715,
-0.036650385707616806,
-0.04884059727191925,
0.020529838278889656,
0.03531873971223831,
-0.03677738085389137,
0.0013302405131980777,
-0.025529295206069946,
0.005556762684136629,
0.03068767488002777,
-0.08411507308483124,
0.02465612068772316,
-0.069407157599926,
0.08678221702575684,
-0.06372654438018799,
-0.09220463782548904,
-0.019160620868206024,
0.05029487609863281,
-0.010789754800498486,
-0.0007799082668498158,
0.05205998942255974,
0.12335697561502457,
-0.05582801252603531,
-0.0050904699601233006,
-0.0035465399269014597,
0.00827484205365181,
0.010842036455869675,
0.0151097746565938,
0.13587825000286102,
0.07130508124828339,
-0.022569851949810982,
0.023736435920000076,
-0.11085385084152222,
0.005940012633800507,
-0.03381718322634697,
-0.07296574115753174,
0.035477474331855774,
0.02838030830025673,
-0.05863649770617485,
-0.011637376621365547
] | null | null | null | null | null | null | null |
[
-0.029746977612376213,
0.02391376905143261,
0.10631795972585678,
0.0038122665137052536,
0.02207024209201336,
-0.022276701405644417,
-0.10357926040887833,
-0.02106039598584175,
0.042610589414834976,
-0.05686606094241142,
-0.028599847108125687,
0.007429151330143213,
0.00683442922309041,
-0.0287992674857378,
0.02332998439669609,
0.014152205549180508,
-0.08541973680257797,
0.12133800983428955,
-0.0855555608868599,
-0.004003593698143959,
0.01740673929452896,
0.015141638927161694,
-0.128055602312088,
0.12884153425693512,
0.06114796921610832,
-0.038039736449718475,
-0.06156749278306961,
0.06725721061229706,
-0.07170352339744568,
-0.033532965928316116,
0.04868481680750847,
0.0489610955119133,
-0.14305676519870758,
0.007275075186043978,
-0.05947452411055565,
-0.04678335040807724,
0.04468628391623497,
0.08904924988746643,
-0.0817580595612526,
0.04748162254691124,
0.03915330395102501,
0.06765720993280411,
0.03976169601082802,
0.010054738260805607,
0.037026502192020416,
0.036989834159612656,
0.021397460252046585,
-0.031206542626023293,
-0.042800359427928925,
-0.007908032275736332,
-0.014365959912538528,
0.048948436975479126,
-0.06470556557178497,
0.034371327608823776,
-0.01136221643537283,
0.0007307764608412981,
0.04735800251364708,
-0.03515907749533653,
0.0037565974052995443,
-0.026497110724449158,
0.05209968984127045,
-0.023460857570171356,
-0.07274721562862396,
0.025209078565239906,
-0.016248801723122597,
-0.03889150172472,
-0.027185287326574326,
-0.014301076531410217,
-0.0144431721419096,
0.0729517787694931,
0.009847000241279602,
0.009237794205546379,
-0.09372497349977493,
-0.049818005412817,
0.13818848133087158,
-0.050865981727838516,
-0.07251981645822525,
0.005789394024759531,
0.01779213361442089,
-0.008991752751171589,
0.06352158635854721,
0.032905686646699905,
-0.0034467021469026804,
-0.05004783347249031,
-0.027274444699287415,
0.014583839103579521,
-0.00040065424400381744,
-0.04948754981160164,
0.005820618476718664,
0.03730931133031845,
-0.011686906218528748,
0.0002642250619828701,
-0.02907637506723404,
-0.04615618288516998,
0.09685897827148438,
0.005737719126045704,
0.021460451185703278,
-0.022684665396809578,
0.04750854894518852,
-0.011394982226192951,
-0.008155034855008125,
-0.0663154348731041,
0.039967361837625504,
0.13411785662174225,
0.06741548329591751,
-0.0077837686985731125,
0.10700654238462448,
0.01199270784854889,
0.014222736470401287,
-0.009479992091655731,
0.01802152208983898,
-0.007478984538465738,
0.06323706358671188,
-0.03381810337305069,
0.04264959692955017,
0.040062133222818375,
0.05712734907865524,
-0.013160948641598225,
-0.10287462174892426,
0.022344093769788742,
-0.006809433456510305,
-0.010043187998235226,
-0.07577867805957794,
0.042976509779691696,
0.014684295281767845,
0.0561581626534462,
-0.042045723646879196,
-2.1837309165439334e-33,
0.05167805030941963,
0.012457501143217087,
0.024000633507966995,
0.07528718560934067,
0.00948724802583456,
-0.013539204373955727,
0.01340961828827858,
-0.031586166471242905,
-0.028327301144599915,
0.004463137127459049,
-0.08405068516731262,
0.09546761959791183,
-0.027716616168618202,
0.10875152796506882,
-0.08430083841085434,
-0.05512727051973343,
0.010653557255864143,
0.0773666724562645,
-0.008382385596632957,
-0.07658414542675018,
0.005700884386897087,
0.02793477661907673,
-0.03944160044193268,
-0.061616115272045135,
-0.09649234265089035,
-0.10810849070549011,
0.008459709584712982,
0.004992607515305281,
-0.06082451343536377,
0.016405971720814705,
-0.02821243740618229,
0.004832522012293339,
-0.04893461987376213,
0.01625322550535202,
-0.005078422836959362,
-0.012574618682265282,
0.04372182860970497,
0.004752579610794783,
0.026294313371181488,
0.05851922184228897,
-0.043092504143714905,
0.08158188313245773,
-0.0956377238035202,
-0.0365983285009861,
-0.006850024219602346,
0.0031221562530845404,
0.07280111312866211,
0.07414838671684265,
0.012707010842859745,
-0.06583569198846817,
0.0589836984872818,
0.05965485796332359,
0.020294025540351868,
-0.016310110688209534,
0.07867074757814407,
0.00966320838779211,
0.051614910364151,
-0.0348200723528862,
-0.07641362398862839,
0.009826010093092918,
-0.016588447615504265,
0.021003317087888718,
-0.024244297295808792,
0.011509079486131668,
0.011849554255604744,
0.003782174549996853,
0.07145575433969498,
-0.0024747117422521114,
0.014950640499591827,
-0.045133545994758606,
-0.03713402524590492,
-0.008571239188313484,
-0.0697157084941864,
-0.004827675875276327,
0.04634563997387886,
-0.005832161288708448,
0.0467083603143692,
0.006300020031630993,
-0.04674871638417244,
0.06221580505371094,
-0.07574334740638733,
0.05079048126935959,
-0.01775510236620903,
-0.008950406685471535,
-0.036244213581085205,
-0.03682774677872658,
-0.02586822211742401,
-0.08617649972438812,
-0.021554486826062202,
-0.014094067737460136,
-0.03636404126882553,
0.0024504174944013357,
0.07958170026540756,
-0.017173102125525475,
0.0288425013422966,
-7.451929805957771e-34,
-0.04868055135011673,
-0.004963161889463663,
-0.042862050235271454,
0.006974494084715843,
-0.02069777622818947,
0.054087236523628235,
0.06465927511453629,
0.11119717359542847,
-0.047559864819049835,
-0.07763618230819702,
0.05223262310028076,
0.01946844533085823,
-0.04795766621828079,
0.02165803126990795,
0.09624072909355164,
-0.13554567098617554,
-0.024818627163767815,
0.02882968634366989,
-0.0028583023231476545,
-0.02107970602810383,
0.023494385182857513,
0.005533462855964899,
0.009680555202066898,
0.03529690206050873,
-0.03382541611790657,
-0.0005734215374104679,
-0.03390096500515938,
0.009354856796562672,
0.016774645075201988,
0.012354551814496517,
-0.043918486684560776,
0.005819221027195454,
0.036062080413103104,
0.04347573220729828,
-0.06931257247924805,
0.12616881728172302,
-0.06600406020879745,
-0.003920536953955889,
-0.06582552939653397,
-0.04414009302854538,
-0.061207566410303116,
0.01627223566174507,
-0.01249851007014513,
-0.055660851299762726,
0.06267547607421875,
-0.07948068529367447,
0.032922130078077316,
0.0011790052521973848,
0.0006948935915715992,
-0.01542598195374012,
-0.01071210578083992,
0.045303281396627426,
-0.015634672716259956,
0.040720853954553604,
0.0011540610576048493,
-0.006407580338418484,
0.08454396575689316,
0.004353473894298077,
0.05529020354151726,
-0.039599936455488205,
-0.09273800253868103,
-0.04189997538924217,
-0.029049845412373543,
-0.10644116997718811,
-0.02450435236096382,
0.011715704575181007,
0.04488508403301239,
-0.012407777830958366,
0.011728132143616676,
-0.010236185975372791,
0.03538830950856209,
0.031955450773239136,
0.03802499175071716,
0.027047159150242805,
0.0004201416450086981,
-0.05180666223168373,
0.04087105765938759,
-0.02305419370532036,
-0.06926371157169342,
0.08267480880022049,
-0.03425373509526253,
0.0425945483148098,
0.056329041719436646,
-0.02255159430205822,
0.024092691019177437,
-0.11442702263593674,
-0.04162753000855446,
-0.09070591628551483,
0.05472564324736595,
0.030247220769524574,
0.05722386762499809,
-0.07258773595094681,
0.01568193919956684,
0.0020252640824764967,
0.042284537106752396,
-4.769447770058832e-8,
0.009609945118427277,
0.018308820202946663,
0.04909390211105347,
0.08966975659132004,
-0.13996371626853943,
0.005987174808979034,
0.05167645588517189,
0.07504434883594513,
0.03202107548713684,
-0.014791971072554588,
0.04928937181830406,
0.03586960956454277,
0.06739160418510437,
-0.0060001094825565815,
0.041950665414333344,
-0.02141949161887169,
0.012799753807485104,
-0.02314331755042076,
-0.025960281491279602,
-0.0756879448890686,
-0.004525542724877596,
0.0809277668595314,
-0.1253143697977066,
-0.020234815776348114,
0.032417140901088715,
-0.036650385707616806,
-0.04884059727191925,
0.020529838278889656,
0.03531873971223831,
-0.03677738085389137,
0.0013302405131980777,
-0.025529295206069946,
0.005556762684136629,
0.03068767488002777,
-0.08411507308483124,
0.02465612068772316,
-0.069407157599926,
0.08678221702575684,
-0.06372654438018799,
-0.09220463782548904,
-0.019160620868206024,
0.05029487609863281,
-0.010789754800498486,
-0.0007799082668498158,
0.05205998942255974,
0.12335697561502457,
-0.05582801252603531,
-0.0050904699601233006,
-0.0035465399269014597,
0.00827484205365181,
0.010842036455869675,
0.0151097746565938,
0.13587825000286102,
0.07130508124828339,
-0.022569851949810982,
0.023736435920000076,
-0.11085385084152222,
0.005940012633800507,
-0.03381718322634697,
-0.07296574115753174,
0.035477474331855774,
0.02838030830025673,
-0.05863649770617485,
-0.011637376621365547
] |
1401.5630
|
Taha Sochi
|
P.J. Storey and Taha Sochi
|
The Continuum Emission Spectrum of Hf 2-2 near the Balmer Limit and the
ORL versus CEL abundance and temperature Discrepancy
|
7 pages, 6 figures, 3 tables
| null |
10.1093/mnras/stu477
| null |
astro-ph.SR physics.atom-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The continuum spectrum of the planetary nebula Hf 2-2 close to the Balmer
discontinuity is modeled in the context of the long standing problem of the
abundance and temperature discrepancy found when analyzing optical
recombination lines and collisionally excited forbidden lines in nebulae.
Models are constructed using single and double Maxwell-Boltzmann distributions
as well as kappa-distributions for the energies of the free electrons. New
results for the necessary continuum and line emission coefficients are
presented calculated with kappa-distributed energies. The best fit to the
observed continuum spectrum is found to be a model comprising two components
with dramatically different temperatures and with a Maxwell-Boltzmann
distribution of electron energies. On the basis of a chi-squared analysis, this
model is strongly favored over a model with kappa-distributed electron
energies.
|
[
{
"created": "Wed, 22 Jan 2014 11:38:21 GMT",
"version": "v1"
}
] |
2014-04-10
|
[
[
"Storey",
"P. J.",
""
],
[
"Sochi",
"Taha",
""
]
] |
[
0.0459071509540081,
-0.03874706104397774,
0.03460061550140381,
0.015600529499351978,
0.0007393871201202273,
-0.027197247371077538,
-0.06271708011627197,
0.04981816187500954,
0.06529318541288376,
0.018291432410478592,
-0.029323916882276535,
-0.10013243556022644,
-0.0035592885687947273,
-0.05452605336904526,
0.04440915957093239,
-0.02338148094713688,
-0.0517260916531086,
-0.05946182459592819,
-0.027666181325912476,
0.06937380135059357,
-0.015277809463441372,
0.048365652561187744,
-0.0782255008816719,
-0.03100167214870453,
0.03357991576194763,
-0.04119950905442238,
0.013966912403702736,
0.03211556002497673,
-0.01666833646595478,
0.027622345834970474,
0.08574362099170685,
-0.012361329980194569,
-0.08125469833612442,
0.1009921059012413,
0.023047637194395065,
0.001655404455959797,
-0.012631869874894619,
-0.03210921213030815,
-0.043320927768945694,
0.07672230154275894,
-0.022687764838337898,
-0.06928524374961853,
-0.07055952399969101,
-0.03198213130235672,
0.055658966302871704,
-0.005514832213521004,
-0.014782789163291454,
-0.06419703364372253,
-0.018006132915616035,
-0.018897855654358864,
0.054385941475629807,
0.07461909204721451,
-0.0372680202126503,
0.09359824657440186,
0.06395265460014343,
0.06932369619607925,
-0.02776912972331047,
-0.13591445982456207,
0.0856783390045166,
-0.07094433903694153,
-0.009420464746654034,
-0.022076379507780075,
-0.035940274596214294,
-0.048694103956222534,
0.005101717077195644,
0.020664449781179428,
0.004913235083222389,
0.03958261385560036,
0.06565867364406586,
-0.018640611320734024,
-0.05929073691368103,
-0.01525679137557745,
-0.04133828356862068,
-0.08144928514957428,
-0.0057731494307518005,
0.020807307213544846,
0.07566875219345093,
0.029442712664604187,
0.020022619515657425,
-0.07385292649269104,
-0.03078032284975052,
-0.057580117136240005,
-0.05471886694431305,
0.006991682108491659,
-0.020677858963608742,
0.05891503766179085,
-0.010405675508081913,
-0.02092740312218666,
0.021795153617858887,
-0.03564906492829323,
-0.015080578625202179,
0.027702564373612404,
0.04994494840502739,
-0.04086363688111305,
-0.021599045023322105,
0.050244953483343124,
0.09999436885118484,
-0.071869857609272,
0.08623996376991272,
0.022552156820893288,
-0.014216873794794083,
-0.011785305105149746,
-0.018838083371520042,
0.00925656221807003,
-0.04568701237440109,
-0.004292591009289026,
0.11548495292663574,
0.05365466699004173,
-0.03423767909407616,
0.0033827992156147957,
0.11341307312250137,
0.004020561929792166,
-0.06540495902299881,
-0.08094969391822815,
0.00926115084439516,
0.07969493418931961,
0.004010628443211317,
0.04156962037086487,
-0.03938138857483864,
0.01190490648150444,
-0.030763836577534676,
0.04466104134917259,
0.01854107715189457,
0.07379798591136932,
-0.019058801233768463,
-0.0335715152323246,
-0.022443395107984543,
1.2812702916260695e-33,
0.032362259924411774,
-0.03709891065955162,
0.0549912266433239,
0.08165659755468369,
0.09654735028743744,
-0.0245971642434597,
-0.11728105694055557,
-0.033865224570035934,
-0.0006083917105570436,
0.004286334849894047,
-0.022737396880984306,
-0.003287405241280794,
-0.02347390167415142,
0.012148614972829819,
0.016434863209724426,
0.030031392350792885,
0.02919442392885685,
-0.008606559596955776,
-0.02171878144145012,
0.10680080950260162,
-0.07674875855445862,
0.04575136676430702,
0.08060489594936371,
0.04834922403097153,
0.03686082363128662,
0.057604849338531494,
0.048466648906469345,
-0.016715647652745247,
-0.004232645500451326,
0.013979751616716385,
0.01945699378848076,
0.04316974803805351,
0.020661376416683197,
0.0009932982502505183,
-0.023896073922514915,
0.009973383508622646,
-0.05276245251297951,
0.06121926009654999,
-0.03220900520682335,
-0.06223765388131142,
0.06695940345525742,
0.05292847380042076,
0.004490642808377743,
-0.038666293025016785,
0.02969067357480526,
-0.009874735958874226,
0.09791519492864609,
-0.12546634674072266,
0.0012870627688243985,
0.04077991470694542,
0.026206491515040398,
0.0030373495537787676,
-0.01527511328458786,
0.06988254934549332,
0.08292467892169952,
-0.03018130734562874,
0.013620596379041672,
0.04089192673563957,
0.030895445495843887,
0.04776611179113388,
0.010641783475875854,
0.0022547359112650156,
0.04575874283909798,
0.04494337737560272,
0.04799823835492134,
0.07705895602703094,
0.0003847173065878451,
0.04150215908885002,
-0.03177493438124657,
-0.03748863562941551,
-0.007428560871630907,
0.08720003068447113,
0.14716622233390808,
-0.08586486428976059,
0.02893323078751564,
-0.03519414737820625,
-0.04384572431445122,
-0.037315044552087784,
0.08509530127048492,
-0.025867776945233345,
-0.010268449783325195,
-0.06153788045048714,
0.0571773499250412,
-0.09639212489128113,
-0.0809125080704689,
-0.07820641249418259,
-0.02643533982336521,
0.008160512894392014,
-0.026484495028853416,
-0.0035894003231078386,
0.045206718146800995,
0.008933166973292828,
0.04936359450221062,
-0.0478803776204586,
-0.06406167149543762,
-2.6703111910324725e-33,
-0.015294021926820278,
0.005658234469592571,
-0.013069696724414825,
0.002980578225106001,
0.0030401749536395073,
0.10973233729600906,
-0.024623172357678413,
0.08753371238708496,
-0.026379726827144623,
-0.02861560881137848,
0.053829532116651535,
0.0716397613286972,
-0.14857670664787292,
-0.11543384194374084,
0.02660013549029827,
-0.01458520907908678,
0.042374011129140854,
-0.008996503427624702,
0.03619806841015816,
-0.01277076918631792,
0.024991309270262718,
-0.07940462231636047,
0.07627175748348236,
-0.05963227152824402,
-0.0018844525329768658,
0.01734301634132862,
0.010030952282249928,
0.000633874733466655,
-0.0038803780917078257,
-0.030303452163934708,
-0.04095574840903282,
0.01364943664520979,
-0.04667489975690842,
-0.00738484226167202,
-0.04322043061256409,
-0.045689456164836884,
0.02299542911350727,
0.08664394170045853,
-0.042587995529174805,
-0.011485042981803417,
-0.09241001307964325,
0.02569947950541973,
-0.0428144633769989,
-0.05096035078167915,
0.007347953040152788,
-0.0040612793527543545,
0.040312260389328,
0.009568634442985058,
0.07420816272497177,
-0.07073384523391724,
0.01644892804324627,
-0.05701955407857895,
0.011201123706996441,
0.03705868870019913,
-0.07688305526971817,
0.0234089158475399,
0.019595429301261902,
0.07647769898176193,
0.06574161350727081,
-0.018712805584073067,
-0.024622105062007904,
-0.07668714970350266,
0.057376325130462646,
-0.009900299832224846,
-0.008979611098766327,
-0.02712593972682953,
-0.04976418986916542,
0.054689228534698486,
-0.04225308448076248,
0.0658804252743721,
-0.0001636690431041643,
0.010350510478019714,
0.03372505307197571,
0.035929612815380096,
0.08608241379261017,
0.01734415628015995,
0.008236424997448921,
-0.13749517500400543,
0.043348781764507294,
0.04207339510321617,
-0.11998619884252548,
0.05585234612226486,
-0.02849559299647808,
-0.016038639470934868,
0.05064108967781067,
-0.08260994404554367,
0.012835538946092129,
-0.03072510100901127,
-0.05379100143909454,
-0.08630380779504776,
0.034123823046684265,
-0.01977684535086155,
0.03906067833304405,
0.016415506601333618,
0.05025385320186615,
-4.01334574462453e-8,
0.07076681405305862,
-0.04298816993832588,
-0.020066455006599426,
0.007071140222251415,
0.044452279806137085,
0.0209734495729208,
-0.02008257620036602,
0.01810195855796337,
0.0330592542886734,
-0.013858490623533726,
0.06960692256689072,
0.0057561565190553665,
-0.01606815867125988,
0.004342846572399139,
0.009431416168808937,
-0.014696058817207813,
0.012350221164524555,
-0.05782247707247734,
-0.019815072417259216,
-0.0010468389373272657,
0.04780194163322449,
0.06201496720314026,
-0.009707116521894932,
-0.0275434497743845,
-0.0167433749884367,
0.04102790728211403,
-0.011065946891903877,
0.010607066564261913,
-0.09725277870893478,
-0.04832175374031067,
-0.02281833253800869,
-0.030556732788681984,
0.011133262887597084,
-0.002582080429419875,
-0.08341079205274582,
-0.02274276316165924,
-0.04689379036426544,
0.00399648817256093,
0.009196101687848568,
0.029920358210802078,
0.041045937687158585,
0.023149555549025536,
0.02511836215853691,
0.017192481085658073,
-0.003979202825576067,
0.07905520498752594,
-0.05123800039291382,
0.04447419196367264,
0.014219561591744423,
0.048727087676525116,
0.016537316143512726,
0.04013940319418907,
-0.03241172432899475,
-0.1674479842185974,
-0.19102218747138977,
-0.03233025595545769,
-0.0416254997253418,
0.014426790177822113,
0.03159540519118309,
-0.02367406152188778,
0.08972606062889099,
-0.07956765592098236,
-0.12510347366333008,
0.015493044629693031
] | null | null | null | null | null | null | null |
[
0.0459071509540081,
-0.03874706104397774,
0.03460061550140381,
0.015600529499351978,
0.0007393871201202273,
-0.027197247371077538,
-0.06271708011627197,
0.04981816187500954,
0.06529318541288376,
0.018291432410478592,
-0.029323916882276535,
-0.10013243556022644,
-0.0035592885687947273,
-0.05452605336904526,
0.04440915957093239,
-0.02338148094713688,
-0.0517260916531086,
-0.05946182459592819,
-0.027666181325912476,
0.06937380135059357,
-0.015277809463441372,
0.048365652561187744,
-0.0782255008816719,
-0.03100167214870453,
0.03357991576194763,
-0.04119950905442238,
0.013966912403702736,
0.03211556002497673,
-0.01666833646595478,
0.027622345834970474,
0.08574362099170685,
-0.012361329980194569,
-0.08125469833612442,
0.1009921059012413,
0.023047637194395065,
0.001655404455959797,
-0.012631869874894619,
-0.03210921213030815,
-0.043320927768945694,
0.07672230154275894,
-0.022687764838337898,
-0.06928524374961853,
-0.07055952399969101,
-0.03198213130235672,
0.055658966302871704,
-0.005514832213521004,
-0.014782789163291454,
-0.06419703364372253,
-0.018006132915616035,
-0.018897855654358864,
0.054385941475629807,
0.07461909204721451,
-0.0372680202126503,
0.09359824657440186,
0.06395265460014343,
0.06932369619607925,
-0.02776912972331047,
-0.13591445982456207,
0.0856783390045166,
-0.07094433903694153,
-0.009420464746654034,
-0.022076379507780075,
-0.035940274596214294,
-0.048694103956222534,
0.005101717077195644,
0.020664449781179428,
0.004913235083222389,
0.03958261385560036,
0.06565867364406586,
-0.018640611320734024,
-0.05929073691368103,
-0.01525679137557745,
-0.04133828356862068,
-0.08144928514957428,
-0.0057731494307518005,
0.020807307213544846,
0.07566875219345093,
0.029442712664604187,
0.020022619515657425,
-0.07385292649269104,
-0.03078032284975052,
-0.057580117136240005,
-0.05471886694431305,
0.006991682108491659,
-0.020677858963608742,
0.05891503766179085,
-0.010405675508081913,
-0.02092740312218666,
0.021795153617858887,
-0.03564906492829323,
-0.015080578625202179,
0.027702564373612404,
0.04994494840502739,
-0.04086363688111305,
-0.021599045023322105,
0.050244953483343124,
0.09999436885118484,
-0.071869857609272,
0.08623996376991272,
0.022552156820893288,
-0.014216873794794083,
-0.011785305105149746,
-0.018838083371520042,
0.00925656221807003,
-0.04568701237440109,
-0.004292591009289026,
0.11548495292663574,
0.05365466699004173,
-0.03423767909407616,
0.0033827992156147957,
0.11341307312250137,
0.004020561929792166,
-0.06540495902299881,
-0.08094969391822815,
0.00926115084439516,
0.07969493418931961,
0.004010628443211317,
0.04156962037086487,
-0.03938138857483864,
0.01190490648150444,
-0.030763836577534676,
0.04466104134917259,
0.01854107715189457,
0.07379798591136932,
-0.019058801233768463,
-0.0335715152323246,
-0.022443395107984543,
1.2812702916260695e-33,
0.032362259924411774,
-0.03709891065955162,
0.0549912266433239,
0.08165659755468369,
0.09654735028743744,
-0.0245971642434597,
-0.11728105694055557,
-0.033865224570035934,
-0.0006083917105570436,
0.004286334849894047,
-0.022737396880984306,
-0.003287405241280794,
-0.02347390167415142,
0.012148614972829819,
0.016434863209724426,
0.030031392350792885,
0.02919442392885685,
-0.008606559596955776,
-0.02171878144145012,
0.10680080950260162,
-0.07674875855445862,
0.04575136676430702,
0.08060489594936371,
0.04834922403097153,
0.03686082363128662,
0.057604849338531494,
0.048466648906469345,
-0.016715647652745247,
-0.004232645500451326,
0.013979751616716385,
0.01945699378848076,
0.04316974803805351,
0.020661376416683197,
0.0009932982502505183,
-0.023896073922514915,
0.009973383508622646,
-0.05276245251297951,
0.06121926009654999,
-0.03220900520682335,
-0.06223765388131142,
0.06695940345525742,
0.05292847380042076,
0.004490642808377743,
-0.038666293025016785,
0.02969067357480526,
-0.009874735958874226,
0.09791519492864609,
-0.12546634674072266,
0.0012870627688243985,
0.04077991470694542,
0.026206491515040398,
0.0030373495537787676,
-0.01527511328458786,
0.06988254934549332,
0.08292467892169952,
-0.03018130734562874,
0.013620596379041672,
0.04089192673563957,
0.030895445495843887,
0.04776611179113388,
0.010641783475875854,
0.0022547359112650156,
0.04575874283909798,
0.04494337737560272,
0.04799823835492134,
0.07705895602703094,
0.0003847173065878451,
0.04150215908885002,
-0.03177493438124657,
-0.03748863562941551,
-0.007428560871630907,
0.08720003068447113,
0.14716622233390808,
-0.08586486428976059,
0.02893323078751564,
-0.03519414737820625,
-0.04384572431445122,
-0.037315044552087784,
0.08509530127048492,
-0.025867776945233345,
-0.010268449783325195,
-0.06153788045048714,
0.0571773499250412,
-0.09639212489128113,
-0.0809125080704689,
-0.07820641249418259,
-0.02643533982336521,
0.008160512894392014,
-0.026484495028853416,
-0.0035894003231078386,
0.045206718146800995,
0.008933166973292828,
0.04936359450221062,
-0.0478803776204586,
-0.06406167149543762,
-2.6703111910324725e-33,
-0.015294021926820278,
0.005658234469592571,
-0.013069696724414825,
0.002980578225106001,
0.0030401749536395073,
0.10973233729600906,
-0.024623172357678413,
0.08753371238708496,
-0.026379726827144623,
-0.02861560881137848,
0.053829532116651535,
0.0716397613286972,
-0.14857670664787292,
-0.11543384194374084,
0.02660013549029827,
-0.01458520907908678,
0.042374011129140854,
-0.008996503427624702,
0.03619806841015816,
-0.01277076918631792,
0.024991309270262718,
-0.07940462231636047,
0.07627175748348236,
-0.05963227152824402,
-0.0018844525329768658,
0.01734301634132862,
0.010030952282249928,
0.000633874733466655,
-0.0038803780917078257,
-0.030303452163934708,
-0.04095574840903282,
0.01364943664520979,
-0.04667489975690842,
-0.00738484226167202,
-0.04322043061256409,
-0.045689456164836884,
0.02299542911350727,
0.08664394170045853,
-0.042587995529174805,
-0.011485042981803417,
-0.09241001307964325,
0.02569947950541973,
-0.0428144633769989,
-0.05096035078167915,
0.007347953040152788,
-0.0040612793527543545,
0.040312260389328,
0.009568634442985058,
0.07420816272497177,
-0.07073384523391724,
0.01644892804324627,
-0.05701955407857895,
0.011201123706996441,
0.03705868870019913,
-0.07688305526971817,
0.0234089158475399,
0.019595429301261902,
0.07647769898176193,
0.06574161350727081,
-0.018712805584073067,
-0.024622105062007904,
-0.07668714970350266,
0.057376325130462646,
-0.009900299832224846,
-0.008979611098766327,
-0.02712593972682953,
-0.04976418986916542,
0.054689228534698486,
-0.04225308448076248,
0.0658804252743721,
-0.0001636690431041643,
0.010350510478019714,
0.03372505307197571,
0.035929612815380096,
0.08608241379261017,
0.01734415628015995,
0.008236424997448921,
-0.13749517500400543,
0.043348781764507294,
0.04207339510321617,
-0.11998619884252548,
0.05585234612226486,
-0.02849559299647808,
-0.016038639470934868,
0.05064108967781067,
-0.08260994404554367,
0.012835538946092129,
-0.03072510100901127,
-0.05379100143909454,
-0.08630380779504776,
0.034123823046684265,
-0.01977684535086155,
0.03906067833304405,
0.016415506601333618,
0.05025385320186615,
-4.01334574462453e-8,
0.07076681405305862,
-0.04298816993832588,
-0.020066455006599426,
0.007071140222251415,
0.044452279806137085,
0.0209734495729208,
-0.02008257620036602,
0.01810195855796337,
0.0330592542886734,
-0.013858490623533726,
0.06960692256689072,
0.0057561565190553665,
-0.01606815867125988,
0.004342846572399139,
0.009431416168808937,
-0.014696058817207813,
0.012350221164524555,
-0.05782247707247734,
-0.019815072417259216,
-0.0010468389373272657,
0.04780194163322449,
0.06201496720314026,
-0.009707116521894932,
-0.0275434497743845,
-0.0167433749884367,
0.04102790728211403,
-0.011065946891903877,
0.010607066564261913,
-0.09725277870893478,
-0.04832175374031067,
-0.02281833253800869,
-0.030556732788681984,
0.011133262887597084,
-0.002582080429419875,
-0.08341079205274582,
-0.02274276316165924,
-0.04689379036426544,
0.00399648817256093,
0.009196101687848568,
0.029920358210802078,
0.041045937687158585,
0.023149555549025536,
0.02511836215853691,
0.017192481085658073,
-0.003979202825576067,
0.07905520498752594,
-0.05123800039291382,
0.04447419196367264,
0.014219561591744423,
0.048727087676525116,
0.016537316143512726,
0.04013940319418907,
-0.03241172432899475,
-0.1674479842185974,
-0.19102218747138977,
-0.03233025595545769,
-0.0416254997253418,
0.014426790177822113,
0.03159540519118309,
-0.02367406152188778,
0.08972606062889099,
-0.07956765592098236,
-0.12510347366333008,
0.015493044629693031
] |
1401.5631
|
Antoine Bret
|
Antoine Bret
|
Robustness of the filamentation instability in arbitrarily oriented
magnetic field: Full 3D calculation
|
To appear in Physics of Plasmas
| null |
10.1063/1.4864071
| null |
physics.plasm-ph astro-ph.HE
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The filamentation (Weibel) instability plays a key role in the formation of
collisionless shocks which are thought to produce Gamma-Ray-Bursts and
High-Energy-Cosmic-Rays in astrophysical environments. While it has been known
for long that a flow-aligned magnetic field can completely quench the
instability, it was recently proved in 2D that in the cold regime, such
cancelation is possible if and only if the field is perfectly aligned. Here,
this result is finally extended to a 3D geometry. Calculations are conducted
for symmetric and asymmetric counter-streaming relativistic plasma shells. 2D
results are retrieved in 3D: the instability can never be completely canceled
for an oblique magnetic field. In addition, the maximum growth-rate is always
larger for wave vectors lying in the plan defined by the flow and the oblique
field. On the one hand, this bears consequences on the orientation of the
generated filaments. On the other hand, it certifies 2D simulations of the
problem can be performed without missing the most unstable filamentation modes.
