Neutrino interaction vertex reconstruction in DUNE with Pandora deep learning
The Pandora Software Development Kit and algorithm libraries perform reconstruction of neutrino interactions in liquid argon time projection chamber detectors. Pandora is the primary event reconstruction software used at the Deep Underground Neutrino Experiment, which will operate four large-scale l...
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| Tipo de recurso: | artículo |
| Estado: | Versión publicada |
| Fecha de publicación: | 2025 |
| País: | España |
| Institución: | Consejo Superior de Investigaciones Científicas (CSIC) |
| Repositorio: | DIGITAL.CSIC. Repositorio Institucional del CSIC |
| OAI Identifier: | oai:dnet:digitalcsic_::b7353f692d2692eff5f82e41b27a90e2 |
| Acceso en línea: | http://hdl.handle.net/10261/429103 https://www.scopus.com/pages/publications/105016460910?origin=resultslist |
| Access Level: | acceso abierto |
| Palabra clave: | Argon Atomic physics Charged particles Learning algorithms Learning systems Neutrons Object detection Particle detectors Software design Algorithms library Event reconstruction High-resolution images Interaction vertex Liquid argon Neutrino interactions Reconstruction software Software development kit Time projection chambers Vertex reconstruction Deep learning |
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ES_16ec6bf83edd4ef5254dde802bd6703f |
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| oai_identifier_str |
oai:dnet:digitalcsic_::b7353f692d2692eff5f82e41b27a90e2 |
| network_acronym_str |
ES |
| network_name_str |
España |
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| dc.title.none.fl_str_mv |
Neutrino interaction vertex reconstruction in DUNE with Pandora deep learning |
| title |
Neutrino interaction vertex reconstruction in DUNE with Pandora deep learning |
| spellingShingle |
Neutrino interaction vertex reconstruction in DUNE with Pandora deep learning Abud, A.A. Argon Atomic physics Charged particles Learning algorithms Learning systems Neutrons Object detection Particle detectors Software design Algorithms library Event reconstruction High-resolution images Interaction vertex Liquid argon Neutrino interactions Reconstruction software Software development kit Time projection chambers Vertex reconstruction Deep learning |
| title_short |
Neutrino interaction vertex reconstruction in DUNE with Pandora deep learning |
| title_full |
Neutrino interaction vertex reconstruction in DUNE with Pandora deep learning |
| title_fullStr |
Neutrino interaction vertex reconstruction in DUNE with Pandora deep learning |
| title_full_unstemmed |
Neutrino interaction vertex reconstruction in DUNE with Pandora deep learning |
| title_sort |
Neutrino interaction vertex reconstruction in DUNE with Pandora deep learning |
| dc.creator.none.fl_str_mv |
Abud, A.A. Acciarri, R. Acero, M.A. Adames, M.R. Adamov, G. Adamowski, M. Adams, D. Adinolfi, M. Adriano, C. Aduszkiewicz, A. Aguilar, J. Bernal, J. Rosauro-Alcaraz, S. Rosier, P. Ross, D. Rossella, M. Rossi, M. Roy, N. Roy, P. Rubbia, C. Rudik, D. Ruggeri, A. Bernardini, P. Ruiz Ferreira, G. Rushiya, K. Russell, B. Sacerdoti, S. Saduyev, N. Sahoo, S.K. Sahu, N. Sakhiyev, S. Sala, P. Salmoria, G. Bersani, A. Samanta, S. Samios, N. Sanchez, M.C. Sánchez Bravo, A. Sánchez-Castillo, A. Sanchez-Lucas, P. Sanders, D.A. Sanfilippo, S. Santoro, D. Saoulidou, N. Bertolini, E. Sapienza, P. Sarcevic, I. Sarra, I. Savage, G. Savinov, V. Scanavini, G. Scaramelli, A. Scarff, A. Schefke, T. Schellman, H. Bertolucci, S. Schifano, S. Schlabach, P. Schmitz, D. Schneider, A.W. Scholberg, K. Schukraft, A. Schuld, B. Schwartz, S. Segade, A. Segreto, E. Betancourt, M. Senise, C.R. Sensenig, J. Seppela, D. Shaevitz, M.H. Shanahan, P. Sharma, P. Kumar, R. Sharma Poudel, S. Shaw, K. Shaw, T. 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Uzunyan, S. Vagins, M.R. Vahle, P. Valdiviesso, G.A. Vale, V. Blake, A. Valencia, E. Valentim, R. Vallari, Z. Vallazza, E. Valle, J.W.F. Van Berg, R. Forero, D.V. Vannozzi, A. Van Nuland-Troost, M. Varanini, F. Blaszczyk, F.D. Vargas Auccalla, T. Vargas Oliva, D. Vaughan, N. Vaziri, K. Vázquez-Ramos, A. Vega, J. Vences, J. Ventura, S. Verdugo, A. Vergani, S. Blazey, G.C. Verzocchi, M. Vetter, K. Vicenzi, M. Vieira de Souza, H. Vignoli, C. Vilela, C. Villa, E. Viola, S. Viren, B. Vizarreta, R. Blucher, E. Vizcaya Hernandez, A.P. Vlachos, S. Vorobyev, G. Vuong, Q. Waldron, A.V. Wallach, M. Walsh, J. Walton, T. Wan, L. Wang, B. Bogart, B. Wang, H. Wang, J. Wang, L. Wang, M.H.L.S. Wang, X. Wang, Y. Warburton, K. Warner, D. Warsame, L. Wascko, M.O. Bogenschuetz, J. Waters, D. Watson, A. Wawrowska, K. Weber, A. Weber, C.M. Weber, M. Wei, H. Weinstein, A. Westerdale, S. Wetstein, M. Boissevain, J. Whalen, K. White, A. Whitehead, L.H. Whittington, D. Wieler, F. Wilhlemi, J. Wilking, M.J. 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Guarino, V. Guarise, M. Ávila Gómez, D. Guenette, R. Guerzoni, M. Guffanti, D. Guglielmi, A. Guo, B. Guo, F.Y. Gupta, V. Gurung, G. Gutierrez, D. Guzowski, P. Azam, M.B. Guzzo, M.M. Gwon, S. Habig, A. Haegel, L. Hagaman, L. Hahn, A. Hakenmüller, J. Hamernik, T. Hamilton, P. Hancock, J. Azfar, F. Handley, M. Happacher, F. Harris, D.A. Hart, A.L. Hartnell, J. Hartnett, T. Harton, J. Hasegawa, T. Hasnip, C.M. Hatcher, R. Back, A. Hawkins, S. Hays, J. He, M. Heavey, A. Heeger, K.M. Heindel, A. Heise, J. Hellmuth, P. Henderson, L. Herner, K. Back, H. Hewes, V. Higuera, A. Hilgenberg, C. Himmel, A. Hinkle, E. Hirsch, L.R. Ho, J. Hoefken Zink, J. Hoff, J. Holin, A. Back, J.J. Holvey, T. Hong, C. Hoppe, E. Horiuchi, S. Horton-Smith, G.A. Hosokawa, R. Houdy, T. Howard, B. Howell, R. Hristova, I. Bagaturia, I. Hronek, M.S. Huang, J. Huang, R.G. Huang, X. Hulcher, Z. Iles, G. Ilic, N. Iliescu, A.M. Illingworth, R. Ingratta, G. Bagby, L. Ioannisian, A. Irwin, B. Ismerio Oliveira, M. Jackson, C.M. 