Convolutional neural networks applied to neutrino events in a liquid argon time projection chamber

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dc.contributor.authorAcciarri, R.en
dc.contributor.authorAdams, C.en
dc.contributor.authorAn, R.en
dc.contributor.authorAsaadi, J.en
dc.contributor.authorAuger, M.en
dc.contributor.authorBagby, L.en
dc.contributor.authorBaller, B.en
dc.contributor.authorBarr, G.en
dc.contributor.authorBass, M.en
dc.contributor.authorBay, F.en
dc.contributor.authorBishai, M.en
dc.contributor.authorBlake, A.en
dc.contributor.authorBolton, T.en
dc.contributor.authorBugel, L.en
dc.contributor.authorCamilleri, Leslieen
dc.contributor.authorCaratelli, D.en
dc.contributor.authorCarls, B.en
dc.contributor.authorFernandez, R. C.en
dc.contributor.authorCavanna, F.en
dc.contributor.authorChen, H.en
dc.contributor.authorChurch, E.en
dc.contributor.authorCianci, D.en
dc.contributor.authorCollin, G. H.en
dc.contributor.authorConrad, Janet M.en
dc.contributor.authorConvery, M.en
dc.contributor.authorCrespo-Anadon, J. I.en
dc.contributor.authorDel Tutto, M.en
dc.contributor.authorDevitt, D.en
dc.contributor.authorDytman, S.en
dc.contributor.authorEberly, B.en
dc.contributor.authorEreditato, A.en
dc.contributor.authorEscudero Sanchez, L.en
dc.contributor.authorEsquivel, J.en
dc.contributor.authorFleming, B. T.en
dc.contributor.authorForeman, W.en
dc.contributor.authorFurmanski, A. P.en
dc.contributor.authorGarvey, G. T.en
dc.contributor.authorGenty, V.en
dc.contributor.authorGoeldi, D.en
dc.contributor.authorGolapinni, S.en
dc.contributor.authorGraf, N.en
dc.contributor.authorGramellini, E.en
dc.contributor.authorGreenlee, H.en
dc.contributor.authorGrosso, R.en
dc.contributor.authorGuenette, R.en
dc.contributor.authorHackenburg, A.en
dc.contributor.authorHamilton, P.en
dc.contributor.authorHen, O.en
dc.contributor.authorHewes, J.en
dc.contributor.authorHill, C.en
dc.contributor.authorHo, J.en
dc.contributor.authorHorton-Smith, Glenn A.en
dc.contributor.authorJames, C.en
dc.contributor.authorde Vries, J. J.en
dc.contributor.authorJen, C. M.en
dc.contributor.authorJiang, L.en
dc.contributor.authorJohnson, R. A.en
dc.contributor.authorJones, B. J. P.en
dc.contributor.authorJoshi, J.en
dc.contributor.authorJostlein, H.en
dc.contributor.authorKaleko, D.en
dc.contributor.authorKaragiorgi, Georgia S.en
dc.contributor.authorKetchum, W.en
dc.contributor.authorKirby, B.en
dc.contributor.authorKirby, M.en
dc.contributor.authorKobilarcik, T.en
dc.contributor.authorKreslo, I.en
dc.contributor.authorLaube, A.en
dc.contributor.authorLi, Y.en
dc.contributor.authorLister, A.en
dc.contributor.authorLittlejohn, B. R.en
dc.contributor.authorLockwitz, S.en
dc.contributor.authorLorca, D.en
dc.contributor.authorLouis, W. C.en
dc.contributor.authorLuethi, M.en
dc.contributor.authorLundberg, B.en
dc.contributor.authorLuo, X.en
dc.contributor.authorMarchionni, A.en
dc.contributor.authorMariani, Camilloen
dc.contributor.authorMarshall, J.en
dc.contributor.authorCaicedo, D. A. M.en
dc.contributor.authorMeddage, V.en
dc.contributor.authorMiceli, T.en
dc.contributor.authorMills, G. B.en
dc.contributor.authorMoon, J.en
dc.contributor.authorMooney, M.en
dc.contributor.authorMoore, C. D.en
dc.contributor.authorMousseau, J.en
dc.contributor.authorMurrells, R.en
dc.contributor.authorNaples, D.en
dc.contributor.authorNienaber, P.en
dc.contributor.authorNowak, J.en
dc.contributor.authorPalamara, O.en
dc.contributor.authorPaolone, V.en
dc.contributor.authorPapavassiliou, V.en
dc.contributor.authorPate, S. F.en
dc.contributor.authorPavlovic, Z.en
dc.contributor.authorPorzio, D.en
dc.contributor.authorPulliam, G.en
