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A convolutional neural network based cascade reconstruction for the IceCube Neutrino Observatory

R. Abbasi, M. Ackermann, J. Adams, J.A. Aguilar, M. Ahlers, M. Ahrens, C. Alispach, A.A. Alves, N.M. Amin, R. An, K. Andeen, T. Anderson, I. Ansseau, G. Anton, C. Argüelles, S. Axani, X. Bai, A. Balagopal V., A. Barbano, S.W. Barwick, B. Bastian, V. Basu, V. Baum, S. Baur, R. Bay, J.J. Beatty, K.-H. Becker, J. Becker Tjus, C. Bellenghi, S. BenZvi, D. Berley, E. Bernardini, D.Z. Besson, G. Binder, D. Bindig, E. Blaufuss, S. Blot, S. Böser, O. Botner, J. Böttcher, E. Bourbeau, J. Bourbeau, F. Bradascio, J. Braun, S. Bron, J. Brostean-Kaiser, A. Burgman, R.S. Busse, M.A. Campana, C. Chen, D. Chirkin, S. Choi, B.A. Clark, K. Clark, L. Classen, A. Coleman, G.H. Collin, J.M. Conrad, P. Coppin, P. Correa, D.F. Cowen, R. Cross, P. Dave, C.D. Clercq, J.J. DeLaunay, H. Dembinski, K. Deoskar, S.D. Ridder, A. Desai, P. Desiati, K.D. de Vries, G. de Wasseige, M. de With, T. DeYoung, S. Dharani, A. Diaz, J.C. Díaz-Vélez, H. Dujmovic, M. Dunkman, M.A. DuVernois, E. Dvorak, T. Ehrhardt, P. Eller, R. Engel, J. Evans, P.A. Evenson, S. Fahey, A.R. Fazely, S. Fiedlschuster, A.T. Fienberg, K. Filimonov, C. Finley, L. Fischer, D. Fox, A. Franckowiak, E. Friedman, A. Fritz, P. Fürst, T.K. Gaisser, J. Gallagher