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Kudryavtsev, V.A. Kufatty, G. Kuhlmann, S. Kumar, J. Kumar, P. Kumaran, S. Kunzmann, J. Kuravi, R. Banerjee, R. Kus, V. Kutter, T. Kvasnicka, J. Labree, T. Lackey, T. Lalău, I. Lambert, A. Land, B.J. Lane, C.E. Lane, N. Barao, F. Lang, K. Langford, T. Langstaff, M. Lanni, F. Larkin, J. Lasorak, P. Last, D. Laundrie, A. Laurenti, G. Lavaut, E. Barbu, D. Laycock, P. Lazanu, I. LaZur, R. Lazzaroni, M. Le, T. Leardini, S. Learned, J. LeCompte, T. Lehmann Miotto, G. Lehnert, R. Barenboim, G. Leitner, M. Lemoine, H. Leon Silverio, D. Lepin, L.M. Li, J.-Y. Li, S.W. Li, Y. Liao, H. Lima, R. Lin, C.S. Barham Alzás, P. Lindebaum, D. Linden, S. Lineros, R.A. Lister, A. Littlejohn, B.R. Liu, H. Liu, J. Liu, Y. Lockwitz, S. Lomidze, I. Barker, G.J. Long, K. Lopes, T.V. Sánchez-López, J.C. López de Rego, I. López-March, N. LoSecco, J.M. Louis, W.C. Lozano Sanchez, A. Lu, X.-G. Luk, K.B. Barkhouse, W. Luo, X. Luppi, E. Machado, A.A. Machado, P. Macias, C.T. Macier, J.R. MacMahon, M. Magill, S. Magueur, C. Mahn, K. Barr, G. Maio, A. Major, A. Majumdar, K. Malige, A. Mameli, S. Man, M. Mandujano, R.C. Maneira, J. Manly, S. Mann, A. Barranco Monarca, J. Manolopoulos, K. Manrique Plata, M. Manthey Corchado, S. Manyam, V.N. Manzanillas-Velez, L. Marchan, M. Marchionni, A. Marciano, W. Marfatia, D. Mariani, C. Barros, A. Maricic, J. Marinho, F. Marino, A.D. Markiewicz, T. Das Chagas Marques, F. Marquet, C. Marshak, M. Marshall, C.M. Marshall, J. Martina, L. Barros, N. Martín-Albo, J. Martinez, N. Martinez Caicedo, D.A. Martinez-Casales, M. Martínez López, F. Martínez Miravé, P. Martynenko, S. Mascagna, V. Mastbaum, A. Masud, M. Barrow, D. Matichard, F. Matteucci, G. Matthews, J. Mauger, C. Mauri, N. Mavrokoridis, K. Mawby, I. Mayhew, F. Mazza, R. McAskill, T. Barrow, J.L. McConkey, N. McFarland, K.S. McGrew, C. McNab, A. McNulty, C. Meazza, L. Meddage, V.C.N. Mehmood, M. Mehta, B. Mehta, P. Basharina-Freshville, A. Mei, F. Melas, P. Mellet, L. Mena, O. Mendez, H. Méndez, D.P. Mendonca, A.P. Menegolli, A. Meng, G. Mercuri, A.C.E.A. Bashyal, A. Meregaglia, A. Messier, M.D. Metallo, S. Metcalf, W. Mewes, M. Meyer, H. Miao, T. Micallef, J. Miccoli, A. Michna, G. Basque, V. Milincic, R. Miller, F. Miller, G. Miller, W. Minotti, A. Miralles, L. Mironov, C. Miryala, S. Miscetti, S. Mishra, C.S. Basu, D. Mishra, P. Mishra, S.R. Mislivec, A. Mladenov, D. Mocioiu, I. Mogan, A. Mohanta, R. Mohayai, T.A. Mokhov, N. Molina, J. Batchelor, C. Molina Bueno, L. Montagna, E. Montanari, A. Montanari, C. Montanari, D. Montanino, D. Montaño Zetina, L.M. Mooney, M. Moor, A.F. Moore, M. Bathe-Peters, L. Moore, Z. Moreno, D. Moreno-Granados, G. Moreno-Palacios, O. Morescalchi, L. Moretti, R. Morris, C. Mossey, C. Moura, C.A. Mouster, G. Battat, J.B.R. Mu, W. Mualem, L. Mueller, J. Muether, M. Muheim, F. Muir, A. Mukhamejanov, Y. Mukhamejanova, A. Mulhearn, M. Munford, D. Battisti, F. Munteanu, L.J. Muramatsu, H. Muraz, J. Murphy, M. Murphy, T. Muse, J. Mytilinaki, A. Nachtman, J. Nagai, Y. Nagu, S. Bay, F. Naples, D. Narita, S. Nava, J. Navrer-Agasson, A. Nayak, N. Nebot-Guinot, M. Nehm, A. Nelson, J.K. Neogi, O. Nesbit, J. Bazetto, M.C.Q. Nessi, M. Newbold, D. Newcomer, M. Nichol, R. Nicolas-Arnaldos, F. Nielsen, A. Nikolica, A. Nikolov, J. Niner, E. Nishimura, K. Bazo Alba, J.L.L. Norman, A. Norrick, A. Novella, P. Nowak, A. Nowak, J.A. Oberling, M. Ochoa-Ricoux, J.P. Oh, S. Oh, S.B. Olivier, A. Beacom, J.F. Olson, T. Onel, Y. Onishchuk, Y. Oranday, A. Osbiston, M. Osorio Vélez, J.A. O’Sullivan, L. Otiniano Ormachea, L. Pagani, L. Palacio, G. Bechetoille, E. Palamara, O. Palestini, S. Paley, J.M. Pallavicini, M. Palomares, C. Pan, S. Panareo, M. Panda, P. Pandey, V. Panduro Vazquez, W. Behera, B. Pantic, E. Paolone, V. Papadopoulou, A. Papaleo, R. Papoulias, D. Paramesvaran, S. Parke, S. Parsa, S. Parsa, Z. Parveen, S. Belchior, E. Parvu, M. Pasciuto, D. Pascoli, S. Pasqualini, L. Pasternak, J. Patiño Camargo, G. Paton, J.L. Patrick, C. Patrizii, L. Patterson, R.B. Bell, B. Patzak, T. Paudel, A. Paul, J. Paulucci, L. Pavlovic, Z. Pawloski, G. Payne, D. Peake, A. Pec, V. Pedreschi, E. Bell, G. Peeters, S.J.M. Pellico, W. Pennacchio, E. Penzo, A. Peres, O.L.G. Perez Gonzalez, Y.F. Pérez-Molina, L. Pernas, C. Perry, J. Pershey, D. Bellantoni, L. Pessina, G. Petrillo, G. Petta, C. Petti, R. Pfaff, M. Pia, V. Pickering, L. Pierini, L. Pietropaolo, F. Pimentel, V.L. Bellettini, G. Pinaroli, G. Pincha, S. Pinchault, J. Pitts, K. Pletcher, K. Plows, K. Pollack, C. Pollmann, T. Pompa, F. Pons, X. Bellini, V. Poonthottathil, N. Popov, V. Poppi, F. Porter, J. Porto Paixão, L.G. Potekhin, M. Pozzato, M. Pradhan, R. Prakash, T. Prest, M. Beltramello, O. Psihas, F. Pugnere, D. Pullia, D. Qian, X. Queen, J. Raaf, J.L. Rabelhofer, M. Radeka, V. Rademacker, J. Radics, B. Benitez Montiel, C. Raffaelli, F. Rafique, A. Raguzin, E. Rahe, A. Rajagopalan, S. Rajaoalisoa, M. Rakhno, I. Rakotondravohitra, L. Ralaikoto, M.A. Ralte, L. Benjamin, D. Ramirez Delgado, M.A. Ramson, B. Randriamanampisoa, S.S. Rappoldi, A. Raselli, G. Rath, T. Ratoff, P. Ray, R. Razafinime, H. Razakamiandra, R.F. Bento Neves, F. Rea, E.M. Real, J.S. Rebel, B. Rechenmacher, R. Reichenbacher, J. Reitzner, S.D. Renner, E. Repetto, S. Rescia, S. Resnati, F. Berger, J. Restrepo, D. Reynolds, C. Ribas, M. Riboldi, S. Riccio, C. Riccobene, G. Ricol, J.S. Rigan, M. Rikalo, A. Rincón, E.V. Berkman, S. Ritchie-Yates, A. Ritter, S. Rivera, D. Robert, A. Roberts, A. Robles, E. Rocabado Rocha, J.L. Roda, M. Rodrigues, M.J.O. Rondon, J.R. |
| author |
Abud, A.A. |
| author_facet |
