학술논문

Separation of track- and shower-like energy deposits in ProtoDUNE-SP using a convolutional neural network
Document Type
Original Paper
Author
Abed Abud, A.Abi, B.Acciarri, R.Acero, M. A.Adames, M. R.Adamov, G.Adamowski, M.Adams, D.Adinolfi, M.Aduszkiewicz, A.Aguilar, J.Ahmad, Z.Ahmed, J.Aimard, B.Ali-Mohammadzadeh, B.Alion, T.Allison, K.Alonso Monsalve, S.AlRashed, M.Alt, C.Alton, A.Alvarez, R.Amedo, P.Anderson, J.Andreopoulos, C.Andreotti, M.Andrews, M.Andrianala, F.Andringa, S.Anfimov, N.Ankowski, A.Antoniassi, M.Antonova, M.Antoshkin, A.Antusch, S.Aranda-Fernandez, A.Arellano, L.Arnold, L. O.Arroyave, M. A.Asaadi, J.Asquith, L.Aurisano, A.Aushev, V.Autiero, D.Ayala Lara, V.Ayala-Torres, M.Azfar, F.Babicz, M.Back, A.Back, H.Back, J. J.Backhouse, C.Bagaturia, I.Bagby, L.Balashov, N.Balasubramanian, S.Baldi, P.Baller, B.Bambah, B.Barao, F.Barenboim, G.Barker, G.Barkhouse, W.Barnes, C.Barr, G.Barranco Monarca, J.Barros, A.Barros, N.Barrow, J. L.Basharina-Freshville, A.Bashyal, A.Basque, V.Batchelor, C.Batista das Chagas, E.Battat, J.Battisti, F.Bay, F.Bazetto, M. C. Q.Bazo Alba, J.Beacom, J. F.Bechetoille, E.Behera, B.Beigbeder, C.Bellantoni, L.Bellettini, G.Bellini, V.Beltramello, O.Benekos, N.Benitez Montiel, C.Bento Neves, F.Berger, J.Berkman, S.Bernardini, P.Berner, R. M.Bersani, A.Bertolucci, S.Betancourt, M.Betancur Rodríguez, A.Bevan, A.Bezawada, Y.Bezerra, T. S.Bhardwaj, A.Bhatnagar, V.Bhattacharjee, M.Bhattarai, D.Bhuller, S.Bhuyan, B.Biagi, S.Bian, J.Biassoni, M.Biery, K.Bilki, B.Bishai, M.Bitadze, A.Blake, A.Blaszczyk, F.Blazey, G.Blucher, E.Boissevain, J.Bolognesi, S.Bolton, T.Bomben, L.Bonesini, M.Bongrand, M.Bonilla-Diaz, C.Bonini, F.Booth, A.Boran, F.Bordoni, S.Borkum, A.Bostan, N.Bour, P.Bourgeois, C.Boyden, D.Bracinik, J.Braga, D.Brailsford, D.Branca, A.Brandt, A.Bremer, J.Breton, D.Brew, C.Brice, S. J.Brizzolari, C.Bromberg, C.Brooke, J.Bross, A.Brunetti, G.Brunetti, M.Buchanan, N.Budd, H.Butorov, I.Cagnoli, I.Cai, T.Caiulo, D.Calabrese, R.Calafiura, P.Calcutt, J.Calin, M.Calvez, S.Calvo, E.Caminata, A.Campanelli, M.Caratelli, D.Carber, D.Carceller, J.Carini, G.Carlus, B.Carneiro, M. F.Carniti, P.Caro Terrazas, I.Carranza, H.Carroll, T.Castaño Forero, J. F.Castillo, A.Castromonte, C.Catano-Mur, E.Cattadori, C.Cavalier, F.Cavallaro, G.Cavanna, F.Centro, S.Cerati, G.Cervelli, A.Cervera