|
[
{
"created": "Wed, 22 Jan 2014 11:47:30 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Bret",
"Antoine",
""
]
] |
[
-0.07141359895467758,
-0.018546901643276215,
0.05954030156135559,
0.018998190760612488,
-0.11408516764640808,
-0.022131044417619705,
-0.08314317464828491,
0.024856718257069588,
-0.016009438782930374,
-0.07504867017269135,
-0.03732311353087425,
0.013920807279646397,
-0.023584356531500816,
-0.09838662296533585,
0.023846017196774483,
-0.06631907820701599,
-0.04274546355009079,
-0.009880898520350456,
0.0192538034170866,
0.03703557327389717,
-0.019082877784967422,
-0.04541359469294548,
-0.04436900094151497,
0.013711446896195412,
0.07206626981496811,
0.0013524822425097227,
0.054003410041332245,
-0.07279438525438309,
-0.04047302156686783,
-0.03159955516457558,
0.09492424875497818,
0.05415811017155647,
-0.144810289144516,
0.035961102694272995,
0.035620417445898056,
-0.0176915992051363,
-0.022290032356977463,
0.05448545515537262,
-0.013328023254871368,
0.041811320930719376,
-0.019904226064682007,
-0.03041514940559864,
-0.022384770214557648,
-0.03451671823859215,
0.039285507053136826,
-0.026891745626926422,
0.037506524473428726,
-0.06551329046487808,
-0.037877894937992096,
-0.007047554478049278,
-0.04657462611794472,
-0.012938163243234158,
0.014039864763617516,
0.10017775744199753,
0.06016799807548523,
0.03047724813222885,
-0.02094811014831066,
-0.05996604263782501,
-0.03807627782225609,
-0.018620064482092857,
0.013595129363238811,
-0.017450783401727676,
-0.019709620624780655,
-0.0023102948907762766,
0.030748145654797554,
-0.013858949765563011,
-0.016480082646012306,
0.04976837709546089,
0.032279059290885925,
0.04958934709429741,
-0.012237945571541786,
0.06261934340000153,
-0.08728285133838654,
-0.06318618357181549,
0.06644383817911148,
0.01070456299930811,
0.04003346338868141,
0.01882988214492798,
-0.002123560057953,
0.019203780218958855,
0.00567094050347805,
0.027157505974173546,
-0.05455766245722771,
-0.024053508415818214,
-0.0880795568227768,
0.029886364936828613,
-0.003044926794245839,
0.030334552749991417,
-0.0069325449876487255,
0.083997942507267,
0.03842183202505112,
0.044879067689180374,
-0.024777311831712723,
-0.011197619140148163,
0.04777676984667778,
0.03787242993712425,
0.025197701528668404,
-0.05158517509698868,
0.05553702265024185,
-0.013895047828555107,
0.09036116302013397,
-0.12422738969326019,
0.05078806355595589,
0.1342826932668686,
0.062403831630945206,
0.0013848742237314582,
0.057997968047857285,
0.040720872581005096,
-0.05974729731678963,
-0.007576329167932272,
0.0758996456861496,
-0.02742692455649376,
-0.01637135073542595,
-0.06857848167419434,
0.0650174543261528,
0.07462851703166962,
0.027741514146327972,
0.07825039327144623,
-0.04203304275870323,
-0.040702465921640396,
0.013927212916314602,
0.06836499273777008,
-0.005637832451611757,
0.01001449953764677,
-0.032969992607831955,
-0.013416101224720478,
-0.01139767561107874,
2.394999577481346e-33,
0.049642447382211685,
0.07919596880674362,
-0.031725622713565826,
0.06757813692092896,
-0.018075739964842796,
0.016071205958724022,
-0.015769632533192635,
0.05478806048631668,
0.02942430041730404,
0.02955428883433342,
-0.0536111481487751,
0.021897312253713608,
0.01259000413119793,
-0.010232716798782349,
-0.045515358448028564,
-0.10641252249479294,
0.016154026612639427,
0.06197532266378403,
-0.06168694421648979,
0.07055702805519104,
0.04561055824160576,
-0.0053632790222764015,
-0.01412565540522337,
-0.06476805359125137,
-0.01220190804451704,
0.046381086111068726,
-0.04744367301464081,
0.0038407035171985626,
-0.06271766871213913,
0.04838716238737106,
0.03091253712773323,
-0.01639424078166485,
-0.025586271658539772,
0.007067459635436535,
0.011574176140129566,
0.017657900229096413,
-0.08913382142782211,
-0.0040844278410077095,
-0.03232162445783615,
0.03168310970067978,
-0.009107936173677444,
0.03911089152097702,
-0.06550049036741257,
-0.002395418006926775,
0.08845224231481552,
-0.027504852041602135,
0.07660137861967087,
-0.023462841287255287,
-0.03180016949772835,
0.006867249496281147,
0.11721162497997284,
0.048659682273864746,
-0.027458546683192253,
0.05015854164958,
0.13996733725070953,
0.03854463994503021,
0.004184616729617119,
-0.05043414235115051,
-0.03269291669130325,
0.038021206855773926,
0.02612142078578472,
0.013677561655640602,
-0.016437727957963943,
-0.030692115426063538,
-0.11090044677257538,
0.0390460379421711,
0.02145424485206604,
0.04382554441690445,
0.007398537825793028,
-0.0021552653051912785,
-0.038011107593774796,
0.05436205118894577,
0.0253754872828722,
-0.020321452990174294,
0.03178166225552559,
-0.045140862464904785,
-0.0013198680244386196,
0.06786041706800461,
0.040306996554136276,
0.021804139018058777,
-0.06022435426712036,
-0.0534655787050724,
0.04511633142828941,
-0.014394457451999187,
-0.028549054637551308,
0.002799069043248892,
0.024121949449181557,
0.05016294866800308,
-0.06459078192710876,
-0.0788864940404892,
-0.014971010386943817,
0.037046678364276886,
0.13546830415725708,
-0.0021127795334905386,
-0.045483384281396866,
-3.050476900676947e-33,
0.031876347959041595,
-0.0792197734117508,
-0.0037108331453055143,
-0.013490875251591206,
-0.002904248656705022,
0.12204599380493164,
0.008549277670681477,
0.050319261848926544,
-0.08633053302764893,
-0.09553392976522446,
-0.011273360811173916,
0.03713788092136383,
-0.08764626830816269,
-0.04396296665072441,
0.08013026416301727,
-0.07336477935314178,
0.007367224432528019,
0.02022642455995083,
-0.05783383920788765,
-0.01794048584997654,
0.09152927249670029,
-0.054592978209257126,
0.003934638109058142,
-0.006055908743292093,
-0.019464842975139618,
0.023676836863160133,
0.04021560773253441,
-0.07440686225891113,
0.062248535454273224,
0.08423847705125809,
-0.02180616185069084,
-0.01783793233335018,
-0.02459072135388851,
-0.019636906683444977,
-0.012184889055788517,
0.010072257369756699,
-0.04465252906084061,
0.02163282036781311,
0.0020987940952181816,
-0.07713879644870758,
-0.008792705833911896,
0.16650207340717316,
-0.0032667648047208786,
0.012560943141579628,
-0.002389003289863467,
0.08844861388206482,
0.054900165647268295,
0.0358508862555027,
0.03017437271773815,
0.040474556386470795,
-0.06283727288246155,
-0.026212451979517937,
-0.014750597067177296,
0.07890892028808594,
-0.038353897631168365,
0.013959438540041447,
0.012077989988029003,
-0.01492150966078043,
0.055231980979442596,
-0.040824614465236664,
-0.12387663871049881,
-0.10072686523199081,
0.1260223090648651,
-0.06154262274503708,
0.02246956154704094,
-0.020369762554764748,
-0.029473545029759407,
0.09235171228647232,
-0.040582429617643356,
-0.027778273448348045,
0.12633948028087616,
0.003561882534995675,
-0.06064607948064804,
-0.020897898823022842,
0.046499114483594894,
0.07265906035900116,
0.050797659903764725,
-0.06074961647391319,
0.01819567196071148,
0.007947373203933239,
0.01412044744938612,
0.0928877592086792,
-0.00481586717069149,
0.04324449971318245,
0.031249433755874634,
-0.04788593947887421,
-0.04307205602526665,
-0.09384240210056305,
-0.027577649801969528,
0.014118222519755363,
0.02155224047601223,
0.0081794373691082,
0.043584275990724564,
0.012367733754217625,
0.08098205924034119,
-5.3241357989008975e-8,
0.018024805933237076,
0.04100142791867256,
-0.027105221524834633,
0.0584103986620903,
-0.0007882892969064415,
0.01867028698325157,
-0.0563833974301815,
0.01301948819309473,
0.03511015698313713,
-0.10126624256372452,
-0.005811130162328482,
0.018701912835240364,
0.027600005269050598,
-0.033176250755786896,
-0.07980465888977051,
0.04137355461716652,
-0.1027192622423172,
-0.03582381457090378,
0.005236078519374132,
0.04864376410841942,
0.005779048893600702,
0.0455409474670887,
0.011393382214009762,
0.007728959433734417,
-0.0703921690583229,
0.11946813017129898,
0.011308163404464722,
-0.03497373312711716,
0.038353271782398224,
-0.08647692948579788,
-0.05701221153140068,
-0.03916678577661514,
0.05313165485858917,
0.0008354758028872311,
-0.08775565028190613,
-0.019295142963528633,
-0.06673832982778549,
0.008833940140902996,
0.041090454906225204,
0.028631936758756638,
-0.016985401511192322,
0.03345438838005066,
0.11042675375938416,
-0.049197968095541,
0.003950340673327446,
0.032646894454956055,
-0.0228304211050272,
-0.010443203151226044,
-0.09343819320201874,
0.05701126158237457,
-0.06962981820106506,
0.03067609667778015,
0.007325364276766777,
-0.057636622339487076,
-0.029742417857050896,
0.03176745027303696,
-0.0920577198266983,
-0.024689525365829468,
0.002455835696309805,
-0.04971923679113388,
0.016382429748773575,
-0.004656508099287748,
-0.09617125242948532,
0.01168916467577219
] | null | null | null | null | null | null | null |
[
-0.07141359895467758,
-0.018546901643276215,
0.05954030156135559,
0.018998190760612488,
-0.11408516764640808,
-0.022131044417619705,
-0.08314317464828491,
0.024856718257069588,
-0.016009438782930374,
-0.07504867017269135,
-0.03732311353087425,
0.013920807279646397,
-0.023584356531500816,
-0.09838662296533585,
0.023846017196774483,
-0.06631907820701599,
-0.04274546355009079,
-0.009880898520350456,
0.0192538034170866,
0.03703557327389717,
-0.019082877784967422,
-0.04541359469294548,
-0.04436900094151497,
0.013711446896195412,
0.07206626981496811,
0.0013524822425097227,
0.054003410041332245,
-0.07279438525438309,
-0.04047302156686783,
-0.03159955516457558,
0.09492424875497818,
0.05415811017155647,
-0.144810289144516,
0.035961102694272995,
0.035620417445898056,
-0.0176915992051363,
-0.022290032356977463,
0.05448545515537262,
-0.013328023254871368,
0.041811320930719376,
-0.019904226064682007,
-0.03041514940559864,
-0.022384770214557648,
-0.03451671823859215,
0.039285507053136826,
-0.026891745626926422,
0.037506524473428726,
-0.06551329046487808,
-0.037877894937992096,
-0.007047554478049278,
-0.04657462611794472,
-0.012938163243234158,
0.014039864763617516,
0.10017775744199753,
0.06016799807548523,
0.03047724813222885,
-0.02094811014831066,
-0.05996604263782501,
-0.03807627782225609,
-0.018620064482092857,
0.013595129363238811,
-0.017450783401727676,
-0.019709620624780655,
-0.0023102948907762766,
0.030748145654797554,
-0.013858949765563011,
-0.016480082646012306,
0.04976837709546089,
0.032279059290885925,
0.04958934709429741,
-0.012237945571541786,
0.06261934340000153,
-0.08728285133838654,
-0.06318618357181549,
0.06644383817911148,
0.01070456299930811,
0.04003346338868141,
0.01882988214492798,
-0.002123560057953,
0.019203780218958855,
0.00567094050347805,
0.027157505974173546,
-0.05455766245722771,
-0.024053508415818214,
-0.0880795568227768,
0.029886364936828613,
-0.003044926794245839,
0.030334552749991417,
-0.0069325449876487255,
0.083997942507267,
0.03842183202505112,
0.044879067689180374,
-0.024777311831712723,
-0.011197619140148163,
0.04777676984667778,
0.03787242993712425,
0.025197701528668404,
-0.05158517509698868,
0.05553702265024185,
-0.013895047828555107,
0.09036116302013397,
-0.12422738969326019,
0.05078806355595589,
0.1342826932668686,
0.062403831630945206,
0.0013848742237314582,
0.057997968047857285,
0.040720872581005096,
-0.05974729731678963,
-0.007576329167932272,
0.0758996456861496,
-0.02742692455649376,
-0.01637135073542595,
-0.06857848167419434,
0.0650174543261528,
0.07462851703166962,
0.027741514146327972,
0.07825039327144623,
-0.04203304275870323,
-0.040702465921640396,
0.013927212916314602,
0.06836499273777008,
-0.005637832451611757,
0.01001449953764677,
-0.032969992607831955,
-0.013416101224720478,
-0.01139767561107874,
2.394999577481346e-33,
0.049642447382211685,
0.07919596880674362,
-0.031725622713565826,
0.06757813692092896,
-0.018075739964842796,
0.016071205958724022,
-0.015769632533192635,
0.05478806048631668,
0.02942430041730404,
0.02955428883433342,
-0.0536111481487751,
0.021897312253713608,
0.01259000413119793,
-0.010232716798782349,
-0.045515358448028564,
-0.10641252249479294,
0.016154026612639427,
0.06197532266378403,
-0.06168694421648979,
0.07055702805519104,
0.04561055824160576,
-0.0053632790222764015,
-0.01412565540522337,
-0.06476805359125137,
-0.01220190804451704,
0.046381086111068726,
-0.04744367301464081,
0.0038407035171985626,
-0.06271766871213913,
0.04838716238737106,
0.03091253712773323,
-0.01639424078166485,
-0.025586271658539772,
0.007067459635436535,
0.011574176140129566,
0.017657900229096413,
-0.08913382142782211,
-0.0040844278410077095,
-0.03232162445783615,
0.03168310970067978,
-0.009107936173677444,
0.03911089152097702,
-0.06550049036741257,
-0.002395418006926775,
0.08845224231481552,
-0.027504852041602135,
0.07660137861967087,
-0.023462841287255287,
-0.03180016949772835,
0.006867249496281147,
0.11721162497997284,
0.048659682273864746,
-0.027458546683192253,
0.05015854164958,
0.13996733725070953,
0.03854463994503021,
0.004184616729617119,
-0.05043414235115051,
-0.03269291669130325,
0.038021206855773926,
0.02612142078578472,
0.013677561655640602,
-0.016437727957963943,
-0.030692115426063538,
-0.11090044677257538,
0.0390460379421711,
0.02145424485206604,
0.04382554441690445,
0.007398537825793028,
-0.0021552653051912785,
-0.038011107593774796,
0.05436205118894577,
0.0253754872828722,
-0.020321452990174294,
0.03178166225552559,
-0.045140862464904785,
-0.0013198680244386196,
0.06786041706800461,
0.040306996554136276,
0.021804139018058777,
-0.06022435426712036,
-0.0534655787050724,
0.04511633142828941,
-0.014394457451999187,
-0.028549054637551308,
0.002799069043248892,
0.024121949449181557,
0.05016294866800308,
-0.06459078192710876,
-0.0788864940404892,
-0.014971010386943817,
0.037046678364276886,
0.13546830415725708,
-0.0021127795334905386,
-0.045483384281396866,
-3.050476900676947e-33,
0.031876347959041595,
-0.0792197734117508,
-0.0037108331453055143,
-0.013490875251591206,
-0.002904248656705022,
0.12204599380493164,
0.008549277670681477,
0.050319261848926544,
-0.08633053302764893,
-0.09553392976522446,
-0.011273360811173916,
0.03713788092136383,
-0.08764626830816269,
-0.04396296665072441,
0.08013026416301727,
-0.07336477935314178,
0.007367224432528019,
0.02022642455995083,
-0.05783383920788765,
-0.01794048584997654,
0.09152927249670029,
-0.054592978209257126,
0.003934638109058142,
-0.006055908743292093,
-0.019464842975139618,
0.023676836863160133,
0.04021560773253441,
-0.07440686225891113,
0.062248535454273224,
0.08423847705125809,
-0.02180616185069084,
-0.01783793233335018,
-0.02459072135388851,
-0.019636906683444977,
-0.012184889055788517,
0.010072257369756699,
-0.04465252906084061,
0.02163282036781311,
0.0020987940952181816,
-0.07713879644870758,
-0.008792705833911896,
0.16650207340717316,
-0.0032667648047208786,
0.012560943141579628,
-0.002389003289863467,
0.08844861388206482,
0.054900165647268295,
0.0358508862555027,
0.03017437271773815,
0.040474556386470795,
-0.06283727288246155,
-0.026212451979517937,
-0.014750597067177296,
0.07890892028808594,
-0.038353897631168365,
0.013959438540041447,
0.012077989988029003,
-0.01492150966078043,
0.055231980979442596,
-0.040824614465236664,
-0.12387663871049881,
-0.10072686523199081,
0.1260223090648651,
-0.06154262274503708,
0.02246956154704094,
-0.020369762554764748,
-0.029473545029759407,
0.09235171228647232,
-0.040582429617643356,
-0.027778273448348045,
0.12633948028087616,
0.003561882534995675,
-0.06064607948064804,
-0.020897898823022842,
0.046499114483594894,
0.07265906035900116,
0.050797659903764725,
-0.06074961647391319,
0.01819567196071148,
0.007947373203933239,
0.01412044744938612,
0.0928877592086792,
-0.00481586717069149,
0.04324449971318245,
0.031249433755874634,
-0.04788593947887421,
-0.04307205602526665,
-0.09384240210056305,
-0.027577649801969528,
0.014118222519755363,
0.02155224047601223,
0.0081794373691082,
0.043584275990724564,
0.012367733754217625,
0.08098205924034119,
-5.3241357989008975e-8,
0.018024805933237076,
0.04100142791867256,
-0.027105221524834633,
0.0584103986620903,
-0.0007882892969064415,
0.01867028698325157,
-0.0563833974301815,
0.01301948819309473,
0.03511015698313713,
-0.10126624256372452,
-0.005811130162328482,
0.018701912835240364,
0.027600005269050598,
-0.033176250755786896,
-0.07980465888977051,
0.04137355461716652,
-0.1027192622423172,
-0.03582381457090378,
0.005236078519374132,
0.04864376410841942,
0.005779048893600702,
0.0455409474670887,
0.011393382214009762,
0.007728959433734417,
-0.0703921690583229,
0.11946813017129898,
0.011308163404464722,
-0.03497373312711716,
0.038353271782398224,
-0.08647692948579788,
-0.05701221153140068,
-0.03916678577661514,
0.05313165485858917,
0.0008354758028872311,
-0.08775565028190613,
-0.019295142963528633,
-0.06673832982778549,
0.008833940140902996,
0.041090454906225204,
0.028631936758756638,
-0.016985401511192322,
0.03345438838005066,
0.11042675375938416,
-0.049197968095541,
0.003950340673327446,
0.032646894454956055,
-0.0228304211050272,
-0.010443203151226044,
-0.09343819320201874,
0.05701126158237457,
-0.06962981820106506,
0.03067609667778015,
0.007325364276766777,
-0.057636622339487076,
-0.029742417857050896,
0.03176745027303696,
-0.0920577198266983,
-0.024689525365829468,
0.002455835696309805,
-0.04971923679113388,
0.016382429748773575,
-0.004656508099287748,
-0.09617125242948532,
0.01168916467577219
] |
1401.5632
|
Manoj Krishnaswamy
|
Manoj Krishnaswamy, G. Hemantha Kumar
|
Enhancing Template Security of Face Biometrics by Using Edge Detection
and Hashing
|
11 pages, 13 figures, Journal. arXiv admin note: text overlap with
arXiv:1307.7474 by other authors
|
International Journal of Information Processing, 7(4), 11-20,
2013, ISSN : 0973-8215
| null | null |
cs.CV
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper we address the issues of using edge detection techniques on
facial images to produce cancellable biometric templates and a novel method for
template verification against tampering. With increasing use of biometrics,
there is a real threat for the conventional systems using face databases, which
store images of users in raw and unaltered form. If compromised not only it is
irrevocable, but can be misused for cross-matching across different databases.
So it is desirable to generate and store revocable templates for the same user
in different applications to prevent cross-matching and to enhance security,
while maintaining privacy and ethics. By comparing different edge detection
methods it has been observed that the edge detection based on the Roberts Cross
operator performs consistently well across multiple face datasets, in which the
face images have been taken under a variety of conditions. We have proposed a
novel scheme using hashing, for extra verification, in order to harden the
security of the stored biometric templates.
|
[
{
"created": "Wed, 22 Jan 2014 11:50:08 GMT",
"version": "v1"
}
] |
2014-01-23
|
[
[
"Krishnaswamy",
"Manoj",
""
],
[
"Kumar",
"G. Hemantha",
""
]
] |
[
-0.0997840166091919,
0.05078306049108505,
-0.00923923309892416,
-0.07810502499341965,
0.03424441069364548,
-0.0029789581894874573,
-0.0016063691582530737,
-0.038585785776376724,
-0.0354548878967762,
-0.011817597784101963,
0.07165451347827911,
-0.037130314856767654,
0.08842334896326065,
-0.023974403738975525,
-0.004994825925678015,
-0.05812310799956322,
-0.03609143942594528,
0.1205655112862587,
-0.0295077133923769,
0.012525292113423347,
-0.05107194185256958,
-0.12471283227205276,
0.029213707894086838,
-0.06569866091012955,
-0.013079009018838406,
0.03164588287472725,
0.06281895190477371,
0.04368060454726219,
-0.032819923013448715,
-0.09046339988708496,
0.07349748909473419,
-0.022302143275737762,
-0.013813315890729427,
0.05293470621109009,
-0.03595827892422676,
0.011744396761059761,
-0.012597111985087395,
0.05944474786520004,
-0.016673006117343903,
-0.05357675999403,
-0.131220281124115,
-0.04825686663389206,
-0.06723318994045258,
0.08446241170167923,
-0.016182927414774895,
0.09066181629896164,
-0.04918156564235687,
-0.0033297843765467405,
0.012068486772477627,
-0.052826590836048126,
-0.017036791890859604,
-0.04288112744688988,
-0.009316621348261833,
-0.003221384948119521,
-0.034169748425483704,
-0.05254786089062691,
0.042583417147397995,
0.005764584988355637,
-0.015087141655385494,
0.12434794753789902,
-0.0008198645664379001,
-0.03196175396442413,
0.006135397590696812,
0.029179466888308525,
-0.052388325333595276,
0.08244199305772781,
0.019549692049622536,
-0.07989493012428284,
-0.0030951511580497026,
-0.03778934106230736,
-0.028108149766921997,
-0.009241202846169472,
-0.054685287177562714,
0.010179507546126842,
-0.0255755428224802,
0.022550176829099655,
-0.041802309453487396,
-0.02248515747487545,
-0.0061255102045834064,
-0.00430926913395524,
-0.0415491983294487,
-0.04433450847864151,
0.016973938792943954,
-0.05864671245217323,
0.090765081346035,
-0.02446739561855793,
-0.05672788992524147,
-0.05046181380748749,
0.011172713711857796,
0.06620699912309647,
0.00017564154404681176,
0.08234564960002899,
0.0680912509560585,
-0.0714937299489975,
0.07611411064863205,
0.0020275006536394358,
-0.0003836386022157967,
0.04310956969857216,
0.03854196518659592,
0.07747621089220047,
-0.07008518278598785,
-0.046459317207336426,
0.004759574308991432,
0.002058934886008501,
0.16414915025234222,
0.06490924209356308,
-0.011349287815392017,
-0.04934226721525192,
0.07146608829498291,
-0.02934282086789608,
0.08088158071041107,
0.01272312831133604,
-0.06621623039245605,
-0.013944082893431187,
0.012891562655568123,
-0.03338390588760376,
0.007087124045938253,
0.03721949830651283,
0.03955713286995888,
-0.005501064006239176,
0.06276601552963257,
0.0014444499975070357,
0.052684955298900604,
-0.07684680819511414,
0.002514211693778634,
-0.04154856130480766,
-0.057064350694417953,
1.9893370280255516e-33,
-0.00047014697338454425,
0.06406952440738678,
-0.04225330054759979,
-0.005359501577913761,
-0.038575708866119385,
0.03952617570757866,
-0.07663105428218842,
0.038732968270778656,
-0.04253719747066498,
0.05708805099129677,
-0.04893237724900246,
0.041120678186416626,
-0.03221799060702324,
0.07491054385900497,
-0.0013137324713170528,
0.11037340760231018,
0.026102479547262192,
0.010170427151024342,
-0.024198807775974274,
-0.01522861048579216,
0.105916328728199,
-0.11735756695270538,
0.047195106744766235,
0.04495251178741455,
-0.0364547073841095,
0.04352773353457451,
0.042981311678886414,
-0.08339250832796097,
0.08334853500127792,
0.0021567493677139282,
-0.06333130598068237,
0.007202476263046265,
0.05984233692288399,
0.029004458338022232,
0.12613993883132935,
0.020549209788441658,
0.026984499767422676,
-0.03875396400690079,
0.024116171523928642,
0.04188759624958038,
0.06672819703817368,
0.019878553226590157,
0.06340041011571884,
-0.0553290992975235,
-0.03367125615477562,
0.04490020498633385,
-0.04446449875831604,
0.0341678112745285,
-0.016013946384191513,
0.01885584183037281,
0.041513532400131226,
-0.0004990341840311885,
-0.03974153473973274,
-0.01059302780777216,
-0.07032874971628189,
-0.04812561348080635,
-0.0476037971675396,
0.034928176552057266,
0.019899562001228333,
0.05395868048071861,
-0.036727774888277054,
0.007915636524558067,
-0.0009411992505192757,
-0.0076853008940815926,
-0.06063516438007355,
-0.1386660635471344,
0.03195098042488098,
-0.02186724729835987,
-0.043305084109306335,
0.0526617132127285,
-0.008670982904732227,
0.041110552847385406,
-0.020922012627124786,
-0.014082887209951878,
-0.05137883126735687,
-0.04398784413933754,
0.07052995264530182,
0.09370791912078857,
0.00964847207069397,
0.0006930137169547379,
0.006821152754127979,
0.13396327197551727,
0.02123924531042576,
-0.10636087507009506,
-0.0387633740901947,
-0.050505347549915314,
-0.027040187269449234,
-0.08304572105407715,
-0.04434419795870781,
0.050256188958883286,
-0.013679283671081066,
0.01009335182607174,
-0.0114516019821167,
0.04455450177192688,
-0.015366357751190662,
-3.375703126770857e-33,
-0.019014379009604454,
0.021636536344885826,
0.015352709218859673,
-0.011721475049853325,
-0.0019441813929006457,
-0.05065887048840523,
0.11639788746833801,
0.06918969005346298,
-0.04574282467365265,
-0.06894753128290176,
0.02598133683204651,
-0.006768796127289534,
0.061384961009025574,
-0.07486897706985474,
0.017497610300779343,
0.006770698819309473,
0.003425979521125555,
-0.01698356121778488,
-0.09198503196239471,
0.0013561531668528914,
-0.0500599630177021,
0.0963393896818161,
-0.04898655414581299,
0.012473012320697308,
0.04316364601254463,
0.03851858526468277,
-0.042604148387908936,
-0.005268863867968321,
0.0531197153031826,
0.022105302661657333,
0.011101697571575642,
0.02895357459783554,
-0.03652666136622429,
-0.044657766819000244,
-0.0532195121049881,
-0.03848997503519058,
-0.0019957642070949078,
0.052661895751953125,
0.0013249915791675448,
0.1025400310754776,
-0.010016527026891708,
0.039510417729616165,
-0.08548714220523834,
-0.03556773439049721,
-0.02594779245555401,
-0.04382557049393654,
-0.050825394690036774,
0.02163449302315712,
-0.0081159183755517,
-0.02342037670314312,
0.009534163400530815,
-0.01705259643495083,
-0.04321826621890068,
0.0247552078217268,
-0.05126399174332619,
-0.04322534054517746,
-0.021577514708042145,
0.08136623352766037,
0.01379977073520422,
0.07392629235982895,
0.03191879391670227,
-0.0861804187297821,
0.018450438976287842,
0.022470837458968163,
0.00040500418981537223,
0.03374225273728371,
-0.05982981249690056,
-0.024649495258927345,
-0.07538925111293793,
0.0383310504257679,
0.0053954534232616425,
-0.05704868957400322,
-0.03485669568181038,
-0.004298640880733728,
0.06063816323876381,
-0.01509238500148058,
-0.005363379139453173,
0.014994730241596699,
-0.020239772275090218,
0.06396575272083282,
0.00455756951123476,
-0.1054130494594574,
0.032547105103731155,
0.06515730172395706,
0.060326624661684036,
-0.041313257068395615,
0.0027644603978842497,
-0.09914549440145493,
-0.02477468177676201,
-0.02075187861919403,
-0.07184819877147675,
0.027179211378097534,
-0.023461954668164253,
0.0748090073466301,
0.043032098561525345,
-4.1350698865016966e-8,
0.039510902017354965,
-0.04033868759870529,
0.03154122084379196,
-0.06375327706336975,
0.018204716965556145,
0.047462865710258484,
-0.035221777856349945,
-0.012314178049564362,
-0.07108920067548752,
-0.07242505997419357,
0.08423193544149399,
0.0037511223927140236,
-0.024924766272306442,
-0.037767037749290466,
0.013019061647355556,
0.02595038339495659,
-0.0707583874464035,
0.03712433949112892,
0.00646293256431818,
-0.025188850238919258,
-0.08764936774969101,
0.05052653327584267,
-0.04749211668968201,
-0.024667862802743912,
0.02514258585870266,
0.02050146460533142,
-0.028230423107743263,
0.044636450707912445,
0.015096438117325306,
0.05516591668128967,
0.0027210924308747053,
-0.0023704320192337036,
0.10553546249866486,
-0.035591572523117065,
0.03305267170071602,
0.0532333180308342,
0.00859982892870903,
0.01847308874130249,
-0.03779483959078789,
-0.006979926023632288,
0.05837642401456833,
-0.008558063767850399,
-0.11131139099597931,
0.005637328140437603,
-0.027260497212409973,
0.013534663245081902,
0.18627341091632843,
0.015844125300645828,
-0.05104399845004082,
0.06931184977293015,
0.0687214583158493,
-0.06013650447130203,
-0.0004991981550119817,
0.06316182017326355,
-0.028014959767460823,
-0.021192330867052078,
0.06607870012521744,
-0.02064025029540062,
0.08510087430477142,
0.06920559704303741,
0.028147675096988678,
-0.08952383697032928,
0.05284615606069565,
-0.03523295745253563
] | null | null | null | null | null | null | null |
[
-0.0997840166091919,
0.05078306049108505,
-0.00923923309892416,
-0.07810502499341965,
0.03424441069364548,
-0.0029789581894874573,
-0.0016063691582530737,
-0.038585785776376724,
-0.0354548878967762,
-0.011817597784101963,
0.07165451347827911,
-0.037130314856767654,
0.08842334896326065,
-0.023974403738975525,
-0.004994825925678015,
-0.05812310799956322,
-0.03609143942594528,
0.1205655112862587,
-0.0295077133923769,
0.012525292113423347,
-0.05107194185256958,
-0.12471283227205276,
0.029213707894086838,
-0.06569866091012955,
-0.013079009018838406,
0.03164588287472725,
0.06281895190477371,
0.04368060454726219,
-0.032819923013448715,
-0.09046339988708496,
0.07349748909473419,
-0.022302143275737762,
-0.013813315890729427,
0.05293470621109009,
-0.03595827892422676,
0.011744396761059761,
-0.012597111985087395,
0.05944474786520004,
-0.016673006117343903,
-0.05357675999403,
-0.131220281124115,
-0.04825686663389206,
-0.06723318994045258,
0.08446241170167923,
-0.016182927414774895,
0.09066181629896164,
-0.04918156564235687,
-0.0033297843765467405,
0.012068486772477627,
-0.052826590836048126,
-0.017036791890859604,
-0.04288112744688988,
-0.009316621348261833,
-0.003221384948119521,
-0.034169748425483704,
-0.05254786089062691,
0.042583417147397995,
0.005764584988355637,
-0.015087141655385494,
0.12434794753789902,
-0.0008198645664379001,
-0.03196175396442413,
0.006135397590696812,
0.029179466888308525,
-0.052388325333595276,
0.08244199305772781,
0.019549692049622536,
-0.07989493012428284,
-0.0030951511580497026,
-0.03778934106230736,
-0.028108149766921997,
-0.009241202846169472,
-0.054685287177562714,
0.010179507546126842,
-0.0255755428224802,
0.022550176829099655,
-0.041802309453487396,
-0.02248515747487545,
-0.0061255102045834064,
-0.00430926913395524,
-0.0415491983294487,
-0.04433450847864151,
0.016973938792943954,
-0.05864671245217323,
0.090765081346035,
-0.02446739561855793,
-0.05672788992524147,
-0.05046181380748749,
0.011172713711857796,
0.06620699912309647,
0.00017564154404681176,
0.08234564960002899,
0.0680912509560585,
-0.0714937299489975,
0.07611411064863205,
0.0020275006536394358,
-0.0003836386022157967,
0.04310956969857216,
0.03854196518659592,
0.07747621089220047,
-0.07008518278598785,
-0.046459317207336426,
0.004759574308991432,
0.002058934886008501,
0.16414915025234222,
0.06490924209356308,
-0.011349287815392017,
-0.04934226721525192,
0.07146608829498291,
-0.02934282086789608,
0.08088158071041107,
0.01272312831133604,
-0.06621623039245605,
-0.013944082893431187,
0.012891562655568123,
-0.03338390588760376,
0.007087124045938253,
0.03721949830651283,
0.03955713286995888,
-0.005501064006239176,
0.06276601552963257,
0.0014444499975070357,
0.052684955298900604,
-0.07684680819511414,
0.002514211693778634,
-0.04154856130480766,
-0.057064350694417953,
1.9893370280255516e-33,
-0.00047014697338454425,
0.06406952440738678,
-0.04225330054759979,
-0.005359501577913761,
-0.038575708866119385,
0.03952617570757866,
-0.07663105428218842,
0.038732968270778656,
-0.04253719747066498,
0.05708805099129677,
-0.04893237724900246,
0.041120678186416626,
-0.03221799060702324,
0.07491054385900497,
-0.0013137324713170528,
0.11037340760231018,
0.026102479547262192,
0.010170427151024342,
-0.024198807775974274,
-0.01522861048579216,
0.105916328728199,
-0.11735756695270538,
0.047195106744766235,
0.04495251178741455,
-0.0364547073841095,
0.04352773353457451,
0.042981311678886414,
-0.08339250832796097,
0.08334853500127792,
0.0021567493677139282,
-0.06333130598068237,
0.007202476263046265,
0.05984233692288399,
0.029004458338022232,
0.12613993883132935,
0.020549209788441658,
0.026984499767422676,
-0.03875396400690079,
0.024116171523928642,
0.04188759624958038,
0.06672819703817368,
0.019878553226590157,
0.06340041011571884,
-0.0553290992975235,
-0.03367125615477562,
0.04490020498633385,
-0.04446449875831604,
0.0341678112745285,
-0.016013946384191513,
0.01885584183037281,
0.041513532400131226,
-0.0004990341840311885,
-0.03974153473973274,
-0.01059302780777216,
-0.07032874971628189,
-0.04812561348080635,
-0.0476037971675396,
0.034928176552057266,
0.019899562001228333,
0.05395868048071861,
-0.036727774888277054,
0.007915636524558067,
-0.0009411992505192757,
-0.0076853008940815926,
-0.06063516438007355,
-0.1386660635471344,
0.03195098042488098,
-0.02186724729835987,
-0.043305084109306335,
0.0526617132127285,
-0.008670982904732227,
0.041110552847385406,
-0.020922012627124786,
-0.014082887209951878,
-0.05137883126735687,
-0.04398784413933754,
0.07052995264530182,
0.09370791912078857,
0.00964847207069397,
0.0006930137169547379,
0.006821152754127979,
0.13396327197551727,
0.02123924531042576,
-0.10636087507009506,
-0.0387633740901947,
-0.050505347549915314,
-0.027040187269449234,
-0.08304572105407715,
-0.04434419795870781,
0.050256188958883286,
-0.013679283671081066,
0.01009335182607174,
-0.0114516019821167,
0.04455450177192688,
-0.015366357751190662,
-3.375703126770857e-33,
-0.019014379009604454,
0.021636536344885826,
0.015352709218859673,
-0.011721475049853325,
-0.0019441813929006457,
-0.05065887048840523,
0.11639788746833801,
0.06918969005346298,
-0.04574282467365265,
-0.06894753128290176,
0.02598133683204651,
-0.006768796127289534,
0.061384961009025574,
-0.07486897706985474,
0.017497610300779343,
0.006770698819309473,
0.003425979521125555,
-0.01698356121778488,
-0.09198503196239471,
0.0013561531668528914,
-0.0500599630177021,
0.0963393896818161,
-0.04898655414581299,
0.012473012320697308,
0.04316364601254463,
0.03851858526468277,
-0.042604148387908936,
-0.005268863867968321,
0.0531197153031826,
0.022105302661657333,
0.011101697571575642,
0.02895357459783554,
-0.03652666136622429,
-0.044657766819000244,
-0.0532195121049881,
-0.03848997503519058,
-0.0019957642070949078,
0.052661895751953125,
0.0013249915791675448,
0.1025400310754776,
-0.010016527026891708,
0.039510417729616165,
-0.08548714220523834,
-0.03556773439049721,
-0.02594779245555401,
-0.04382557049393654,
-0.050825394690036774,
0.02163449302315712,
-0.0081159183755517,
-0.02342037670314312,
0.009534163400530815,
-0.01705259643495083,
-0.04321826621890068,
0.0247552078217268,
-0.05126399174332619,
-0.04322534054517746,
-0.021577514708042145,
0.08136623352766037,
0.01379977073520422,
0.07392629235982895,
0.03191879391670227,
-0.0861804187297821,
0.018450438976287842,
0.022470837458968163,
0.00040500418981537223,
0.03374225273728371,
-0.05982981249690056,
-0.024649495258927345,
-0.07538925111293793,
0.0383310504257679,
0.0053954534232616425,
-0.05704868957400322,
-0.03485669568181038,
-0.004298640880733728,
0.06063816323876381,
-0.01509238500148058,
-0.005363379139453173,
0.014994730241596699,
-0.020239772275090218,
0.06396575272083282,
0.00455756951123476,
-0.1054130494594574,
0.032547105103731155,
0.06515730172395706,
0.060326624661684036,
-0.041313257068395615,
0.0027644603978842497,
-0.09914549440145493,
-0.02477468177676201,
-0.02075187861919403,
-0.07184819877147675,
0.027179211378097534,
-0.023461954668164253,
0.0748090073466301,
0.043032098561525345,
-4.1350698865016966e-8,
0.039510902017354965,
-0.04033868759870529,
0.03154122084379196,
-0.06375327706336975,
0.018204716965556145,
0.047462865710258484,
-0.035221777856349945,
-0.012314178049564362,
-0.07108920067548752,
-0.07242505997419357,
0.08423193544149399,
0.0037511223927140236,
-0.024924766272306442,
-0.037767037749290466,
0.013019061647355556,
0.02595038339495659,
-0.0707583874464035,
0.03712433949112892,
0.00646293256431818,
-0.025188850238919258,
-0.08764936774969101,
0.05052653327584267,
-0.04749211668968201,
-0.024667862802743912,
0.02514258585870266,
0.02050146460533142,
-0.028230423107743263,
0.044636450707912445,
0.015096438117325306,
0.05516591668128967,
0.0027210924308747053,
-0.0023704320192337036,
0.10553546249866486,
-0.035591572523117065,
0.03305267170071602,
0.0532333180308342,
0.00859982892870903,
0.01847308874130249,
-0.03779483959078789,
-0.006979926023632288,
0.05837642401456833,
-0.008558063767850399,
-0.11131139099597931,
0.005637328140437603,
-0.027260497212409973,
0.013534663245081902,
0.18627341091632843,
0.015844125300645828,
-0.05104399845004082,
0.06931184977293015,
0.0687214583158493,
-0.06013650447130203,
-0.0004991981550119817,
0.06316182017326355,
-0.028014959767460823,
-0.021192330867052078,
0.06607870012521744,
-0.02064025029540062,
0.08510087430477142,
0.06920559704303741,
0.028147675096988678,
-0.08952383697032928,
0.05284615606069565,
-0.03523295745253563
] |
1401.5634
|
Eugene Rosenfeld
|
E. V. Rosenfeld, A. V. Zakharov
|
Relation between the charge/discharge processes of dust particles and
the dynamics of dust clouds over the Moon surface
|
in Russian
| null | null | null |
astro-ph.EP physics.space-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
It is shown that the appearance of lunar horizon glow and streamers observed
above the lunar terminator described by the dynamic fountain mode byl Stubbs et
al. (2006) requires a value of dust particles charge several orders exceed what
they obtain on the Lunar surface. To obtain a sufficient charge due to a
departure of photoelectrons separated submicron particles have to flow over the
surface during tens of seconds or even several minutes. Therefore for emergence
of dust streamers at the lunar sunrise it is necessary that dust particles do
not lose the positive charge during a night.