Abud, A.A. Acciarri, R. Acero, M.A. Adames, M.R. Adamov, G. Adamowski, M. Adams, D. Adinolfi, M. Adriano, C. Aduszkiewicz, A. Aguilar, J. Bernal, J. Rosauro-Alcaraz, S. Rosier, P. Ross, D. Rossella, M. Rossi, M. Roy, N. Roy, P. Rubbia, C. Rudik, D. Ruggeri, A. Bernardini, P. Ruiz Ferreira, G. Rushiya, K. Russell, B. Sacerdoti, S. Saduyev, N. Sahoo, S.K. Sahu, N. Sakhiyev, S. Sala, P. Salmoria, G. Bersani, A. Samanta, S. Samios, N. Sanchez, M.C. Sánchez Bravo, A. Sánchez-Castillo, A. Sanchez-Lucas, P. Sanders, D.A. Sanfilippo, S. Santoro, D. Saoulidou, N. Bertolini, E. Sapienza, P. Sarcevic, I. Sarra, I. Savage, G. Savinov, V. Scanavini, G. Scaramelli, A. Scarff, A. Schefke, T. Schellman, H. Bertolucci, S. Schifano, S. Schlabach, P. Schmitz, D. Schneider, A.W. Scholberg, K. Schukraft, A. Schuld, B. Schwartz, S. Segade, A. Segreto, E. Betancourt, M. Senise, C.R. Sensenig, J. Seppela, D. Shaevitz, M.H. Shanahan, P. Sharma, P. Kumar, R. Sharma Poudel, S. Shaw, K. Shaw, T. 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Suvorov, Y. Svoboda, R. Swain, S.K. Sweeney, C. Szczerbinska, B. Szelc, A.M. Sztuc, A. Taffara, A. Talukdar, N. Tamara, J. Bhuller, S. Tanaka, H.A. Tang, S. Taniuchi, N. Tapia Casanova, A.M. Tapper, A. Tariq, S. Tarpara, E. Tatar, E. Tayloe, R. Tedeschi, D. Bhuyan, B. Teklu, A.M. Tena Vidal, J. Tennessen, P. Tenti, M. Terao, K. Terranova, F. Testera, G. Thakore, T. Thea, A. Thomas, S. Biagi, S. Thompson, A. Thorn, C. Thorpe, C. Timm, S.C. Tiras, E. Tishchenko, V. Tiwari, S. Todorović, N. Tomassetti, L. Tonazzo, A. Bian, J. Torbunov, D. Torres Muñoz, D. Torti, M. Tortola, M. Torun, Y. Tosi, N. Totani, D. Toups, M. Touramanis, C. Tran, D. Biery, K. Travaglini, R. Trevor, J. Triller, E. Trilov, S. Truchon, J. Truncali, D. Trzaska, W.H. Tsai, Y. Tsai, Y.-T. Tsamalaidze, Z. Bilki, B. Tsang, K.V. Tsverava, N. Tu, S.Z. Tufanli, S. Tunnell, C. Turner, J. Tuzi, M. Tyler, J. Tyley, E. Tzanov, M. Alemanno, F. Bishai, M. Uchida, M.A. Ureña González, J. Urheim, J. Usher, T. Utaegbulam, H. 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Franco, D. Franklin, J. Freeman, J. Fried, J. Friedland, A. Fucci, M. Fuess, S. Asner, D. Furic, I.K. Furman, K. Furmanski, A.P. Gaba, R. Gabrielli, A. Gago, A.M. Galizzi, F. Gallagher, H. Galli, M. Gallice, N. Asquith, L. Galymov, V. Gamberini, E. Gamble, T. Gandhi, R. Ganguly, S. Gao, F. Gao, S. Garcia-Gamez, D. García-Peris, M.Á. Gardim, F. Atkin, E. Gardiner, S. Gastler, D. Gauch, A. Gauzzi, P. Gazzana, S. Ge, G. Geffroy, N. Gelli, B. Gent, S. Gerlach, L. Auguste, D. Ghosh, A. Giammaria, T. Gibin, D. Gil-Botella, I. Gilligan, S. Gioiosa, A. Giovannella, S. Giri, A.K. Giugliano, C. Giusti, V. Aurisano, A. Gnani, D. Gogota, O. Gollapinni, S. Gollwitzer, K. Gomes, R.A. Gomez Bermeo, L.V. Gomez Fajardo, L.S. Gonzalez-Diaz, D. Goodman, M.C. Goswami, S. Aushev, V. Gotti, C. Goudeau, J. Goudzovski, E. Grace, C. Gramellini, E. Gran, R. Granados, E. Granger, P. Grant, C. Gratieri, D.R. Autiero, D. Grauso, G. Green, P. Greenberg, S. Greer, J. Griffith, W.C. Grzelak, K. Gu, L. Gu, W. Guarino, V. Guarise, M. Ávila Gómez, D. Guenette, R. Guerzoni, M. Guffanti, D. Guglielmi, A. Guo, B. Guo, F.Y. Gupta, V. Gurung, G. Gutierrez, D. Guzowski, P. Azam, M.B. Guzzo, M.M. Gwon, S. Habig, A. Haegel, L. Hagaman, L. Hahn, A. Hakenmüller, J. Hamernik, T. Hamilton, P. Hancock, J. Azfar, F. Handley, M. Happacher, F. Harris, D.A. Hart, A.L. Hartnell, J. Hartnett, T. Harton, J. Hasegawa, T. Hasnip, C.M. Hatcher, R. Back, A. Hawkins, S. Hays, J. He, M. Heavey, A. Heeger, K.M. Heindel, A. Heise, J. Hellmuth, P. Henderson, L. Herner, K. Back, H. Hewes, V. Higuera, A. Hilgenberg, C. Himmel, A. Hinkle, E. Hirsch, L.R. Ho, J. Hoefken Zink, J. Hoff, J. Holin, A. Back, J.J. Holvey, T. Hong, C. Hoppe, E. Horiuchi, S. Horton-Smith, G.A. Hosokawa, R. Houdy, T. Howard, B. Howell, R. Hristova, I. Bagaturia, I. Hronek, M.S. Huang, J. Huang, R.G. Huang, X. Hulcher, Z. Iles, G. Ilic, N. Iliescu, A.M. Illingworth, R. Ingratta, G. Bagby, L. Ioannisian, A. Irwin, B. Ismerio Oliveira, M. Jackson, C.M. Jain, V. James, E. Jang, W. Jargowsky, B. Jena, D. Jentz, I. Baigarashev, D. Ji, X. Jiang, C. Jiang, J. Jipa, A. Jo, J.H. Joaquim, F.R. Johnson, W. Jollet, C. Jones, R. Jovancevic, N. Balasubramanian, S. Judah, M. Jung, C.K. Jung, K.Y. Junk, T. Jwa, Y. Kabirnezhad, M. Kaboth, A.C. Kadenko, I. Kalikulov, O. Kalra, D. Balboni, A. Kandemir, M. Kaplan, D.M. Karagiorgi, G. Karaman, G. Karcher, A. Karyotakis, Y. Kasetti, S.P. Kashur, L. Kauther, A. Kazaryan, N. Baldi, P. Ke, L. Kearns, E. Keener, P.T. Kelly, K.J. Keloth, R. Kemp, E. Kemularia, O. Kermaidic, Y. Ketchum, W. Kettell, S.H. Baldini, W. Khan, N. Khvedelidze, A. Kim, D. Kim, J. Kim, M.J. Kim, S. King, B. King, M. Kirby, M. Kish, A. Baldonedo, J. Klein, J. Kleykamp, J. Klustova, A. Kobilarcik, T. Koch, L. Koehler, K. Koerner, L.W. Koh, D.H. Kordosky, M. Kosc, T. Baller, B. Kostelecký, V.A. Kothekar, K. Kotler, I. Kovalcuk, M. Krah, W. Kralik, R. Kramer, M. Kreczko, L. Krennrich, F. Kroupova, T. Bambah, B. Kubota, S. Kubu, M. Kudryavtsev, V.A. Kufatty, G. Kuhlmann, S. Kumar, J. Kumar, P. Kumaran, S. Kunzmann, J. Kuravi, R. Banerjee, R. Kus, V. Kutter, T. Kvasnicka, J. Labree, T. Lackey, T. Lalău, I. Lambert, A. Land, B.J. Lane, C.E. Lane, N. Barao, F. Lang, K. Langford, T. Langstaff, M. Lanni, F. Larkin, J. Lasorak, P. Last, D. Laundrie, A. Laurenti, G. Lavaut, E. Barbu, D. Laycock, P. Lazanu, I. LaZur, R. Lazzaroni, M. Le, T. Leardini, S. Learned, J. LeCompte, T. Lehmann Miotto, G. Lehnert, R. Barenboim, G. Leitner, M. Lemoine, H. Leon Silverio, D. Lepin, L.M. Li, J.-Y. Li, S.W. Li, Y. Liao, H. Lima, R. Lin, C.S. Barham Alzás, P. Lindebaum, D. Linden, S. Lineros, R.A. Lister, A. Littlejohn, B.R. Liu, H. Liu, J. Liu, Y. Lockwitz, S. Lomidze, I. Barker, G.J. Long, K. Lopes, T.V. Sánchez-López, J.C. López de Rego, I. López-March, N. LoSecco, J.M. Louis, W.C. Lozano Sanchez, A. Lu, X.