dc.contributor.authorQian, X.en
dc.contributor.authorRaaf, J. L.en
dc.contributor.authorRafique, A.en
dc.contributor.authorRochester, L.en
dc.contributor.authorvon Rohr, C. R.en
dc.contributor.authorRussell, B.en
dc.contributor.authorSchmitz, D. W.en
dc.contributor.authorSchukraft, A.en
dc.contributor.authorSeligman, W.en
dc.contributor.authorShaevitz, Marjorie Hansenen
dc.contributor.authorSinclair, J.en
dc.contributor.authorSnider, E. L.en
dc.contributor.authorSoderberg, M.en
dc.contributor.authorSöldner-Rembold, S.en
dc.contributor.authorSoleti, S. R.en
dc.contributor.authorSpentzouris, P.en
dc.contributor.authorSpitz, Joshuaen
dc.contributor.authorSt John, J.en
dc.contributor.authorStrauss, T.en
dc.contributor.authorSzelc, A. M.en
dc.contributor.authorTagg, N.en
dc.contributor.authorTerao, K.en
dc.contributor.authorThomson, M.en
dc.contributor.authorToups, M.en
dc.contributor.authorTsai, Y. T.en
dc.contributor.authorTufanli, S.en
dc.contributor.authorUsher, T.en
dc.contributor.authorde Water, R. G. V.en
dc.contributor.authorViren, B.en
dc.contributor.authorWeber, M.en
dc.contributor.authorWeston, J.en
dc.contributor.authorWickremasinghe, D. A.en
dc.contributor.authorWolbers, S.en
dc.contributor.authorWongjirad, T.en
dc.contributor.authorWoodruff, K.en
dc.contributor.authorYang, T.en
dc.contributor.authorZeller, Geralyn P.en
dc.contributor.authorZennamo, J.en
dc.contributor.authorZhang, C.en
dc.contributor.departmentCenter for Neutrino Physicsen
dc.contributor.departmentPhysicsen
dc.date.accessioned2018-01-10T01:41:52Zen
dc.date.available2018-01-10T01:41:52Zen
dc.date.issued2017-03-01en
dc.description.abstractWe present several studies of convolutional neural networks applied to data coming from the MicroBooNE detector, a liquid argon time projection chamber (LArTPC). The algorithms studied include the classification of single particle images, the localization of single particle and neutrino interactions in an image, and the detection of a simulated neutrino event overlaid with cosmic ray backgrounds taken from real detector data. These studies demonstrate the potential of convolutional neural networks for particle identification or event detection on simulated neutrino interactions. We also address technical issues that arise when applying this technique to data from a large LArTPC at or near ground level.en
dc.description.versionPublished versionen
dc.format.extent? - ? (57) page(s)en
dc.identifier.doihttps://doi.org/10.1088/1748-0221/12/03/P03011en
dc.identifier.issn1748-0221en
dc.identifier.orcidMariani, C [0000-0003-3284-4681]en
dc.identifier.urihttp://hdl.handle.net/10919/81661en
dc.identifier.volume12en
dc.languageEnglishen
dc.publisherIOPen
dc.relation.urihttp://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000406997600011&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=930d57c9ac61a043676db62af60056c1en
dc.rightsIn Copyrighten
dc.rights.urihttp://rightsstatements.org/vocab/InC/1.0/en
dc.subjectTechnologyen
dc.subjectInstruments & Instrumentationen
dc.subjectAnalysis and statistical methodsen
dc.subjectParticle identification methodsen
dc.subjectImage filteringen
dc.subjectTime projection chambersen
dc.titleConvolutional neural networks applied to neutrino events in a liquid argon time projection chamberen
dc.title.serialJournal of Instrumentationen
dc.typeArticle - Refereeden
pubs.organisational-group/Virginia Techen
pubs.organisational-group/Virginia Tech/All T&R Facultyen
pubs.organisational-group/Virginia Tech/Scienceen
pubs.organisational-group/Virginia Tech/Science/COS T&R Facultyen
pubs.organisational-group/Virginia Tech/Science/Physicsen

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