Villanueva, A.Chalifour, M.Chappell, A.Chardonnet, E.Charitonidis, N.Chatterjee, A.Chattopadhyay, S.Chavarry Neyra, M.Chen, H.Chen, M.Chen, Y.Chen, Z.Chen-Wishart, Z.Cheon, Y.Cherdack, D.Chi, C.Childress, S.Chirco, R.Chiriacescu, A.Chisnall, G.Cho, K.Choate, S.Chokheli, D.Chong, P. S.Christensen, A.Christian, D.Christodoulou, G.Chukanov, A.Chung, M.Church, E.Cicero, V.Clarke, P.Cline, G.Coan, T. E.Cocco, A. G.Coelho, J.Colton, N.Conley, E.Conley, R.Conrad, J.Convery, M.Copello, S.Cova, P.Cremaldi, L.Cremonesi, L.Crespo-Anadón, J. I.Crisler, M.Cristaldo, E.Crnkovic, J.Cross, R.Cudd, A.Cuesta, C.Cui, Y.Cussans, D.Dalager, O.Da Motta, H.Da Silva Peres, L.David, C.David, Q.Davies, G. S.Davini, S.Dawson, J.De, K.De, S.Debbins, P.De Bonis, I.Decowski, M.De Gouvea, A.De Holanda, P. C.De Icaza Astiz, I. L.Deisting, A.De Jong, P.Delbart, A.Delepine, D.Delgado, M.Dell’Acqua, A.Delmonte, N.De Lurgio, P.De Mello Neto, J. R.DeMuth, D. M.Dennis, S.Densham, C.Deptuch, G. W.De Roeck, A.De Romeri, V.De Souza, G.Devi, R.Dharmapalan, R.Dias, M.Diaz, F.Diaz, J.Di Domizio, S.Di Giulio, L.Ding, P.Di Noto, L.Dirkx, G.Distefano, C.Diurba, R.Diwan, M.Djurcic, Z.Doering, D.Dolan, S.Dolek, F.Dolinski, M.Domine, L.Donon, Y.Douglas, D.Douillet, D.Dragone, A.Drake, G.Drielsma, F.Duarte, L.Duchesneau, D.Duffy, K.Dunne, P.Dutta, B.Duyang, H.Dvornikov, O.Dwyer, D.Dyshkant, A.Eads, M.Earle, A.Edmunds, D.Eisch, J.Emberger, L.Emery, S.Englezos, P.Ereditato, A.Erjavec, T.Escobar, C.Eurin, G.Evans, J. J.Ewart, E.Ezeribe, A. C.Fahey, K.Falcone, A.Fani’, M.Farnese, C.Farzan, Y.Fedoseev, D.Felix, J.Feng, Y.Fernandez-Martinez, E.Fernandez Menendez, P.Fernandez Morales, M.Ferraro, F.Fields, L.Filip, P.Filthaut, F.Fiorini, M.Fischer, V.Fitzpatrick, R. S.Flanagan, W.Fleming, B.Flight, R.Fogarty, S.Foreman, W.Fowler, J.Fox, W.Franc, J.Francis, K.Franco, D.Freeman, J.Freestone, J.Fried, J.Friedland, A.Fuentes Robayo, F.Fuess, S.Furic, I. K.Furman, K.Furmanski, A. P.Gabrielli, A.Gago, A.Gallagher, H.Gallas, A.Gallego-Ros, A.Gallice, N.Galymov, V.Gamberini, E.Gamble, T.Ganacim, F.Gandhi, R.Gandrajula, R.Gao, F.Gao, S.Garcia-Gamez, D.García-Peris, M. Á.Gardiner, S.Gastler, D.Gauvreau, J.Ge, G.Geffroy, N.Gelli, B.Gendotti, A.Gent, S.Ghorbani-Moghaddam, Z.Giammaria, P.Giammaria, T.Giangiacomi, N.Gibin, D.Gil-Botella, I.Gilligan, S.Girerd, C.Giri, A.Gnani, D.Gogota, O.Gold, M.Gollapinni, S.Gollwitzer, K.Gomes, R. A.Gomez Bermeo, L.Gomez