-G. Luk, K.B. Barkhouse, W. Luo, X. Luppi, E. Machado, A.A. Machado, P. Macias, C.T. Macier, J.R. MacMahon, M. Magill, S. Magueur, C. Mahn, K. Barr, G. Maio, A. Major, A. Majumdar, K. Malige, A. Mameli, S. Man, M. Mandujano, R.C. Maneira, J. Manly, S. Mann, A. Barranco Monarca, J. Manolopoulos, K. Manrique Plata, M. Manthey Corchado, S. Manyam, V.N. Manzanillas-Velez, L. Marchan, M. Marchionni, A. Marciano, W. Marfatia, D. Mariani, C. Barros, A. Maricic, J. Marinho, F. Marino, A.D. Markiewicz, T. Das Chagas Marques, F. Marquet, C. Marshak, M. Marshall, C.M. Marshall, J. Martina, L. Barros, N. Martín-Albo, J. Martinez, N. Martinez Caicedo, D.A. Martinez-Casales, M. Martínez López, F. Martínez Miravé, P. Martynenko, S. Mascagna, V. Mastbaum, A. Masud, M. Barrow, D. Matichard, F. Matteucci, G. Matthews, J. Mauger, C. Mauri, N. Mavrokoridis, K. Mawby, I. Mayhew, F. Mazza, R. McAskill, T. Barrow, J.L. McConkey, N. McFarland, K.S. McGrew, C. McNab, A. McNulty, C. Meazza, L. Meddage, V.C.N. Mehmood, M. Mehta, B. Mehta, P. Basharina-Freshville, A. Mei, F. Melas, P. Mellet, L. Mena, O. Mendez, H. Méndez, D.P. Mendonca, A.P. Menegolli, A. Meng, G. Mercuri, A.C.E.A. Bashyal, A. Meregaglia, A. Messier, M.D. Metallo, S. Metcalf, W. Mewes, M. Meyer, H. Miao, T. Micallef, J. Miccoli, A. Michna, G. Basque, V. Milincic, R. Miller, F. Miller, G. Miller, W. Minotti, A. Miralles, L. Mironov, C. Miryala, S. Miscetti, S. Mishra, C.S. Basu, D. Mishra, P. Mishra, S.R. Mislivec, A. Mladenov, D. Mocioiu, I. Mogan, A. Mohanta, R. Mohayai, T.A. Mokhov, N. Molina, J. Batchelor, C. Molina Bueno, L. Montagna, E. Montanari, A. Montanari, C. Montanari, D. Montanino, D. Montaño Zetina, L.M. Mooney, M. Moor, A.F. Moore, M. Bathe-Peters, L. Moore, Z. Moreno, D. Moreno-Granados, G. Moreno-Palacios, O. Morescalchi, L. Moretti, R. Morris, C. Mossey, C. Moura, C.A. Mouster, G. Battat, J.B.R. Mu, W. Mualem, L. Mueller, J. Muether, M. Muheim, F. Muir, A. Mukhamejanov, Y. Mukhamejanova, A. Mulhearn, M. Munford, D. Battisti, F. Munteanu, L.J. Muramatsu, H. Muraz, J. Murphy, M. Murphy, T. Muse, J. Mytilinaki, A. Nachtman, J. Nagai, Y. Nagu, S. Bay, F. Naples, D. Narita, S. Nava, J. Navrer-Agasson, A. Nayak, N. Nebot-Guinot, M. Nehm, A. Nelson, J.K. Neogi, O. Nesbit, J. Bazetto, M.C.Q. Nessi, M. Newbold, D. Newcomer, M. Nichol, R. Nicolas-Arnaldos, F. Nielsen, A. Nikolica, A. Nikolov, J. Niner, E. Nishimura, K. Bazo Alba, J.L.L. Norman, A. Norrick, A. Novella, P. Nowak, A. Nowak, J.A. Oberling, M. Ochoa-Ricoux, J.P. Oh, S. Oh, S.B. Olivier, A. Beacom, J.F. Olson, T. Onel, Y. Onishchuk, Y. Oranday, A. Osbiston, M. Osorio Vélez, J.A. O’Sullivan, L. Otiniano Ormachea, L. Pagani, L. Palacio, G. Bechetoille, E. Palamara, O. Palestini, S. Paley, J.M. Pallavicini, M. Palomares, C. Pan, S. Panareo, M. Panda, P. Pandey, V. Panduro Vazquez, W. Behera, B. Pantic, E. Paolone, V. Papadopoulou, A. Papaleo, R. Papoulias, D. Paramesvaran, S. Parke, S. Parsa, S. Parsa, Z. Parveen, S. Belchior, E. Parvu, M. Pasciuto, D. Pascoli, S. Pasqualini, L. Pasternak, J. Patiño Camargo, G. Paton, J.L. Patrick, C. Patrizii, L. Patterson, R.B. Bell, B. Patzak, T. Paudel, A. Paul, J. Paulucci, L. Pavlovic, Z. Pawloski, G. Payne, D. Peake, A. Pec, V. Pedreschi, E. Bell, G. Peeters, S.J.M. Pellico, W. Pennacchio, E. Penzo, A. Peres, O.L.G. Perez Gonzalez, Y.F. Pérez-Molina, L. Pernas, C. Perry, J. Pershey, D. Bellantoni, L. Pessina, G. Petrillo, G. Petta, C. Petti, R. Pfaff, M. Pia, V. Pickering, L. Pierini, L. Pietropaolo, F. Pimentel, V.L. Bellettini, G. Pinaroli, G. Pincha, S. Pinchault, J. Pitts, K. Pletcher, K. Plows, K. Pollack, C. Pollmann, T. Pompa, F. Pons, X. Bellini, V. Poonthottathil, N. Popov, V. Poppi, F. Porter, J. Porto Paixão, L.G. Potekhin, M. Pozzato, M. Pradhan, R. Prakash, T. Prest, M. Beltramello, O. Psihas, F. Pugnere, D. Pullia, D. Qian, X. Queen, J. Raaf, J.L. Rabelhofer, M. Radeka, V. Rademacker, J. Radics, B. Benitez Montiel, C. Raffaelli, F. Rafique, A. Raguzin, E. Rahe, A. Rajagopalan, S. Rajaoalisoa, M. Rakhno, I. Rakotondravohitra, L. Ralaikoto, M.A. Ralte, L. Benjamin, D. Ramirez Delgado, M.A. Ramson, B. Randriamanampisoa, S.S. Rappoldi, A. Raselli, G. Rath, T. Ratoff, P. Ray, R. Razafinime, H. Razakamiandra, R.F. Bento Neves, F. Rea, E.M. Real, J.S. Rebel, B. Rechenmacher, R. Reichenbacher, J. Reitzner, S.D. Renner, E. Repetto, S. Rescia, S. Resnati, F. Berger, J. Restrepo, D. Reynolds, C. Ribas, M. Riboldi, S. Riccio, C. Riccobene, G. Ricol, J.S. Rigan, M. Rikalo, A. Rincón, E.V. Berkman, S. Ritchie-Yates, A. Ritter, S. Rivera, D. Robert, A. Roberts, A. Robles, E. Rocabado Rocha, J.L. Roda, M. Rodrigues, M.J.O. Rondon, J.R. |
| author_role |
author |
| author2 |
Acciarri, R. Acero, M.A. Adames, M.R. Adamov, G. Adamowski, M. Adams, D. Adinolfi, M. Adriano, C. Aduszkiewicz, A. Aguilar, J. Bernal, J. Rosauro-Alcaraz, S. Rosier, P. Ross, D. Rossella, M. Rossi, M. Roy, N. Roy, P. Rubbia, C. Rudik, D. Ruggeri, A. Bernardini, P. Ruiz Ferreira, G. Rushiya, K. Russell, B. Sacerdoti, S. Saduyev, N. Sahoo, S.K. Sahu, N. Sakhiyev, S. Sala, P. Salmoria, G. Bersani, A. Samanta, S. Samios, N. Sanchez, M.C. Sánchez Bravo, A. Sánchez-Castillo, A. Sanchez-Lucas, P. Sanders, D.A. Sanfilippo, S. Santoro, D. Saoulidou, N. Bertolini, E. Sapienza, P. Sarcevic, I. Sarra, I. Savage, G. Savinov, V. Scanavini, G. Scaramelli, A. Scarff, A. Schefke, T. Schellman, H. Bertolucci, S. Schifano, S. Schlabach, P. Schmitz, D. Schneider, A.W. Scholberg, K. Schukraft, A. Schuld, B. Schwartz, S. Segade, A. Segreto, E. Betancourt, M. Senise, C.R. Sensenig, J. Seppela, D. Shaevitz, M.H. Shanahan, P. Sharma, P. Kumar, R. Sharma Poudel, S. Shaw, K. Shaw, T. Betancur Rodríguez, A. Shchablo, K. Shen, J. Shepherd-Themistocleous, C. Shi, J. Shi, W. Shin, S. Shivakoti, S. Shmakov, A. Shoemaker, I. Shooltz, D. Bezawada, Y. Shrock, R. Siden, M. Silber, J. Simard, L. Sinclair, J. Sinev, G. Singh, J. Singh, L. Singh, P. Singh, V. Bezerra, A.T. Singh Chauhan, S. Sipos, R. Sironneau, C. Sirri, G. Siyeon, K. Skarpaas, K. Smedley, J. Smith, J. Smith, P. Smolik, J. Bhat, A. Smy, M. Snape, M. Snider, E.L. Snopok, P. Soares Nunes, M. Sobel, H. Soderberg, M. Solano Salinas, C.J. Söldner-Rembold, S. Solomey, N. Akbar, F. Bhatnagar, V. Solovov, V. Sondheim, W.E. Sorel, M. Soto-Oton, J. Sousa, A. Soustruznik, K. Souza Correia, D. Spinella, F. Spitz, J. Spooner, N.J.C. Bhatt, J. Stalder, D. Stancari, M. Stanco, L. Steenis, J. Stein, R. Steiner, H.M. Steklain Lisbôa, A.F. Stewart, J. Stillwell, B. Stock, J. Bhattacharjee, M. Stokes, T. Strait, M. Strauss, T. Strigari, L. Stuart, A. Suarez, J.G. Subash, J. Surdo, A. Suter, L. Sutton, K. Bhattacharya, M. Suvorov, Y. Svoboda, R. Swain, S.K. Sweeney, C. Szczerbinska, B. Szelc, A.M. Sztuc, A. Taffara, A. Talukdar, N. Tamara, J. Bhuller, S. Tanaka, H.A. Tang, S. Taniuchi, N. Tapia Casanova, A.M. Tapper, A. Tariq, S. Tarpara, E. Tatar, E. Tayloe, R. Tedeschi, D. Bhuyan, B. Teklu, A.M. Tena Vidal, J. Tennessen, P. Tenti, M. Terao, K. Terranova, F. Testera, G. Thakore, T. Thea, A. Thomas, S. Biagi, S. Thompson, A. Thorn, C. Thorpe, C. Timm, S.C. Tiras, E. Tishchenko, V. Tiwari, S. Todorović, N. Tomassetti, L. Tonazzo, A. Bian, J. Torbunov, D. Torres Muñoz, D. Torti, M. Tortola, M. Torun, Y. Tosi, N. Totani, D. Toups, M. Touramanis, C. Tran, D. Biery, K. Travaglini, R. Trevor, J. Triller, E. Trilov, S. Truchon, J. Truncali, D. Trzaska, W.H. Tsai, Y. Tsai, Y.