|
[
{
"created": "Wed, 22 Jan 2014 11:55:05 GMT",
"version": "v1"
}
] |
2014-01-23
|
[
[
"Rosenfeld",
"E. V.",
""
],
[
"Zakharov",
"A. V.",
""
]
] |
[
0.005177076905965805,
0.01691620983183384,
0.08222104609012604,
0.034457333385944366,
0.07035312801599503,
-0.06420926749706268,
0.09008150547742844,
-0.06626708805561066,
-0.03666459769010544,
-0.011131491512060165,
0.040121421217918396,
-0.11278309673070908,
-0.01802494004368782,
0.015837112441658974,
0.008877531625330448,
0.052236299961805344,
0.029097657650709152,
-0.03966665640473366,
0.04280761256814003,
-0.004979507066309452,
0.012228349223732948,
-0.03952665627002716,
0.001525852014310658,
-0.0045615267008543015,
0.05690877139568329,
0.06038763001561165,
0.0012413341319188476,
-0.031967438757419586,
0.05788878723978996,
-0.051162462681531906,
-0.0012687788112089038,
0.0312131866812706,
-0.034338049590587616,
-0.03841696307063103,
0.03919583186507225,
-0.016675109043717384,
-0.0009932373650372028,
-0.019243642687797546,
-0.02004486694931984,
-0.016831394284963608,
0.049600377678871155,
-0.10327934473752975,
-0.0009082392789423466,
-0.08692567050457001,
-0.08084562420845032,
0.03776600956916809,
0.11202026158571243,
-0.009062825702130795,
0.037691451609134674,
0.032949049025774,
0.020442381501197815,
0.017079973593354225,
-0.0777302011847496,
0.02922976203262806,
-0.07449773699045181,
-0.006202423479408026,
-0.03800485283136368,
-0.0508221760392189,
0.031239397823810577,
-0.06428947299718857,
-0.09176558256149292,
0.03803755342960358,
-0.03108612820506096,
-0.02466842718422413,
0.0825737938284874,
0.04019209370017052,
-0.08878195285797119,
-0.01461220346391201,
0.05865970626473427,
-0.02947833389043808,
0.022232510149478912,
0.04332680255174637,
-0.03883574903011322,
-0.09373526275157928,
-0.09171579033136368,
-0.011954555287957191,
-0.01331348717212677,
0.010136471129953861,
-0.019379137083888054,
-0.04010768607258797,
0.077027328312397,
0.032806143164634705,
-0.04204003885388374,
0.08501836657524109,
0.008003720082342625,
0.06484939903020859,
-0.04921954497694969,
0.002923639491200447,
-0.006251645274460316,
0.00736238481476903,
-0.032723091542720795,
-0.04824076592922211,
-0.06740900129079819,
-0.02384798228740692,
-0.008970789611339569,
-0.03631661832332611,
-0.00002853709702321794,
0.020932193845510483,
0.028591809794306755,
0.0001613693020772189,
-0.020175041630864143,
0.024748997762799263,
0.009197135455906391,
-0.02067287266254425,
-0.017666108906269073,
-0.0570877380669117,
-0.021305743604898453,
-0.0006015856633894145,
0.040521733462810516,
0.03296045586466789,
0.047108788043260574,
-0.04779849573969841,
0.013786193914711475,
-0.024909846484661102,
0.02706255204975605,
0.016000717878341675,
-0.12007717043161392,
0.016953442245721817,
-0.06731190532445908,
0.021584810689091682,
0.05729992687702179,
0.035818204283714294,
0.014163750223815441,
-0.011752444319427013,
0.0867777019739151,
-0.007854143157601357,
0.07887543737888336,
3.76908745406132e-33,
0.047935694456100464,
-0.024300239980220795,
0.037696920335292816,
0.0006899613072164357,
0.07070185989141464,
-0.050897758454084396,
0.03883695229887962,
0.0882861539721489,
-0.025506483390927315,
-0.026609446853399277,
-0.0644761323928833,
-0.012538791634142399,
-0.021522682160139084,
0.03128468990325928,
0.06511994451284409,
-0.01579561084508896,
0.046937257051467896,
-0.0409044586122036,
0.00826724898070097,
0.02361896075308323,
-0.07092562317848206,
-0.0307057686150074,
-0.07376192510128021,
-0.05666037276387215,
0.03129766508936882,
0.02461330033838749,
0.007359209004789591,
0.013598102144896984,
-0.04339921474456787,
0.027219373732805252,
0.10229640454053879,
0.033890459686517715,
0.03789367154240608,
0.11661841720342636,
-0.01872052438557148,
0.09659530967473984,
-0.06557246297597885,
-0.0007525739492848516,
-0.013075212016701698,
-0.03128699213266373,
-0.0502721443772316,
0.028826573863625526,
-0.06594116240739822,
-0.02298402599990368,
-0.059358131140470505,
-0.07680293917655945,
0.05108159780502319,
-0.023017236962914467,
0.03235798329114914,
-0.011032926850020885,
0.07030477374792099,
0.004875806625932455,
-0.016224978491663933,
0.059599652886390686,
0.08578222990036011,
0.04268795624375343,
-0.04550618678331375,
-0.053277529776096344,
-0.051693275570869446,
0.06915975362062454,
-0.026699073612689972,
0.02357533574104309,
-0.010449125431478024,
-0.06701859831809998,
-0.01905401609838009,
0.022814150899648666,
0.03412729874253273,
0.06484563648700714,
-0.08011547476053238,
-0.07792294025421143,
-0.010643301531672478,
-0.06497608870267868,
0.012391460128128529,
-0.02051340788602829,
-0.02506752870976925,
0.03814803063869476,
0.07437640428543091,
0.023789890110492706,
-0.01755465753376484,
-0.01683497428894043,
-0.030468564480543137,
-0.06679008901119232,
0.054982297122478485,
-0.040239039808511734,
-0.03310493379831314,
0.030032183974981308,
0.0883926972746849,
0.06829635053873062,
-0.07234841585159302,
-0.05056694895029068,
-0.002424035221338272,
-0.008515499532222748,
0.08482929319143295,
-0.014218070544302464,
-0.09157856553792953,
-5.379432062741312e-33,
0.01880297251045704,
-0.050050798803567886,
-0.11792228370904922,
-0.00631161592900753,
0.04788742586970329,
0.06595105677843094,
-0.02903754822909832,
0.0031019619200378656,
-0.08071307837963104,
0.07353433221578598,
-0.1144968643784523,
0.10465595126152039,
-0.08810096234083176,
-0.0223167072981596,
0.08206808567047119,
-0.07227450609207153,
-0.024765269830822945,
0.05646704137325287,
0.03319276496767998,
0.0561615452170372,
0.008852249942719936,
0.062103770673274994,
0.06718502938747406,
-0.1317000538110733,
-0.027797628194093704,
0.02914327196776867,
0.11237741261720657,
0.03847762569785118,
0.08091079443693161,
0.014008481986820698,
-0.07388651371002197,
0.05857185646891594,
-0.0028013770934194326,
-0.02138029783964157,
0.04209345951676369,
-0.02656424231827259,
0.07430928200483322,
-0.017265109345316887,
-0.018539955839514732,
0.01654982380568981,
-0.011076608672738075,
-0.014083271846175194,
0.02391350455582142,
-0.03707974776625633,
0.030046898871660233,
0.006823663134127855,
-0.05461403355002403,
0.05730833113193512,
-0.07222823798656464,
0.028920289129018784,
0.004907625261694193,
-0.06788388639688492,
-0.08572938293218613,
0.1023857593536377,
-0.11944036185741425,
0.05818832293152809,
0.03931459039449692,
0.04571197181940079,
0.023526564240455627,
-0.12327896803617477,
-0.025301935151219368,
-0.030030900612473488,
-0.0016156545607373118,
-0.016937851905822754,
-0.002587683964520693,
-0.035968419164419174,
0.004488870967179537,
0.10173258930444717,
-0.006909866351634264,
-0.03622226044535637,
-0.01692056655883789,
-0.12248563021421432,
0.04158422350883484,
0.03531613200902939,
-0.021060142666101456,
0.003038913942873478,
-0.007089111488312483,
0.013700732961297035,
0.0438757985830307,
-0.06019784137606621,
-0.14141665399074554,
0.02581905387341976,
-0.0022872050758451223,
-0.05307752266526222,
0.05503268912434578,
-0.1009182333946228,
-0.031675901263952255,
-0.045118823647499084,
-0.049229998141527176,
0.01413776259869337,
0.05851178243756294,
-0.03368043527007103,
0.03283217176795006,
0.025570238009095192,
-0.01302405633032322,
-4.408344977946399e-8,
0.03721015155315399,
-0.010081550106406212,
0.029361212626099586,
0.04936454817652702,
0.07900702208280563,
0.0015235458267852664,
0.08657796680927277,
0.08486398309469223,
-0.04667612910270691,
-0.0029947999864816666,
0.02921764738857746,
-0.006690141744911671,
0.05538412183523178,
-0.08764980733394623,
0.03936582803726196,
0.08078158646821976,
-0.004396041389554739,
-0.0638163760304451,
-0.07579252868890762,
-0.050587549805641174,
0.04440631717443466,
0.0379551500082016,
-0.006755984388291836,
0.024610552936792374,
-0.02331532910466194,
0.07678359001874924,
0.09670764952898026,
-0.004882693290710449,
-0.05854222550988197,
0.01126071996986866,
-0.04255911707878113,
0.07572624087333679,
0.040135130286216736,
-0.1258682906627655,
-0.046189386397600174,
-0.005841171368956566,
0.0026114508509635925,
-0.010572726838290691,
0.01931650936603546,
0.004042026121169329,
-0.04214248061180115,
-0.03657858818769455,
-0.02069191075861454,
-0.02685645781457424,
0.01747143268585205,
0.034906987100839615,
0.02802383154630661,
-0.03391499072313309,
-0.043717388063669205,
0.0862785130739212,
-0.03587248921394348,
0.02781309001147747,
0.04738158732652664,
-0.049360547214746475,
-0.013824696652591228,
-0.021962042897939682,
-0.03266529738903046,
-0.010178917087614536,
0.042014673352241516,
-0.0005175134865567088,
0.1399657428264618,
-0.00887160375714302,
-0.036366239190101624,
0.03050428070127964
] | null | null | null | null | null | null | null |
[
0.005177076905965805,
0.01691620983183384,
0.08222104609012604,
0.034457333385944366,
0.07035312801599503,
-0.06420926749706268,
0.09008150547742844,
-0.06626708805561066,
-0.03666459769010544,
-0.011131491512060165,
0.040121421217918396,
-0.11278309673070908,
-0.01802494004368782,
0.015837112441658974,
0.008877531625330448,
0.052236299961805344,
0.029097657650709152,
-0.03966665640473366,
0.04280761256814003,
-0.004979507066309452,
0.012228349223732948,
-0.03952665627002716,
0.001525852014310658,
-0.0045615267008543015,
0.05690877139568329,
0.06038763001561165,
0.0012413341319188476,
-0.031967438757419586,
0.05788878723978996,
-0.051162462681531906,
-0.0012687788112089038,
0.0312131866812706,
-0.034338049590587616,
-0.03841696307063103,
0.03919583186507225,
-0.016675109043717384,
-0.0009932373650372028,
-0.019243642687797546,
-0.02004486694931984,
-0.016831394284963608,
0.049600377678871155,
-0.10327934473752975,
-0.0009082392789423466,
-0.08692567050457001,
-0.08084562420845032,
0.03776600956916809,
0.11202026158571243,
-0.009062825702130795,
0.037691451609134674,
0.032949049025774,
0.020442381501197815,
0.017079973593354225,
-0.0777302011847496,
0.02922976203262806,
-0.07449773699045181,
-0.006202423479408026,
-0.03800485283136368,
-0.0508221760392189,
0.031239397823810577,
-0.06428947299718857,
-0.09176558256149292,
0.03803755342960358,
-0.03108612820506096,
-0.02466842718422413,
0.0825737938284874,
0.04019209370017052,
-0.08878195285797119,
-0.01461220346391201,
0.05865970626473427,
-0.02947833389043808,
0.022232510149478912,
0.04332680255174637,
-0.03883574903011322,
-0.09373526275157928,
-0.09171579033136368,
-0.011954555287957191,
-0.01331348717212677,
0.010136471129953861,
-0.019379137083888054,
-0.04010768607258797,
0.077027328312397,
0.032806143164634705,
-0.04204003885388374,
0.08501836657524109,
0.008003720082342625,
0.06484939903020859,
-0.04921954497694969,
0.002923639491200447,
-0.006251645274460316,
0.00736238481476903,
-0.032723091542720795,
-0.04824076592922211,
-0.06740900129079819,
-0.02384798228740692,
-0.008970789611339569,
-0.03631661832332611,
-0.00002853709702321794,
0.020932193845510483,
0.028591809794306755,
0.0001613693020772189,
-0.020175041630864143,
0.024748997762799263,
0.009197135455906391,
-0.02067287266254425,
-0.017666108906269073,
-0.0570877380669117,
-0.021305743604898453,
-0.0006015856633894145,
0.040521733462810516,
0.03296045586466789,
0.047108788043260574,
-0.04779849573969841,
0.013786193914711475,
-0.024909846484661102,
0.02706255204975605,
0.016000717878341675,
-0.12007717043161392,
0.016953442245721817,
-0.06731190532445908,
0.021584810689091682,
0.05729992687702179,
0.035818204283714294,
0.014163750223815441,
-0.011752444319427013,
0.0867777019739151,
-0.007854143157601357,
0.07887543737888336,
3.76908745406132e-33,
0.047935694456100464,
-0.024300239980220795,
0.037696920335292816,
0.0006899613072164357,
0.07070185989141464,
-0.050897758454084396,
0.03883695229887962,
0.0882861539721489,
-0.025506483390927315,
-0.026609446853399277,
-0.0644761323928833,
-0.012538791634142399,
-0.021522682160139084,
0.03128468990325928,
0.06511994451284409,
-0.01579561084508896,
0.046937257051467896,
-0.0409044586122036,
0.00826724898070097,
0.02361896075308323,
-0.07092562317848206,
-0.0307057686150074,
-0.07376192510128021,
-0.05666037276387215,
0.03129766508936882,
0.02461330033838749,
0.007359209004789591,
0.013598102144896984,
-0.04339921474456787,
0.027219373732805252,
0.10229640454053879,
0.033890459686517715,
0.03789367154240608,
0.11661841720342636,
-0.01872052438557148,
0.09659530967473984,
-0.06557246297597885,
-0.0007525739492848516,
-0.013075212016701698,
-0.03128699213266373,
-0.0502721443772316,
0.028826573863625526,
-0.06594116240739822,
-0.02298402599990368,
-0.059358131140470505,
-0.07680293917655945,
0.05108159780502319,
-0.023017236962914467,
0.03235798329114914,
-0.011032926850020885,
0.07030477374792099,
0.004875806625932455,
-0.016224978491663933,
0.059599652886390686,
0.08578222990036011,
0.04268795624375343,
-0.04550618678331375,
-0.053277529776096344,
-0.051693275570869446,
0.06915975362062454,
-0.026699073612689972,
0.02357533574104309,
-0.010449125431478024,
-0.06701859831809998,
-0.01905401609838009,
0.022814150899648666,
0.03412729874253273,
0.06484563648700714,
-0.08011547476053238,
-0.07792294025421143,
-0.010643301531672478,
-0.06497608870267868,
0.012391460128128529,
-0.02051340788602829,
-0.02506752870976925,
0.03814803063869476,
0.07437640428543091,
0.023789890110492706,
-0.01755465753376484,
-0.01683497428894043,
-0.030468564480543137,
-0.06679008901119232,
0.054982297122478485,
-0.040239039808511734,
-0.03310493379831314,
0.030032183974981308,
0.0883926972746849,
0.06829635053873062,
-0.07234841585159302,
-0.05056694895029068,
-0.002424035221338272,
-0.008515499532222748,
0.08482929319143295,
-0.014218070544302464,
-0.09157856553792953,
-5.379432062741312e-33,
0.01880297251045704,
-0.050050798803567886,
-0.11792228370904922,
-0.00631161592900753,
0.04788742586970329,
0.06595105677843094,
-0.02903754822909832,
0.0031019619200378656,
-0.08071307837963104,
0.07353433221578598,
-0.1144968643784523,
0.10465595126152039,
-0.08810096234083176,
-0.0223167072981596,
0.08206808567047119,
-0.07227450609207153,
-0.024765269830822945,
0.05646704137325287,
0.03319276496767998,
0.0561615452170372,
0.008852249942719936,
0.062103770673274994,
0.06718502938747406,
-0.1317000538110733,
-0.027797628194093704,
0.02914327196776867,
0.11237741261720657,
0.03847762569785118,
0.08091079443693161,
0.014008481986820698,
-0.07388651371002197,
0.05857185646891594,
-0.0028013770934194326,
-0.02138029783964157,
0.04209345951676369,
-0.02656424231827259,
0.07430928200483322,
-0.017265109345316887,
-0.018539955839514732,
0.01654982380568981,
-0.011076608672738075,
-0.014083271846175194,
0.02391350455582142,
-0.03707974776625633,
0.030046898871660233,
0.006823663134127855,
-0.05461403355002403,
0.05730833113193512,
-0.07222823798656464,
0.028920289129018784,
0.004907625261694193,
-0.06788388639688492,
-0.08572938293218613,
0.1023857593536377,
-0.11944036185741425,
0.05818832293152809,
0.03931459039449692,
0.04571197181940079,
0.023526564240455627,
-0.12327896803617477,
-0.025301935151219368,
-0.030030900612473488,
-0.0016156545607373118,
-0.016937851905822754,
-0.002587683964520693,
-0.035968419164419174,
0.004488870967179537,
0.10173258930444717,
-0.006909866351634264,
-0.03622226044535637,
-0.01692056655883789,
-0.12248563021421432,
0.04158422350883484,
0.03531613200902939,
-0.021060142666101456,
0.003038913942873478,
-0.007089111488312483,
0.013700732961297035,
0.0438757985830307,
-0.06019784137606621,
-0.14141665399074554,
0.02581905387341976,
-0.0022872050758451223,
-0.05307752266526222,
0.05503268912434578,
-0.1009182333946228,
-0.031675901263952255,
-0.045118823647499084,
-0.049229998141527176,
0.01413776259869337,
0.05851178243756294,
-0.03368043527007103,
0.03283217176795006,
0.025570238009095192,
-0.01302405633032322,
-4.408344977946399e-8,
0.03721015155315399,
-0.010081550106406212,
0.029361212626099586,
0.04936454817652702,
0.07900702208280563,
0.0015235458267852664,
0.08657796680927277,
0.08486398309469223,
-0.04667612910270691,
-0.0029947999864816666,
0.02921764738857746,
-0.006690141744911671,
0.05538412183523178,
-0.08764980733394623,
0.03936582803726196,
0.08078158646821976,
-0.004396041389554739,
-0.0638163760304451,
-0.07579252868890762,
-0.050587549805641174,
0.04440631717443466,
0.0379551500082016,
-0.006755984388291836,
0.024610552936792374,
-0.02331532910466194,
0.07678359001874924,
0.09670764952898026,
-0.004882693290710449,
-0.05854222550988197,
0.01126071996986866,
-0.04255911707878113,
0.07572624087333679,
0.040135130286216736,
-0.1258682906627655,
-0.046189386397600174,
-0.005841171368956566,
0.0026114508509635925,
-0.010572726838290691,
0.01931650936603546,
0.004042026121169329,
-0.04214248061180115,
-0.03657858818769455,
-0.02069191075861454,
-0.02685645781457424,
0.01747143268585205,
0.034906987100839615,
0.02802383154630661,
-0.03391499072313309,
-0.043717388063669205,
0.0862785130739212,
-0.03587248921394348,
0.02781309001147747,
0.04738158732652664,
-0.049360547214746475,
-0.013824696652591228,
-0.021962042897939682,
-0.03266529738903046,
-0.010178917087614536,
0.042014673352241516,
-0.0005175134865567088,
0.1399657428264618,
-0.00887160375714302,
-0.036366239190101624,
0.03050428070127964
] |
1401.5635
|
Nicolas Gautier
|
Nicolas Gautier and Jean-Luc Aider
|
Experimental Feed-Forward Control of the Backwards-Facing Step Flow
| null | null | null | null |
physics.flu-dyn
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Closed-loop control of an amplifier flow is experimentally investigated. A
feed-forward algorithm is implemented to control the flow downstream a
backward-facing step. Upstream and downstream data are extracted from real-time
velocity fields to compute an ARMAX model used to effect actuation. This work,
done at Reynolds number 430 investigates the practical feasibility of this
approach which has shown great promise in a recent numerical study by Herv\'e
et al (2012). The linear nature of the regime is checked, 2D upstream
perturbations are introduced, and the degree to which the flow can be
controlled is quantified. The resulting actuation is able to effectively reduce
downstream energy levels and fluctuations. The limitations and difficulties of
applying such an approach to an experiment are also emphasized.