Fajardo, L. S.Gonnella, F.Gonzalez-Diaz, D.Gonzalez-Lopez, M.Goodman, M. C.Goodwin, O.Goswami, S.Gotti, C.Goudzovski, E.Grace, C.Gran, R.Granados, E.Granger, P.Grant, A.Grant, C.Gratieri, D.Green, P.Greenler, L.Greer, J.Grenard, J.Griffith, C.Groh, M.Grudzinski, J.Grzelak, K.Gu, W.Guardincerri, E.Guarino, V.Guarise, M.Guenette, R.Guerard, E.Guerzoni, M.Guffanti, D.Guglielmi, A.Guo, B.Gupta, A.Gupta, V.Guthikonda, K.Gutierrez, R.Guzowski, P.Guzzo, M. M.Gwon, S.Ha, C.Haaf, K.Habig, A.Hadavand, H.Haenni, R.Hahn, A.Haiston, J.Hamacher-Baumann, P.Hamernik, T.Hamilton, P.Han, J.Harris, D. A.Hartnell, J.Hartnett, T.Harton, J.Hasegawa, T.Hasnip, C.Hatcher, R.Hatfield, K. W.Hatzikoutelis, A.Hayes, C.Hayrapetyan, K.Hays, J.Hazen, E.He, M.Heavey, A.Heeger, K. M.Heise, J.Henry, S.Hernandez Morquecho, M.Herner, K.Hewes, J.Hilgenberg, C.Hill, T.Hillier, S. J.Himmel, A.Hinkle, E.Hirsch, L. R.Ho, J.Hoff, J.Holin, A.Hoppe, E.Horton-Smith, G. A.Hostert, M.Hourlier, A.Howard, B.Howell, R.Hoyos, J.Hristova, I.Hronek, M. S.Huang, J.Hulcher, Z.Iles, G.Ilic, N.Iliescu, A. M.Illingworth, R.Ingratta, G.Ioannisian, A.Irwin, B.Isenhower, L.Itay, R.Jackson, C. M.Jain, V.James, E.Jang, W.Jargowsky, B.Jediny, F.Jena, D.Jeong, Y.Jesús-Valls, C.Ji, X.Jiang, L.Jiménez, S.Jipa, A.Johnson, R.Johnson, W.Johnston, N.Jones, B.Jones, S.Judah, M.Jung, C.Junk, T.Jwa, Y.Kabirnezhad, M.Kaboth, A.Kadenko, I.Kakorin, I.Kalitkina, A.Kalra, D.Kamiya, F.Kaneshige, N.Kaplan, D. M.Karagiorgi, G.Karaman, G.Karcher, A.Karolak, M.Karyotakis, Y.Kasai, S.Kasetti, S. P.Kashur, L.Kazaryan, N.Kearns, E.Keener, P.Kelly, K. J.Kemp, E.Kemularia, O.Ketchum, W.Kettell, S. H.Khabibullin, M.Khotjantsev, A.Khvedelidze, A.Kim, D.King, B.Kirby, B.Kirby, M.Klein, J.Klustova, A.Kobilarcik, T.Koehler, K.Koerner, L. W.Koh, D. H.Kohn, S.Koller, P. P.Kolupaeva, L.Korablev, D.Kordosky, M.Kosc, T.Kose, U.Kostelecky, V.Kothekar, K.Kralik, R.Kreczko, L.Krennrich, F.Kreslo, I.Kropp, W.Kroupova, T.Kubota, S.Kudenko, Y.Kudryavtsev, V. A.Kulagin, S.Kumar, J.Kumar, P.Kunze, P.Kurita, N.Kuruppu, C.Kus, V.Kutter, T.Kvasnicka, J.Kwak, D.Lambert, A.Land, B.Lane, C. E.Lang, K.Langford, T.Langstaff, M.Larkin, J.Lasorak, P.Last, D.Laundrie, A.Laurenti, G.Lawrence, A.Lazanu, I.LaZur, R.Lazzaroni, M.Le, T.Leardini, S.Learned, J.LeBrun, P.LeCompte, T.Lee, C.Lee, S.Lehmann Miotto, G.Lehnert, R.Leigui de