-T. Tsamalaidze, Z. Bilki, B. Tsang, K.V. Tsverava, N. Tu, S.Z. Tufanli, S. Tunnell, C. Turner, J. Tuzi, M. Tyler, J. Tyley, E. Tzanov, M. Alemanno, F. Bishai, M. Uchida, M.A. Ureña González, J. Urheim, J. Usher, T. Utaegbulam, H. Uzunyan, S. Vagins, M.R. 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Cicero, V. Ciolini, R. Clarke, P. Cline, G. Cocco, A.G. Coelho, J.A.B. Cohen, A. Collazo, J. Collot, J. Andreotti, M. Conrad, J.M. Convery, M. Conway, K. Copello, S. Cova, P. Cox, C. Cremonesi, L. Crespo-Anadón, J.I. Crisler, M. Cristaldo, E. Andrews, M.P. Crnkovic, J. Crone, G. Cross, R. Cudd, A. Cuesta, C. Cui, Y. Curciarello, F. Cussans, D. Dai, J. Dalager, O. Andrianala, F. Dallaway, W. D’Amico, R. da Motta, H. Dar, Z.A. Darby, R. Da Silva Peres, L. David, Q. Davies, G.S. Davini, S. Dawson, J. Andringa, S. De Aguiar, R. De Almeida, P. Debbins, P. Decowski, M.P. de Gouvêa, A. De Holanda, P.C. De Jong, P. Del Amo Sanchez, P. De Lauretis, G. Delbart, A. Anjarazafy, F. Delepine, D. Molina Delgado, M. Teresa Dell’Acqua, A. Delle Monache, G. Delmonte, N. De Lurgio, P. Demario, R. De Matteis, G. de Mello Neto, J.R.T. DeMuth, D.M. Antic, D. Dennis, S. Densham, C. Denton, P. Deptuch, G.W. De Roeck, A. De Romeri, V. Detje, J.P. Devine, J. Dharmapalan, R. Dias, M. Antoniassi, M. Diaz, A. Díaz, J.S. Díaz, F. Di Capua, F. Di Domenico, A. Di Domizio, S. Di Falco, S. Di Giulio, L. Ding, P. Di Noto, L. Antonova, M. Diociaiuti, E. Di Silvestre, V. Distefano, C. Diurba, R. Diwan, M. Djurcic, Z. Dolan, S. Dolce, M. Dolek, F. Dolinski, M.J. Aranda-Fernandez, A. Domenici, D. Donati, S. Donon, Y. Doran, S. Douglas, D. Doyle, T.A. Drielsma, F. Duarte, L. Duchesneau, D. Duffy, K. Arellano, L. Dugas, K. Dunne, P. Dutta, B. Duyang, H. Dwyer, D.A. Dyshkant, A.S. Dytman, S. Eads, M. Earle, A. Edayath, S. Arrieta Diaz, E. Edmunds, D. Eisch, J. Emark, W. Englezos, P. Ereditato, A. Erjavec, T. Escobar, C.O. Evans, J.J. Ewart, E. Ezeribe, A.C. Arroyave, M.A. Fahey, K. Falcone, A. Fani’, M. Farnese, C. Farrell, S. Farzan, Y. Felix, J. Feng, Y. Fernandez-Martinez, E. da Silva, M.F. Asaadi, J. Ferry, G. Fialova, E. Fields, L. Filip, P. Filkins, A. Filthaut, F. Fiorillo, G. Fiorini, M. Fogarty, S. Foreman, W. Ashkenazi, A. Fowler, J. Franc, J. Francis, K. Franco, D. Franklin, J. Freeman, J. 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Guenette, R. Guerzoni, M. Guffanti, D. Guglielmi, A. Guo, B. Guo, F.Y. Gupta, V. Gurung, G. Gutierrez, D. Guzowski, P. Azam, M.B. Guzzo, M.M. Gwon, S. Habig, A. Haegel, L. Hagaman, L. Hahn, A. Hakenmüller, J. Hamernik, T. Hamilton, P. Hancock, J. Azfar, F. Handley, M. Happacher, F. Harris, D.A. Hart, A.L. Hartnell, J. Hartnett, T. Harton, J. Hasegawa, T. Hasnip, C.M. Hatcher, R. Back, A. Hawkins, S. Hays, J. He, M. Heavey, A. Heeger, K.M. Heindel, A. Heise, J. Hellmuth, P. Henderson, L. Herner, K. Back, H. Hewes, V. Higuera, A. Hilgenberg, C. Himmel, A. Hinkle, E. Hirsch, L.R. Ho, J. Hoefken Zink, J. Hoff, J. Holin, A. Back, J.J. Holvey, T. Hong, C. Hoppe, E. Horiuchi, S. Horton-Smith, G.A. Hosokawa, R. Houdy, T. Howard, B. Howell, R. Hristova, I. Bagaturia, I. Hronek, M.S. Huang, J. Huang, R.G. Huang, X. Hulcher, Z. Iles, G. Ilic, N. Iliescu, A.M. Illingworth, R. Ingratta, G. Bagby, L. Ioannisian, A. Irwin, B. Ismerio Oliveira, M. Jackson, C.M. Jain, V. James, E. Jang, W. Jargowsky, B. Jena, D. Jentz, I. Baigarashev, D. Ji, X. Jiang, C. Jiang, J. Jipa, A. Jo, J.H. Joaquim, F.R. Johnson, W. Jollet, C. Jones, R. Jovancevic, N. Balasubramanian, S. Judah, M. Jung, C.K. Jung, K.Y. Junk, T. Jwa, Y. Kabirnezhad, M. Kaboth, A.C. Kadenko, I. Kalikulov, O. Kalra, D. Balboni, A. Kandemir, M. Kaplan, D.M. Karagiorgi, G. Karaman, G. Karcher, A. Karyotakis, Y. Kasetti, S.P. Kashur, L. Kauther, A. Kazaryan, N. Baldi, P. Ke, L. Kearns, E. Keener, P.T. Kelly, K.J. Keloth, R. Kemp, E. Kemularia, O. Kermaidic, Y. Ketchum, W. Kettell, S.H. Baldini, W. Khan, N. Khvedelidze, A. Kim, D. Kim, J. Kim, M.J. Kim, S. King, B. King, M. Kirby, M. Kish, A. Baldonedo, J. Klein, J. Kleykamp, J. Klustova, A. Kobilarcik, T. Koch, L. Koehler, K. Koerner, L.W. Koh, D.H. Kordosky, M. Kosc, T. Baller, B. Kostelecký, V.A. Kothekar, K. Kotler, I. Kovalcuk, M. Krah, W. Kralik, R. Kramer, M. Kreczko, L. Krennrich, F. Kroupova, T. Bambah, B. Kubota, S. Kubu, M. Kudryavtsev, V.A. Kufatty, G. Kuhlmann, S. Kumar, J. Kumar, P. Kumaran, S. Kunzmann, J. Kuravi, R. Banerjee, R. Kus, V. Kutter, T. Kvasnicka, J. Labree, T. Lackey, T. Lalău, I. Lambert, A. Land, B.J. Lane, C.E. Lane, N. Barao, F. Lang, K. Langford, T. Langstaff, M. Lanni, F. Larkin, J. Lasorak, P. Last, D. Laundrie, A. Laurenti, G. Lavaut, E. Barbu, D. Laycock, P. Lazanu, I. LaZur, R. Lazzaroni, M. Le, T. Leardini, S. Learned, J. LeCompte, T. Lehmann Miotto, G. Lehnert, R. Barenboim, G. Leitner, M. Lemoine, H. Leon Silverio, D. Lepin, L.M. Li, J.-Y. Li, S.W. Li, Y. Liao, H. Lima, R. Lin, C.S. Barham Alzás, P. Lindebaum, D. Linden, S. Lineros, R.A. Lister, A. Littlejohn, B.R. Liu, H. Liu, J. Liu, Y. Lockwitz, S. Lomidze, I. Barker, G.J. Long, K. Lopes, T.V. Sánchez-López, J.C. López de Rego, I. López-March, N. LoSecco, J.M. Louis, W.C. Lozano Sanchez, A. Lu, X.