|
[
{
"created": "Wed, 22 Jan 2014 11:55:26 GMT",
"version": "v1"
},
{
"created": "Mon, 24 Mar 2014 10:40:28 GMT",
"version": "v2"
}
] |
2014-03-25
|
[
[
"Gautier",
"Nicolas",
""
],
[
"Aider",
"Jean-Luc",
""
]
] |
[
-0.006556399166584015,
0.03147280216217041,
-0.005087362602353096,
0.008134905248880386,
-0.09935745596885681,
-0.028840159997344017,
-0.06812003999948502,
-0.0353451631963253,
0.0008652273681946099,
0.012365136295557022,
0.0034710788168013096,
0.05337761715054512,
0.007868723943829536,
-0.12877966463565826,
-0.04708981141448021,
0.12722967565059662,
-0.015876680612564087,
0.06484230607748032,
0.02891901694238186,
-0.05127774178981781,
0.04757486283779144,
0.07045181095600128,
-0.01415739580988884,
0.014976680278778076,
-0.009195252321660519,
0.0077079846523702145,
-0.09623314440250397,
-0.009400911629199982,
0.0042539783753454685,
-0.07971540093421936,
0.03945646435022354,
-0.07257600128650665,
-0.06502855569124222,
-0.04218924045562744,
-0.08430316299200058,
0.05716522037982941,
-0.02086465246975422,
0.024838488548994064,
-0.05840747430920601,
0.06263417750597,
0.03482438251376152,
-0.035985346883535385,
0.04425935819745064,
-0.0714581310749054,
-0.005813420284539461,
0.004680328536778688,
-0.012075154110789299,
-0.028721177950501442,
-0.06644564121961594,
0.04040449112653732,
-0.030849860981106758,
-0.07148691266775131,
0.06145274639129639,
-0.05877796187996864,
0.02649807743728161,
-0.06378030776977539,
0.0703355073928833,
0.01036054827272892,
-0.03899889439344406,
-0.0008339601918123662,
0.021947499364614487,
-0.100307397544384,
-0.02575158327817917,
-0.0031339144334197044,
-0.09247364103794098,
-0.0014387955889105797,
-0.01217647735029459,
0.04391225054860115,
0.04389597848057747,
-0.038094114512205124,
-0.02973085828125477,
-0.013316202908754349,
0.023636190220713615,
-0.10526912659406662,
0.023851796984672546,
-0.03181660547852516,
-0.00285500125028193,
0.07918835431337357,
-0.025553982704877853,
0.02214237116277218,
0.10691852867603302,
-0.0037924041971564293,
-0.10477123409509659,
-0.10624983161687851,
-0.11249025911092758,
0.08965030312538147,
0.023190462961792946,
-0.01028102170675993,
0.06611672043800354,
0.019574005156755447,
-0.031486742198467255,
0.016241496428847313,
0.007232022937387228,
-0.015741674229502678,
0.09885674715042114,
0.010845324955880642,
-0.021904243156313896,
-0.0343208946287632,
0.005571027752012014,
0.0012234125752002,
0.06104552000761032,
0.03344186395406723,
0.03044070303440094,
0.08750414103269577,
0.07398626208305359,
0.01910375989973545,
0.022125910967588425,
0.09416878968477249,
-0.041603583842515945,
-0.06089919060468674,
0.029672659933567047,
-0.031107908114790916,
0.017289457842707634,
-0.02535659819841385,
0.09466985613107681,
0.035858314484357834,
0.023319561034440994,
-0.04200109839439392,
-0.041698914021253586,
-0.023738166317343712,
-0.08805632591247559,
-0.026427889242768288,
0.021759187802672386,
0.02573924884200096,
0.09692886471748352,
0.03176966309547424,
-0.05006896331906319,
-5.89389974684166e-34,
-0.04020264372229576,
-0.0455545112490654,
-0.0420837327837944,
-0.02609633281826973,
0.002280746353790164,
-0.023324493318796158,
0.0398641861975193,
0.009297297336161137,
0.011330530047416687,
-0.008991639129817486,
0.03542409464716911,
-0.049594979733228683,
-0.03680305927991867,
0.05327658727765083,
-0.04439638555049896,
-0.10247617959976196,
0.0011983284493908286,
-0.0018282043747603893,
0.07961565256118774,
0.02601766027510166,
0.08636000007390976,
-0.09323355555534363,
-0.12117338180541992,
0.025217728689312935,
-0.10549777001142502,
0.004426734056323767,
0.037720393389463425,
0.0664866492152214,
-0.08746474981307983,
0.03193022683262825,
0.02223685011267662,
-0.01505365688353777,
-0.012040665373206139,
-0.052124086767435074,
-0.003852570429444313,
-0.0222662054002285,
0.07433367520570755,
0.018174704164266586,
0.08335967361927032,
0.07633546739816666,
-0.007761909160763025,
0.05210606008768082,
-0.04953164607286453,
0.04055122658610344,
-0.10497509688138962,
-0.04131856933236122,
0.003263112623244524,
0.08425525575876236,
0.005389292258769274,
0.03639573976397514,
0.006114620249718428,
-0.012925410643219948,
0.03676090016961098,
0.026052111759781837,
0.054980915039777756,
-0.07824213802814484,
-0.027246203273534775,
0.07825084030628204,
-0.06927448511123657,
0.13191896677017212,
-0.02525213547050953,
0.05332934856414795,
0.0050926199182868,
-0.023735981434583664,
-0.08051873743534088,
0.04674505814909935,
0.009832043200731277,
-0.018213018774986267,
0.0201420895755291,
-0.07155955582857132,
-0.0153553057461977,
0.025273969396948814,
-0.018666787073016167,
-0.034175023436546326,
0.11171939224004745,
0.004388060886412859,
0.015443178825080395,
0.013444510288536549,
0.008905223570764065,
-0.00015343520499300212,
-0.017971646040678024,
0.08773750811815262,
-0.0023033665493130684,
0.07646890729665756,
0.02291247621178627,
-0.06481580436229706,
0.0031494805589318275,
-0.06760300695896149,
-0.05862874537706375,
-0.03894812986254692,
-0.0708487257361412,
0.05379502475261688,
-0.011760447174310684,
0.08932965993881226,
0.04797579348087311,
-1.877699778514982e-33,
0.05285482481122017,
0.0485079251229763,
0.017681270837783813,
-0.0020735650323331356,
0.04516378045082092,
0.04516318440437317,
0.10132020711898804,
0.02610703371465206,
0.08256151527166367,
-0.018012305721640587,
-0.013480928726494312,
0.06344031542539597,
-0.06257404386997223,
0.10386188328266144,
0.09610852599143982,
-0.054155852645635605,
-0.0067924438044428825,
-0.08610475808382034,
0.06810972839593887,
-0.0005374328466132283,
-0.05739501491189003,
0.046927474439144135,
0.008917903527617455,
-0.05755249410867691,
-0.002441160613670945,
-0.025079084560275078,
-0.03444298356771469,
0.013835769146680832,
-0.01476159505546093,
-0.0507943369448185,
-0.03514355793595314,
0.10833699256181717,
0.016673894599080086,
0.08357591181993484,
-0.050503209233284,
0.04125182330608368,
-0.006594004575163126,
0.07269887626171112,
0.10061251372098923,
-0.04641053453087807,
0.019984448328614235,
0.025604428723454475,
-0.016202108934521675,
-0.019418487325310707,
0.038136083632707596,
0.02603728324174881,
-0.01544161606580019,
0.014741663821041584,
-0.04133390635251999,
-0.012834804132580757,
-0.0826408788561821,
0.026724105700850487,
0.014495689421892166,
-0.006301555782556534,
0.033648259937763214,
0.017376907169818878,
0.1390356421470642,
0.04595738276839256,
-0.04353640601038933,
-0.002920956816524267,
-0.07125579565763474,
-0.024371864274144173,
-0.020356932654976845,
-0.019103288650512695,
0.0038890314754098654,
0.009266383945941925,
-0.015258979983627796,
-0.02533133141696453,
0.06281670182943344,
-0.030856093391776085,
0.051254238933324814,
0.022876741364598274,
-0.013989736326038837,
0.021170370280742645,
0.01422052551060915,
-0.07696400582790375,
0.008002783171832561,
-0.06745516508817673,
0.039587799459695816,
0.06169278919696808,
-0.017139190807938576,
0.15303699672222137,
0.06725664436817169,
-0.03569309413433075,
-0.02979467064142227,
-0.01765446551144123,
-0.04378626495599747,
-0.041353825479745865,
0.007554125040769577,
-0.03021877445280552,
0.055957719683647156,
0.011271176859736443,
0.010857926681637764,
-0.05520213395357132,
0.0022262088023126125,
-5.8204555841712136e-8,
-0.025190280750393867,
0.020697109401226044,
0.030124207958579063,
0.027099503204226494,
-0.03131837025284767,
0.06739147007465363,
-0.0124514140188694,
0.0045584747567772865,
0.10489308834075928,
-0.06062060594558716,
0.0748591423034668,
-0.04462720826268196,
0.052041392773389816,
-0.02853904664516449,
-0.05445624515414238,
-0.04194210097193718,
0.0008761717472225428,
-0.009084753692150116,
0.009068481624126434,
-0.010189751163125038,
-0.007340871728956699,
0.029114361852407455,
-0.04166477173566818,
0.011529738083481789,
0.0494457483291626,
-0.06221577152609825,
-0.0005809530848637223,
-0.025809330865740776,
0.027854926884174347,
-0.03144533932209015,
0.003223695559427142,
0.019860651344060898,
-0.10235560685396194,
0.09123813360929489,
0.01488891988992691,
0.0026944817509502172,
-0.04240831732749939,
0.01833314634859562,
-0.01737132854759693,
0.03279632329940796,
-0.03313126787543297,
0.008105696178972721,
-0.03086865320801735,
-0.08119362592697144,
-0.04290543869137764,
0.11838176846504211,
-0.07739843428134918,
-0.08366922289133072,
0.0056767538189888,
0.03798707202076912,
-0.007554733660072088,
0.05202028900384903,
-0.0004977213102392852,
0.03507272154092789,
-0.001196263707242906,
-0.06938756257295609,
-0.07079016417264938,
-0.04078248143196106,
-0.05181688815355301,
-0.05003732815384865,
-0.020528828725218773,
0.05858410894870758,
-0.02332954667508602,
-0.06214866414666176
] | null | null | null | null | null | null | null |
[
-0.006556399166584015,
0.03147280216217041,
-0.005087362602353096,
0.008134905248880386,
-0.09935745596885681,
-0.028840159997344017,
-0.06812003999948502,
-0.0353451631963253,
0.0008652273681946099,
0.012365136295557022,
0.0034710788168013096,
0.05337761715054512,
0.007868723943829536,
-0.12877966463565826,
-0.04708981141448021,
0.12722967565059662,
-0.015876680612564087,
0.06484230607748032,
0.02891901694238186,
-0.05127774178981781,
0.04757486283779144,
0.07045181095600128,
-0.01415739580988884,
0.014976680278778076,
-0.009195252321660519,
0.0077079846523702145,
-0.09623314440250397,
-0.009400911629199982,
0.0042539783753454685,
-0.07971540093421936,
0.03945646435022354,
-0.07257600128650665,
-0.06502855569124222,
-0.04218924045562744,
-0.08430316299200058,
0.05716522037982941,
-0.02086465246975422,
0.024838488548994064,
-0.05840747430920601,
0.06263417750597,
0.03482438251376152,
-0.035985346883535385,
0.04425935819745064,
-0.0714581310749054,
-0.005813420284539461,
0.004680328536778688,
-0.012075154110789299,
-0.028721177950501442,
-0.06644564121961594,
0.04040449112653732,
-0.030849860981106758,
-0.07148691266775131,
0.06145274639129639,
-0.05877796187996864,
0.02649807743728161,
-0.06378030776977539,
0.0703355073928833,
0.01036054827272892,
-0.03899889439344406,
-0.0008339601918123662,
0.021947499364614487,
-0.100307397544384,
-0.02575158327817917,
-0.0031339144334197044,
-0.09247364103794098,
-0.0014387955889105797,
-0.01217647735029459,
0.04391225054860115,
0.04389597848057747,
-0.038094114512205124,
-0.02973085828125477,
-0.013316202908754349,
0.023636190220713615,
-0.10526912659406662,
0.023851796984672546,
-0.03181660547852516,
-0.00285500125028193,
0.07918835431337357,
-0.025553982704877853,
0.02214237116277218,
0.10691852867603302,
-0.0037924041971564293,
-0.10477123409509659,
-0.10624983161687851,
-0.11249025911092758,
0.08965030312538147,
0.023190462961792946,
-0.01028102170675993,
0.06611672043800354,
0.019574005156755447,
-0.031486742198467255,
0.016241496428847313,
0.007232022937387228,
-0.015741674229502678,
0.09885674715042114,
0.010845324955880642,
-0.021904243156313896,
-0.0343208946287632,
0.005571027752012014,
0.0012234125752002,
0.06104552000761032,
0.03344186395406723,
0.03044070303440094,
0.08750414103269577,
0.07398626208305359,
0.01910375989973545,
0.022125910967588425,
0.09416878968477249,
-0.041603583842515945,
-0.06089919060468674,
0.029672659933567047,
-0.031107908114790916,
0.017289457842707634,
-0.02535659819841385,
0.09466985613107681,
0.035858314484357834,
0.023319561034440994,
-0.04200109839439392,
-0.041698914021253586,
-0.023738166317343712,
-0.08805632591247559,
-0.026427889242768288,
0.021759187802672386,
0.02573924884200096,
0.09692886471748352,
0.03176966309547424,
-0.05006896331906319,
-5.89389974684166e-34,
-0.04020264372229576,
-0.0455545112490654,
-0.0420837327837944,
-0.02609633281826973,
0.002280746353790164,
-0.023324493318796158,
0.0398641861975193,
0.009297297336161137,
0.011330530047416687,
-0.008991639129817486,
0.03542409464716911,
-0.049594979733228683,
-0.03680305927991867,
0.05327658727765083,
-0.04439638555049896,
-0.10247617959976196,
0.0011983284493908286,
-0.0018282043747603893,
0.07961565256118774,
0.02601766027510166,
0.08636000007390976,
-0.09323355555534363,
-0.12117338180541992,
0.025217728689312935,
-0.10549777001142502,
0.004426734056323767,
0.037720393389463425,
0.0664866492152214,
-0.08746474981307983,
0.03193022683262825,
0.02223685011267662,
-0.01505365688353777,
-0.012040665373206139,
-0.052124086767435074,
-0.003852570429444313,
-0.0222662054002285,
0.07433367520570755,
0.018174704164266586,
0.08335967361927032,
0.07633546739816666,
-0.007761909160763025,
0.05210606008768082,
-0.04953164607286453,
0.04055122658610344,
-0.10497509688138962,
-0.04131856933236122,
0.003263112623244524,
0.08425525575876236,
0.005389292258769274,
0.03639573976397514,
0.006114620249718428,
-0.012925410643219948,
0.03676090016961098,
0.026052111759781837,
0.054980915039777756,
-0.07824213802814484,
-0.027246203273534775,
0.07825084030628204,
-0.06927448511123657,
0.13191896677017212,
-0.02525213547050953,
0.05332934856414795,
0.0050926199182868,
-0.023735981434583664,
-0.08051873743534088,
0.04674505814909935,
0.009832043200731277,
-0.018213018774986267,
0.0201420895755291,
-0.07155955582857132,
-0.0153553057461977,
0.025273969396948814,
-0.018666787073016167,
-0.034175023436546326,
0.11171939224004745,
0.004388060886412859,
0.015443178825080395,
0.013444510288536549,
0.008905223570764065,
-0.00015343520499300212,
-0.017971646040678024,
0.08773750811815262,
-0.0023033665493130684,
0.07646890729665756,
0.02291247621178627,
-0.06481580436229706,
0.0031494805589318275,
-0.06760300695896149,
-0.05862874537706375,
-0.03894812986254692,
-0.0708487257361412,
0.05379502475261688,
-0.011760447174310684,
0.08932965993881226,
0.04797579348087311,
-1.877699778514982e-33,
0.05285482481122017,
0.0485079251229763,
0.017681270837783813,
-0.0020735650323331356,
0.04516378045082092,
0.04516318440437317,
0.10132020711898804,
0.02610703371465206,
0.08256151527166367,
-0.018012305721640587,
-0.013480928726494312,
0.06344031542539597,
-0.06257404386997223,
0.10386188328266144,
0.09610852599143982,
-0.054155852645635605,
-0.0067924438044428825,
-0.08610475808382034,
0.06810972839593887,
-0.0005374328466132283,
-0.05739501491189003,
0.046927474439144135,
0.008917903527617455,
-0.05755249410867691,
-0.002441160613670945,
-0.025079084560275078,
-0.03444298356771469,
0.013835769146680832,
-0.01476159505546093,
-0.0507943369448185,
-0.03514355793595314,
0.10833699256181717,
0.016673894599080086,
0.08357591181993484,
-0.050503209233284,
0.04125182330608368,
-0.006594004575163126,
0.07269887626171112,
0.10061251372098923,
-0.04641053453087807,
0.019984448328614235,
0.025604428723454475,
-0.016202108934521675,
-0.019418487325310707,
0.038136083632707596,
0.02603728324174881,
-0.01544161606580019,
0.014741663821041584,
-0.04133390635251999,
-0.012834804132580757,
-0.0826408788561821,
0.026724105700850487,
0.014495689421892166,
-0.006301555782556534,
0.033648259937763214,
0.017376907169818878,
0.1390356421470642,
0.04595738276839256,
-0.04353640601038933,
-0.002920956816524267,
-0.07125579565763474,
-0.024371864274144173,
-0.020356932654976845,
-0.019103288650512695,
0.0038890314754098654,
0.009266383945941925,
-0.015258979983627796,
-0.02533133141696453,
0.06281670182943344,
-0.030856093391776085,
0.051254238933324814,
0.022876741364598274,
-0.013989736326038837,
0.021170370280742645,
0.01422052551060915,
-0.07696400582790375,
0.008002783171832561,
-0.06745516508817673,
0.039587799459695816,
0.06169278919696808,
-0.017139190807938576,
0.15303699672222137,
0.06725664436817169,
-0.03569309413433075,
-0.02979467064142227,
-0.01765446551144123,
-0.04378626495599747,
-0.041353825479745865,
0.007554125040769577,
-0.03021877445280552,
0.055957719683647156,
0.011271176859736443,
0.010857926681637764,
-0.05520213395357132,
0.0022262088023126125,
-5.8204555841712136e-8,
-0.025190280750393867,
0.020697109401226044,
0.030124207958579063,
0.027099503204226494,
-0.03131837025284767,
0.06739147007465363,
-0.0124514140188694,
0.0045584747567772865,
0.10489308834075928,
-0.06062060594558716,
0.0748591423034668,
-0.04462720826268196,
0.052041392773389816,
-0.02853904664516449,
-0.05445624515414238,
-0.04194210097193718,
0.0008761717472225428,
-0.009084753692150116,
0.009068481624126434,
-0.010189751163125038,
-0.007340871728956699,
0.029114361852407455,
-0.04166477173566818,
0.011529738083481789,
0.0494457483291626,
-0.06221577152609825,
-0.0005809530848637223,
-0.025809330865740776,
0.027854926884174347,
-0.03144533932209015,
0.003223695559427142,
0.019860651344060898,
-0.10235560685396194,
0.09123813360929489,
0.01488891988992691,
0.0026944817509502172,
-0.04240831732749939,
0.01833314634859562,
-0.01737132854759693,
0.03279632329940796,
-0.03313126787543297,
0.008105696178972721,
-0.03086865320801735,
-0.08119362592697144,
-0.04290543869137764,
0.11838176846504211,
-0.07739843428134918,
-0.08366922289133072,
0.0056767538189888,
0.03798707202076912,
-0.007554733660072088,
0.05202028900384903,
-0.0004977213102392852,
0.03507272154092789,
-0.001196263707242906,
-0.06938756257295609,
-0.07079016417264938,
-0.04078248143196106,
-0.05181688815355301,
-0.05003732815384865,
-0.020528828725218773,
0.05858410894870758,
-0.02332954667508602,
-0.06214866414666176
] |
1401.5636
|
Shohei Shimizu
|
Takanori Inazumi, Takashi Washio, Shohei Shimizu, Joe Suzuki, Akihiro
Yamamoto, Yoshinobu Kawahara
|
Causal Discovery in a Binary Exclusive-or Skew Acyclic Model: BExSAM
|
10 pages. A longer version of our UAI2011 paper (Inazumi et al.,
2011). arXiv admin note: text overlap with arXiv:1202.3736
| null | null | null |
stat.ML cs.LG
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Discovering causal relations among observed variables in a given data set is
a major objective in studies of statistics and artificial intelligence.
Recently, some techniques to discover a unique causal model have been explored
based on non-Gaussianity of the observed data distribution. However, most of
these are limited to continuous data. In this paper, we present a novel causal
model for binary data and propose an efficient new approach to deriving the
unique causal model governing a given binary data set under skew distributions
of external binary noises. Experimental evaluation shows excellent performance
for both artificial and real world data sets.
|
[
{
"created": "Wed, 22 Jan 2014 11:58:27 GMT",
"version": "v1"
}
] |
2014-01-23
|
[
[
"Inazumi",
"Takanori",
""
],
[
"Washio",
"Takashi",
""
],
[
"Shimizu",
"Shohei",
""
],
[
"Suzuki",
"Joe",
""
],
[
"Yamamoto",
"Akihiro",
""
],
[
"Kawahara",
"Yoshinobu",
""
]
] |
[
-0.0394073985517025,
-0.056505873799324036,
0.032013118267059326,
0.04123067110776901,
0.02885432541370392,
-0.03145141527056694,
0.006180202588438988,
-0.10941937565803528,
-0.021830029785633087,
-0.007527053356170654,
0.04284954071044922,
-0.013710536994040012,
0.13386170566082,
0.022162290289998055,
-0.055986251682043076,
0.004449380561709404,
0.05192537605762482,
-0.039714936167001724,
-0.041388917714357376,
-0.03706269711256027,
-0.05533889681100845,
0.010715779848396778,
-0.09642767161130905,
0.023895546793937683,
0.039921682327985764,
0.01214765477925539,
0.03671480715274811,
-0.03790291026234627,
-0.03884568437933922,
-0.0271061472594738,
0.034665632992982864,
0.010949288494884968,
-0.06026006117463112,
-0.07865956425666809,
0.0258812066167593,
-0.02948666363954544,
0.07733599096536636,
0.09261410683393478,
0.030726689845323563,
-0.007225776091217995,
0.04163471236824989,
-0.028801733627915382,
0.014331210404634476,
0.025811176747083664,
0.027631279081106186,
0.11612480878829956,
0.018480399623513222,
0.016764596104621887,
-0.006474203430116177,
0.03341450169682503,
-0.103304423391819,
0.017094945535063744,
0.09770573675632477,
0.040049366652965546,
0.1465310901403427,
-0.03244367614388466,
0.014652439393103123,
-0.03240561485290527,
0.022028563544154167,
0.06331788748502731,
-0.017183057963848114,
-0.008885971270501614,
-0.05266416445374489,
-0.028952520340681076,
0.03207000717520714,
0.064663365483284,
-0.07268384099006653,
0.047880493104457855,
-0.01031939685344696,
0.037993136793375015,
0.021534355357289314,
0.04815860465168953,
-0.08650776743888855,
0.06793038547039032,
0.02758696675300598,
-0.03071298450231552,
0.009353957138955593,
0.03723415359854698,
0.013361794874072075,
-0.03639880567789078,
-0.03615379333496094,
-0.0020065016578882933,
-0.006648286245763302,
0.009981806389987469,
0.12081146240234375,
-0.020370569080114365,
0.11338331550359726,
0.07942482829093933,
-0.02031571976840496,
0.07478129863739014,
-0.024989571422338486,
0.01372463908046484,
0.0893370658159256,
-0.020035479217767715,
0.009981250390410423,
0.030655205249786377,
-0.003774004988372326,
-0.037153467535972595,
0.08953819423913956,
0.06099271774291992,
0.016426311805844307,
-0.026179349049925804,
0.02022577077150345,
0.048249147832393646,
0.014216173440217972,
-0.07029423117637634,
-0.007113031577318907,
0.020075267180800438,
-0.02771393582224846,
-0.06762106716632843,
-0.05453311279416084,
-0.01204497367143631,
-0.02210729569196701,
-0.05948149785399437,
-0.02232484333217144,
-0.06607172638177872,
-0.011079474352300167,
0.0570061095058918,
-0.07824298739433289,
-0.0348922461271286,
0.00840018130838871,
-0.033413346856832504,
0.0019643495324999094,
0.04728732630610466,
0.02448878437280655,
-0.0624651163816452,
-0.04918612912297249,
2.7684504593177405e-33,
0.02740498073399067,
-0.038735948503017426,
0.0368163101375103,
-0.09488891065120697,
-0.001238487777300179,
0.004500384908169508,
-0.09333338588476181,
0.024862565100193024,
0.03977915644645691,
0.010520889423787594,
-0.02078530378639698,
0.04273343086242676,
-0.07378880679607391,
-0.004818336572498083,
-0.0036663569044321775,
0.11322524398565292,
-0.04843819886445999,
0.06859970092773438,
0.012010322883725166,
-0.060000479221343994,
0.02100520394742489,
-0.05635208263993263,
-0.01868806779384613,
0.015572289004921913,
0.02285861223936081,
-0.016956714913249016,
0.04763684421777725,
-0.06734258681535721,
-0.030872369185090065,
0.017362389713525772,
0.03583395481109619,
0.024116840213537216,
0.06151096895337105,
0.021511409431695938,
-0.05603331699967384,
-0.07799195498228073,
-0.06966068595647812,
0.0018892268417403102,
-0.08377993106842041,
0.0565749891102314,
0.01920740306377411,
0.007315088529139757,
0.045903757214546204,
-0.03269239142537117,
-0.06406603008508682,
0.001998588442802429,
0.05485522747039795,
0.011290397495031357,
0.05426890775561333,
-0.035917188972234726,
0.06998501718044281,
0.028127985075116158,
-0.0012617260217666626,
-0.07126464694738388,
-0.05658174306154251,
0.060582783073186874,
-0.03606719896197319,
-0.012494021095335484,
-0.06109768897294998,
0.006409055553376675,
-0.0075088380835950375,
0.0010466796811670065,
0.05219302326440811,
-0.009078044444322586,
0.03612573444843292,
0.07916614413261414,
-0.022992299869656563,
-0.05197766423225403,
0.047541696578264236,
0.028887787833809853,
-0.00899442844092846,
0.03806605190038681,
-0.017218491062521935,
-0.008842204697430134,
-0.04669272154569626,
-0.06489232182502747,
-0.06757856905460358,
-0.11036384105682373,
0.04809027537703514,
-0.018626004457473755,
-0.03762871026992798,
-0.11719629913568497,
-0.012195155024528503,
-0.0032201209105551243,
-0.022787129506468773,
0.054742928594350815,
-0.05704491212964058,
-0.019954564049839973,
-0.1089089885354042,
-0.0432574488222599,
-0.019975485280156136,
-0.006856229621917009,
-0.09513283520936966,
0.0014057462103664875,
0.026197977364063263,
-3.6172117472251576e-33,
-0.12755508720874786,
0.03209300711750984,
0.09561553597450256,
-0.03324264660477638,
0.0375695638358593,
0.04041421785950661,
-0.0009899376891553402,
-0.05605890229344368,
0.05024855211377144,
0.061916980892419815,
0.0029059310909360647,
-0.01775716431438923,
-0.02163361757993698,
0.0467524379491806,
-0.047363556921482086,
0.061151258647441864,
0.02821589633822441,
-0.0203032698482275,
0.022116228938102722,
-0.030460715293884277,
0.004529990721493959,
0.055947721004486084,
-0.013387042097747326,
-0.050042830407619476,
-0.002634671051055193,
-0.002005822490900755,
-0.054103005677461624,
0.09698322415351868,
0.00828637182712555,
0.09048199653625488,
-0.09074284136295319,
0.04332342743873596,
-0.05207689478993416,
-0.0734415128827095,
-0.03401286527514458,
0.029894094914197922,
0.07027873396873474,
0.04728454723954201,
0.004373842850327492,
-0.016524432227015495,
0.015334879979491234,
0.09401091188192368,
-0.07923112064599991,
-0.030435973778367043,
0.09635480493307114,
-0.00506213353946805,
-0.06177335977554321,
0.1368294209241867,
0.06649568676948547,
-0.023969128727912903,
-0.05280311405658722,
0.07187596708536148,
0.045615021139383316,
0.06798768043518066,
-0.05197273939847946,
-0.028490012511610985,
-0.03893440589308739,
-0.026394758373498917,
0.03734643757343292,
0.016012223437428474,
-0.06882446259260178,
-0.04458010941743851,
-0.0017797463806346059,
0.042011722922325134,
-0.027180111035704613,
0.0027107831556349993,
0.03279195725917816,
-0.01719813235104084,
-0.06966138631105423,
-0.01952555775642395,
-0.0030803882982581854,
0.06753458827733994,
-0.0921977236866951,
-0.08237364143133163,
-0.04053713008761406,
0.03671131283044815,
-0.014378147199749947,
-0.05427626520395279,
-0.08010140806436539,
0.06836407631635666,
0.04153306037187576,
0.02360849827528,
0.07010579109191895,
-0.014162980951368809,
-0.047151945531368256,
0.08371195197105408,
0.06994152814149857,
-0.04336278885602951,
0.12124393880367279,
-0.02592366188764572,
-0.12411133944988251,
0.05206628143787384,
-0.07341773062944412,
0.04782584682106972,
-0.09168457984924316,
-3.9356681469371324e-8,
0.032090261578559875,
-0.048776689916849136,
0.014409036375582218,
0.028466682881116867,
0.08427701890468597,
0.045747529715299606,
-0.07516942918300629,
0.04549311101436615,
-0.038507480174303055,
-0.08716251701116562,
0.0060232896357774734,
-0.026289403438568115,
-0.012707959860563278,
0.009334659203886986,
0.03671695291996002,
-0.02569214068353176,
0.03946855664253235,
-0.028176896274089813,
-0.03108815848827362,
-0.012218519113957882,
0.13611803948879242,
0.027708079665899277,
-0.015126283280551434,
0.06393248587846756,
0.011353117413818836,
-0.06314373016357422,
0.007298027165234089,
0.022464154288172722,
0.026602853089571,
0.0408712774515152,
0.03569768741726875,
-0.026359854266047478,
0.003526986576616764,
-0.059402815997600555,
0.012618652544915676,
0.03713912516832352,
-0.0030494220554828644,
0.027517659589648247,
-0.07464707642793655,
-0.11966777592897415,
-0.01182035356760025,
0.022689057514071465,
-0.040361691266298294,
0.04771123453974724,
0.06760610640048981,
-0.002541331574320793,
-0.01998361013829708,
-0.06432265043258667,
0.05751284584403038,
0.05257444083690643,
0.07367556542158127,
-0.005617296788841486,
0.01573016308248043,
0.01112433522939682,
0.09285449236631393,
0.04618744179606438,
0.04672820866107941,
-0.02525625005364418,
-0.021132389083504677,
-0.002471904270350933,
0.08502215147018433,
0.012419412843883038,
-0.026690151542425156,
0.039426665753126144
] | null | null | null | null | null | null | null |
[
-0.0394073985517025,
-0.056505873799324036,
0.032013118267059326,
0.04123067110776901,
0.02885432541370392,
-0.03145141527056694,
0.006180202588438988,
-0.10941937565803528,
-0.021830029785633087,
-0.007527053356170654,
0.04284954071044922,
-0.013710536994040012,
0.13386170566082,
0.022162290289998055,
-0.055986251682043076,
0.004449380561709404,
0.05192537605762482,
-0.039714936167001724,
-0.041388917714357376,
-0.03706269711256027,
-0.05533889681100845,
0.010715779848396778,
-0.09642767161130905,
0.023895546793937683,
0.039921682327985764,
0.01214765477925539,
0.03671480715274811,
-0.03790291026234627,
-0.03884568437933922,
-0.0271061472594738,
0.034665632992982864,
0.010949288494884968,
-0.06026006117463112,
-0.07865956425666809,
0.0258812066167593,
-0.02948666363954544,
0.07733599096536636,
0.09261410683393478,
0.030726689845323563,
-0.007225776091217995,
0.04163471236824989,
-0.028801733627915382,
0.014331210404634476,
0.025811176747083664,
0.027631279081106186,
0.11612480878829956,
0.018480399623513222,
0.016764596104621887,
-0.006474203430116177,
0.03341450169682503,
-0.103304423391819,
0.017094945535063744,
0.09770573675632477,
0.040049366652965546,
0.1465310901403427,
-0.03244367614388466,
0.014652439393103123,
-0.03240561485290527,
0.022028563544154167,
0.06331788748502731,
-0.017183057963848114,
-0.008885971270501614,
-0.05266416445374489,
-0.028952520340681076,
0.03207000717520714,
0.064663365483284,
-0.07268384099006653,
0.047880493104457855,
-0.01031939685344696,
0.037993136793375015,
0.021534355357289314,
0.04815860465168953,
-0.08650776743888855,
0.06793038547039032,
0.02758696675300598,
-0.03071298450231552,
0.009353957138955593,
0.03723415359854698,
0.013361794874072075,
-0.03639880567789078,
-0.03615379333496094,
-0.0020065016578882933,
-0.006648286245763302,
0.009981806389987469,
0.12081146240234375,
-0.020370569080114365,
0.11338331550359726,
0.07942482829093933,
-0.02031571976840496,
0.07478129863739014,
-0.024989571422338486,
0.01372463908046484,
0.0893370658159256,
-0.020035479217767715,
0.009981250390410423,
0.030655205249786377,
-0.003774004988372326,
-0.037153467535972595,
0.08953819423913956,
0.06099271774291992,
0.016426311805844307,
-0.026179349049925804,
0.02022577077150345,
0.048249147832393646,
0.014216173440217972,
-0.07029423117637634,
-0.007113031577318907,
0.020075267180800438,
-0.02771393582224846,
-0.06762106716632843,
-0.05453311279416084,
-0.01204497367143631,
-0.02210729569196701,
-0.05948149785399437,
-0.02232484333217144,
-0.06607172638177872,
-0.011079474352300167,
0.0570061095058918,
-0.07824298739433289,
-0.0348922461271286,
0.00840018130838871,
-0.033413346856832504,
0.0019643495324999094,
0.04728732630610466,
0.02448878437280655,
-0.0624651163816452,
-0.04918612912297249,
2.7684504593177405e-33,
0.02740498073399067,
-0.038735948503017426,
0.0368163101375103,
-0.09488891065120697,
-0.001238487777300179,
0.004500384908169508,
-0.09333338588476181,
0.024862565100193024,
0.03977915644645691,
0.010520889423787594,
-0.02078530378639698,
0.04273343086242676,
-0.07378880679607391,
-0.004818336572498083,
-0.0036663569044321775,
0.11322524398565292,
-0.04843819886445999,
0.06859970092773438,
0.012010322883725166,
-0.060000479221343994,
0.02100520394742489,
-0.05635208263993263,
-0.01868806779384613,
0.015572289004921913,
0.02285861223936081,
-0.016956714913249016,
0.04763684421777725,
-0.06734258681535721,
-0.030872369185090065,
0.017362389713525772,
0.03583395481109619,
0.024116840213537216,
0.06151096895337105,
0.021511409431695938,
-0.05603331699967384,
-0.07799195498228073,
-0.06966068595647812,
0.0018892268417403102,
-0.08377993106842041,
0.0565749891102314,
0.01920740306377411,
0.007315088529139757,
0.045903757214546204,
-0.03269239142537117,
-0.06406603008508682,
0.001998588442802429,
0.05485522747039795,
0.011290397495031357,
0.05426890775561333,
-0.035917188972234726,
0.06998501718044281,
0.028127985075116158,
-0.0012617260217666626,
-0.07126464694738388,
-0.05658174306154251,
0.060582783073186874,
-0.03606719896197319,
-0.012494021095335484,
-0.06109768897294998,
0.006409055553376675,
-0.0075088380835950375,
0.0010466796811670065,
0.05219302326440811,
-0.009078044444322586,
0.03612573444843292,
0.07916614413261414,
-0.022992299869656563,
-0.05197766423225403,
0.047541696578264236,
0.028887787833809853,
-0.00899442844092846,
0.03806605190038681,
-0.017218491062521935,
-0.008842204697430134,
-0.04669272154569626,
-0.06489232182502747,
-0.06757856905460358,
-0.11036384105682373,
0.04809027537703514,
-0.018626004457473755,
-0.03762871026992798,
-0.11719629913568497,
-0.012195155024528503,
-0.0032201209105551243,
-0.022787129506468773,
0.054742928594350815,
-0.05704491212964058,
-0.019954564049839973,
-0.1089089885354042,
-0.0432574488222599,
-0.019975485280156136,
-0.006856229621917009,
-0.09513283520936966,
0.0014057462103664875,
0.026197977364063263,
-3.6172117472251576e-33,
-0.12755508720874786,
0.03209300711750984,
0.09561553597450256,
-0.03324264660477638,
0.0375695638358593,
0.04041421785950661,
-0.0009899376891553402,
-0.05605890229344368,
0.05024855211377144,
0.061916980892419815,
0.0029059310909360647,
-0.01775716431438923,
-0.02163361757993698,
0.0467524379491806,
-0.047363556921482086,
0.061151258647441864,
0.02821589633822441,
-0.0203032698482275,
0.022116228938102722,
-0.030460715293884277,
0.004529990721493959,
0.055947721004486084,
-0.013387042097747326,
-0.050042830407619476,
-0.002634671051055193,
-0.002005822490900755,
-0.054103005677461624,
0.09698322415351868,
0.00828637182712555,
0.09048199653625488,
-0.09074284136295319,
0.04332342743873596,
-0.05207689478993416,
-0.0734415128827095,
-0.03401286527514458,
0.029894094914197922,
0.07027873396873474,
0.04728454723954201,
0.004373842850327492,
-0.016524432227015495,
0.015334879979491234,
0.09401091188192368,
-0.07923112064599991,
-0.030435973778367043,
0.09635480493307114,
-0.00506213353946805,
-0.06177335977554321,
0.1368294209241867,
0.06649568676948547,
-0.023969128727912903,
-0.05280311405658722,
0.07187596708536148,
0.045615021139383316,
0.06798768043518066,
-0.05197273939847946,
-0.028490012511610985,
-0.03893440589308739,
-0.026394758373498917,
0.03734643757343292,
0.016012223437428474,
-0.06882446259260178,
-0.04458010941743851,
-0.0017797463806346059,
0.042011722922325134,
-0.027180111035704613,
0.0027107831556349993,
0.03279195725917816,
-0.01719813235104084,
-0.06966138631105423,
-0.01952555775642395,
-0.0030803882982581854,
0.06753458827733994,
-0.0921977236866951,
-0.08237364143133163,
-0.04053713008761406,
0.03671131283044815,
-0.014378147199749947,
-0.05427626520395279,
-0.08010140806436539,
0.06836407631635666,
0.04153306037187576,
0.02360849827528,
0.07010579109191895,
-0.014162980951368809,
-0.047151945531368256,
0.08371195197105408,
0.06994152814149857,
-0.04336278885602951,
0.12124393880367279,
-0.02592366188764572,
-0.12411133944988251,
0.05206628143787384,
-0.07341773062944412,
0.04782584682106972,
-0.09168457984924316,
-3.9356681469371324e-8,
0.032090261578559875,
-0.048776689916849136,
0.014409036375582218,
0.028466682881116867,
0.08427701890468597,
0.045747529715299606,
-0.07516942918300629,
0.04549311101436615,
-0.038507480174303055,
-0.08716251701116562,
0.0060232896357774734,
-0.026289403438568115,
-0.012707959860563278,
0.009334659203886986,
0.03671695291996002,
-0.02569214068353176,
0.03946855664253235,
-0.028176896274089813,
-0.03108815848827362,
-0.012218519113957882,
0.13611803948879242,
0.027708079665899277,
-0.015126283280551434,
0.06393248587846756,
0.011353117413818836,
-0.06314373016357422,
0.007298027165234089,
0.022464154288172722,
0.026602853089571,
0.0408712774515152,
0.03569768741726875,
-0.026359854266047478,
0.003526986576616764,
-0.059402815997600555,
0.012618652544915676,
0.03713912516832352,
-0.0030494220554828644,
0.027517659589648247,
-0.07464707642793655,
-0.11966777592897415,
-0.01182035356760025,
0.022689057514071465,
-0.040361691266298294,
0.04771123453974724,
0.06760610640048981,
-0.002541331574320793,
-0.01998361013829708,
-0.06432265043258667,
0.05751284584403038,
0.05257444083690643,
0.07367556542158127,
-0.005617296788841486,
0.01573016308248043,
0.01112433522939682,
0.09285449236631393,
0.04618744179606438,
0.04672820866107941,
-0.02525625005364418,
-0.021132389083504677,
-0.002471904270350933,
0.08502215147018433,
0.012419412843883038,
-0.026690151542425156,
0.039426665753126144
] |
1401.5638
|
Youcef Dahmani
|
Dahmani Youcef, Hamri Maamar
|
Specification of the State Lifetime in the DEVS Formalism by Fuzzy
Controller
|
IJAIT International Journal of Advanced Information Technology
(IJAIT) Vol. 3, No.2, April 2013
| null |
10.5121/ijait.2013.3201
| null |
cs.OH
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper aims to develop a new approach to assess the duration of state in
the DEVS formalism by fuzzy controller. The idea is to define a set of fuzzy
rules obtained from observers or expert knowledge and to specify a fuzzy model
which computes this duration, this latter is fed into the simulator to specify
the new value in the model. In conventional model, each state is defined by a
mean lifetime value whereas our method, calculates for each state the new
lifetime according to inputs values. A wildfire case study is presented at the
end of the paper. It is a challenging task due to its complex behavior,
dynamical weather condition, and various variables involved. A global
specification of the fuzzy controller and the forest fire model are presented
in the DEVS formalism and comparison between conventional and fuzzy method is
illustrated.