Oliveira, M.Leitner, M.Lepin, L. M.Li, S.Li, Y.Liao, H.Lin, C.Lin, Q.Lin, S.Lineros, R. A.Ling, J.Lister, A.Littlejohn, B. R.Liu, J.Liu, Y.Lockwitz, S.Loew, T.Lokajicek, M.Lomidze, I.Long, K.Lord, T.LoSecco, J.Louis, W. C.Lu, X.Luk, K.Lunday, B.Luo, X.Luppi, E.Lux, T.Luzio, V. P.Maalmi, J.MacFarlane, D.Machado, A.Machado, P.Macias, C.Macier, J.Maddalena, A.Madera, A.Madigan, P.Magill, S.Mahn, K.Maio, A.Major, A.Maloney, J. A.Mandrioli, G.Mandujano, R. C.Maneira, J. C.Manenti, L.Manly, S.Mann, A.Manolopoulos, K.Manrique Plata, M.Manyam, V. N.Manzanillas, L.Marchan, M.Marchionni, A.Marciano, W.Marfatia, D.Mariani, C.Maricic, J.Marie, R.Marinho, F.Marino, A. D.Marsden, D.Marshak, M.Marshall, C.Marshall, J.Marteau, J.Martin-Albo, J.Martinez, N.Martinez Caicedo, D. A.Martínez Miravé, P.Martynenko, S.Mascagna, V.Mason, K.Mastbaum, A.Matichard, F.Matsuno, S.Matthews, J.Mauger, C.Mauri, N.Mavrokoridis, K.Mawby, I.Mazza, R.Mazzacane, A.Mazzucato, E.McAskill, T.McCluskey, E.McConkey, N.McFarland, K. S.McGrew, C.McNab, A.Mefodiev, A.Mehta, P.Melas, P.Mena, O.Mendez, H.Mendez, P.Méndez, D. P.Menegolli, A.Meng, G.Messier, M.Metcalf, W.Mettler, T.Mewes, M.Meyer, H.Miao, T.Michna, G.Miedema, T.Mikola, V.Milincic, R.Miller, G.Miller, W.Mills, J.Mineev, O.Minotti, A.Miranda, O. G.Miryala, S.Mishra, C.Mishra, S.Mislivec, A.Mitchell, M.Mladenov, D.Mocioiu, I.Moffat, K.Moggi, N.Mohanta, R.Mohayai, T. A.Mokhov, N.Molina, J. A.Molina Bueno, L.Montagna, E.Montanari, A.Montanari, C.Montanari, D.Montano Zetina, L. M.Moon, S.Mooney, M.Moor, A. F.Moreno, D.Moretti, D.Morris, C.Mossey, C.Mote, M.Motuk, E.Moura, C. A.Mousseau, J.Mouster, G.Mu, W.Mualem, L.Mueller, J.Muether, M.Mufson, S.Muheim, F.Muir, A.Mulhearn, M.Munford, D.Muramatsu, H.Murphy, S.Musser, J.Nachtman, J.Nagu, S.Nalbandyan, M.Nandakumar, R.Naples, D.Narita, S.Nath, A.Navrer-Agasson, A.Nayak, N.Nebot-Guinot, M.Negishi, K.Nelson, J. 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V.Pozimski, J.Pozzato, M.Prakash, S.Prakash, T.Prest, M.Prince, S.Psihas, F.Pugnere, D.Qian, X.Raaf, J.Radeka, V.Rademacker, J.Radics, B.Rafique, A.Raguzin, E.Rai, M.Rajaoalisoa, M.Rakhno, I.Rakotonandrasana, A.Rakotondravohitra, L.Rameika, R.Ramirez Delgado, M.Ramson, B.Rappoldi, A.Raselli, G.Ratoff, P.Raut, S.Razakamiandra, R.Rea, E.Real, J.Rebel, B.Rechenmacher, R.Reggiani-Guzzo, M.Reichenbacher, J.Reitzner, S. D.Rejeb