Convolutional neural networks applied to neutrino events in a liquid argon time projection chamber
| dc.contributor.author | Bugel, Leonard G. | |
| dc.contributor.author | Conrad, Janet Marie | |
| dc.contributor.author | Hen, Or | |
| dc.contributor.author | Jones, Benjamin James Poyner | |
| dc.contributor.author | Wongjirad, Taritree | |
| dc.date.accessioned | 2019-03-14T19:21:35Z | |
| dc.date.available | 2019-03-14T19:21:35Z | |
| dc.date.issued | 2017-03 | |
| dc.date.submitted | 2016-12 | |
| dc.identifier.issn | 1748-0221 | |
| dc.identifier.uri | http://hdl.handle.net/1721.1/120970 | |
| dc.description.abstract | We 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_US |
| dc.publisher | IOP Publishing | en_US |
| dc.relation.isversionof | http://dx.doi.org/10.1088/1748-0221/12/03/P03011 | en_US |
| dc.rights | Creative Commons Attribution-Noncommercial-Share Alike | en_US |
| dc.rights.uri | http://creativecommons.org/licenses/by-nc-sa/4.0/ | en_US |
| dc.source | arXiv | en_US |
| dc.title | Convolutional neural networks applied to neutrino events in a liquid argon time projection chamber | en_US |
| dc.type | Article | en_US |
| dc.identifier.citation | Acciarri, R. et al. “Convolutional Neural Networks Applied to Neutrino Events in a Liquid Argon Time Projection Chamber.” Journal of Instrumentation 12, 3 (March 2017): P03011–P03011 © 2017 IOP Publishing Ltd and Sissa Medialab | en_US |
| dc.contributor.department | Massachusetts Institute of Technology. Department of Nuclear Science and Engineering | en_US |
| dc.contributor.department | Massachusetts Institute of Technology. Department of Physics | en_US |
| dc.contributor.department | Massachusetts Institute of Technology. Laboratory for Nuclear Science | en_US |
| dc.contributor.mitauthor | Bugel, Leonard G. | |
| dc.contributor.mitauthor | Conrad, Janet Marie | |
| dc.contributor.mitauthor | Hen, Or | |
| dc.contributor.mitauthor | Jones, Benjamin James Poyner | |
| dc.contributor.mitauthor | Wongjirad, Taritree | |
| dc.relation.journal | Journal of Instrumentation | en_US |
| dc.eprint.version | Original manuscript | en_US |
| dc.type.uri | http://purl.org/eprint/type/JournalArticle | en_US |
| eprint.status | http://purl.org/eprint/status/NonPeerReviewed | en_US |
| dc.date.updated | 2019-03-14T18:29:04Z | |
| dspace.orderedauthors | Acciarri, R.; Adams, C.; An, R.; Asaadi, J.; Auger, M.; Bagby, L.; Baller, B.; Barr, G.; Bass, M.; Bay, F.; Bishai, M.; Blake, A.; Bolton, T.; Bugel, L.; Camilleri, L.; Caratelli, D.; Carls, B.; Fernandez, R. Castillo; Cavanna, F.; Chen, H.; Church, E.; Cianci, D.; Collin, G.H.; Conrad, J.M.; Convery, M.; Crespo-Anadón, J.I.; Del Tutto, M.; Devitt, D.; Dytman, S.; Eberly, B.; Ereditato, A.; Sanchez, L. Escudero; Esquivel, J.; Fleming, B.T.; Foreman, W.; Furmanski, A.P.; Garvey, G.T.; Genty, V.; Goeldi, D.; Gollapinni, S.; Graf, N.; Gramellini, E.; Greenlee, H.; Grosso, R.; Guenette, R.; Hackenburg, A.; Hamilton, P.; Hen, O.; Hewes, J.; Hill, C.; Ho, J.; Horton-Smith, G.; James, C.; de Vries, J. Jan; Jen, C.-M.; Jiang, L.; Johnson, R.A.; Jones, B.J.P.; Joshi, J.; Jostlein, H.; Kaleko, D.; Karagiorgi, G.; Ketchum, W.; Kirby, B.; Kirby, M.; Kobilarcik, T.; Kreslo, I.; Laube, A.; Li, Y.; Lister, A.; Littlejohn, B.R.; Lockwitz, S.; Lorca, D.; Louis, W.C.; Luethi, M.; Lundberg, B.; Luo, X.; Marchionni, A.; Mariani, C.; Marshall, J.; Caicedo, D.A. Martinez; Meddage, V.; Miceli, T.; Mills, G.B.; Moon, J.; Mooney, M.; Moore, C.D.; Mousseau, J.; Murrells, R.; Naples, D.; Nienaber, P.; Nowak, J.; Palamara, O.; Paolone, V.; Papavassiliou, V.; Pate, S.F.; Pavlovic, Z.; Porzio, D.; Pulliam, G.; Qian, X.; Raaf, J.L.; Rafique, A.; Rochester, L.; von Rohr, C. Rudolf; Russell, B.; Schmitz, D.W.; Schukraft, A.; Seligman, W.; Shaevitz, M.H.; Sinclair, J.; Snider, E.L.; Soderberg, M.; Söldner-Rembold, S.; Soleti, S.R.; Spentzouris, P.; Spitz, J.; St. John, J.; Strauss, T.; Szelc, A.M.; Tagg, N.; Terao, K.; Thomson, M.; Toups, M.; Tsai, Y.-T.; Tufanli, S.; Usher, T.; Van de Water, R.G.; Viren, B.; Weber, M.; Weston, J.; Wickremasinghe, D.A.; Wolbers, S.; Wongjirad, T.; Woodruff, K.; Yang, T.; Zeller, G.P.; Zennamo, J.; Zhang, C. | en_US |
| dspace.embargo.terms | N | en_US |
| dc.identifier.orcid | https://orcid.org/0000-0003-3837-3921 | |
| dc.identifier.orcid | https://orcid.org/0000-0002-6393-0438 | |
| dc.identifier.orcid | https://orcid.org/0000-0002-4890-6544 | |
| dc.identifier.orcid | https://orcid.org/0000-0001-6243-1453 | |
| dc.identifier.orcid | https://orcid.org/0000-0002-6358-6235 | |
| mit.license | OPEN_ACCESS_POLICY | en_US |