|
[
{
"created": "Wed, 22 Jan 2014 12:00:23 GMT",
"version": "v1"
}
] |
2014-01-23
|
[
[
"Youcef",
"Dahmani",
""
],
[
"Maamar",
"Hamri",
""
]
] |
[
0.017422033473849297,
0.012843388132750988,
0.042946845293045044,
0.05287700518965721,
0.02502632699906826,
-0.03695297613739967,
0.00010475457384018227,
0.00958393607288599,
0.01809632033109665,
0.08839061111211777,
-0.01799127459526062,
-0.013958263210952282,
0.05316036567091942,
0.004056671168655157,
-0.045316070318222046,
0.052486199885606766,
-0.055486395955085754,
-0.155876025557518,
-0.05372129753232002,
-0.03954002261161804,
0.09624606370925903,
-0.00648800702765584,
-0.08584967255592346,
0.01411070954054594,
-0.0818929597735405,
-0.03555017337203026,
-0.08501916378736496,
0.017937546595931053,
-0.03367569297552109,
0.035110075026750565,
0.019992578774690628,
-0.03309288248419762,
0.02791987545788288,
-0.0018378195818513632,
-0.023107070475816727,
-0.07017744332551956,
-0.04245315492153168,
-0.0014773019356653094,
-0.04066098481416702,
0.03632018342614174,
-0.04108603298664093,
-0.07841645181179047,
-0.009552272036671638,
-0.029200516641139984,
0.027511628344655037,
0.028580861166119576,
-0.04111232981085777,
-0.05785199999809265,
-0.025464385747909546,
0.0803140327334404,
0.008054889738559723,
0.04586705565452576,
0.017633674666285515,
-0.024662677198648453,
0.15274500846862793,
0.017009319737553596,
0.0015657125040888786,
0.01854771375656128,
-0.0319296270608902,
-0.029798686504364014,
-0.01976921409368515,
-0.001236208132468164,
-0.05854509770870209,
-0.01227482594549656,
0.04217800498008728,
-0.003943043295294046,
-0.05870196595788002,
-0.0017082500271499157,
0.051276057958602905,
-0.09197284281253815,
-0.0061710006557404995,
0.04411289840936661,
0.025512689724564552,
-0.0589386448264122,
-0.03540867939591408,
-0.04262116178870201,
0.0591043084859848,
0.11008507758378983,
0.020872298628091812,
-0.05395624414086342,
0.016641905531287193,
-0.00462545920163393,
-0.007435529958456755,
-0.0096536073833704,
0.014230186119675636,
0.06732684373855591,
0.024230914190411568,
0.08543437719345093,
0.09350064396858215,
0.01078597828745842,
0.043440885841846466,
-0.06292258948087692,
0.07494745403528214,
0.07317928969860077,
-0.011375765316188335,
0.008881951682269573,
0.08245762437582016,
0.026394356042146683,
-0.00813540630042553,
-0.0021682449150830507,
-0.06549930572509766,
-0.0823819637298584,
-0.05295003950595856,
-0.05210098996758461,
0.12057167291641235,
0.053446412086486816,
-0.05435994639992714,
-0.006418203469365835,
0.0001940363144967705,
-0.022354384884238243,
-0.03681616485118866,
-0.019365854561328888,
0.05899640917778015,
0.031472112983465195,
0.03797506168484688,
0.012888012453913689,
0.012691939249634743,
-0.0006473923567682505,
-0.021307900547981262,
0.0021899628918617964,
0.09874182939529419,
0.005180593114346266,
0.061375539749860764,
0.03487090766429901,
0.02562664821743965,
0.06229431554675102,
0.07303322106599808,
-6.250513508812448e-34,
-0.09877705574035645,
-0.052553944289684296,
-0.11445560306310654,
0.0015187568496912718,
0.01677093468606472,
-0.025520293042063713,
0.01221553422510624,
-0.02147594280540943,
0.04427884891629219,
-0.0008952303905971348,
-0.0195482075214386,
0.04330550879240036,
-0.09150504320859909,
-0.09319114685058594,
0.055977724492549896,
-0.013368655927479267,
0.03572889044880867,
0.006337002385407686,
0.046542294323444366,
-0.0372597873210907,
-0.034441497176885605,
-0.014107773080468178,
0.01296176016330719,
-0.013356403447687626,
0.07510391622781754,
0.0022131323348730803,
0.04378335177898407,
0.070079006254673,
-0.029932841658592224,
0.0007920154021121562,
0.12117210030555725,
-0.007235116325318813,
-0.08280016481876373,
-0.037418246269226074,
0.00031456100987270474,
-0.05019087716937065,
0.03162845969200134,
0.030203886330127716,
-0.00843867938965559,
0.03256829455494881,
-0.06015900894999504,
-0.07818051427602768,
-0.03270872309803963,
0.03730383142828941,
-0.024800390005111694,
-0.032972581684589386,
0.009801359847187996,
0.01398745272308588,
-0.08991437405347824,
0.007551615592092276,
-0.01010550931096077,
-0.011184154078364372,
0.10954254865646362,
-0.027123212814331055,
-0.003641536459326744,
0.04315062239766121,
0.023784669116139412,
-0.0663076788187027,
-0.02737550437450409,
0.048419538885354996,
-0.08635036647319794,
-0.027997350320219994,
0.019471270963549614,
-0.011487642303109169,
-0.007706235162913799,
0.015441653318703175,
0.030156811699271202,
0.005836388561874628,
0.08676762133836746,
-0.05460734665393829,
0.06990957260131836,
-0.02276117168366909,
0.03228725492954254,
0.0031329120974987745,
-0.06007607281208038,
-0.10911089926958084,
0.0870702788233757,
0.006703883409500122,
-0.0951029434800148,
0.042835332453250885,
-0.04578183591365814,
0.025172410532832146,
-0.025241829454898834,
0.007785909343510866,
0.09848707914352417,
-0.06789462268352509,
-0.062440790235996246,
0.004955544602125883,
-0.10352298617362976,
0.025850582867860794,
-0.10909958183765411,
0.0009012208320200443,
0.0460878349840641,
0.034364718943834305,
0.10301663726568222,
7.902282813921906e-34,
0.016248652711510658,
0.013952272944152355,
-0.03013688325881958,
0.04253585636615753,
-0.0030557564459741116,
-0.03963729366660118,
-0.06645369529724121,
0.05461858958005905,
0.0019174764165654778,
-0.003000785829499364,
-0.06140235811471939,
0.02617480419576168,
-0.010871929116547108,
0.026081912219524384,
-0.043081626296043396,
0.030725033953785896,
-0.026739399880170822,
-0.125589519739151,
-0.002799521666020155,
0.016000567004084587,
-0.03735194727778435,
-0.03170032054185867,
-0.131221741437912,
-0.002055588411167264,
-0.0811614915728569,
0.056792329996824265,
-0.03800926357507706,
-0.025721395388245583,
-0.036709584295749664,
-0.011841430328786373,
-0.03702274709939957,
-0.06953857839107513,
-0.03050142526626587,
0.03779509663581848,
-0.02729436382651329,
-0.05380814149975777,
0.11641542613506317,
-0.06612236797809601,
0.026025280356407166,
0.0009826679015532136,
0.01857682503759861,
0.03025452047586441,
0.05230586230754852,
-0.09196476638317108,
-0.0072686090134084225,
0.061896272003650665,
0.06821500509977341,
0.007520039100199938,
0.022080009803175926,
-0.006193807814270258,
0.07191415131092072,
-0.08117756247520447,
-0.05426333099603653,
0.027133813127875328,
0.04804584011435509,
-0.07900246977806091,
0.003933417610824108,
0.006530504208058119,
-0.03659064322710037,
0.03635070100426674,
0.06625539809465408,
-0.10224130004644394,
0.05360877513885498,
0.11122844368219376,
-0.07150460034608841,
0.05551483482122421,
-0.00429939990863204,
0.07346431165933609,
0.10731122642755508,
-0.047927651554346085,
0.08189723640680313,
0.06028144061565399,
-0.05093446746468544,
0.04146122559905052,
0.03303512558341026,
-0.00535571901127696,
-0.027993300929665565,
-0.016444092616438866,
0.032088812440633774,
0.04929010570049286,
-0.037034377455711365,
0.02691025473177433,
-0.0008665501372888684,
0.02183094248175621,
-0.0513593815267086,
0.02370552532374859,
0.07401566207408905,
0.01488292682915926,
0.04204276576638222,
0.0038938538637012243,
-0.013757930137217045,
0.05319762974977493,
-0.00012617323955055326,
0.03957320749759674,
-0.10727640241384506,
-4.031845080021412e-8,
-0.01712779328227043,
0.05328315496444702,
0.021183989942073822,
-0.0195328239351511,
0.06021170690655708,
0.006708979140967131,
0.045419901609420776,
-0.10832547396421432,
-0.003076558467000723,
-0.03524301201105118,
0.06556492298841476,
0.0537446029484272,
0.024161379784345627,
0.027082709595561028,
-0.03437897190451622,
-0.07142594456672668,
0.0916537493467331,
0.06057104840874672,
-0.0008706944645382464,
0.050505682826042175,
0.0736161544919014,
0.00045461455010809004,
-0.07497730106115341,
0.04776090011000633,
0.02940855734050274,
-0.027123169973492622,
-0.043099015951156616,
-0.018027031794190407,
0.028311802074313164,
0.10293048620223999,
-0.037742290645837784,
0.032824836671352386,
0.028511110693216324,
0.02140253409743309,
0.05351856350898743,
-0.056132785975933075,
-0.002761271083727479,
0.008649861440062523,
0.04949905723333359,
0.08053430169820786,
0.02464865893125534,
0.07653161138296127,
0.007823796011507511,
-0.04815647751092911,
0.022671453654766083,
-0.040801841765642166,
0.019891349598765373,
-0.07380134612321854,
-0.013775681145489216,
0.06183440238237381,
0.08458324521780014,
-0.06443191319704056,
-0.032017193734645844,
0.0220758318901062,
0.041152242571115494,
-0.10924065858125687,
0.0346609465777874,
0.03469032421708107,
0.022986719384789467,
-0.03475189581513405,
-0.055166926234960556,
0.042941853404045105,
-0.04092329740524292,
0.03761712834239006
] | null | null | null | null | null | null | null |
[
0.017422033473849297,
0.012843388132750988,
0.042946845293045044,
0.05287700518965721,
0.02502632699906826,
-0.03695297613739967,
0.00010475457384018227,
0.00958393607288599,
0.01809632033109665,
0.08839061111211777,
-0.01799127459526062,
-0.013958263210952282,
0.05316036567091942,
0.004056671168655157,
-0.045316070318222046,
0.052486199885606766,
-0.055486395955085754,
-0.155876025557518,
-0.05372129753232002,
-0.03954002261161804,
0.09624606370925903,
-0.00648800702765584,
-0.08584967255592346,
0.01411070954054594,
-0.0818929597735405,
-0.03555017337203026,
-0.08501916378736496,
0.017937546595931053,
-0.03367569297552109,
0.035110075026750565,
0.019992578774690628,
-0.03309288248419762,
0.02791987545788288,
-0.0018378195818513632,
-0.023107070475816727,
-0.07017744332551956,
-0.04245315492153168,
-0.0014773019356653094,
-0.04066098481416702,
0.03632018342614174,
-0.04108603298664093,
-0.07841645181179047,
-0.009552272036671638,
-0.029200516641139984,
0.027511628344655037,
0.028580861166119576,
-0.04111232981085777,
-0.05785199999809265,
-0.025464385747909546,
0.0803140327334404,
0.008054889738559723,
0.04586705565452576,
0.017633674666285515,
-0.024662677198648453,
0.15274500846862793,
0.017009319737553596,
0.0015657125040888786,
0.01854771375656128,
-0.0319296270608902,
-0.029798686504364014,
-0.01976921409368515,
-0.001236208132468164,
-0.05854509770870209,
-0.01227482594549656,
0.04217800498008728,
-0.003943043295294046,
-0.05870196595788002,
-0.0017082500271499157,
0.051276057958602905,
-0.09197284281253815,
-0.0061710006557404995,
0.04411289840936661,
0.025512689724564552,
-0.0589386448264122,
-0.03540867939591408,
-0.04262116178870201,
0.0591043084859848,
0.11008507758378983,
0.020872298628091812,
-0.05395624414086342,
0.016641905531287193,
-0.00462545920163393,
-0.007435529958456755,
-0.0096536073833704,
0.014230186119675636,
0.06732684373855591,
0.024230914190411568,
0.08543437719345093,
0.09350064396858215,
0.01078597828745842,
0.043440885841846466,
-0.06292258948087692,
0.07494745403528214,
0.07317928969860077,
-0.011375765316188335,
0.008881951682269573,
0.08245762437582016,
0.026394356042146683,
-0.00813540630042553,
-0.0021682449150830507,
-0.06549930572509766,
-0.0823819637298584,
-0.05295003950595856,
-0.05210098996758461,
0.12057167291641235,
0.053446412086486816,
-0.05435994639992714,
-0.006418203469365835,
0.0001940363144967705,
-0.022354384884238243,
-0.03681616485118866,
-0.019365854561328888,
0.05899640917778015,
0.031472112983465195,
0.03797506168484688,
0.012888012453913689,
0.012691939249634743,
-0.0006473923567682505,
-0.021307900547981262,
0.0021899628918617964,
0.09874182939529419,
0.005180593114346266,
0.061375539749860764,
0.03487090766429901,
0.02562664821743965,
0.06229431554675102,
0.07303322106599808,
-6.250513508812448e-34,
-0.09877705574035645,
-0.052553944289684296,
-0.11445560306310654,
0.0015187568496912718,
0.01677093468606472,
-0.025520293042063713,
0.01221553422510624,
-0.02147594280540943,
0.04427884891629219,
-0.0008952303905971348,
-0.0195482075214386,
0.04330550879240036,
-0.09150504320859909,
-0.09319114685058594,
0.055977724492549896,
-0.013368655927479267,
0.03572889044880867,
0.006337002385407686,
0.046542294323444366,
-0.0372597873210907,
-0.034441497176885605,
-0.014107773080468178,
0.01296176016330719,
-0.013356403447687626,
0.07510391622781754,
0.0022131323348730803,
0.04378335177898407,
0.070079006254673,
-0.029932841658592224,
0.0007920154021121562,
0.12117210030555725,
-0.007235116325318813,
-0.08280016481876373,
-0.037418246269226074,
0.00031456100987270474,
-0.05019087716937065,
0.03162845969200134,
0.030203886330127716,
-0.00843867938965559,
0.03256829455494881,
-0.06015900894999504,
-0.07818051427602768,
-0.03270872309803963,
0.03730383142828941,
-0.024800390005111694,
-0.032972581684589386,
0.009801359847187996,
0.01398745272308588,
-0.08991437405347824,
0.007551615592092276,
-0.01010550931096077,
-0.011184154078364372,
0.10954254865646362,
-0.027123212814331055,
-0.003641536459326744,
0.04315062239766121,
0.023784669116139412,
-0.0663076788187027,
-0.02737550437450409,
0.048419538885354996,
-0.08635036647319794,
-0.027997350320219994,
0.019471270963549614,
-0.011487642303109169,
-0.007706235162913799,
0.015441653318703175,
0.030156811699271202,
0.005836388561874628,
0.08676762133836746,
-0.05460734665393829,
0.06990957260131836,
-0.02276117168366909,
0.03228725492954254,
0.0031329120974987745,
-0.06007607281208038,
-0.10911089926958084,
0.0870702788233757,
0.006703883409500122,
-0.0951029434800148,
0.042835332453250885,
-0.04578183591365814,
0.025172410532832146,
-0.025241829454898834,
0.007785909343510866,
0.09848707914352417,
-0.06789462268352509,
-0.062440790235996246,
0.004955544602125883,
-0.10352298617362976,
0.025850582867860794,
-0.10909958183765411,
0.0009012208320200443,
0.0460878349840641,
0.034364718943834305,
0.10301663726568222,
7.902282813921906e-34,
0.016248652711510658,
0.013952272944152355,
-0.03013688325881958,
0.04253585636615753,
-0.0030557564459741116,
-0.03963729366660118,
-0.06645369529724121,
0.05461858958005905,
0.0019174764165654778,
-0.003000785829499364,
-0.06140235811471939,
0.02617480419576168,
-0.010871929116547108,
0.026081912219524384,
-0.043081626296043396,
0.030725033953785896,
-0.026739399880170822,
-0.125589519739151,
-0.002799521666020155,
0.016000567004084587,
-0.03735194727778435,
-0.03170032054185867,
-0.131221741437912,
-0.002055588411167264,
-0.0811614915728569,
0.056792329996824265,
-0.03800926357507706,
-0.025721395388245583,
-0.036709584295749664,
-0.011841430328786373,
-0.03702274709939957,
-0.06953857839107513,
-0.03050142526626587,
0.03779509663581848,
-0.02729436382651329,
-0.05380814149975777,
0.11641542613506317,
-0.06612236797809601,
0.026025280356407166,
0.0009826679015532136,
0.01857682503759861,
0.03025452047586441,
0.05230586230754852,
-0.09196476638317108,
-0.0072686090134084225,
0.061896272003650665,
0.06821500509977341,
0.007520039100199938,
0.022080009803175926,
-0.006193807814270258,
0.07191415131092072,
-0.08117756247520447,
-0.05426333099603653,
0.027133813127875328,
0.04804584011435509,
-0.07900246977806091,
0.003933417610824108,
0.006530504208058119,
-0.03659064322710037,
0.03635070100426674,
0.06625539809465408,
-0.10224130004644394,
0.05360877513885498,
0.11122844368219376,
-0.07150460034608841,
0.05551483482122421,
-0.00429939990863204,
0.07346431165933609,
0.10731122642755508,
-0.047927651554346085,
0.08189723640680313,
0.06028144061565399,
-0.05093446746468544,
0.04146122559905052,
0.03303512558341026,
-0.00535571901127696,
-0.027993300929665565,
-0.016444092616438866,
0.032088812440633774,
0.04929010570049286,
-0.037034377455711365,
0.02691025473177433,
-0.0008665501372888684,
0.02183094248175621,
-0.0513593815267086,
0.02370552532374859,
0.07401566207408905,
0.01488292682915926,
0.04204276576638222,
0.0038938538637012243,
-0.013757930137217045,
0.05319762974977493,
-0.00012617323955055326,
0.03957320749759674,
-0.10727640241384506,
-4.031845080021412e-8,
-0.01712779328227043,
0.05328315496444702,
0.021183989942073822,
-0.0195328239351511,
0.06021170690655708,
0.006708979140967131,
0.045419901609420776,
-0.10832547396421432,
-0.003076558467000723,
-0.03524301201105118,
0.06556492298841476,
0.0537446029484272,
0.024161379784345627,
0.027082709595561028,
-0.03437897190451622,
-0.07142594456672668,
0.0916537493467331,
0.06057104840874672,
-0.0008706944645382464,
0.050505682826042175,
0.0736161544919014,
0.00045461455010809004,
-0.07497730106115341,
0.04776090011000633,
0.02940855734050274,
-0.027123169973492622,
-0.043099015951156616,
-0.018027031794190407,
0.028311802074313164,
0.10293048620223999,
-0.037742290645837784,
0.032824836671352386,
0.028511110693216324,
0.02140253409743309,
0.05351856350898743,
-0.056132785975933075,
-0.002761271083727479,
0.008649861440062523,
0.04949905723333359,
0.08053430169820786,
0.02464865893125534,
0.07653161138296127,
0.007823796011507511,
-0.04815647751092911,
0.022671453654766083,
-0.040801841765642166,
0.019891349598765373,
-0.07380134612321854,
-0.013775681145489216,
0.06183440238237381,
0.08458324521780014,
-0.06443191319704056,
-0.032017193734645844,
0.0220758318901062,
0.041152242571115494,
-0.10924065858125687,
0.0346609465777874,
0.03469032421708107,
0.022986719384789467,
-0.03475189581513405,
-0.055166926234960556,
0.042941853404045105,
-0.04092329740524292,
0.03761712834239006
] |
1401.5643
|
Francis Robicheaux
|
P. L. Price, L. D. Noordam, H. B. van Linden van den Heuvell, and F.
Robicheaux
|
Hole burning and higher order photon effects in attosecond light-atom
interaction
| null |
Phys. Rev. A 89, 033414 (2014)
|
10.1103/PhysRevA.89.033414
| null |
physics.atom-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We have performed calculations of attosecond laser-atom interactions for
laser intensities where interesting two and three photon effects become
relevant. In particular, we examine the case of "hole burning" in the initial
orbital. Hole burning is present when the laser pulse duration is shorter than
the classical radial period because the electron preferentially absorbs the
photon near the nucleus. We also examine how 3 photon Raman process can lead to
a time delay in the outgoing electron for the energy near one photon
absorption. For excitation out of the hydrogen $2s$ state, an intensity of
$2.2\times 10^{16}$ W/cm$^2$ leads to a 6 attosecond delay of the outgoing
electron. We argue that this delay is due to the hole burning in the initial
state.