Sfar, H.Renshaw, A.Rescia, S.Resnati, F.Reynolds, A.Ribas, M.Riboldi, S.Riccio, C.Riccobene, G.Rice, L. C.Ricol, J.Rigamonti, A.Rigaut, Y.Rincón, E. V.Ritchie-Yates, H.Rivera, D.Robert, A.Rochester, L.Roda, M.Rodrigues, P.Rodriguez Alonso, M. J.Rodriguez Bonilla, E.Rodriguez Rondon, J.Rosauro-Alcaraz, S.Rosenberg, M.Rosier, P.Roskovec, B.Rossella, M.Rossi, M.Rout, J.Roy, P.Rubbia, A.Rubbia, C.Russell, B.Ruterbories, D.Rybnikov, A.Saa-Hernandez, A.Saakyan, R.Sacerdoti, S.Safford, T.Sahu, N.Sala, P.Samios, N.Samoylov, O.Sanchez, M.Sandberg, V.Sanders, D. A.Sankey, D.Santana, S.Santos-Maldonado, M.Saoulidou, N.Sapienza, P.Sarasty, C.Sarcevic, I.Savage, G.Savinov, V.Scaramelli, A.Scarff, A.Scarpelli, A.Schefke, T.Schellman, H.Schifano, S.Schlabach, P.Schmitz, D.Schneider, A. W.Scholberg, K.Schukraft, A.Segreto, E.Selyunin, A.Senise, Jr., C. R.Sensenig, J.Sergi, A.Sgalaberna, D.Shaevitz, M.Shafaq, S.Shaker, F.Shamma, M.Sharankova, R.Sharma, H. R.Sharma, R.Sharma, R. K.Shaw, T.Shchablo, K.Shepherd-Themistocleous, C.Sheshukov, A.Shin, S.Shoemaker, I.Shooltz, D.Shrock, R.Siegel, H.Simard, L.Sinclair, J.Sinev, G.Singh, J.Singh, J.Singh, L.Singh, P.Singh, V.Sipos, R.Sippach, F.Sirri, G.Sitraka, A.Siyeon, K.Skarpaas, K.Smith, A.Smith, E.Smith, P.Smolik, J.Smy, M.Snider, E.Snopok, P.Snowden-Ifft, D.Soares Nunes, M.Sobel, H.Soderberg, M.Sokolov, S.Solano Salinas, C. J.Söldner-Rembold, S.Soleti, S.Solomey, N.Solovov, V.Sondheim, W. E.Sorel, M.Sotnikov, A.Soto-Oton, J.Soto Ugaldi, F.Sousa, A.Soustruznik, K.Spagliardi, F.Spanu, M.Spitz, J.Spooner, N. J. C.Spurgeon, K.Stancari, M.Stanco, L.Stanford, C.Stefan, D.Stein, R.Steiner, H.Steklain Lisbôa, A. F.Stewart, J.Stillwell, B.Stock, J.Stocker, F.Stokes, T.Strait, M.Strauss, T.Strigari, L.Stuart, A.Suarez, J. G.Suárez Sunción, J.Sulej, R.Sullivan, H.Summers, D.Surdo, A.Susic, V.Suter, L.Sutera, C.Svoboda, R.Szczerbinska, B.Szelc, A. M.Tanaka, H.Tang, S.Tapia, A.Tapia Oregui, B.Tapper, A.Tariq, S.Tarpara, E.Tata, N.Tatar, E.Tayloe, R.Teklu, A.Tennessen, P.Tenti, M.Terao, K.Ternes, C. A.Terranova, F.Testera, G.Thakore, T.Thea, A.Thompson, J. L.Thorn, C.Timm, S.Tishchenko, V.Tomassetti, L.Tonazzo, A.Torbunov, D.Torti, M.Tortola, M.Tortorici, F.Tosi, N.Totani, D.Toups, M.Touramanis, C.Travaglini, R.Trevor, J.Trilov, S.Trzaska, W. H.Tsai, Y.Tsai, Y.Tsamalaidze, Z.Tsang, K.Tsverava, N.Tufanli, S.Tull, C.Tyley, E.Tzanov, M.Uboldi, L.Uchida, M. A.Urheim, J.Usher, T.Uzunyan, S.Vagins, M. R.Vahle, P.Valder, S.Valdiviesso, G. A.Valencia, E.Valentim, R.Vallari, Z.Vallazza, E.Valle, J. W.Vallecorsa, S.Van