-G. Luk, K.B. Barkhouse, W. Luo, X. Luppi, E. Machado, A.A. Machado, P. Macias, C.T. Macier, J.R. MacMahon, M. Magill, S. Magueur, C. Mahn, K. Barr, G. Maio, A. Major, A. Majumdar, K. Malige, A. Mameli, S. Man, M. Mandujano, R.C. Maneira, J. Manly, S. Mann, A. Barranco Monarca, J. Manolopoulos, K. Manrique Plata, M. Manthey Corchado, S. Manyam, V.N. Manzanillas-Velez, L. Marchan, M. Marchionni, A. Marciano, W. Marfatia, D. Mariani, C. Barros, A. Maricic, J. Marinho, F. Marino, A.D. Markiewicz, T. Das Chagas Marques, F. Marquet, C. Marshak, M. Marshall, C.M. Marshall, J. Martina, L. Barros, N. Martín-Albo, J. Martinez, N. Martinez Caicedo, D.A. Martinez-Casales, M. Martínez López, F. Martínez Miravé, P. Martynenko, S. Mascagna, V. Mastbaum, A. Masud, M. Barrow, D. Matichard, F. Matteucci, G. Matthews, J. Mauger, C. Mauri, N. Mavrokoridis, K. Mawby, I. Mayhew, F. Mazza, R. McAskill, T. Barrow, J.L. McConkey, N. McFarland, K.S. McGrew, C. McNab, A. McNulty, C. Meazza, L. Meddage, V.C.N. Mehmood, M. Mehta, B. Mehta, P. Basharina-Freshville, A. Mei, F. Melas, P. Mellet, L. Mena, O. Mendez, H. Méndez, D.P. Mendonca, A.P. Menegolli, A. 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Naples, D. Narita, S. Nava, J. Navrer-Agasson, A. Nayak, N. Nebot-Guinot, M. Nehm, A. Nelson, J.K. Neogi, O. Nesbit, J. Bazetto, M.C.Q. Nessi, M. Newbold, D. Newcomer, M. Nichol, R. Nicolas-Arnaldos, F. Nielsen, A. Nikolica, A. Nikolov, J. Niner, E. Nishimura, K. Bazo Alba, J.L.L. Norman, A. Norrick, A. Novella, P. Nowak, A. Nowak, J.A. Oberling, M. Ochoa-Ricoux, J.P. Oh, S. Oh, S.B. Olivier, A. Beacom, J.F. Olson, T. Onel, Y. Onishchuk, Y. Oranday, A. Osbiston, M. Osorio Vélez, J.A. O’Sullivan, L. Otiniano Ormachea, L. Pagani, L. Palacio, G. Bechetoille, E. Palamara, O. Palestini, S. Paley, J.M. Pallavicini, M. Palomares, C. Pan, S. Panareo, M. Panda, P. Pandey, V. Panduro Vazquez, W. Behera, B. Pantic, E. Paolone, V. Papadopoulou, A. Papaleo, R. Papoulias, D. Paramesvaran, S. Parke, S. Parsa, S. Parsa, Z. Parveen, S. Belchior, E. Parvu, M. Pasciuto, D. Pascoli, S. Pasqualini, L. Pasternak, J. Patiño Camargo, G. Paton, J.L. Patrick, C. Patrizii, L. Patterson, R.B. Bell, B. Patzak, T. Paudel, A. Paul, J. Paulucci, L. Pavlovic, Z. Pawloski, G. Payne, D. Peake, A. Pec, V. Pedreschi, E. Bell, G. Peeters, S.J.M. Pellico, W. Pennacchio, E. Penzo, A. Peres, O.L.G. Perez Gonzalez, Y.F. Pérez-Molina, L. Pernas, C. Perry, J. Pershey, D. Bellantoni, L. Pessina, G. Petrillo, G. Petta, C. Petti, R. Pfaff, M. Pia, V. Pickering, L. Pierini, L. Pietropaolo, F. Pimentel, V.L. Bellettini, G. Pinaroli, G. Pincha, S. Pinchault, J. Pitts, K. Pletcher, K. Plows, K. Pollack, C. Pollmann, T. Pompa, F. Pons, X. Bellini, V. Poonthottathil, N. Popov, V. Poppi, F. Porter, J. Porto Paixão, L.G. Potekhin, M. Pozzato, M. Pradhan, R. Prakash, T. Prest, M. Beltramello, O. Psihas, F. Pugnere, D. Pullia, D. Qian, X. Queen, J. Raaf, J.L. Rabelhofer, M. Radeka, V. Rademacker, J. Radics, B. Benitez Montiel, C. Raffaelli, F. Rafique, A. Raguzin, E. Rahe, A. Rajagopalan, S. Rajaoalisoa, M. Rakhno, I. Rakotondravohitra, L. Ralaikoto, M.A. Ralte, L. Benjamin, D. Ramirez Delgado, M.A. Ramson, B. Randriamanampisoa, S.S. Rappoldi, A. Raselli, G. Rath, T. Ratoff, P. Ray, R. Razafinime, H. Razakamiandra, R.F. Bento Neves, F. Rea, E.M. Real, J.S. Rebel, B. Rechenmacher, R. Reichenbacher, J. Reitzner, S.D. Renner, E. Repetto, S. Rescia, S. Resnati, F. Berger, J. Restrepo, D. Reynolds, C. Ribas, M. Riboldi, S. Riccio, C. Riccobene, G. Ricol, J.S. Rigan, M. Rikalo, A. Rincón, E.V. Berkman, S. Ritchie-Yates, A. Ritter, S. Rivera, D. Robert, A. Roberts, A. Robles, E. Rocabado Rocha, J.L. Roda, M. Rodrigues, M.J.O. Rondon, J.R. |
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author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author 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author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author author |
| dc.contributor.none.fl_str_mv |
Ministerio de Ciencia e Innovación (España) Consejo Superior de Investigaciones Científicas [https://ror.org/02gfc7t72] |
| dc.subject.none.fl_str_mv |
Argon Atomic physics Charged particles Learning algorithms Learning systems Neutrons Object detection Particle detectors Software design Algorithms library Event reconstruction High-resolution images Interaction vertex Liquid argon Neutrino interactions Reconstruction software Software development kit Time projection chambers Vertex reconstruction Deep learning |
| topic |
Argon Atomic physics Charged particles Learning algorithms Learning systems Neutrons Object detection Particle detectors Software design Algorithms library Event reconstruction High-resolution images Interaction vertex Liquid argon Neutrino interactions Reconstruction software Software development kit Time projection chambers Vertex reconstruction Deep learning |
| description |
The Pandora Software Development Kit and algorithm libraries perform reconstruction of neutrino interactions in liquid argon time projection chamber detectors. Pandora is the primary event reconstruction software used at the Deep Underground Neutrino Experiment, which will operate four large-scale liquid argon time projection chambers at the far detector site in South Dakota, producing high-resolution images of charged particles emerging from neutrino interactions. While these high-resolution images provide excellent opportunities for physics, the complex topologies require sophisticated pattern recognition capabilities to interpret signals from the detectors as physically meaningful objects that form the inputs to physics analyses. A critical component is the identification of the neutrino interaction vertex. Subsequent reconstruction algorithms use this location to identify the individual primary particles and ensure they each result in a separate reconstructed particle. A new vertex-finding procedure described in this article integrates a U-ResNet neural network performing hit-level classification into the multi-algorithm approach used by Pandora to identify the neutrino interaction vertex. The machine learning solution is seamlessly integrated into a chain of pattern-recognition algorithms. The technique substantially outperforms the previous BDT-based solution, with a more than 20% increase in the efficiency of sub-1 cm vertex reconstruction across all neutrino flavours. © The Author(s) 2025. |
| publishDate |
2025 |
| dc.date.none.fl_str_mv |
2025 2026 2026 |