|
[
{
"created": "Wed, 22 Jan 2014 12:33:59 GMT",
"version": "v1"
}
] |
2014-06-02
|
[
[
"Price",
"P. L.",
""
],
[
"Noordam",
"L. D.",
""
],
[
"Heuvell",
"H. B. van Linden van den",
""
],
[
"Robicheaux",
"F.",
""
]
] |
[
0.010393177159130573,
-0.018361371010541916,
-0.027779942378401756,
0.08495344966650009,
-0.02879214659333229,
-0.010445129126310349,
0.04158836230635643,
0.00009280943049816415,
0.03588951379060745,
-0.00524139404296875,
0.06395158916711807,
-0.006632406264543533,
-0.060499873012304306,
-0.07074931263923645,
0.06747496873140335,
0.013003409840166569,
-0.00899458210915327,
-0.01379721611738205,
0.023233264684677124,
0.025502564385533333,
0.04612259194254875,
-0.09394969791173935,
0.07660751044750214,
0.0010909459087997675,
0.02647426724433899,
-0.02449055016040802,
0.034497372806072235,
-0.017556846141815186,
-0.00959161389619112,
0.03006455861032009,
0.10866761952638626,
-0.05576875060796738,
-0.012144077569246292,
0.07859288156032562,
0.029405435547232628,
-0.036162786185741425,
0.039610348641872406,
-0.012074173428118229,
-0.05187944322824478,
-0.050381679087877274,
0.030189506709575653,
0.009648067876696587,
0.011635156348347664,
0.021337557584047318,
-0.02605351246893406,
-0.02566671557724476,
0.011569471098482609,
-0.09135564416646957,
-0.04957856610417366,
-0.04600922390818596,
0.06318648904561996,
0.034198932349681854,
0.00854742806404829,
-0.075593501329422,
-0.0030720627401024103,
0.03454024717211723,
-0.0021850040648132563,
0.060065314173698425,
-0.04343770816922188,
-0.04667751491069794,
-0.03332873433828354,
-0.09107224643230438,
-0.07325766980648041,
0.04412805661559105,
0.05330505222082138,
-0.01831866428256035,
0.04818589985370636,
-0.08617667853832245,
-0.052020832896232605,
0.062408607453107834,
-0.006847646553069353,
0.007431920152157545,
-0.0058626411482691765,
-0.05208612605929375,
-0.046782009303569794,
-0.058076027780771255,
0.02254173904657364,
0.0833912268280983,
-0.01909470558166504,
-0.03868991509079933,
0.08332645893096924,
-0.0004993273760192096,
-0.04486360773444176,
0.03392726555466652,
-0.08213871717453003,
0.028057020157575607,
0.08369186520576477,
0.04094652086496353,
-0.06858433037996292,
-0.04343092069029808,
-0.05640498176217079,
-0.055005721747875214,
0.01961764506995678,
-0.057660315185785294,
-0.022643541917204857,
0.03493804857134819,
0.14948409795761108,
-0.0487164668738842,
0.010311653837561607,
-0.02078450843691826,
0.07214955240488052,
0.032304782420396805,
-0.06523307412862778,
0.012987026944756508,
-0.05347045883536339,
0.08387500792741776,
-0.00974124763160944,
0.1076446920633316,
-0.08808202296495438,
0.06775764375925064,
0.11440335959196091,
-0.07338842004537582,
0.03021356277167797,
0.0323602668941021,
0.00002781305738608353,
0.08910153806209564,
0.0031610659789294004,
-0.015988510102033615,
0.10388612747192383,
0.02289370633661747,
-0.09826546162366867,
0.07401253283023834,
0.0489993579685688,
-0.008449315093457699,
-0.0007434810395352542,
-0.01585075818002224,
-0.04332342743873596,
2.8126977197216223e-33,
0.01786995679140091,
-0.016229506582021713,
-0.09789172559976578,
-0.07961952686309814,
0.011289482936263084,
0.015263831242918968,
0.01324964314699173,
-0.018409328535199165,
-0.06691150367259979,
-0.04106786847114563,
-0.01306846085935831,
-0.11405174434185028,
0.058634597808122635,
-0.04021654650568962,
-0.01973552256822586,
0.012247401289641857,
0.04164702445268631,
0.09396020323038101,
-0.0033668915275484324,
0.05816188082098961,
-0.049124062061309814,
-0.020674116909503937,
0.013545113615691662,
0.04045521840453148,
-0.07222394645214081,
0.0642942562699318,
-0.028759054839611053,
-0.025047000497579575,
-0.03085419349372387,
-0.009605803526937962,
0.04895899444818497,
0.08756193518638611,
-0.058260805904865265,
0.007350053638219833,
0.07770345360040665,
0.010815249755978584,
0.054278407245874405,
0.057673968374729156,
0.04713527485728264,
-0.04280449077486992,
-0.08468926697969437,
-0.0015798085369169712,
0.0186601709574461,
0.012934290803968906,
0.024384787306189537,
-0.0861632451415062,
-0.011955316178500652,
0.003461392130702734,
0.008039228618144989,
0.08516620099544525,
0.023948075249791145,
-0.02508983574807644,
0.049115777015686035,
0.03186986222863197,
0.072515107691288,
0.009010445326566696,
0.08310217410326004,
0.04160967841744423,
0.012507624924182892,
0.008848208002746105,
0.0946565568447113,
-0.028971422463655472,
0.006892384495586157,
0.007479105144739151,
-0.09262211620807648,
0.08410362154245377,
-0.026251554489135742,
-0.0701041966676712,
0.017203494906425476,
0.03264624625444412,
-0.03995944559574127,
0.03328116238117218,
0.10345887392759323,
-0.06045261770486832,
0.07146929949522018,
0.016745397821068764,
0.030460352078080177,
0.0019734418019652367,
-0.015195746906101704,
0.04990914463996887,
-0.005116033833473921,
-0.0698995366692543,
0.002743242774158716,
-0.040013428777456284,
-0.051386233419179916,
-0.046639807522296906,
-0.053131453692913055,
-0.049840111285448074,
-0.08151547610759735,
0.04880739748477936,
-0.0016208123415708542,
-0.10148586332798004,
-0.0014761360362172127,
-0.016690170392394066,
-0.04146234318614006,
-3.134096058664675e-33,
0.041282325983047485,
0.01534616481512785,
0.04537259787321091,
0.05319230630993843,
0.09281966090202332,
0.0615517720580101,
-0.0031937044113874435,
0.03173556551337242,
-0.03499981388449669,
-0.00824603158980608,
0.04752194136381149,
0.011685816571116447,
-0.03664166107773781,
-0.06918630748987198,
0.018773797899484634,
0.0016916381428018212,
0.09404948353767395,
-0.0595887117087841,
0.08154930919408798,
0.020830461755394936,
0.0666438415646553,
-0.004525998141616583,
0.012979064136743546,
0.004387472290545702,
0.047153159976005554,
0.0065688579343259335,
0.03685685619711876,
-0.0723029300570488,
-0.044711414724588394,
-0.09396109730005264,
-0.03975358232855797,
-0.00034136458998546004,
-0.0225551538169384,
0.001891101012006402,
-0.06567320227622986,
0.025465507060289383,
-0.021169619634747505,
0.04436403885483742,
-0.012524347752332687,
-0.029048481956124306,
0.05338433384895325,
-0.034438878297805786,
-0.018232977017760277,
0.02265789359807968,
0.012630611658096313,
0.007043901830911636,
-0.10060080140829086,
-0.018776416778564453,
-0.037672195583581924,
0.05683242529630661,
-0.09855500608682632,
-0.046653684228658676,
0.05627666041254997,
0.05267397686839104,
0.03379707410931587,
-0.0021820482797920704,
0.03510673716664314,
0.028441762551665306,
0.05541667714715004,
0.05819590017199516,
-0.023066813126206398,
-0.03354568034410477,
0.14583340287208557,
0.05579928681254387,
0.008271179161965847,
-0.060952942818403244,
-0.08364161849021912,
0.04547770693898201,
0.020308926701545715,
-0.03751577064394951,
-0.011820078827440739,
-0.004263132344931364,
-0.06115644425153732,
0.052905596792697906,
-0.015675699338316917,
-0.0075067561119794846,
0.026133373379707336,
-0.05541573837399483,
0.02121431939303875,
0.037514831870794296,
-0.07081396877765656,
0.09025988727807999,
-0.09026320278644562,
-0.000014322628885565791,
0.06684307008981705,
0.025224890559911728,
0.011164329946041107,
0.00747649697586894,
-0.07044091075658798,
-0.06506171822547913,
-0.014487039297819138,
0.07948596775531769,
0.009689201600849628,
-0.11726272106170654,
0.05387667194008827,
-4.4506002438993164e-8,
0.031232113018631935,
-0.07597330957651138,
-0.028242124244570732,
0.09440512955188751,
0.11892469227313995,
0.03672615438699722,
-0.026059217751026154,
0.019187305122613907,
-0.02864762395620346,
-0.06934928894042969,
0.02728075347840786,
0.038329754024744034,
0.04557383805513382,
-0.006608970463275909,
-0.006747845094650984,
-0.004733537323772907,
0.014932885766029358,
-0.11909916251897812,
-0.04483264312148094,
0.027046917006373405,
-0.010834318585693836,
0.001860458287410438,
0.031211040914058685,
-0.0559413805603981,
-0.043034713715314865,
0.01252734288573265,
-0.08829330652952194,
0.037477441132068634,
-0.03442636504769325,
-0.04632212221622467,
-0.01959162950515747,
-0.01963418908417225,
0.010297398082911968,
0.04428151994943619,
-0.087858185172081,
-0.07311633974313736,
0.0042107668705284595,
0.010575369000434875,
-0.002737628296017647,
0.015734266489744186,
-0.01378420740365982,
0.034536462277173996,
0.05084109678864479,
-0.009334505535662174,
-0.04048178344964981,
0.09738201647996902,
-0.056902457028627396,
-0.0081483768299222,
-0.04759928584098816,
0.07330692559480667,
-0.05025714263319969,
0.00974937155842781,
-0.09742032736539841,
-0.06066618487238884,
-0.03565045818686485,
-0.08178746700286865,
0.007071370724588633,
-0.03449464961886406,
0.06856629997491837,
0.05100740119814873,
0.0737752616405487,
-0.06821729987859726,
0.025673754513263702,
0.056060753762722015
] | null | null | null | null | null | null | null |
[
0.010393177159130573,
-0.018361371010541916,
-0.027779942378401756,
0.08495344966650009,
-0.02879214659333229,
-0.010445129126310349,
0.04158836230635643,
0.00009280943049816415,
0.03588951379060745,
-0.00524139404296875,
0.06395158916711807,
-0.006632406264543533,
-0.060499873012304306,
-0.07074931263923645,
0.06747496873140335,
0.013003409840166569,
-0.00899458210915327,
-0.01379721611738205,
0.023233264684677124,
0.025502564385533333,
0.04612259194254875,
-0.09394969791173935,
0.07660751044750214,
0.0010909459087997675,
0.02647426724433899,
-0.02449055016040802,
0.034497372806072235,
-0.017556846141815186,
-0.00959161389619112,
0.03006455861032009,
0.10866761952638626,
-0.05576875060796738,
-0.012144077569246292,
0.07859288156032562,
0.029405435547232628,
-0.036162786185741425,
0.039610348641872406,
-0.012074173428118229,
-0.05187944322824478,
-0.050381679087877274,
0.030189506709575653,
0.009648067876696587,
0.011635156348347664,
0.021337557584047318,
-0.02605351246893406,
-0.02566671557724476,
0.011569471098482609,
-0.09135564416646957,
-0.04957856610417366,
-0.04600922390818596,
0.06318648904561996,
0.034198932349681854,
0.00854742806404829,
-0.075593501329422,
-0.0030720627401024103,
0.03454024717211723,
-0.0021850040648132563,
0.060065314173698425,
-0.04343770816922188,
-0.04667751491069794,
-0.03332873433828354,
-0.09107224643230438,
-0.07325766980648041,
0.04412805661559105,
0.05330505222082138,
-0.01831866428256035,
0.04818589985370636,
-0.08617667853832245,
-0.052020832896232605,
0.062408607453107834,
-0.006847646553069353,
0.007431920152157545,
-0.0058626411482691765,
-0.05208612605929375,
-0.046782009303569794,
-0.058076027780771255,
0.02254173904657364,
0.0833912268280983,
-0.01909470558166504,
-0.03868991509079933,
0.08332645893096924,
-0.0004993273760192096,
-0.04486360773444176,
0.03392726555466652,
-0.08213871717453003,
0.028057020157575607,
0.08369186520576477,
0.04094652086496353,
-0.06858433037996292,
-0.04343092069029808,
-0.05640498176217079,
-0.055005721747875214,
0.01961764506995678,
-0.057660315185785294,
-0.022643541917204857,
0.03493804857134819,
0.14948409795761108,
-0.0487164668738842,
0.010311653837561607,
-0.02078450843691826,
0.07214955240488052,
0.032304782420396805,
-0.06523307412862778,
0.012987026944756508,
-0.05347045883536339,
0.08387500792741776,
-0.00974124763160944,
0.1076446920633316,
-0.08808202296495438,
0.06775764375925064,
0.11440335959196091,
-0.07338842004537582,
0.03021356277167797,
0.0323602668941021,
0.00002781305738608353,
0.08910153806209564,
0.0031610659789294004,
-0.015988510102033615,
0.10388612747192383,
0.02289370633661747,
-0.09826546162366867,
0.07401253283023834,
0.0489993579685688,
-0.008449315093457699,
-0.0007434810395352542,
-0.01585075818002224,
-0.04332342743873596,
2.8126977197216223e-33,
0.01786995679140091,
-0.016229506582021713,
-0.09789172559976578,
-0.07961952686309814,
0.011289482936263084,
0.015263831242918968,
0.01324964314699173,
-0.018409328535199165,
-0.06691150367259979,
-0.04106786847114563,
-0.01306846085935831,
-0.11405174434185028,
0.058634597808122635,
-0.04021654650568962,
-0.01973552256822586,
0.012247401289641857,
0.04164702445268631,
0.09396020323038101,
-0.0033668915275484324,
0.05816188082098961,
-0.049124062061309814,
-0.020674116909503937,
0.013545113615691662,
0.04045521840453148,
-0.07222394645214081,
0.0642942562699318,
-0.028759054839611053,
-0.025047000497579575,
-0.03085419349372387,
-0.009605803526937962,
0.04895899444818497,
0.08756193518638611,
-0.058260805904865265,
0.007350053638219833,
0.07770345360040665,
0.010815249755978584,
0.054278407245874405,
0.057673968374729156,
0.04713527485728264,
-0.04280449077486992,
-0.08468926697969437,
-0.0015798085369169712,
0.0186601709574461,
0.012934290803968906,
0.024384787306189537,
-0.0861632451415062,
-0.011955316178500652,
0.003461392130702734,
0.008039228618144989,
0.08516620099544525,
0.023948075249791145,
-0.02508983574807644,
0.049115777015686035,
0.03186986222863197,
0.072515107691288,
0.009010445326566696,
0.08310217410326004,
0.04160967841744423,
0.012507624924182892,
0.008848208002746105,
0.0946565568447113,
-0.028971422463655472,
0.006892384495586157,
0.007479105144739151,
-0.09262211620807648,
0.08410362154245377,
-0.026251554489135742,
-0.0701041966676712,
0.017203494906425476,
0.03264624625444412,
-0.03995944559574127,
0.03328116238117218,
0.10345887392759323,
-0.06045261770486832,
0.07146929949522018,
0.016745397821068764,
0.030460352078080177,
0.0019734418019652367,
-0.015195746906101704,
0.04990914463996887,
-0.005116033833473921,
-0.0698995366692543,
0.002743242774158716,
-0.040013428777456284,
-0.051386233419179916,
-0.046639807522296906,
-0.053131453692913055,
-0.049840111285448074,
-0.08151547610759735,
0.04880739748477936,
-0.0016208123415708542,
-0.10148586332798004,
-0.0014761360362172127,
-0.016690170392394066,
-0.04146234318614006,
-3.134096058664675e-33,
0.041282325983047485,
0.01534616481512785,
0.04537259787321091,
0.05319230630993843,
0.09281966090202332,
0.0615517720580101,
-0.0031937044113874435,
0.03173556551337242,
-0.03499981388449669,
-0.00824603158980608,
0.04752194136381149,
0.011685816571116447,
-0.03664166107773781,
-0.06918630748987198,
0.018773797899484634,
0.0016916381428018212,
0.09404948353767395,
-0.0595887117087841,
0.08154930919408798,
0.020830461755394936,
0.0666438415646553,
-0.004525998141616583,
0.012979064136743546,
0.004387472290545702,
0.047153159976005554,
0.0065688579343259335,
0.03685685619711876,
-0.0723029300570488,
-0.044711414724588394,
-0.09396109730005264,
-0.03975358232855797,
-0.00034136458998546004,
-0.0225551538169384,
0.001891101012006402,
-0.06567320227622986,
0.025465507060289383,
-0.021169619634747505,
0.04436403885483742,
-0.012524347752332687,
-0.029048481956124306,
0.05338433384895325,
-0.034438878297805786,
-0.018232977017760277,
0.02265789359807968,
0.012630611658096313,
0.007043901830911636,
-0.10060080140829086,
-0.018776416778564453,
-0.037672195583581924,
0.05683242529630661,
-0.09855500608682632,
-0.046653684228658676,
0.05627666041254997,
0.05267397686839104,
0.03379707410931587,
-0.0021820482797920704,
0.03510673716664314,
0.028441762551665306,
0.05541667714715004,
0.05819590017199516,
-0.023066813126206398,
-0.03354568034410477,
0.14583340287208557,
0.05579928681254387,
0.008271179161965847,
-0.060952942818403244,
-0.08364161849021912,
0.04547770693898201,
0.020308926701545715,
-0.03751577064394951,
-0.011820078827440739,
-0.004263132344931364,
-0.06115644425153732,
0.052905596792697906,
-0.015675699338316917,
-0.0075067561119794846,
0.026133373379707336,
-0.05541573837399483,
0.02121431939303875,
0.037514831870794296,
-0.07081396877765656,
0.09025988727807999,
-0.09026320278644562,
-0.000014322628885565791,
0.06684307008981705,
0.025224890559911728,
0.011164329946041107,
0.00747649697586894,
-0.07044091075658798,
-0.06506171822547913,
-0.014487039297819138,
0.07948596775531769,
0.009689201600849628,
-0.11726272106170654,
0.05387667194008827,
-4.4506002438993164e-8,
0.031232113018631935,
-0.07597330957651138,
-0.028242124244570732,
0.09440512955188751,
0.11892469227313995,
0.03672615438699722,
-0.026059217751026154,
0.019187305122613907,
-0.02864762395620346,
-0.06934928894042969,
0.02728075347840786,
0.038329754024744034,
0.04557383805513382,
-0.006608970463275909,
-0.006747845094650984,
-0.004733537323772907,
0.014932885766029358,
-0.11909916251897812,
-0.04483264312148094,
0.027046917006373405,
-0.010834318585693836,
0.001860458287410438,
0.031211040914058685,
-0.0559413805603981,
-0.043034713715314865,
0.01252734288573265,
-0.08829330652952194,
0.037477441132068634,
-0.03442636504769325,
-0.04632212221622467,
-0.01959162950515747,
-0.01963418908417225,
0.010297398082911968,
0.04428151994943619,
-0.087858185172081,
-0.07311633974313736,
0.0042107668705284595,
0.010575369000434875,
-0.002737628296017647,
0.015734266489744186,
-0.01378420740365982,
0.034536462277173996,
0.05084109678864479,
-0.009334505535662174,
-0.04048178344964981,
0.09738201647996902,
-0.056902457028627396,
-0.0081483768299222,
-0.04759928584098816,
0.07330692559480667,
-0.05025714263319969,
0.00974937155842781,
-0.09742032736539841,
-0.06066618487238884,
-0.03565045818686485,
-0.08178746700286865,
0.007071370724588633,
-0.03449464961886406,
0.06856629997491837,
0.05100740119814873,
0.0737752616405487,
-0.06821729987859726,
0.025673754513263702,
0.056060753762722015
] |
1401.5644
|
Issam Sahmoudi issam sahmoudi
|
Issam Sahmoudi and Hanane Froud and Abdelmonaime Lachkar
|
A new keyphrases extraction method based on suffix tree data structure
for arabic documents clustering
|
17 pages, 3 figures
|
International Journal of Database Management Systems ( IJDMS )
Vol.5, No.6, December 2013
|
10.5121/ijdms.2013.5602
| null |
cs.CL cs.IR
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Document Clustering is a branch of a larger area of scientific study known as
data mining .which is an unsupervised classification using to find a structure
in a collection of unlabeled data. The useful information in the documents can
be accompanied by a large amount of noise words when using Full Text
Representation, and therefore will affect negatively the result of the
clustering process. So it is with great need to eliminate the noise words and
keeping just the useful information in order to enhance the quality of the
clustering results. This problem occurs with different degree for any language
such as English, European, Hindi, Chinese, and Arabic Language. To overcome
this problem, in this paper, we propose a new and efficient Keyphrases
extraction method based on the Suffix Tree data structure (KpST), the extracted
Keyphrases are then used in the clustering process instead of Full Text
Representation. The proposed method for Keyphrases extraction is language
independent and therefore it may be applied to any language. In this
investigation, we are interested to deal with the Arabic language which is one
of the most complex languages. To evaluate our method, we conduct an
experimental study on Arabic Documents using the most popular Clustering
approach of Hierarchical algorithms: Agglomerative Hierarchical algorithm with
seven linkage techniques and a variety of distance functions and similarity
measures to perform Arabic Document Clustering task. The obtained results show
that our method for extracting Keyphrases increases the quality of the
clustering results. We propose also to study the effect of using the stemming
for the testing dataset to cluster it with the same documents clustering
techniques and similarity/distance measures.
|
[
{
"created": "Wed, 22 Jan 2014 12:36:38 GMT",
"version": "v1"
}
] |
2014-01-23
|
[
[
"Sahmoudi",
"Issam",
""
],
[
"Froud",
"Hanane",
""
],
[
"Lachkar",
"Abdelmonaime",
""
]
] |
[
-0.0766695886850357,
0.0017847978742793202,
0.013176487758755684,
-0.013907281681895256,
0.010653935372829437,
-0.01883002184331417,
0.05146297067403793,
-0.049730170518159866,
0.028394799679517746,
0.0029356603045016527,
0.06699244678020477,
0.03668491169810295,
0.10196201503276825,
-0.029350940138101578,
-0.02657773345708847,
-0.003966614603996277,
0.016737336292862892,
0.03112911991775036,
-0.0797172486782074,
-0.12920404970645905,
0.04742948338389397,
0.004882947076112032,
0.05051056668162346,
0.01292920671403408,
0.041157420724630356,
0.10531742125749588,
0.005969015881419182,
-0.012010217644274235,
-0.02841893397271633,
0.03552102670073509,
0.017232105135917664,
0.05663137882947922,
0.10047680884599686,
0.03403928130865097,
-0.018701083958148956,
0.07584213465452194,
-0.01974252611398697,
0.10483323037624359,
-0.000629512476734817,
0.04902533441781998,
-0.012856382876634598,
0.000706391641870141,
0.031116610392928123,
-0.00183631491381675,
0.0796014666557312,
0.0588156096637249,
-0.12014254927635193,
0.05084148049354553,
-0.057400017976760864,
0.08828414976596832,
-0.11358068138360977,
0.009375442750751972,
-0.026086149737238884,
0.010796938091516495,
0.0062697953544557095,
-0.04441330209374428,
0.06710296869277954,
-0.03820834308862686,
-0.03399963676929474,
-0.08676155656576157,
0.04318017140030861,
-0.03910725563764572,
-0.038549669086933136,
-0.015831826254725456,
-0.06653524935245514,
0.013381216675043106,
0.09797104448080063,
-0.004407536704093218,
0.06308376044034958,
-0.08194956928491592,
0.04461541399359703,
0.09170133620500565,
-0.0006015204126015306,
0.06869295239448547,
-0.0693281888961792,
0.023535940796136856,
-0.06140073016285896,
-0.07550079375505447,
0.01573336124420166,
0.03702305629849434,
0.014354594051837921,
0.023074226453900337,
0.03676556795835495,
0.015516284853219986,
0.023742344230413437,
-0.02334308624267578,
0.053221363574266434,
-0.023895584046840668,
-0.07323577255010605,
0.07960019260644913,
-0.07205087691545486,
-0.04435121640563011,
0.061898570507764816,
-0.030944976955652237,
0.00907308142632246,
-0.031154518947005272,
-0.007924842648208141,
-0.029512526467442513,
0.06391022354364395,
0.02003249153494835,
-0.05338982120156288,
0.019998252391815186,
0.02340371534228325,
-0.07072927057743073,
-0.03230254352092743,
0.025615878403186798,
-0.007420516572892666,
-0.04367706552147865,
0.0771973505616188,
0.015191539190709591,
-0.06078702583909035,
0.034447845071554184,
-0.11318007111549377,
0.026088712736964226,
-0.010291000828146935,
0.05217356234788895,
0.11640657484531403,
-0.004060280509293079,
-0.007533532567322254,
0.04726799204945564,
-0.007559295278042555,
-0.07079344987869263,
0.07746833562850952,
0.01176316849887371,
-0.031107155606150627,
-0.01624716818332672,
-0.06621867418289185,
1.3892231010307805e-34,
-0.046592991799116135,
-0.02494906820356846,
-0.014402972534298897,
-0.07613491266965866,
-0.04135284572839737,
-0.03300900757312775,
-0.045226868242025375,
0.022019192576408386,
-0.02399015799164772,
-0.041347675025463104,
-0.009516534395515919,
0.046986259520053864,
0.008116924203932285,
-0.017219625413417816,
0.06760882586240768,
-0.006811530329287052,
0.0582452118396759,
0.04336318001151085,
-0.018866529688239098,
-0.12748979032039642,
0.06058594956994057,
0.02003188244998455,
0.0521530881524086,
-0.007319789379835129,
-0.025080164894461632,
-0.06932488828897476,
0.04273117333650589,
-0.09084300696849823,
-0.0038568591699004173,
0.01294668298214674,
0.038622431457042694,
-0.05638212338089943,
-0.021472522988915443,
-0.00142178765963763,
-0.028813743963837624,
0.015261650085449219,
-0.03912493586540222,
-0.05910678580403328,
-0.02911263518035412,
-0.04909266531467438,
-0.0766310840845108,
-0.014481433667242527,
0.10404954105615616,
-0.091712586581707,
0.048999588936567307,
0.1058567613363266,
-0.030522780492901802,
-0.040002770721912384,
0.09238389134407043,
-0.002300245687365532,
0.012646437622606754,
-0.028638169169425964,
0.0419507697224617,
0.11083490401506424,
-0.04991849511861801,
0.09271838515996933,
0.05544145032763481,
-0.010321926325559616,
-0.014568854123353958,
0.03264422342181206,
-0.06908170878887177,
-0.037411488592624664,
-0.005150378681719303,
0.037772297859191895,
0.011705385521054268,
-0.04883073642849922,
0.03635313734412193,
0.09054809808731079,
-0.015610442496836185,
0.03508886694908142,
0.019524069502949715,
0.055691421031951904,
0.014392558485269547,
0.07525397837162018,
-0.03978532925248146,
0.04749394580721855,
0.030346697196364403,
0.0020659896545112133,
-0.0791109949350357,
-0.02091927081346512,
-0.025331327691674232,
-0.02766469493508339,
0.04081800952553749,
-0.036022040992975235,
-0.06843682378530502,
0.018759150058031082,
0.03808922320604324,
-0.010481665842235088,
-0.014058160595595837,
-0.01893870159983635,
-0.0902814045548439,
0.08429944515228271,
-0.04311974719166756,
-0.017618605867028236,
0.04512772709131241,
-1.1053363480259016e-33,
-0.0011320817284286022,
-0.0926193818449974,
0.0073174843564629555,
0.000500167952850461,
0.014654736034572124,
-0.016953550279140472,
-0.04170903563499451,
0.04964647814631462,
0.010766942985355854,
-0.026959022507071495,
-0.05379416048526764,
-0.019564449787139893,
0.041163526475429535,
-0.03964906930923462,
0.01233002357184887,
-0.03843183070421219,
0.026554638519883156,
0.09053301811218262,
0.011046536266803741,
0.16998060047626495,
-0.020103681832551956,
-0.013472091406583786,
-0.04847519472241402,
-0.002093237591907382,
0.04308268800377846,
-0.008665171451866627,
-0.013214425183832645,
0.0215463787317276,
-0.053770825266838074,
0.05653764680027962,
-0.012625000439584255,
0.11684581637382507,
-0.09394659101963043,
-0.0317937433719635,
-0.07248426973819733,
-0.05607295408844948,
-0.01601593755185604,
-0.031604282557964325,
-0.008414686657488346,
0.024630706757307053,
0.01642668806016445,
0.1267685741186142,
-0.011005143634974957,
-0.09118328988552094,
0.03250705078244209,
-0.07218430191278458,
-0.02096899226307869,
0.03341982513666153,
-0.047264471650123596,
-0.048733051866292953,
0.009205334819853306,
-0.01931878924369812,
0.0071153887547552586,
0.02142910845577717,
0.05325193703174591,
0.025843583047389984,
-0.05967925488948822,
0.022086244076490402,
-0.08800148963928223,
-0.052173253148794174,
-0.011576038785278797,
-0.006357463542371988,
0.04437888041138649,
0.03592062368988991,
-0.011279605329036713,
-0.11059173196554184,
0.021973388269543648,
0.023934438824653625,
-0.0501277931034565,
0.02196326293051243,
-0.035151757299900055,
0.02110106870532036,
-0.013095688074827194,
0.06578226387500763,
-0.02176029607653618,
-0.031481195241212845,
-0.00897672027349472,
-0.03530258685350418,
-0.03382941335439682,
-0.1043650284409523,
0.08417313545942307,
-0.03213498368859291,
-0.01373208500444889,
0.0056882635690271854,
0.0653042420744896,
-0.018256500363349915,
0.04570615291595459,
0.01637035794556141,
0.04334719106554985,
0.038082726299762726,
-0.015314088203012943,
-0.0021743103861808777,
0.026596680283546448,
0.0756693035364151,
-0.01073196716606617,
-4.080078852553015e-8,
-0.034145522862672806,
-0.03875096142292023,
-0.04442453384399414,
-0.05068652331829071,
-0.03325454145669937,
-0.016431555151939392,
-0.03399231657385826,
0.09302005916833878,
-0.04735870286822319,
-0.1143234521150589,
0.07588248699903488,
-0.06636038422584534,
-0.14297182857990265,
0.015327763743698597,
-0.06858085095882416,
0.04173940792679787,
0.0024255907628685236,
0.00457738246768713,
0.0409112311899662,
0.036472439765930176,
-0.005512837786227465,
-0.0023346436209976673,
0.0036990127991884947,
0.06968266516923904,
-0.05964277312159538,
0.009441091679036617,
0.03172464296221733,
0.022798627614974976,
0.018038418143987656,
-0.05750966817140579,
-0.014184817671775818,
-0.0018805061699822545,
-0.025400379672646523,
-0.042351044714450836,
0.03145168349146843,
0.08247123658657074,
0.0019355324329808354,
0.01546226441860199,
-0.06803710013628006,
0.08670800924301147,
0.13561291992664337,
0.02721361070871353,
-0.011918911710381508,
-0.00029312469996511936,
0.01910564862191677,
-0.045118242502212524,
0.03807597979903221,
0.02671992778778076,
0.08501572161912918,
0.0042409528978168964,
0.023745130747556686,
-0.012338333763182163,
-0.04175272956490517,
-0.011436084285378456,
0.02561028301715851,
0.07996445894241333,
-0.06113962084054947,
-0.014342108741402626,
0.11512713134288788,
-0.0460142083466053,
0.07523919641971588,
-0.0715157613158226,
0.023458298295736313,
0.06027500703930855
] | null | null | null | null | null | null | null |
[
-0.0766695886850357,
0.0017847978742793202,
0.013176487758755684,
-0.013907281681895256,
0.010653935372829437,
-0.01883002184331417,
0.05146297067403793,
-0.049730170518159866,
0.028394799679517746,
0.0029356603045016527,
0.06699244678020477,
0.03668491169810295,
0.10196201503276825,
-0.029350940138101578,
-0.02657773345708847,
-0.003966614603996277,
0.016737336292862892,
0.03112911991775036,
-0.0797172486782074,
-0.12920404970645905,
0.04742948338389397,
0.004882947076112032,
0.05051056668162346,
0.01292920671403408,
0.041157420724630356,
0.10531742125749588,
0.005969015881419182,
-0.012010217644274235,
-0.02841893397271633,
0.03552102670073509,
0.017232105135917664,
0.05663137882947922,
0.10047680884599686,
0.03403928130865097,
-0.018701083958148956,
0.07584213465452194,
-0.01974252611398697,
0.10483323037624359,
-0.000629512476734817,
0.04902533441781998,
-0.012856382876634598,
0.000706391641870141,
0.031116610392928123,
-0.00183631491381675,
0.0796014666557312,
0.0588156096637249,
-0.12014254927635193,
0.05084148049354553,
-0.057400017976760864,
0.08828414976596832,
-0.11358068138360977,
0.009375442750751972,
-0.026086149737238884,
0.010796938091516495,
0.0062697953544557095,
-0.04441330209374428,
0.06710296869277954,
-0.03820834308862686,
-0.03399963676929474,
-0.08676155656576157,
0.04318017140030861,
-0.03910725563764572,
-0.038549669086933136,
-0.015831826254725456,
-0.06653524935245514,
0.013381216675043106,
0.09797104448080063,
-0.004407536704093218,
0.06308376044034958,
-0.08194956928491592,
0.04461541399359703,
0.09170133620500565,
-0.0006015204126015306,
0.06869295239448547,
-0.0693281888961792,
0.023535940796136856,
-0.06140073016285896,
-0.07550079375505447,
0.01573336124420166,
0.03702305629849434,
0.014354594051837921,
0.023074226453900337,
0.03676556795835495,
0.015516284853219986,
0.023742344230413437,
-0.02334308624267578,
0.053221363574266434,
-0.023895584046840668,
-0.07323577255010605,
0.07960019260644913,
-0.07205087691545486,
-0.04435121640563011,
0.061898570507764816,
-0.030944976955652237,
0.00907308142632246,
-0.031154518947005272,
-0.007924842648208141,
-0.029512526467442513,
0.06391022354364395,
0.02003249153494835,
-0.05338982120156288,
0.019998252391815186,
0.02340371534228325,
-0.07072927057743073,
-0.03230254352092743,
0.025615878403186798,
-0.007420516572892666,
-0.04367706552147865,
0.0771973505616188,
0.015191539190709591,
-0.06078702583909035,
0.034447845071554184,
-0.11318007111549377,
0.026088712736964226,
-0.010291000828146935,
0.05217356234788895,
0.11640657484531403,
-0.004060280509293079,
-0.007533532567322254,
0.04726799204945564,
-0.007559295278042555,
-0.07079344987869263,
0.07746833562850952,
0.01176316849887371,
-0.031107155606150627,
-0.01624716818332672,
-0.06621867418289185,
1.3892231010307805e-34,
-0.046592991799116135,
-0.02494906820356846,
-0.014402972534298897,
-0.07613491266965866,
-0.04135284572839737,
-0.03300900757312775,
-0.045226868242025375,
0.022019192576408386,
-0.02399015799164772,
-0.041347675025463104,
-0.009516534395515919,
0.046986259520053864,
0.008116924203932285,
-0.017219625413417816,
0.06760882586240768,
-0.006811530329287052,
0.0582452118396759,
0.04336318001151085,
-0.018866529688239098,
-0.12748979032039642,
0.06058594956994057,
0.02003188244998455,
0.0521530881524086,
-0.007319789379835129,
-0.025080164894461632,
-0.06932488828897476,
0.04273117333650589,
-0.09084300696849823,
-0.0038568591699004173,
0.01294668298214674,
0.038622431457042694,
-0.05638212338089943,
-0.021472522988915443,
-0.00142178765963763,
-0.028813743963837624,
0.015261650085449219,
-0.03912493586540222,
-0.05910678580403328,
-0.02911263518035412,
-0.04909266531467438,
-0.0766310840845108,
-0.014481433667242527,
0.10404954105615616,
-0.091712586581707,
0.048999588936567307,
0.1058567613363266,
-0.030522780492901802,
-0.040002770721912384,
0.09238389134407043,
-0.002300245687365532,
0.012646437622606754,
-0.028638169169425964,
0.0419507697224617,
0.11083490401506424,
-0.04991849511861801,
0.09271838515996933,
0.05544145032763481,
-0.010321926325559616,
-0.014568854123353958,
0.03264422342181206,
-0.06908170878887177,
-0.037411488592624664,
-0.005150378681719303,
0.037772297859191895,
0.011705385521054268,
-0.04883073642849922,
0.03635313734412193,
0.09054809808731079,
-0.015610442496836185,
0.03508886694908142,
0.019524069502949715,
0.055691421031951904,
0.014392558485269547,
0.07525397837162018,
-0.03978532925248146,
0.04749394580721855,
0.030346697196364403,
0.0020659896545112133,
-0.0791109949350357,
-0.02091927081346512,
-0.025331327691674232,
-0.02766469493508339,
0.04081800952553749,
-0.036022040992975235,
-0.06843682378530502,
0.018759150058031082,
0.03808922320604324,
-0.010481665842235088,
-0.014058160595595837,
-0.01893870159983635,
-0.0902814045548439,
0.08429944515228271,
-0.04311974719166756,
-0.017618605867028236,
0.04512772709131241,
-1.1053363480259016e-33,
-0.0011320817284286022,
-0.0926193818449974,
0.0073174843564629555,
0.000500167952850461,
0.014654736034572124,
-0.016953550279140472,
-0.04170903563499451,
0.04964647814631462,
0.010766942985355854,
-0.026959022507071495,
-0.05379416048526764,
-0.019564449787139893,
0.041163526475429535,
-0.03964906930923462,
0.01233002357184887,
-0.03843183070421219,
0.026554638519883156,
0.09053301811218262,
0.011046536266803741,
0.16998060047626495,
-0.020103681832551956,
-0.013472091406583786,
-0.04847519472241402,
-0.002093237591907382,
0.04308268800377846,
-0.008665171451866627,
-0.013214425183832645,
0.0215463787317276,
-0.053770825266838074,
0.05653764680027962,
-0.012625000439584255,
0.11684581637382507,
-0.09394659101963043,
-0.0317937433719635,
-0.07248426973819733,
-0.05607295408844948,
-0.01601593755185604,
-0.031604282557964325,
-0.008414686657488346,
0.024630706757307053,
0.01642668806016445,
0.1267685741186142,
-0.011005143634974957,
-0.09118328988552094,
0.03250705078244209,
-0.07218430191278458,
-0.02096899226307869,
0.03341982513666153,
-0.047264471650123596,
-0.048733051866292953,
0.009205334819853306,
-0.01931878924369812,
0.0071153887547552586,
0.02142910845577717,
0.05325193703174591,
0.025843583047389984,
-0.05967925488948822,
0.022086244076490402,
-0.08800148963928223,
-0.052173253148794174,
-0.011576038785278797,
-0.006357463542371988,
0.04437888041138649,
0.03592062368988991,
-0.011279605329036713,
-0.11059173196554184,
0.021973388269543648,
0.023934438824653625,
-0.0501277931034565,
0.02196326293051243,
-0.035151757299900055,
0.02110106870532036,
-0.013095688074827194,
0.06578226387500763,
-0.02176029607653618,
-0.031481195241212845,
-0.00897672027349472,
-0.03530258685350418,
-0.03382941335439682,
-0.1043650284409523,
0.08417313545942307,
-0.03213498368859291,
-0.01373208500444889,
0.0056882635690271854,
0.0653042420744896,
-0.018256500363349915,
0.04570615291595459,
0.01637035794556141,
0.04334719106554985,
0.038082726299762726,
-0.015314088203012943,
-0.0021743103861808777,
0.026596680283546448,
0.0756693035364151,
-0.01073196716606617,
-4.080078852553015e-8,
-0.034145522862672806,
-0.03875096142292023,
-0.04442453384399414,
-0.05068652331829071,
-0.03325454145669937,
-0.016431555151939392,
-0.03399231657385826,
0.09302005916833878,
-0.04735870286822319,
-0.1143234521150589,
0.07588248699903488,
-0.06636038422584534,
-0.14297182857990265,
0.015327763743698597,
-0.06858085095882416,
0.04173940792679787,
0.0024255907628685236,
0.00457738246768713,
0.0409112311899662,
0.036472439765930176,
-0.005512837786227465,
-0.0023346436209976673,
0.0036990127991884947,
0.06968266516923904,
-0.05964277312159538,
0.009441091679036617,
0.03172464296221733,
0.022798627614974976,
0.018038418143987656,
-0.05750966817140579,
-0.014184817671775818,
-0.0018805061699822545,
-0.025400379672646523,
-0.042351044714450836,
0.03145168349146843,
0.08247123658657074,
0.0019355324329808354,
0.01546226441860199,
-0.06803710013628006,
0.08670800924301147,
0.13561291992664337,
0.02721361070871353,
-0.011918911710381508,
-0.00029312469996511936,
0.01910564862191677,
-0.045118242502212524,
0.03807597979903221,
0.02671992778778076,
0.08501572161912918,
0.0042409528978168964,
0.023745130747556686,
-0.012338333763182163,
-0.04175272956490517,
-0.011436084285378456,
0.02561028301715851,
0.07996445894241333,
-0.06113962084054947,
-0.014342108741402626,
0.11512713134288788,
-0.0460142083466053,
0.07523919641971588,
-0.0715157613158226,
0.023458298295736313,
0.06027500703930855
] |
1401.5648
|
Luis Enrique Correa Rocha Dr
|
Luis Enrique Correa Rocha and Naoki Masuda
|
Random walk centrality for temporal networks
|
main text + supplementary material
|
New Journal of Physics 16 063023 (2014)
|
10.1088/1367-2630/16/6/063023
| null |
physics.soc-ph cs.SI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Nodes can be ranked according to their relative importance within the
network. Ranking algorithms based on random walks are particularly useful
because they connect topological and diffusive properties of the network.