Berg, R.Van de Water, R. G.Vanegas Forero, D.Vannerom, D.Varanini, F.Vargas, D.Varner, G.Vasel, J.Vasina, S.Vasseur, G.Vaughan, N.Vaziri, K.Ventura, S.Verdugo, A.Vergani, S.Vermeulen, M. A.Verzocchi, M.Vicenzi, M.Vieira de Souza, H.Vignoli, C.Vilela, C.Viren, B.Vrba, T.Wachala, T.Waldron, A. V.Wallbank, M.Wallis, C.Wang, H.Wang, J.Wang, L.Wang, M. H.Wang, X.Wang, Y.Wang, Y.Warburton, K.Warner, D.Wascko, M.Waters, D.Watson, A.Wawrowska, K.Weatherly, P.Weber, A.Weber, M.Wei, H.Weinstein, A.Wenman, D.Wetstein, M.White, A.Whitehead, L. H.Whittington, D.Wilking, M. J.Wilkinson, A.Wilkinson, C.Williams, Z.Wilson, F.Wilson, R. J.Wisniewski, W.Wolcott, J.Wongjirad, T.Wood, A.Wood, K.Worcester, E.Worcester, M.Wresilo, K.Wret, C.Wu, W.Wu, W.Xiao, Y.Xie, F.Yaeggy, B.Yandel, E.Yang, G.Yang, K.Yang, T.Yankelevich, A.Yershov, N.Yonehara, K.Yoon, Y.Young, T.Yu, B.Yu, H.Yu, H.Yu, J.Yu, Y.Yuan, W.Zaki, R.Zalesak, J.Zambelli, L.Zamorano, B.Zani, A.Zazueta, L.Zeller, G.Zennamo, J.Zeug, K.Zhang, C.Zhang, S.Zhang, Y.Zhao, M.Zhivun, E.Zhu, G.Zimmerman, E. D.Zucchelli, S.Zuklin, J.Zutshi, V.Zwaska, R.
Source
The European Physical Journal C: Particles and Fields. 82(10)
Subject
Language
English
ISSN
1434-6052
Abstract
Liquid argon time projection chamber detector technology provides high spatial and calorimetric resolutions on the charged particles traversing liquid argon. As a result, the technology has been used in a number of recent neutrino experiments, and is the technology of choice for the Deep Underground Neutrino Experiment (DUNE). In order to perform high precision measurements of neutrinos in the detector, final state particles need to be effectively identified, and their energy accurately reconstructed. This article proposes an algorithm based on a convolutional neural network to perform the classification of energy deposits and reconstructed particles as track-like or arising from electromagnetic cascades. Results from testing the algorithm on experimental data from ProtoDUNE-SP, a prototype of the DUNE far detector, are presented. The network identifies track- and shower-like particles, as well as Michel electrons, with high efficiency. The performance of the algorithm is consistent between experimental data and simulation.