| dc.type.none.fl_str_mv |
info:eu-repo/semantics/article http://purl.org/coar/resource_type/c_6501 Publisher's version info:eu-repo/semantics/publishedVersion |
| format |
article |
| status_str |
publishedVersion |
| dc.identifier.none.fl_str_mv |
http://hdl.handle.net/10261/429103 https://www.scopus.com/pages/publications/105016460910?origin=resultslist |
| url |
http://hdl.handle.net/10261/429103 https://www.scopus.com/pages/publications/105016460910?origin=resultslist |
| dc.language.none.fl_str_mv |
Inglés |
| language_invalid_str_mv |
Inglés |
| dc.relation.none.fl_str_mv |
European Physical Journal C https://link.springer.com/article/10.1140/epjc/s10052-025-14313-8 Sí |
| dc.rights.none.fl_str_mv |
info:eu-repo/semantics/openAccess |
| eu_rights_str_mv |
openAccess |
| dc.publisher.none.fl_str_mv |
Springer Nature |
| publisher.none.fl_str_mv |
Springer Nature |
| dc.source.none.fl_str_mv |
reponame:DIGITAL.CSIC. Repositorio Institucional del CSIC instname:Consejo Superior de Investigaciones Científicas (CSIC) |
| instname_str |
Consejo Superior de Investigaciones Científicas (CSIC) |
| reponame_str |
DIGITAL.CSIC. Repositorio Institucional del CSIC |
| collection |
DIGITAL.CSIC. Repositorio Institucional del CSIC |
| repository.name.fl_str_mv |
|
| repository.mail.fl_str_mv |
|
| _version_ |
1869403886763114496 |
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Neutrino interaction vertex reconstruction in DUNE with Pandora deep learningAbud, A.A.Acciarri, R.Acero, M.A.Adames, M.R.Adamov, G.Adamowski, M.Adams, D.Adinolfi, M.Adriano, C.Aduszkiewicz, A.Aguilar, J.Bernal, J.Rosauro-Alcaraz, S.Rosier, P.Ross, D.Rossella, M.Rossi, M.Roy, N.Roy, P.Rubbia, C.Rudik, D.Ruggeri, A.Bernardini, P.Ruiz Ferreira, G.Rushiya, K.Russell, B.Sacerdoti, S.Saduyev, N.Sahoo, S.K.Sahu, N.Sakhiyev, S.Sala, P.Salmoria, G.Bersani, A.Samanta, S.Samios, N.Sanchez, M.C.Sánchez Bravo, A.Sánchez-Castillo, A.Sanchez-Lucas, P.Sanders, D.A.Sanfilippo, S.Santoro, D.Saoulidou, N.Bertolini, E.Sapienza, P.Sarcevic, I.Sarra, I.Savage, G.Savinov, V.Scanavini, G.Scaramelli, A.Scarff, A.Schefke, T.Schellman, H.Bertolucci, S.Schifano, S.Schlabach, P.Schmitz, D.Schneider, A.W.Scholberg, K.Schukraft, A.Schuld, B.Schwartz, S.Segade, A.Segreto, E.Betancourt, M.Senise, C.R.Sensenig, J.Seppela, D.Shaevitz, M.H.Shanahan, P.Sharma, P.Kumar, R.Sharma Poudel, S.Shaw, K.Shaw, T.Betancur Rodríguez, A.Shchablo, K.Shen, J.Shepherd-Themistocleous, C.Shi, J.Shi, W.Shin, S.Shivakoti, S.Shmakov, A.Shoemaker, I.Shooltz, D.Bezawada, Y.Shrock, R.Siden, M.Silber, J.Simard, L.Sinclair, J.Sinev, G.Singh, J.Singh, L.Singh, P.Singh, V.Bezerra, A.T.Singh Chauhan, S.Sipos, R.Sironneau, C.Sirri, G.Siyeon, K.Skarpaas, K.Smedley, J.Smith, J.Smith, P.Smolik, J.Bhat, A.Smy, M.Snape, M.Snider, E.L.Snopok, P.Soares Nunes, M.Sobel, H.Soderberg, M.Solano Salinas, C.J.Söldner-Rembold, S.Solomey, N.Akbar, F.Bhatnagar, V.Solovov, V.Sondheim, W.E.Sorel, M.Soto-Oton, J.Sousa, A.Soustruznik, K.Souza Correia, D.Spinella, F.Spitz, J.Spooner, N.J.C.Bhatt, J.Stalder, D.Stancari, M.Stanco, L.Steenis, J.Stein, R.Steiner, H.M.Steklain Lisbôa, A.F.Stewart, J.Stillwell, B.Stock, J.Bhattacharjee, M.Stokes, T.Strait, M.Strauss, T.Strigari, L.Stuart, A.Suarez, J.G.Subash, J.Surdo, A.Suter, L.Sutton, K.Bhattacharya, M.Suvorov, Y.Svoboda, R.Swain, S.K.Sweeney, C.Szczerbinska, B.Szelc, A.M.Sztuc, A.Taffara, A.Talukdar, N.Tamara, J.Bhuller, S.Tanaka, H.A.Tang, S.Taniuchi, N.Tapia Casanova, A.M.Tapper, A.Tariq, S.Tarpara, E.Tatar, E.Tayloe, R.Tedeschi, D.Bhuyan, B.Teklu, A.M.Tena Vidal, J.Tennessen, P.Tenti, M.Terao, K.Terranova, F.Testera, G.Thakore, T.Thea, A.Thomas, S.Biagi, S.Thompson, A.Thorn, C.Thorpe, C.Timm, S.C.Tiras, E.Tishchenko, V.Tiwari, S.Todorović, N.Tomassetti, L.Tonazzo, A.Bian, J.Torbunov, D.Torres Muñoz, D.Torti, M.Tortola, M.Torun, Y.Tosi, N.Totani, D.Toups, M.Touramanis, C.Tran, D.Biery, K.Travaglini, R.Trevor, J.Triller, E.Trilov, S.Truchon, J.Truncali, D.Trzaska, W.H.Tsai, Y.Tsai, Y.-T.Tsamalaidze, Z.Bilki, B.Tsang, K.V.Tsverava, N.Tu, S.Z.Tufanli, S.Tunnell, C.Turner, J.Tuzi, M.Tyler, J.Tyley, E.Tzanov, M.Alemanno, F.Bishai, M.Uchida, M.A.Ureña González, J.Urheim, J.Usher, T.Utaegbulam, H.Uzunyan, S.Vagins, M.R.Vahle, P.Valdiviesso, G.A.Vale, V.Blake, A.Valencia, E.Valentim, R.Vallari, Z.Vallazza, E.Valle, J.W.F.Van Berg, R.Forero, D.V.Vannozzi, A.Van Nuland-Troost, M.Varanini, F.Blaszczyk, F.D.Vargas Auccalla, T.Vargas Oliva, D.Vaughan, N.Vaziri, K.Vázquez-Ramos, A.Vega, J.Vences, J.Ventura, S.Verdugo, A.Vergani, S.Blazey, G.C.Verzocchi, M.Vetter, K.Vicenzi, M.Vieira de Souza, H.Vignoli, C.Vilela, C.Villa, E.Viola, S.Viren, B.Vizarreta, R.Blucher, E.Vizcaya Hernandez, A.P.Vlachos, S.Vorobyev, G.Vuong, Q.Waldron, A.V.Wallach, M.Walsh, J.Walton, T.Wan, L.Wang, B.Bogart, B.Wang, H.Wang, J.Wang, L.Wang, M.H.L.S.Wang, X.Wang, Y.Warburton, K.Warner, D.Warsame, L.Wascko, M.O.Bogenschuetz, J.Waters, D.Watson, A.Wawrowska, K.Weber, A.Weber, C.M.Weber, M.Wei, H.Weinstein, A.Westerdale, S.Wetstein, M.Boissevain, J.Whalen, K.White, A.Whitehead, L.H.Whittington, D.Wieler, F.Wilhlemi, J.Wilking, M.J.Wilkinson, A.Wilkinson, C.Wilson, F.Bolognesi, S.Wilson, R.J.Winter, P.Wolcott, J.Wolfs, J.Wongjirad, T.Wood, A.Wood, K.Worcester, E.Worcester, M.Wresilo, K.Bolton, T.Wrobel, M.Wu, S.Wu, W.Wurm, M.Wyenberg, J.Wynne, B.M.Xiao, Y.Xiotidis, I.Yaeggy, B.Yahlali, N.Alex, N.S.Bomben, L.Yandel, E.Yang, J.Yang, T.Yankelevich, A.Yates, L.Yonehara, K.Young, T.Yu, B.Yu, H.Yu, J.Bonesini, M.Yu, Y.Yuan, W.Zaki, R.Zalesak, J.Zambelli, L.Zamorano, B.Zani, A.Zapata, O.Zazueta, L.Zeller, G.P.Bonilla-Diaz, C.Zennamo, J.Zettlemoyer, J.Zeug, K.Zhang, C.Zhang, S.Zhao, M.Zhivun, E.Zimmerman, E.D.Zucchelli, S.Zuklin, J.Booth, A.Zutshi, V.Zwaska, R.Boran, F.Borges Merlo, R.Bostan, N.Botogoske, G.Bottino, B.Bouet, R.Allison, K.Boza, J.Bracinik, J.Brahma, B.Brailsford, D.Bramati, F.Branca, A.Brandt, A.Bremer, J.Brew, C.Brice, S.J.Alrashed, M.Brio, V.Brizzolari, C.Bromberg, C.Brooke, J.Bross, A.Brunetti, G.Brunetti, M.B.Buchanan, N.Budd, H.Buergi, J.Alton, A.Bundock, A.Burgardt, D.Butchart, S.Caceres V, G.Cai, T.Calabrese, R.Calcutt, J.Calivers, L.Calvo, E.Caminata, A.Alvarez, R.Camino, A.F.Campanelli, W.Campani, A.Campos Benitez, A.Canci, N.Capó, J.Caracas, I.Caratelli, D.Carber, D.Carceller, J.M.Alves, T.Carini, G.Carlus, B.Carneiro, M.F.Carniti, P.Caro Terrazas, 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Silva Peres, L.David, Q.Davies, G.S.Davini, S.Dawson, J.Andringa, S.De Aguiar, R.De Almeida, P.Debbins, P.Decowski, M.P.de Gouvêa, A.De Holanda, P.C.De Jong, P.Del Amo Sanchez, P.De Lauretis, G.Delbart, A.Anjarazafy, F.Delepine, D.Molina Delgado, M. 