2021Journal of Instrumentation56 citationsDOIOpen Access PDF

Abstract

A convolutional neural network based cascade reconstruction for the IceCube Neutrino Observatory, The IceCube collaboration, Abbasi, R., Ackermann, M., Adams, J., Aguilar, J.A., Ahlers, M., Ahrens, M., Alispach, C., Alves, A.A., Amin, N.M., An, R., Andeen, K., Anderson, T., Ansseau, I., Anton, G., Argüelles, C., Axani, S., Bai, X., Balagopal V., A., Barbano, A., Barwick, S.W., Bastian, B., Basu, V., Baum, V., Baur, S., Bay, R., Beatty, J.J., Becker, K.-H., Becker Tjus, J., Bellenghi, C., BenZvi, S., Berley, D., Bernardini, E., Besson, D.Z., Binder, G., Bindig, D., Blaufuss, E., Blot, S., Böser, S., Botner, O., Böttcher, J., Bourbeau, E., Bourbeau, J., Bradascio, F., Braun, J., Bron, S., Brostean-Kaiser, J., Burgman, A., Busse, R.S., Campana, M.A., Chen, C., Chirkin, D., Choi, S., Clark, B.A., Clark, K., Classen, L., Coleman, A., Collin, G.H., Conrad, J.M., Coppin, P., Correa, P., Cowen, D.F., Cross, R., Dave, P., Clercq, C.D., DeLaunay, J.J., Dembinski, H., Deoskar, K., Ridder, S.D., Desai, A., Desiati, P., de Vries, K.D., de Wasseige, G., de With, M., DeYoung, T., Dharani, S., Diaz, A., Díaz-Vélez, J.C., Dujmovic, H., Dunkman, M., DuVernois, M.A., Dvorak, E., Ehrhardt, T., Eller, P., Engel, R., Evans, J., Evenson, P.A., Fahey, S., Fazely, A.R., Fiedlschuster, S., Fienberg, A.T., Filimonov, K., Finley, C., Fischer, L., Fox, D., Franckowiak, A., Friedman, E., Fritz, A., Fürst, P., Gaisser, T.K., Gallagher, J., Ganster, E., Garrappa, S., Gerhardt, L., Ghadimi, A., Glaser, C., Glauch, T., Glüsenkamp, T., Goldschmidt, A., Gonzalez, J.G., Goswami, S., Grant, D., Grégoire, T., Griffith, Z., Griswold, S., Gündüz, M., Haack, C., Hallgren, A., Halliday, R., Halve, L., Halzen, F., Minh, M.H., Hanson, K., Hardin, J., Harnisch, A.A., Haungs, A., Hauser, S., Hebecker, D., Helbing, K., Henningsen, F., Hettinger, E.C., Hickford, S., Hignight, J., Hill, C., Hill, G.C., Hoffman, K.D., Hoffmann, R., Hoinka, T., Hokanson-Fasig, B., Hoshina, K., Huang, F., Huber, M., Huber, T., Hultqvist, K., Hünnefeld, M., Hussain, R., In, S., Iovine, N., Ishihara, A., Jansson, M., Japaridze, G.S., Jeong, M., Jones, B.J.P., Joppe, R., Kang, D., Kang, W., Kang, X., Kappes, A., Kappesser, D., Karg, T., Karl, M., Karle, A., Katz, U., Kauer, M., Kellermann, M., Kelley, J.L., Kheirandish, A., Kim, J., Kin, K., Kintscher, T., Kiryluk, J., Klein, S.R., Koirala, R., Kolanoski, H., Köpke, L., Kopper, C., Kopper, S., Koskinen, D.J., Koundal, P., Kovacevich, M., Kowalski, M., Krings, K., Krückl, G., Kurahashi, N., Kyriacou, A., Lagunas Gualda, C., Lanfranchi, J.L., Larson, M.J., Lauber, F., Lazar, J.P., Leonard, K., Leszczyńska, A., Li, Y., Liu, Q.R., Lohfink, E., Lozano Mariscal, C.J., Lu, L., Lucarelli, F., Ludwig, A., Luszczak, W., Lyu, Y., Ma, W.Y., Madsen, J., M. Mahn, K.B., Makino, Y., Mallik, P., Mancina, S., Mariş, I.C., Maruyama, R., Mase, K., McNally, F., Meagher, K., Medina, A., Meier, M., Meighen-Berger, S., Merz, J., Micallef, J., Mockler, D., Momenté, G., Montaruli, T., Moore, R.W., Morik, K., Morse, R., Moulai, M., Naab, R., Nagai, R., Naumann, U., Necker, J., Nguyễn, L.V., Niederhausen, H., Nisa, M.U., Nowicki, S.C., Nygren, D.R., Obertacke Pollmann, A., Oehler, M., Olivas, A., O'Sullivan, E., Pandya, H., Pankova, D.V., Park, N., Parker, G.K., Paudel, E.N., Peiffer, P., Pérez de los Heros, C., Philippen, S., Pieloth, D., Pieper, S., Pizzuto, A., Plum, M., Popovych, Y., Porcelli, A., Prado Rodriguez, M., Price, P.B., Pries, B., Przybylski, G.T., Raab, C., Raissi, A., Rameez, M., Rawlins, K., Rea, I.C., Rehman, A., Reimann, R., Renschler, M., Renzi, G., Resconi, E., Reusch, S., Rhode, W., Richman, M., Riedel, B., Robertson, S., Roellinghoff, G., Rongen, M., Rott, C., Ruhe, T., Ryckbosch, D., Rysewyk Cantu, D., Safa, I., Sanchez Herrera, S.E., Sandrock, A., Sandroos, J., Santander, M., Sarkar, S., Sarkar, S., Satalecka, K., Scharf, M., Schaufel, M., Schieler, H., Schlunder, P., Schmidt, T., Schneider, A., Schneider, J., Schröder, F.G., Schumacher, L., Sclafani, S., Seckel, D., Seunarine, S., Sharma, A., Shefali, S., Silva, M., Skrzypek, B., Smithers, B., Snihur, R., Soedingrekso, J., Soldin, D., Spiczak, G.M., Spiering, C., Stachurska, J., Stamatikos, M., Stanev, T., Stein, R., Stettner, J., Steuer, A., Stezelberger, T., Stokstad, R.G., Stürwald, T., Stuttard, T., Sullivan, G.W., Taboada, I., Tenholt, F., Ter-Antonyan, S., Tilav, S., Tischbein, F., Tollefson, K., Tomankova, L., Tönnis, C., Toscano, S., Tosi, D., Trettin, A., Tselengidou, M., Tung, C.F., Turcati, A., Turcotte, R., Turley, C.F., Twagirayezu, J.P., Ty, B., Unland Elorrieta, M.A., Valtonen-Mattila, N., Vandenbroucke, J., van Eijk, D., van Eijndhoven, N., Vannerom, D., van Santen, J., Verpoest, S., Vraeghe, M., Walck, C., Wallace, A., Watson, T.B., Weaver, C., Weindl, A., Weiss, M.J., Weldert, J., Wendt, C., Werthebach, J., Weyrauch, M., Whelan, B.J., Whitehorn, N., Wiebe, K., Wiebusch, C.H., Williams, D.R., Wolf, M., Woschnagg, K., Wrede, G., Wulff, J., Xu, X.W., Xu, Y., Yanez, J.P., Yoshida, S., Yuan, T., Zhang, Z.

Topics & Concepts

Convolutional neural networkObservatoryDetectorComputer scienceNeutrinoCascadeNeutrino detectorPhysicsArtificial neural networkIterative reconstructionReconstruction algorithmArtificial intelligenceAlgorithmDeep neural networksDeep learningEvent reconstructionSituatedComputer engineeringComputational scienceRemote sensingSpeedupSignal reconstructionReal-time computingAstrophysics and Cosmic PhenomenaNeutrino Physics ResearchParticle Detector Development and Performance