Previous methods based on random walks, as for example the PageRank, have
focused on static structures. However, several realistic networks are indeed
dynamic, meaning that their structure changes in time. In this paper, we
propose a centrality measure for temporal networks based on random walks which
we call TempoRank. While in a static network, the stationary density of the
random walk is proportional to the degree or the strength of a node, we find
that in temporal networks, the stationary density is proportional to the
in-strength of the so-called effective network. The stationary density also
depends on the sojourn probability q which regulates the tendency of the walker
to stay in the node. We apply our method to human interaction networks and show
that although it is important for a node to be connected to another node with
many random walkers at the right moment (one of the principles of the
PageRank), this effect is negligible in practice when the time order of link
activation is included.
|
[
{
"created": "Wed, 22 Jan 2014 13:02:01 GMT",
"version": "v1"
}
] |
2014-06-17
|
[
[
"Rocha",
"Luis Enrique Correa",
""
],
[
"Masuda",
"Naoki",
""
]
] |
[
-0.007284649647772312,
-0.08763757348060608,
0.009986618533730507,
-0.006366114132106304,
0.07030804455280304,
0.00015892232477199286,
0.03345506638288498,
-0.022523479536175728,
0.05479443818330765,
-0.0058653163723647594,
-0.022128701210021973,
0.0760972797870636,
0.019364411011338234,
0.10415983200073242,
-0.07116217911243439,
-0.017676807940006256,
0.06203203275799751,
0.018879354000091553,
-0.006602555047720671,
0.014945424161851406,
-0.04823805019259453,
-0.03914302587509155,
0.03698986396193504,
-0.044210467487573624,
0.05149203911423683,
-0.0909556970000267,
-0.03989938274025917,
-0.02799118682742119,
0.05911049246788025,
-0.01564621552824974,
0.045073118060827255,
0.019865000620484352,
0.03834601119160652,
-0.034428730607032776,
-0.09143044799566269,
0.0012151418486610055,
0.001822180929593742,
-0.05095089226961136,
0.045190077275037766,
0.009477561339735985,
0.09149172157049179,
0.06733293831348419,
0.04024459421634674,
0.0032132293563336134,
-0.025257820263504982,
0.054950013756752014,
-0.04366170987486839,
-0.024246754124760628,
-0.098395437002182,
0.036094509065151215,
-0.02692669816315174,
0.0015869137132540345,
0.015368040651082993,
0.016806380823254585,
0.036770641803741455,
0.04852643236517906,
0.01900600828230381,
0.024225398898124695,
-0.041789762675762177,
-0.0275381188839674,
0.14369148015975952,
-0.006953474599868059,
-0.016481447964906693,
-0.0055292872712016106,
0.059042640030384064,
0.0035393324214965105,
0.046686992049217224,
0.10853946208953857,
0.006008854601532221,
0.010039491578936577,
0.04434620961546898,
-0.009078137576580048,
-0.08319787681102753,
0.020183201879262924,
0.06643237173557281,
0.04142267256975174,
-0.056077808141708374,
-0.053993310779333115,
-0.059532783925533295,
-0.035796843469142914,
-0.05033738538622856,
0.0029817239847034216,
0.0548035204410553,
-0.02178739756345749,
0.02233189158141613,
-0.000017905949789565057,
0.015820519998669624,
0.010491420514881611,
-0.07741338014602661,
0.027629606425762177,
-0.0451420396566391,
0.10626955330371857,
-0.022605380043387413,
-0.0636104866862297,
0.007397613953799009,
0.053660765290260315,
-0.032819535583257675,
-0.03629637882113457,
-0.012365303933620453,
0.06138584017753601,
-0.04227862134575844,
-0.03209042176604271,
-0.010611524805426598,
-0.02309148572385311,
0.061530545353889465,
0.013852236792445183,
0.028905879706144333,
-0.003425812581554055,
0.08176346868276596,
0.014829972758889198,
-0.053553737699985504,
0.010600336827337742,
-0.06395602226257324,
-0.0053035118617117405,
-0.06869027018547058,
-0.03592561557888985,
0.03931690379977226,
0.05813165754079819,
0.08893002569675446,
0.03498123213648796,
0.03167111426591873,
0.008908169344067574,
0.007612363900989294,
-0.11479751020669937,
0.03809697553515434,
0.06365374475717545,
0.04761074110865593,
1.60863940718733e-33,
0.06581965833902359,
-0.05199529230594635,
0.020242055878043175,
0.0016638662200421095,
0.046090152114629745,
-0.02315153181552887,
-0.024792687967419624,
-0.07434899359941483,
0.029718447476625443,
-0.10138978064060211,
-0.07234743982553482,
0.09660463780164719,
0.023932449519634247,
-0.019595397636294365,
0.008551743812859058,
0.0003620391362346709,
0.11612845957279205,
-0.004017042461782694,
0.002655710792168975,
-0.14533847570419312,
0.08970758318901062,
-0.03894869238138199,
-0.002461438998579979,
-0.03945983201265335,
0.054117415100336075,
-0.03594512119889259,
-0.05250807851552963,
0.009601226076483727,
0.03747183457016945,
-0.010797700844705105,
-0.018766947090625763,
0.06742864102125168,
-0.059631071984767914,
0.03407324478030205,
-0.009673778899013996,
0.014613306149840355,
-0.019357869401574135,
-0.0017741359770298004,
-0.007324459496885538,
-0.058334555476903915,
-0.030432678759098053,
-0.020717401057481766,
0.02722766250371933,
-0.044667791575193405,
-0.01618519239127636,
-0.03550815209746361,
0.02218981459736824,
0.04547779634594917,
-0.020205102860927582,
-0.03458375483751297,
0.008828572928905487,
-0.006938180886209011,
0.07032959163188934,
-0.0026520465034991503,
-0.04258954897522926,
-0.007082625292241573,
0.06156129390001297,
0.08801480382680893,
0.014813418500125408,
0.07986631244421005,
0.03847099095582962,
0.034464821219444275,
0.03138866648077965,
0.0018590465188026428,
0.11467856913805008,
0.027524162083864212,
-0.1076795756816864,
0.006647471338510513,
0.11183632165193558,
-0.026565540581941605,
0.041037898510694504,
0.06615101546049118,
-0.025546636432409286,
-0.024419935420155525,
-0.04061101749539375,
0.05848323926329613,
-0.059966444969177246,
-0.0907527431845665,
-0.09789972752332687,
0.015822306275367737,
-0.07895354181528091,
-0.10264022648334503,
-0.012608074583113194,
-0.054316774010658264,
-0.02641144208610058,
0.004240469541400671,
0.04013867303729057,
0.0032530350144952536,
-0.01765398494899273,
-0.002023208187893033,
0.027077117934823036,
0.006265223957598209,
0.0671447366476059,
0.034002967178821564,
-0.00014769844710826874,
-2.3522815617594872e-33,
-0.06569647043943405,
0.03860154375433922,
0.08618844300508499,
0.022961756214499474,
0.05558300390839577,
-0.04199373722076416,
-0.08954038470983505,
-0.08751779049634933,
-0.013249053619801998,
0.029610449448227882,
-0.05822748690843582,
-0.06927363574504852,
0.04083209112286568,
-0.04866033047437668,
0.05014299228787422,
-0.010828626342117786,
0.028802508488297462,
-0.047451309859752655,
-0.023179585114121437,
-0.00580955995246768,
0.04420284926891327,
0.04670324921607971,
-0.11659015715122223,
-0.023864615708589554,
0.09517332911491394,
-0.008127635344862938,
0.08572674542665482,
0.0007384553900919855,
-0.0565381795167923,
0.02631213888525963,
-0.0791952908039093,
-0.057919058948755264,
-0.06908485293388367,
-0.004729799460619688,
0.007385648787021637,
0.04447491839528084,
-0.03343532979488373,
0.02123510092496872,
-0.017375396564602852,
0.012390940450131893,
0.016602832823991776,
-0.017622167244553566,
-0.04898868128657341,
-0.050520509481430054,
0.053825151175260544,
0.08776014298200607,
-0.12394236773252487,
0.026416968554258347,
-0.1137179359793663,
0.036911651492118835,
0.023274172097444534,
0.08859051764011383,
0.008802072145044804,
-0.01751084439456463,
-0.054574377834796906,
0.04284137114882469,
-0.06752803921699524,
0.09385339915752411,
0.03733956068754196,
0.012892290949821472,
-0.024051116779446602,
-0.04452483728528023,
-0.019649924710392952,
0.0826796293258667,
-0.07706943899393082,
-0.06210090592503548,
-0.017588984221220016,
-0.07760074734687805,
-0.03107256442308426,
0.013906087726354599,
0.02189401537179947,
0.0692300796508789,
-0.01561758667230606,
-0.025205526500940323,
-0.05940895155072212,
0.011158548295497894,
0.09396199882030487,
0.02652263082563877,
0.028676854446530342,
-0.07119673490524292,
-0.0512404628098011,
0.03763521835207939,
-0.0007409582030959427,
-0.14662688970565796,
0.00788342859596014,
0.06317733228206635,
0.009169553406536579,
0.005783299915492535,
0.08687427639961243,
0.00035486588603816926,
0.024336710572242737,
-0.024344900622963905,
-0.07087820768356323,
-0.02489965409040451,
-0.11279268562793732,
-4.655465701830508e-8,
-0.09194973856210709,
0.017973516136407852,
0.00606314605101943,
0.0867438018321991,
0.08995188772678375,
0.07120770961046219,
0.12238660454750061,
0.049946364015340805,
0.005529677029699087,
0.08070503920316696,
0.06795695424079895,
-0.025766555219888687,
0.006427178159356117,
-0.034022487699985504,
0.02049124427139759,
0.013836104422807693,
-0.007333644200116396,
-0.05989755317568779,
-0.018185216933488846,
-0.06862194836139679,
-0.024579066783189774,
-0.023413924500346184,
-0.008120319806039333,
0.10318819433450699,
-0.012465616688132286,
0.026619190350174904,
0.0033157942816615105,
0.0011250782990828156,
0.03647160157561302,
0.047788552939891815,
0.026583803817629814,
0.01862732134759426,
0.030400177463889122,
-0.0044983141124248505,
-0.05833577364683151,
0.10773167014122009,
-0.029089869931340218,
0.03336278349161148,
-0.07700666040182114,
0.05693294480443001,
0.04667209833860397,
0.02287265844643116,
-0.03016838990151882,
0.024242226034402847,
0.0042444500140845776,
-0.04473757743835449,
-0.0005578777054324746,
0.012630276381969452,
0.00704733794555068,
-0.08494486659765244,
0.0012397253885865211,
-0.12058772891759872,
-0.04259119927883148,
-0.06707536429166794,
0.042715176939964294,
0.017725057899951935,
0.05832367017865181,
0.0029297047294676304,
0.015351048670709133,
0.007521504536271095,
-0.011783268302679062,
-0.019330814480781555,
-0.03321800380945206,
-0.01514850277453661
] | null | null | null | null | null | null | null |
[
-0.007284649647772312,
-0.08763757348060608,
0.009986618533730507,
-0.006366114132106304,
0.07030804455280304,
0.00015892232477199286,
0.03345506638288498,
-0.022523479536175728,
0.05479443818330765,
-0.0058653163723647594,
-0.022128701210021973,
0.0760972797870636,
0.019364411011338234,
0.10415983200073242,
-0.07116217911243439,
-0.017676807940006256,
0.06203203275799751,
0.018879354000091553,
-0.006602555047720671,
0.014945424161851406,
-0.04823805019259453,
-0.03914302587509155,
0.03698986396193504,
-0.044210467487573624,
0.05149203911423683,
-0.0909556970000267,
-0.03989938274025917,
-0.02799118682742119,
0.05911049246788025,
-0.01564621552824974,
0.045073118060827255,
0.019865000620484352,
0.03834601119160652,
-0.034428730607032776,
-0.09143044799566269,
0.0012151418486610055,
0.001822180929593742,
-0.05095089226961136,
0.045190077275037766,
0.009477561339735985,
0.09149172157049179,
0.06733293831348419,
0.04024459421634674,
0.0032132293563336134,
-0.025257820263504982,
0.054950013756752014,
-0.04366170987486839,
-0.024246754124760628,
-0.098395437002182,
0.036094509065151215,
-0.02692669816315174,
0.0015869137132540345,
0.015368040651082993,
0.016806380823254585,
0.036770641803741455,
0.04852643236517906,
0.01900600828230381,
0.024225398898124695,
-0.041789762675762177,
-0.0275381188839674,
0.14369148015975952,
-0.006953474599868059,
-0.016481447964906693,
-0.0055292872712016106,
0.059042640030384064,
0.0035393324214965105,
0.046686992049217224,
0.10853946208953857,
0.006008854601532221,
0.010039491578936577,
0.04434620961546898,
-0.009078137576580048,
-0.08319787681102753,
0.020183201879262924,
0.06643237173557281,
0.04142267256975174,
-0.056077808141708374,
-0.053993310779333115,
-0.059532783925533295,
-0.035796843469142914,
-0.05033738538622856,
0.0029817239847034216,
0.0548035204410553,
-0.02178739756345749,
0.02233189158141613,
-0.000017905949789565057,
0.015820519998669624,
0.010491420514881611,
-0.07741338014602661,
0.027629606425762177,
-0.0451420396566391,
0.10626955330371857,
-0.022605380043387413,
-0.0636104866862297,
0.007397613953799009,
0.053660765290260315,
-0.032819535583257675,
-0.03629637882113457,
-0.012365303933620453,
0.06138584017753601,
-0.04227862134575844,
-0.03209042176604271,
-0.010611524805426598,
-0.02309148572385311,
0.061530545353889465,
0.013852236792445183,
0.028905879706144333,
-0.003425812581554055,
0.08176346868276596,
0.014829972758889198,
-0.053553737699985504,
0.010600336827337742,
-0.06395602226257324,
-0.0053035118617117405,
-0.06869027018547058,
-0.03592561557888985,
0.03931690379977226,
0.05813165754079819,
0.08893002569675446,
0.03498123213648796,
0.03167111426591873,
0.008908169344067574,
0.007612363900989294,
-0.11479751020669937,
0.03809697553515434,
0.06365374475717545,
0.04761074110865593,
1.60863940718733e-33,
0.06581965833902359,
-0.05199529230594635,
0.020242055878043175,
0.0016638662200421095,
0.046090152114629745,
-0.02315153181552887,
-0.024792687967419624,
-0.07434899359941483,
0.029718447476625443,
-0.10138978064060211,
-0.07234743982553482,
0.09660463780164719,
0.023932449519634247,
-0.019595397636294365,
0.008551743812859058,
0.0003620391362346709,
0.11612845957279205,
-0.004017042461782694,
0.002655710792168975,
-0.14533847570419312,
0.08970758318901062,
-0.03894869238138199,
-0.002461438998579979,
-0.03945983201265335,
0.054117415100336075,
-0.03594512119889259,
-0.05250807851552963,
0.009601226076483727,
0.03747183457016945,
-0.010797700844705105,
-0.018766947090625763,
0.06742864102125168,
-0.059631071984767914,
0.03407324478030205,
-0.009673778899013996,
0.014613306149840355,
-0.019357869401574135,
-0.0017741359770298004,
-0.007324459496885538,
-0.058334555476903915,
-0.030432678759098053,
-0.020717401057481766,
0.02722766250371933,
-0.044667791575193405,
-0.01618519239127636,
-0.03550815209746361,
0.02218981459736824,
0.04547779634594917,
-0.020205102860927582,
-0.03458375483751297,
0.008828572928905487,
-0.006938180886209011,
0.07032959163188934,
-0.0026520465034991503,
-0.04258954897522926,
-0.007082625292241573,
0.06156129390001297,
0.08801480382680893,
0.014813418500125408,
0.07986631244421005,
0.03847099095582962,
0.034464821219444275,
0.03138866648077965,
0.0018590465188026428,
0.11467856913805008,
0.027524162083864212,
-0.1076795756816864,
0.006647471338510513,
0.11183632165193558,
-0.026565540581941605,
0.041037898510694504,
0.06615101546049118,
-0.025546636432409286,
-0.024419935420155525,
-0.04061101749539375,
0.05848323926329613,
-0.059966444969177246,
-0.0907527431845665,
-0.09789972752332687,
0.015822306275367737,
-0.07895354181528091,
-0.10264022648334503,
-0.012608074583113194,
-0.054316774010658264,
-0.02641144208610058,
0.004240469541400671,
0.04013867303729057,
0.0032530350144952536,
-0.01765398494899273,
-0.002023208187893033,
0.027077117934823036,
0.006265223957598209,
0.0671447366476059,
0.034002967178821564,
-0.00014769844710826874,
-2.3522815617594872e-33,
-0.06569647043943405,
0.03860154375433922,
0.08618844300508499,
0.022961756214499474,
0.05558300390839577,
-0.04199373722076416,
-0.08954038470983505,
-0.08751779049634933,
-0.013249053619801998,
0.029610449448227882,
-0.05822748690843582,
-0.06927363574504852,
0.04083209112286568,
-0.04866033047437668,
0.05014299228787422,
-0.010828626342117786,
0.028802508488297462,
-0.047451309859752655,
-0.023179585114121437,
-0.00580955995246768,
0.04420284926891327,
0.04670324921607971,
-0.11659015715122223,
-0.023864615708589554,
0.09517332911491394,
-0.008127635344862938,
0.08572674542665482,
0.0007384553900919855,
-0.0565381795167923,
0.02631213888525963,
-0.0791952908039093,
-0.057919058948755264,
-0.06908485293388367,
-0.004729799460619688,
0.007385648787021637,
0.04447491839528084,
-0.03343532979488373,
0.02123510092496872,
-0.017375396564602852,
0.012390940450131893,
0.016602832823991776,
-0.017622167244553566,
-0.04898868128657341,
-0.050520509481430054,
0.053825151175260544,
0.08776014298200607,
-0.12394236773252487,
0.026416968554258347,
-0.1137179359793663,
0.036911651492118835,
0.023274172097444534,
0.08859051764011383,
0.008802072145044804,
-0.01751084439456463,
-0.054574377834796906,
0.04284137114882469,
-0.06752803921699524,
0.09385339915752411,
0.03733956068754196,
0.012892290949821472,
-0.024051116779446602,
-0.04452483728528023,
-0.019649924710392952,
0.0826796293258667,
-0.07706943899393082,
-0.06210090592503548,
-0.017588984221220016,
-0.07760074734687805,
-0.03107256442308426,
0.013906087726354599,
0.02189401537179947,
0.0692300796508789,
-0.01561758667230606,
-0.025205526500940323,
-0.05940895155072212,
0.011158548295497894,
0.09396199882030487,
0.02652263082563877,
0.028676854446530342,
-0.07119673490524292,
-0.0512404628098011,
0.03763521835207939,
-0.0007409582030959427,
-0.14662688970565796,
0.00788342859596014,
0.06317733228206635,
0.009169553406536579,
0.005783299915492535,
0.08687427639961243,
0.00035486588603816926,
0.024336710572242737,
-0.024344900622963905,
-0.07087820768356323,
-0.02489965409040451,
-0.11279268562793732,
-4.655465701830508e-8,
-0.09194973856210709,
0.017973516136407852,
0.00606314605101943,
0.0867438018321991,
0.08995188772678375,
0.07120770961046219,
0.12238660454750061,
0.049946364015340805,
0.005529677029699087,
0.08070503920316696,
0.06795695424079895,
-0.025766555219888687,
0.006427178159356117,
-0.034022487699985504,
0.02049124427139759,
0.013836104422807693,
-0.007333644200116396,
-0.05989755317568779,
-0.018185216933488846,
-0.06862194836139679,
-0.024579066783189774,
-0.023413924500346184,
-0.008120319806039333,
0.10318819433450699,
-0.012465616688132286,
0.026619190350174904,
0.0033157942816615105,
0.0011250782990828156,
0.03647160157561302,
0.047788552939891815,
0.026583803817629814,
0.01862732134759426,
0.030400177463889122,
-0.0044983141124248505,
-0.05833577364683151,
0.10773167014122009,
-0.029089869931340218,
0.03336278349161148,
-0.07700666040182114,
0.05693294480443001,
0.04667209833860397,
0.02287265844643116,
-0.03016838990151882,
0.024242226034402847,
0.0042444500140845776,
-0.04473757743835449,
-0.0005578777054324746,
0.012630276381969452,
0.00704733794555068,
-0.08494486659765244,
0.0012397253885865211,
-0.12058772891759872,
-0.04259119927883148,
-0.06707536429166794,
0.042715176939964294,
0.017725057899951935,
0.05832367017865181,
0.0029297047294676304,
0.015351048670709133,
0.007521504536271095,
-0.011783268302679062,
-0.019330814480781555,
-0.03321800380945206,
-0.01514850277453661
] |
1401.5657
|
Marek Kurdej
|
Marek Kurdej (HEUDIASYC), Julien Moras (HEUDIASYC), V\'eronique
Cherfaoui (HEUDIASYC), Philippe Bonnifait (HEUDIASYC)
|
Enhancing Mobile Object Classification Using Geo-referenced Maps and
Evidential Grids
|
6 pp. arXiv admin note: substantial text overlap with arXiv:1207.1016
|
IEEE/RSJ International Conference on Intelligent Robots and
Systems. 5th Workshop on Planning, Perception and Navigation for Intelligent
Vehicles, Tokyo : Japan (2013)
| null | null |
cs.RO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Evidential grids have recently shown interesting properties for mobile object
perception. Evidential grids are a generalisation of Bayesian occupancy grids
using Dempster- Shafer theory. In particular, these grids can handle
efficiently partial information. The novelty of this article is to propose a
perception scheme enhanced by geo-referenced maps used as an additional source
of information, which is fused with a sensor grid. The paper presents the key
stages of such a data fusion process. An adaptation of conjunctive combination
rule is presented to refine the analysis of the conflicting information. The
method uses temporal accumulation to make the distinction between stationary
and mobile objects, and applies contextual discounting for modelling
information obsolescence. As a result, the method is able to better
characterise the occupied cells by differentiating, for instance, moving
objects, parked cars, urban infrastructure and buildings. Experiments carried
out on real- world data illustrate the benefits of such an approach.