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J.Ferry, G.Fialova, E.Fields, L.Filip, P.Filkins, A.Filthaut, F.Fiorillo, G.Fiorini, M.Fogarty, S.Foreman, W.Ashkenazi, A.Fowler, J.Franc, J.Francis, K.Franco, D.Franklin, J.Freeman, J.Fried, J.Friedland, A.Fucci, M.Fuess, S.Asner, D.Furic, I.K.Furman, K.Furmanski, A.P.Gaba, R.Gabrielli, A.Gago, A.M.Galizzi, F.Gallagher, H.Galli, M.Gallice, N.Asquith, L.Galymov, V.Gamberini, E.Gamble, T.Gandhi, R.Ganguly, S.Gao, F.Gao, S.Garcia-Gamez, D.García-Peris, M.Á.Gardim, F.Atkin, E.Gardiner, S.Gastler, D.Gauch, A.Gauzzi, P.Gazzana, S.Ge, G.Geffroy, N.Gelli, B.Gent, S.Gerlach, L.Auguste, D.Ghosh, A.Giammaria, T.Gibin, D.Gil-Botella, I.Gilligan, S.Gioiosa, A.Giovannella, S.Giri, A.K.Giugliano, C.Giusti, V.Aurisano, A.Gnani, D.Gogota, O.Gollapinni, S.Gollwitzer, K.Gomes, R.A.Gomez Bermeo, L.V.Gomez Fajardo, L.S.Gonzalez-Diaz, D.Goodman, M.C.Goswami, S.Aushev, V.Gotti, C.Goudeau, J.Goudzovski, E.Grace, C.Gramellini, E.Gran, R.Granados, E.Granger, P.Grant, C.Gratieri, D.R.Autiero, D.Grauso, G.Green, P.Greenberg, S.Greer, J.Griffith, W.C.Grzelak, K.Gu, L.Gu, W.Guarino, V.Guarise, M.Ávila Gómez, D.Guenette, R.Guerzoni, M.Guffanti, D.Guglielmi, A.Guo, B.Guo, F.Y.Gupta, V.Gurung, G.Gutierrez, D.Guzowski, P.Azam, M.B.Guzzo, M.M.Gwon, S.Habig, A.Haegel, L.Hagaman, L.Hahn, A.Hakenmüller, J.Hamernik, T.Hamilton, P.Hancock, J.Azfar, F.Handley, M.Happacher, F.Harris, D.A.Hart, A.L.Hartnell, J.Hartnett, T.Harton, J.Hasegawa, T.Hasnip, C.M.Hatcher, R.Back, A.Hawkins, S.Hays, J.He, M.Heavey, A.Heeger, K.M.Heindel, A.Heise, J.Hellmuth, P.Henderson, L.Herner, K.Back, H.Hewes, V.Higuera, A.Hilgenberg, C.Himmel, A.Hinkle, E.Hirsch, L.R.Ho, J.Hoefken Zink, J.Hoff, J.Holin, A.Back, J.J.Holvey, T.Hong, C.Hoppe, E.Horiuchi, S.Horton-Smith, G.A.Hosokawa, R.Houdy, T.Howard, B.Howell, R.Hristova, I.Bagaturia, I.Hronek, M.S.Huang, J.Huang, R.G.Huang, X.Hulcher, Z.Iles, G.Ilic, N.Iliescu, A.M.Illingworth, R.Ingratta, G.Bagby, L.Ioannisian, A.Irwin, B.Ismerio Oliveira, M.Jackson, C.M.Jain, V.James, E.Jang, 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J.R.ArgonAtomic physicsCharged particlesLearning algorithmsLearning systemsNeutronsObject detectionParticle detectorsSoftware designAlgorithms libraryEvent reconstructionHigh-resolution imagesInteraction vertexLiquid argonNeutrino interactionsReconstruction softwareSoftware development kitTime projection chambersVertex reconstructionDeep learningThe Pandora Software Development Kit and algorithm libraries perform reconstruction of neutrino interactions in liquid argon time projection chamber detectors. Pandora is the primary event reconstruction software used at the Deep Underground Neutrino Experiment, which will operate four large-scale liquid argon time projection chambers at the far detector site in South Dakota, producing high-resolution images of charged particles emerging from neutrino interactions. While these high-resolution images provide excellent opportunities for physics, the complex topologies require sophisticated pattern recognition capabilities to interpret signals from the detectors as physically meaningful objects that form the inputs to physics analyses. A critical component is the identification of the neutrino interaction vertex. Subsequent reconstruction algorithms use this location to identify the individual primary particles and ensure they each result in a separate reconstructed particle. A new vertex-finding procedure described in this article integrates a U-ResNet neural network performing hit-level classification into the multi-algorithm approach used by Pandora to identify the neutrino interaction vertex. The machine learning solution is seamlessly integrated into a chain of pattern-recognition algorithms. The technique substantially outperforms the previous BDT-based solution, with a more than 20% increase in the efficiency of sub-1 cm vertex reconstruction across all neutrino flavours. © The Author(s) 2025.This document was prepared by the DUNE collaboration using the resources of the Fermi National Accelerator Laboratory (Fermilab), a U.S. Department of Energy, Office of Science, HEP User Facility. Fermilab is managed by Fermi Research Alliance, LLC (FRA), acting under Contract No. DE-AC02-07CH11359. This work was supported by CNPq, FAPERJ, FAPEG and FAPESP, Brazil; CFI, IPP and NSERC, Canada; CERN; MŠMT, Czech Republic; ERDF, Horizon Europe, MSCA and NextGenerationEU, European Union; CNRS/IN2P3 and CEA, France; INFN, Italy; FCT, Portugal; NRF, South Korea; Generalitat Valenciana, Junta de Andalucía-FEDER, MICINN, and Xunta de Galicia, Spain; SERI and SNSF, Switzerland; TÜBİTAK, Turkey; The Royal Society and UKRI/STFC, United Kingdom; DOE and NSF, United States of America.Peer reviewedSpringer NatureMinisterio de Ciencia e Innovación (España)Consejo Superior de Investigaciones Científicas [https://ror.org/02gfc7t72]202620262025info:eu-repo/semantics/articlehttp://purl.org/coar/resource_type/c_6501Publisher's versioninfo:eu-repo/semantics/publishedVersionhttp://hdl.handle.net/10261/429103https://www.scopus.com/pages/publications/105016460910?origin=resultslistreponame:DIGITAL.CSIC. Repositorio Institucional del CSICinstname:Consejo Superior de Investigaciones Científicas (CSIC)InglésEuropean Physical Journal Chttps://link.springer.com/article/10.1140/epjc/s10052-025-14313-8Síinfo:eu-repo/semantics/openAccessoai:dnet:digitalcsic_::b7353f692d2692eff5f82e41b27a90e22026-05-22T06:33:51Z |
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