|
[
{
"created": "Wed, 22 Jan 2014 13:18:13 GMT",
"version": "v1"
}
] |
2014-01-23
|
[
[
"Kurdej",
"Marek",
"",
"HEUDIASYC"
],
[
"Moras",
"Julien",
"",
"HEUDIASYC"
],
[
"Cherfaoui",
"Véronique",
"",
"HEUDIASYC"
],
[
"Bonnifait",
"Philippe",
"",
"HEUDIASYC"
]
] |
[
0.03211494907736778,
-0.022211017087101936,
0.08303667604923248,
-0.05779671296477318,
0.10363252460956573,
-0.0325145460665226,
0.06508480757474899,
-0.07993797957897186,
0.07596344500780106,
-0.00625914940610528,
-0.0072362469509243965,
-0.018244970589876175,
0.12137476354837418,
0.0019868698436766863,
-0.0006980294128879905,
0.039446402341127396,
0.0993427038192749,
0.059636905789375305,
-0.06355123221874237,
-0.01698625460267067,
0.02023022063076496,
-0.055163513869047165,
-0.05012163892388344,
-0.08071282505989075,
0.06483331322669983,
0.10419374704360962,
0.04707375541329384,
0.029414599761366844,
0.023627689108252525,
-0.04967743903398514,
0.02560880407691002,
0.07551746815443039,
-0.049120135605335236,
-0.011756699532270432,
-0.0012045534094795585,
-0.01917877420783043,
0.003852920141071081,
0.04390871897339821,
-0.013428304344415665,
0.019913803786039352,
-0.003168288618326187,
0.0020335731096565723,
-0.03388234227895737,
0.027166973799467087,
-0.004097688477486372,
0.11133535951375961,
0.033316873013973236,
0.022546108812093735,
0.0320364311337471,
-0.0027255185414105654,
-0.06778237968683243,
0.0020457657519727945,
-0.02061757631599903,
-0.018460620194673538,
-0.017973531037569046,
0.0074341981671750546,
-0.05498695746064186,
-0.020996594801545143,
0.04059452936053276,
-0.011348340660333633,
0.023326389491558075,
0.0004813761042896658,
-0.017263351008296013,
0.048516642302274704,
0.06910589337348938,
0.03098992258310318,
-0.033669013530015945,
-0.002014915458858013,
0.02569861151278019,
0.03824687749147415,
0.030819520354270935,
0.09862625598907471,
0.03905176743865013,
-0.05476020649075508,
-0.024970021098852158,
0.010449690744280815,
-0.028454020619392395,
-0.047191351652145386,
0.04174238070845604,
-0.09742967039346695,
-0.010903018526732922,
0.04234008863568306,
-0.006743691861629486,
0.003194131189957261,
0.04075079411268234,
-0.062081728130578995,
-0.10048205405473709,
0.06944074481725693,
-0.035287898033857346,
-0.019858159124851227,
-0.014712315052747726,
-0.03978940099477768,
0.038408372551202774,
0.01476470846682787,
0.01749006286263466,
-0.06220070645213127,
-0.0704827830195427,
-0.03080831468105316,
0.07953670620918274,
0.07365976274013519,
-0.06252192705869675,
0.007352170068770647,
0.029135866090655327,
0.01278772670775652,
0.04621599242091179,
-0.06415493786334991,
-0.043563246726989746,
0.009759172797203064,
0.02966512367129326,
0.03551684319972992,
-0.010280132293701172,
-0.09829603135585785,
-0.030340170487761497,
-0.017638033255934715,
-0.0947345495223999,
-0.008838687092065811,
0.05904442444443703,
0.04756622388958931,
-0.019097276031970978,
-0.0751047134399414,
0.022085681557655334,
-0.10753990709781647,
0.05932297185063362,
-0.020973222330212593,
0.07071416079998016,
-0.0033207708038389683,
0.009832927957177162,
-4.37253133614678e-34,
-0.019970877096056938,
-0.030135763809084892,
0.010099366307258606,
-0.0009154315339401364,
0.09601391851902008,
0.012231260538101196,
-0.09243538230657578,
-0.01913638226687908,
0.012581853196024895,
0.1189405620098114,
0.009934775531291962,
0.09352359175682068,
-0.043849121779203415,
-0.003349815960973501,
0.09901507198810577,
-0.0028225642163306475,
0.0423428900539875,
0.040334418416023254,
-0.0724407508969307,
-0.02322504110634327,
-0.02010490745306015,
-0.026145804673433304,
0.006844354327768087,
-0.008228861726820469,
0.053093086928129196,
0.05747612193226814,
0.06121416389942169,
0.06114829331636429,
0.029211854562163353,
-0.017373722046613693,
0.02947259321808815,
0.010710257105529308,
-0.04863116517663002,
0.0382518507540226,
-0.031087741255760193,
-0.01832154020667076,
-0.09245219826698303,
-0.04663531109690666,
0.04567993804812431,
-0.04719539359211922,
-0.003674849634990096,
-0.037013232707977295,
-0.044345922768116,
-0.051133982837200165,
-0.020325280725955963,
-0.040219612419605255,
0.0030798735097050667,
-0.048690780997276306,
-0.007329413667321205,
0.034689463675022125,
0.08996404707431793,
-0.012673931196331978,
-0.053431227803230286,
-0.06944683194160461,
-0.09799335896968842,
0.010076854377985,
-0.06269244849681854,
0.031864337623119354,
0.08141836524009705,
0.040303606539964676,
-0.05665794759988785,
0.03719213977456093,
0.05203305929899216,
0.008847157470881939,
0.03516904637217522,
-0.020030027255415916,
-0.0577852725982666,
0.013857745565474033,
0.06263384968042374,
0.050455812364816666,
0.05199195444583893,
0.009878362528979778,
0.02094917930662632,
-0.013323094695806503,
0.04544106125831604,
-0.05664066597819328,
-0.07577106356620789,
0.02571367472410202,
0.007993744686245918,
-0.01490049809217453,
-0.07927221804857254,
-0.015543612651526928,
0.016777871176600456,
-0.02319815568625927,
0.01171867921948433,
0.08952909708023071,
0.03622836619615555,
-0.04371266812086105,
-0.10371246933937073,
-0.014962528832256794,
-0.10582119971513748,
0.021986262872815132,
-0.07756584882736206,
-0.04254843294620514,
-0.011716088280081749,
-2.4052276640304462e-33,
-0.08264598995447159,
0.00320470635779202,
0.02078661322593689,
0.00952000729739666,
-0.05516282841563225,
-0.0613984540104866,
-0.03146331012248993,
-0.03999575227499008,
-0.0014591629151254892,
-0.01749028079211712,
-0.08822795003652573,
-0.00726629514247179,
0.09746932983398438,
0.01284957118332386,
-0.033815450966358185,
0.029909329488873482,
-0.001590922474861145,
-0.04584483057260513,
-0.09977232664823532,
0.011481015011668205,
-0.004365869797766209,
0.04388868436217308,
-0.06731387227773666,
-0.00570195447653532,
-0.034505702555179596,
0.019944483414292336,
0.026792557910084724,
-0.029192928224802017,
0.03876224905252457,
0.013984663411974907,
-0.09718544781208038,
-0.03180653974413872,
0.018729407340288162,
-0.0618334524333477,
0.007175195496529341,
-0.06353352963924408,
0.013476170599460602,
-0.032147783786058426,
-0.09963901340961456,
0.03974192216992378,
-0.03594609349966049,
-0.04474535956978798,
-0.04928970709443092,
-0.0774916484951973,
-0.013592847622931004,
-0.044492509216070175,
0.00581015320494771,
0.11310791224241257,
0.006680849939584732,
-0.025633785873651505,
0.03902725130319595,
0.10377397388219833,
-0.1025266945362091,
0.05690162256360054,
0.0050268941558897495,
0.040473178029060364,
0.014474449679255486,
-0.011116365902125835,
0.061414822936058044,
-0.023958342149853706,
-0.01984737254679203,
-0.05023057013750076,
-0.0022210513707250357,
0.07678250968456268,
0.06394868344068527,
0.04469683766365051,
0.012368268333375454,
-0.05932378023862839,
0.03280340135097504,
-0.02710648626089096,
0.02452090010046959,
0.05413782596588135,
-0.11012312024831772,
-0.04684671387076378,
0.07409918308258057,
-0.01202247105538845,
0.05480796843767166,
0.0559295192360878,
0.01857966184616089,
0.023813864216208458,
-0.009897595271468163,
-0.05835319682955742,
0.03325341269373894,
0.08401715755462646,
0.0005166661576367915,
-0.007216745987534523,
0.015650847926735878,
-0.07792937755584717,
0.014814916998147964,
0.04261711984872818,
-0.04151815176010132,
0.015747210010886192,
-0.0972938984632492,
0.06664158403873444,
-0.13303562998771667,
-4.3125609749949945e-8,
-0.033137012273073196,
0.11573725193738937,
0.03763105347752571,
-0.09552081674337387,
0.01723436452448368,
-0.09441600739955902,
0.04866209626197815,
0.024982770904898643,
-0.04767003655433655,
-0.041698332875967026,
0.10334775596857071,
-0.0317164845764637,
-0.0053842938505113125,
-0.03234289959073067,
0.06616164743900299,
0.025816021487116814,
0.048901110887527466,
-0.01077601220458746,
-0.04185584560036659,
0.10531698912382126,
0.02860873006284237,
0.035815540701150894,
-0.03907298296689987,
0.13494627177715302,
0.05767696350812912,
0.017021913081407547,
-0.060731180012226105,
-0.03656311333179474,
0.06841496378183365,
0.023125337436795235,
0.034998659044504166,
0.015772538259625435,
0.05996819958090782,
0.018559783697128296,
0.028970997780561447,
0.008969318121671677,
0.0019310528878122568,
0.0015860951971262693,
-0.0019056530436500907,
0.005952680483460426,
-0.025371331721544266,
-0.0354684554040432,
-0.08500497043132782,
0.058501534163951874,
0.011033893562853336,
0.0860452950000763,
0.09752907603979111,
-0.14003963768482208,
-0.09917891025543213,
0.051843490451574326,
-0.005202832166105509,
0.0069928546436131,
0.0025903668720275164,
0.032056305557489395,
0.035884421318769455,
-0.016717828810214996,
0.04069868102669716,
-0.06191414222121239,
0.04223798215389252,
0.020186346024274826,
0.013733169995248318,
0.028498977422714233,
-0.09979835152626038,
-0.03860359638929367
] | null | null | null | null | null | null | null |
[
0.03211494907736778,
-0.022211017087101936,
0.08303667604923248,
-0.05779671296477318,
0.10363252460956573,
-0.0325145460665226,
0.06508480757474899,
-0.07993797957897186,
0.07596344500780106,
-0.00625914940610528,
-0.0072362469509243965,
-0.018244970589876175,
0.12137476354837418,
0.0019868698436766863,
-0.0006980294128879905,
0.039446402341127396,
0.0993427038192749,
0.059636905789375305,
-0.06355123221874237,
-0.01698625460267067,
0.02023022063076496,
-0.055163513869047165,
-0.05012163892388344,
-0.08071282505989075,
0.06483331322669983,
0.10419374704360962,
0.04707375541329384,
0.029414599761366844,
0.023627689108252525,
-0.04967743903398514,
0.02560880407691002,
0.07551746815443039,
-0.049120135605335236,
-0.011756699532270432,
-0.0012045534094795585,
-0.01917877420783043,
0.003852920141071081,
0.04390871897339821,
-0.013428304344415665,
0.019913803786039352,
-0.003168288618326187,
0.0020335731096565723,
-0.03388234227895737,
0.027166973799467087,
-0.004097688477486372,
0.11133535951375961,
0.033316873013973236,
0.022546108812093735,
0.0320364311337471,
-0.0027255185414105654,
-0.06778237968683243,
0.0020457657519727945,
-0.02061757631599903,
-0.018460620194673538,
-0.017973531037569046,
0.0074341981671750546,
-0.05498695746064186,
-0.020996594801545143,
0.04059452936053276,
-0.011348340660333633,
0.023326389491558075,
0.0004813761042896658,
-0.017263351008296013,
0.048516642302274704,
0.06910589337348938,
0.03098992258310318,
-0.033669013530015945,
-0.002014915458858013,
0.02569861151278019,
0.03824687749147415,
0.030819520354270935,
0.09862625598907471,
0.03905176743865013,
-0.05476020649075508,
-0.024970021098852158,
0.010449690744280815,
-0.028454020619392395,
-0.047191351652145386,
0.04174238070845604,
-0.09742967039346695,
-0.010903018526732922,
0.04234008863568306,
-0.006743691861629486,
0.003194131189957261,
0.04075079411268234,
-0.062081728130578995,
-0.10048205405473709,
0.06944074481725693,
-0.035287898033857346,
-0.019858159124851227,
-0.014712315052747726,
-0.03978940099477768,
0.038408372551202774,
0.01476470846682787,
0.01749006286263466,
-0.06220070645213127,
-0.0704827830195427,
-0.03080831468105316,
0.07953670620918274,
0.07365976274013519,
-0.06252192705869675,
0.007352170068770647,
0.029135866090655327,
0.01278772670775652,
0.04621599242091179,
-0.06415493786334991,
-0.043563246726989746,
0.009759172797203064,
0.02966512367129326,
0.03551684319972992,
-0.010280132293701172,
-0.09829603135585785,
-0.030340170487761497,
-0.017638033255934715,
-0.0947345495223999,
-0.008838687092065811,
0.05904442444443703,
0.04756622388958931,
-0.019097276031970978,
-0.0751047134399414,
0.022085681557655334,
-0.10753990709781647,
0.05932297185063362,
-0.020973222330212593,
0.07071416079998016,
-0.0033207708038389683,
0.009832927957177162,
-4.37253133614678e-34,
-0.019970877096056938,
-0.030135763809084892,
0.010099366307258606,
-0.0009154315339401364,
0.09601391851902008,
0.012231260538101196,
-0.09243538230657578,
-0.01913638226687908,
0.012581853196024895,
0.1189405620098114,
0.009934775531291962,
0.09352359175682068,
-0.043849121779203415,
-0.003349815960973501,
0.09901507198810577,
-0.0028225642163306475,
0.0423428900539875,
0.040334418416023254,
-0.0724407508969307,
-0.02322504110634327,
-0.02010490745306015,
-0.026145804673433304,
0.006844354327768087,
-0.008228861726820469,
0.053093086928129196,
0.05747612193226814,
0.06121416389942169,
0.06114829331636429,
0.029211854562163353,
-0.017373722046613693,
0.02947259321808815,
0.010710257105529308,
-0.04863116517663002,
0.0382518507540226,
-0.031087741255760193,
-0.01832154020667076,
-0.09245219826698303,
-0.04663531109690666,
0.04567993804812431,
-0.04719539359211922,
-0.003674849634990096,
-0.037013232707977295,
-0.044345922768116,
-0.051133982837200165,
-0.020325280725955963,
-0.040219612419605255,
0.0030798735097050667,
-0.048690780997276306,
-0.007329413667321205,
0.034689463675022125,
0.08996404707431793,
-0.012673931196331978,
-0.053431227803230286,
-0.06944683194160461,
-0.09799335896968842,
0.010076854377985,
-0.06269244849681854,
0.031864337623119354,
0.08141836524009705,
0.040303606539964676,
-0.05665794759988785,
0.03719213977456093,
0.05203305929899216,
0.008847157470881939,
0.03516904637217522,
-0.020030027255415916,
-0.0577852725982666,
0.013857745565474033,
0.06263384968042374,
0.050455812364816666,
0.05199195444583893,
0.009878362528979778,
0.02094917930662632,
-0.013323094695806503,
0.04544106125831604,
-0.05664066597819328,
-0.07577106356620789,
0.02571367472410202,
0.007993744686245918,
-0.01490049809217453,
-0.07927221804857254,
-0.015543612651526928,
0.016777871176600456,
-0.02319815568625927,
0.01171867921948433,
0.08952909708023071,
0.03622836619615555,
-0.04371266812086105,
-0.10371246933937073,
-0.014962528832256794,
-0.10582119971513748,
0.021986262872815132,
-0.07756584882736206,
-0.04254843294620514,
-0.011716088280081749,
-2.4052276640304462e-33,
-0.08264598995447159,
0.00320470635779202,
0.02078661322593689,
0.00952000729739666,
-0.05516282841563225,
-0.0613984540104866,
-0.03146331012248993,
-0.03999575227499008,
-0.0014591629151254892,
-0.01749028079211712,
-0.08822795003652573,
-0.00726629514247179,
0.09746932983398438,
0.01284957118332386,
-0.033815450966358185,
0.029909329488873482,
-0.001590922474861145,
-0.04584483057260513,
-0.09977232664823532,
0.011481015011668205,
-0.004365869797766209,
0.04388868436217308,
-0.06731387227773666,
-0.00570195447653532,
-0.034505702555179596,
0.019944483414292336,
0.026792557910084724,
-0.029192928224802017,
0.03876224905252457,
0.013984663411974907,
-0.09718544781208038,
-0.03180653974413872,
0.018729407340288162,
-0.0618334524333477,
0.007175195496529341,
-0.06353352963924408,
0.013476170599460602,
-0.032147783786058426,
-0.09963901340961456,
0.03974192216992378,
-0.03594609349966049,
-0.04474535956978798,
-0.04928970709443092,
-0.0774916484951973,
-0.013592847622931004,
-0.044492509216070175,
0.00581015320494771,
0.11310791224241257,
0.006680849939584732,
-0.025633785873651505,
0.03902725130319595,
0.10377397388219833,
-0.1025266945362091,
0.05690162256360054,
0.0050268941558897495,
0.040473178029060364,
0.014474449679255486,
-0.011116365902125835,
0.061414822936058044,
-0.023958342149853706,
-0.01984737254679203,
-0.05023057013750076,
-0.0022210513707250357,
0.07678250968456268,
0.06394868344068527,
0.04469683766365051,
0.012368268333375454,
-0.05932378023862839,
0.03280340135097504,
-0.02710648626089096,
0.02452090010046959,
0.05413782596588135,
-0.11012312024831772,
-0.04684671387076378,
0.07409918308258057,
-0.01202247105538845,
0.05480796843767166,
0.0559295192360878,
0.01857966184616089,
0.023813864216208458,
-0.009897595271468163,
-0.05835319682955742,
0.03325341269373894,
0.08401715755462646,
0.0005166661576367915,
-0.007216745987534523,
0.015650847926735878,
-0.07792937755584717,
0.014814916998147964,
0.04261711984872818,
-0.04151815176010132,
0.015747210010886192,
-0.0972938984632492,
0.06664158403873444,
-0.13303562998771667,
-4.3125609749949945e-8,
-0.033137012273073196,
0.11573725193738937,
0.03763105347752571,
-0.09552081674337387,
0.01723436452448368,
-0.09441600739955902,
0.04866209626197815,
0.024982770904898643,
-0.04767003655433655,
-0.041698332875967026,
0.10334775596857071,
-0.0317164845764637,
-0.0053842938505113125,
-0.03234289959073067,
0.06616164743900299,
0.025816021487116814,
0.048901110887527466,
-0.01077601220458746,
-0.04185584560036659,
0.10531698912382126,
0.02860873006284237,
0.035815540701150894,
-0.03907298296689987,
0.13494627177715302,
0.05767696350812912,
0.017021913081407547,
-0.060731180012226105,
-0.03656311333179474,
0.06841496378183365,
0.023125337436795235,
0.034998659044504166,
0.015772538259625435,
0.05996819958090782,
0.018559783697128296,
0.028970997780561447,
0.008969318121671677,
0.0019310528878122568,
0.0015860951971262693,
-0.0019056530436500907,
0.005952680483460426,
-0.025371331721544266,
-0.0354684554040432,
-0.08500497043132782,
0.058501534163951874,
0.011033893562853336,
0.0860452950000763,
0.09752907603979111,
-0.14003963768482208,
-0.09917891025543213,
0.051843490451574326,
-0.005202832166105509,
0.0069928546436131,
0.0025903668720275164,
0.032056305557489395,
0.035884421318769455,
-0.016717828810214996,
0.04069868102669716,
-0.06191414222121239,
0.04223798215389252,
0.020186346024274826,
0.013733169995248318,
0.028498977422714233,
-0.09979835152626038,
-0.03860359638929367
] |
1401.5660
|
Sergey Skipetrov E
|
C. P. Lapointe, P. Zakharov, F. Enderli, T. Feurer, S. E. Skipetrov
and F. Scheffold
|
Numerical study of Anderson localization of terahertz waves in
disordered waveguides
|
6 pages, 5 figures
|
EPL 105, 34002 (2014)
|
10.1209/0295-5075/105/34002
| null |
physics.optics cond-mat.dis-nn
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We present a numerical study of electromagnetic wave transport in disordered
quasi-one-dimensional waveguides at terahertz frequencies. Finite element
method calculations of terahertz wave propagation within LiNbO$_{3}$ waveguides
with randomly arranged air-filled circular scatterers exhibit an onset of
Anderson localization at experimentally accessible length scales. Results for
the average transmission as a function of waveguide length and scatterer
density demonstrate a clear crossover from diffusive to localized transport
regime. In addition, we find that transmission fluctuations grow dramatically
when crossing into the localized regime. Our numerical results are in good
quantitative agreement with theory over a wide range of experimentally
accessible parameters both in the diffusive and localized regime opening the
path towards experimental observation of terahertz wave localization.
|
[
{
"created": "Wed, 22 Jan 2014 13:27:02 GMT",
"version": "v1"
}
] |
2014-02-21
|
[
[
"Lapointe",
"C. P.",
""
],
[
"Zakharov",
"P.",
""
],
[
"Enderli",
"F.",
""
],
[
"Feurer",
"T.",
""
],
[
"Skipetrov",
"S. E.",
""
],
[
"Scheffold",
"F.",
""
]
] |
[
-0.002052208175882697,
-0.020146984606981277,
-0.009668401442468166,
0.06807557493448257,
0.05647794529795647,
-0.06115547940135002,
0.0014775291783735156,
-0.06232159212231636,
-0.037759389728307724,
-0.00027493140078149736,
0.0012250806903466582,
-0.03359827771782875,
0.016213083639740944,
-0.09322640299797058,
0.06205787882208824,
-0.06494708359241486,
0.059899866580963135,
-0.09279236197471619,
-0.03210793063044548,
0.03565797209739685,
0.03216588869690895,
0.020578080788254738,
-0.006471614353358746,
-0.024610785767436028,
0.032876983284950256,
-0.055671144276857376,
0.054958704859018326,
-0.05625874921679497,
0.018811579793691635,
0.023101501166820526,
-0.04475061222910881,
0.05472985655069351,
-0.2077322006225586,
0.05658228322863579,
-0.030414434149861336,
-0.06118934974074364,
0.04806724935770035,
0.027481239289045334,
-0.060689713805913925,
0.022604694589972496,
0.09845560789108276,
0.021016685292124748,
-0.035738203674554825,
0.03608699515461922,
-0.06921941787004471,
-0.10840371251106262,
0.030126500874757767,
-0.010644623078405857,
-0.04234697297215462,
-0.018336595967411995,
-0.04790404066443443,
0.013550604693591595,
-0.025028329342603683,
0.07627817243337631,
-0.010589352808892727,
-0.047317709773778915,
0.07575525343418121,
0.050383374094963074,
-0.0719524398446083,
0.008759242482483387,
0.01386695820838213,
-0.02296430803835392,
0.008465005084872246,
-0.04376756772398949,
0.06334275007247925,
-0.050043027848005295,
-0.057621367275714874,
0.03153634071350098,
-0.04977557063102722,
0.014205285347998142,
-0.005385268479585648,
0.010027551092207432,
0.05646838620305061,
0.1044861450791359,
0.08080845326185226,
-0.0043679773807525635,
-0.03723832964897156,
0.07437185943126678,
-0.03909827768802643,
-0.03353310748934746,
-0.05694553628563881,
-0.01695728674530983,
-0.008938209153711796,
-0.03855380043387413,
-0.0017675929702818394,
0.07062457501888275,
-0.07636220753192902,
0.026077549904584885,
-0.05336691066622734,
-0.034831833094358444,
0.04493606090545654,
-0.03971254825592041,
-0.0682055726647377,
0.01960652694106102,
0.019145386293530464,
-0.022400710731744766,
-0.03894353657960892,
-0.017706412822008133,
0.036434900015592575,
-0.01768980175256729,
-0.05537637323141098,
0.006684017367660999,
0.003782992484048009,
0.0722237229347229,
-0.08181294053792953,
0.06563667207956314,
0.0008723138016648591,
0.007446912582963705,
-0.07076931744813919,
0.015784267336130142,
0.04851382598280907,
0.03296220302581787,
-0.0033392291516065598,
0.049197711050510406,
-0.024993259459733963,
-0.07311800122261047,
-0.02514505200088024,
0.06752771139144897,
0.020410029217600822,
0.02413240261375904,
-0.022851547226309776,
0.0757090151309967,
0.0221627876162529,
0.11029509454965591,
-0.01685522496700287,
0.08764556795358658,
-0.029744992032647133,
3.088485775826816e-33,
0.04330749809741974,
0.05780428647994995,
-0.059306465089321136,
-0.002149317180737853,
-0.008962447755038738,
-0.07507353276014328,
0.07028190046548843,
0.03004014864563942,
0.025095932185649872,
0.0513448528945446,
-0.020120177417993546,
0.07297271490097046,
0.03166360408067703,
-0.01024156529456377,
0.010897967964410782,
-0.04542648792266846,
-0.012689542025327682,
0.017326807603240013,
-0.06073867157101631,
0.04334457591176033,
0.03408574312925339,
-0.035507865250110626,
-0.0024916846305131912,
-0.023946022614836693,
-0.0008015824132598937,
-0.038526762276887894,
-0.05067158862948418,
0.02490900084376335,
-0.0004741891461890191,
0.021576760336756706,
0.0033266961108893156,
0.060910362750291824,
0.0026347858365625143,
-0.025655006989836693,
0.11741277575492859,
-0.04323653504252434,
0.034836508333683014,
0.08587195724248886,
-0.022413773462176323,
-0.029837673529982567,
0.07396293431520462,
-0.07275769114494324,
0.012113210745155811,
0.07681923359632492,
0.006284523755311966,
-0.027073239907622337,
-0.024481618776917458,
-0.007972706109285355,
-0.009860360063612461,
-0.06893713772296906,
-0.011377929709851742,
-0.09095604717731476,
-0.017011908814311028,
0.05811101198196411,
0.037117019295692444,
-0.03835446015000343,
0.06937909871339798,
-0.07559012621641159,
0.04525414854288101,
-0.05565277859568596,
0.02356422320008278,
0.018025323748588562,
0.08143730461597443,
0.014114653691649437,
-0.04628981277346611,
-0.0501534678041935,
-0.023567967116832733,
-0.0014903323026373982,
0.0002794889733195305,
-0.05266783758997917,
0.03415598347783089,
0.13238510489463806,
-0.012772921472787857,
-0.0009694979526102543,
0.06919849663972855,
-0.06419885158538818,
-0.05875901132822037,
-0.026282794773578644,
0.07571321725845337,
-0.043235085904598236,
0.007406334858387709,
-0.052528586238622665,
-0.05314291641116142,
0.02641950361430645,
-0.05537458881735802,
-0.00006440790457418188,
-0.045458175241947174,
-0.04802931845188141,
-0.10210873186588287,
-0.06240571290254593,
0.10090900212526321,
0.05993359163403511,
0.07615183293819427,
-0.05256703868508339,
-0.048230644315481186,
-6.158813102669305e-33,
0.008938672952353954,
-0.0004798316222149879,
0.07675772160291672,
-0.02520056627690792,
0.02002621628344059,
0.005096083972603083,
-0.007793343625962734,
0.08558136224746704,
0.07963714003562927,
-0.041457049548625946,
0.06768029928207397,
0.03697476163506508,
0.013687510043382645,
-0.05207264423370361,
0.029692696407437325,
-0.06397375464439392,
0.09129073470830917,
-0.03140680491924286,
0.017846083268523216,
-0.10840897262096405,
-0.03278275206685066,
-0.12486741691827774,
0.030885744839906693,
-0.09931584447622299,
-0.04461775720119476,
-0.007687548641115427,
0.00814851839095354,
0.029465164989233017,
-0.08241672068834305,
0.04642003774642944,
-0.02494191564619541,
0.04966530203819275,
0.05521155521273613,
-0.013829290866851807,
-0.023253250867128372,
0.03434094414114952,
-0.0022831291425973177,
-0.03240866959095001,
0.024149157106876373,
-0.08462174236774445,
-0.019528508186340332,
0.03512195870280266,
0.05491070821881294,
-0.0136032085865736,
-0.0067138392478227615,
0.03812474384903908,
-0.06735038757324219,
-0.08698143064975739,
-0.051951512694358826,
-0.005477442406117916,
0.05186939239501953,
0.029676614329218864,
0.038178518414497375,
-0.005823347717523575,
-0.020764095708727837,
0.15770919620990753,
-0.04066278785467148,
0.004846534691751003,
0.04707526043057442,
0.02908574417233467,
-0.04164011403918266,
-0.03026922233402729,
0.08862866461277008,
-0.00813079159706831,
-0.006947933696210384,
-0.019060323014855385,
0.014542998746037483,
-0.012321681715548038,
0.05477401986718178,
0.022111069411039352,
0.01796596497297287,
0.06648827344179153,
-0.08408000320196152,
-0.016882456839084625,
0.023563912138342857,
-0.06281907111406326,
0.07873581349849701,
0.0486505888402462,
-0.08779200166463852,
0.038905780762434006,
-0.022281169891357422,
0.10042735934257507,
-0.05277406796813011,
-0.04075855016708374,
0.05465416610240936,
0.010663560591638088,
0.034532565623521805,
0.008243752643465996,
-0.037137821316719055,
0.01647288165986538,
0.019342629238963127,
-0.08573013544082642,
0.024960661306977272,
-0.0758155807852745,
0.03118671476840973,
-4.494875227578632e-8,
-0.0931394174695015,
-0.001608555088751018,
-0.04106628894805908,
0.010606055147945881,
0.03394324705004692,
0.031026314944028854,
-0.05179973319172859,
0.026075011119246483,
0.07658465951681137,
-0.012344501912593842,
-0.021994678303599358,
0.0291204284876585,
-0.005120656453073025,
0.002253122627735138,
0.0245668962597847,
-0.04887691140174866,
-0.014529616571962833,
-0.06675846129655838,
0.008875078521668911,
-0.03743956983089447,
0.02581056021153927,
0.0008348147966898978,
0.07405629009008408,
0.01778496988117695,
0.0280185267329216,
0.02285170368850231,
-0.10337090492248535,
-0.07225172221660614,
0.051552560180425644,
-0.012329774908721447,
-0.09423436224460602,
-0.008821590803563595,
0.02603907883167267,
0.15663519501686096,
-0.06800281256437302,
-0.00814659334719181,
-0.07747387140989304,
0.0444701611995697,
-0.02091990038752556,
-0.022137844935059547,
0.035141073167324066,
0.0037871545646339655,
0.044670116156339645,
0.006738688796758652,
0.028395453467965126,
0.029839372262358665,
0.053087763488292694,
0.07569894194602966,
-0.07958333194255829,
-0.040970295667648315,
-0.017441587522625923,
0.07012522220611572,
-0.02609971910715103,
-0.0070511880330741405,
0.010393036529421806,
-0.006272927857935429,
-0.1063365787267685,
-0.033306144177913666,
-0.062490735203027725,
0.003786460030823946,
-0.04057972505688667,
-0.005102648865431547,
-0.12302545458078384,
0.06292536109685898
] | null | null | null | null | null | null | null |
[
-0.002052208175882697,
-0.020146984606981277,
-0.009668401442468166,
0.06807557493448257,
0.05647794529795647,
-0.06115547940135002,
0.0014775291783735156,
-0.06232159212231636,
-0.037759389728307724,
-0.00027493140078149736,
0.0012250806903466582,
-0.03359827771782875,
0.016213083639740944,
-0.09322640299797058,
0.06205787882208824,
-0.06494708359241486,
0.059899866580963135,
-0.09279236197471619,
-0.03210793063044548,
0.03565797209739685,
0.03216588869690895,
0.020578080788254738,
-0.006471614353358746,
-0.024610785767436028,
0.032876983284950256,
-0.055671144276857376,
0.054958704859018326,
-0.05625874921679497,
0.018811579793691635,
0.023101501166820526,
-0.04475061222910881,
0.05472985655069351,
-0.2077322006225586,
0.05658228322863579,
-0.030414434149861336,
-0.06118934974074364,
0.04806724935770035,
0.027481239289045334,
-0.060689713805913925,
0.022604694589972496,
0.09845560789108276,
0.021016685292124748,
-0.035738203674554825,
0.03608699515461922,
-0.06921941787004471,
-0.10840371251106262,
0.030126500874757767,
-0.010644623078405857,
-0.04234697297215462,
-0.018336595967411995,
-0.04790404066443443,
0.013550604693591595,
-0.025028329342603683,
0.07627817243337631,
-0.010589352808892727,
-0.047317709773778915,
0.07575525343418121,
0.050383374094963074,
-0.0719524398446083,
0.008759242482483387,
0.01386695820838213,
-0.02296430803835392,
0.008465005084872246,
-0.04376756772398949,
0.06334275007247925,
-0.050043027848005295,
-0.057621367275714874,
0.03153634071350098,
-0.04977557063102722,
0.014205285347998142,
-0.005385268479585648,
0.010027551092207432,
0.05646838620305061,
0.1044861450791359,
0.08080845326185226,
-0.0043679773807525635,
-0.03723832964897156,
0.07437185943126678,
-0.03909827768802643,
-0.03353310748934746,
-0.05694553628563881,
-0.01695728674530983,
-0.008938209153711796,
-0.03855380043387413,
-0.0017675929702818394,
0.07062457501888275,
-0.07636220753192902,
0.026077549904584885,
-0.05336691066622734,
-0.034831833094358444,
0.04493606090545654,
-0.03971254825592041,
-0.0682055726647377,
0.01960652694106102,
0.019145386293530464,
-0.022400710731744766,
-0.03894353657960892,
-0.017706412822008133,
0.036434900015592575,
-0.01768980175256729,
-0.05537637323141098,
0.006684017367660999,
0.003782992484048009,
0.0722237229347229,
-0.08181294053792953,
0.06563667207956314,
0.0008723138016648591,
0.007446912582963705,
-0.07076931744813919,
0.015784267336130142,
0.04851382598280907,
0.03296220302581787,
-0.0033392291516065598,
0.049197711050510406,
-0.024993259459733963,
-0.07311800122261047,
-0.02514505200088024,
0.06752771139144897,
0.020410029217600822,
0.02413240261375904,
-0.022851547226309776,
0.0757090151309967,
0.0221627876162529,
0.11029509454965591,
-0.01685522496700287,
0.08764556795358658,
-0.029744992032647133,
3.088485775826816e-33,
0.04330749809741974,
0.05780428647994995,
-0.059306465089321136,
-0.002149317180737853,
-0.008962447755038738,
-0.07507353276014328,
0.07028190046548843,
0.03004014864563942,
0.025095932185649872,
0.0513448528945446,
-0.020120177417993546,
0.07297271490097046,
0.03166360408067703,
-0.01024156529456377,
0.010897967964410782,
-0.04542648792266846,
-0.012689542025327682,
0.017326807603240013,
-0.06073867157101631,
0.04334457591176033,
0.03408574312925339,
-0.035507865250110626,
-0.0024916846305131912,
-0.023946022614836693,
-0.0008015824132598937,
-0.038526762276887894,
-0.05067158862948418,
0.02490900084376335,
-0.0004741891461890191,
0.021576760336756706,
0.0033266961108893156,
0.060910362750291824,
0.0026347858365625143,
-0.025655006989836693,
0.11741277575492859,
-0.04323653504252434,
0.034836508333683014,
0.08587195724248886,
-0.022413773462176323,
-0.029837673529982567,
0.07396293431520462,
-0.07275769114494324,
0.012113210745155811,
0.07681923359632492,
0.006284523755311966,
-0.027073239907622337,
-0.024481618776917458,
-0.007972706109285355,
-0.009860360063612461,
-0.06893713772296906,
-0.011377929709851742,
-0.09095604717731476,
-0.017011908814311028,
0.05811101198196411,
0.037117019295692444,
-0.03835446015000343,
0.06937909871339798,
-0.07559012621641159,
0.04525414854288101,
-0.05565277859568596,
0.02356422320008278,
0.018025323748588562,
0.08143730461597443,
0.014114653691649437,
-0.04628981277346611,
-0.0501534678041935,
-0.023567967116832733,
-0.0014903323026373982,
0.0002794889733195305,
-0.05266783758997917,
0.03415598347783089,
0.13238510489463806,
-0.012772921472787857,
-0.0009694979526102543,
0.06919849663972855,
-0.06419885158538818,
-0.05875901132822037,
-0.026282794773578644,
0.07571321725845337,
-0.043235085904598236,
0.007406334858387709,
-0.052528586238622665,
-0.05314291641116142,
0.02641950361430645,
-0.05537458881735802,
-0.00006440790457418188,
-0.045458175241947174,
-0.04802931845188141,
-0.10210873186588287,
-0.06240571290254593,
0.10090900212526321,
0.05993359163403511,
0.07615183293819427,
-0.05256703868508339,
-0.048230644315481186,
-6.158813102669305e-33,
0.008938672952353954,
-0.0004798316222149879,
0.07675772160291672,
-0.02520056627690792,
0.02002621628344059,
0.005096083972603083,
-0.007793343625962734,
0.08558136224746704,
0.07963714003562927,
-0.041457049548625946,
0.06768029928207397,
0.03697476163506508,
0.013687510043382645,
-0.05207264423370361,
0.029692696407437325,
-0.06397375464439392,
0.09129073470830917,
-0.03140680491924286,
0.017846083268523216,
-0.10840897262096405,
-0.03278275206685066,
-0.12486741691827774,
0.030885744839906693,
-0.09931584447622299,
-0.04461775720119476,
-0.007687548641115427,
0.00814851839095354,
0.029465164989233017,
-0.08241672068834305,
0.04642003774642944,
-0.02494191564619541,
0.04966530203819275,
0.05521155521273613,
-0.013829290866851807,
-0.023253250867128372,
0.03434094414114952,
-0.0022831291425973177,
-0.03240866959095001,
0.024149157106876373,
-0.08462174236774445,
-0.019528508186340332,
0.03512195870280266,
0.05491070821881294,
-0.0136032085865736,
-0.0067138392478227615,
0.03812474384903908,
-0.06735038757324219,
-0.08698143064975739,
-0.051951512694358826,
-0.005477442406117916,
0.05186939239501953,
0.029676614329218864,
0.038178518414497375,
-0.005823347717523575,
-0.020764095708727837,
0.15770919620990753,
-0.04066278785467148,
0.004846534691751003,
0.04707526043057442,
0.02908574417233467,
-0.04164011403918266,
-0.03026922233402729,
0.08862866461277008,
-0.00813079159706831,
-0.006947933696210384,
-0.019060323014855385,
0.014542998746037483,
-0.012321681715548038,
0.05477401986718178,
0.022111069411039352,
0.01796596497297287,
0.06648827344179153,
-0.08408000320196152,
-0.016882456839084625,
0.023563912138342857,
-0.06281907111406326,
0.07873581349849701,
0.0486505888402462,
-0.08779200166463852,
0.038905780762434006,
-0.022281169891357422,
0.10042735934257507,
-0.05277406796813011,
-0.04075855016708374,
0.05465416610240936,
0.010663560591638088,
0.034532565623521805,
0.008243752643465996,
-0.037137821316719055,
0.01647288165986538,
0.019342629238963127,
-0.08573013544082642,
0.024960661306977272,
-0.0758155807852745,
0.03118671476840973,
-4.494875227578632e-8,
-0.0931394174695015,
-0.001608555088751018,
-0.04106628894805908,
0.010606055147945881,
0.03394324705004692,
0.031026314944028854,
-0.05179973319172859,
0.026075011119246483,
0.07658465951681137,
-0.012344501912593842,
-0.021994678303599358,
0.0291204284876585,
-0.005120656453073025,
0.002253122627735138,
0.0245668962597847,
-0.04887691140174866,
-0.014529616571962833,
-0.06675846129655838,
0.008875078521668911,
-0.03743956983089447,
0.02581056021153927,
0.0008348147966898978,
0.07405629009008408,
0.01778496988117695,
0.0280185267329216,
0.02285170368850231,
-0.10337090492248535,
-0.07225172221660614,
0.051552560180425644,
-0.012329774908721447,
-0.09423436224460602,
-0.008821590803563595,
0.02603907883167267,
0.15663519501686096,
-0.06800281256437302,
-0.00814659334719181,
-0.07747387140989304,
0.0444701611995697,
-0.02091990038752556,
-0.022137844935059547,
0.035141073167324066,
0.0037871545646339655,
0.044670116156339645,
0.006738688796758652,
0.028395453467965126,
0.029839372262358665,
0.053087763488292694,
0.07569894194602966,
-0.07958333194255829,
-0.040970295667648315,
-0.017441587522625923,
0.07012522220611572,
-0.02609971910715103,
-0.0070511880330741405,
0.010393036529421806,
-0.006272927857935429,
-0.1063365787267685,
-0.033306144177913666,
-0.062490735203027725,
0.003786460030823946,
-0.04057972505688667,
-0.005102648865431547,
-0.12302545458078384,
0.06292536109685898
] |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.