Graph Neural Networks for low-energy event classification & reconstruction in IceCube
IceCube, a cubic-kilometer array of optical sensors built to detect atmospheric and astrophysical neutrinos between 1 GeV and 1 PeV, is deployed 1.45 km to 2.45 km below the surface of the ice sheet at the South Pole. The classification and reconstruction of events from the in-ice detectors play a c...
Published in: | Journal of Instrumentation |
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Main Authors: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
Format: | Article in Journal/Newspaper |
Language: | English |
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Inst. of Physics
2022
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Online Access: | https://bib-pubdb1.desy.de/record/490240 https://bib-pubdb1.desy.de/search?p=id:%22PUBDB-2022-07580%22 |
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DESY Publication Database (PUBDB) |
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info:eu-repo/classification/ddc/610 detector: geometry neutrino: energy: low detector: optical IceCube efficiency ice neural network neutrino: atmosphere neutrino: supernova cosmic radiation absorption photon surface on-line pole trigger background cloud resolution scattering statistical analysis data analysis method Analysis and statistical methods Data analysis Neutrino detectors Particle identification methods |
spellingShingle |
info:eu-repo/classification/ddc/610 detector: geometry neutrino: energy: low detector: optical IceCube efficiency ice neural network neutrino: atmosphere neutrino: supernova cosmic radiation absorption photon surface on-line pole trigger background cloud resolution scattering statistical analysis data analysis method Analysis and statistical methods Data analysis Neutrino detectors Particle identification methods Abbasi, R. Ackermann, M. Andeen, K. Friedman, E. Fritz, A. Fürst, P. Gaisser, T. K. Gallagher, J. Ganster, E. Garcia, A. Garrappa, Simone Gerhardt, L. Ghadimi, A. Anderson, T. Glaser, C. Glauch, T. Glüsenkamp, T. Goehlke, N. Gonzalez, J. G. Goswami, S. Grant, D. Gray, S. J. Grégoire, T. Griswold, S. Anton, G. Günther, C. Gutjahr, P. Haack, C. Hallgren, A. Halliday, R. Halve, L. Halzen, F. Hamdaoui, H. Ha Minh, M. Hanson, K. Argüelles, C. Hardin, J. Harnisch, A. A. Hatch, P. Haungs, A. Helbing, K. Hellrung, J. Henningsen, F. Heuermann, L. Hickford, S. Hill, C. Ashida, Y. Hill, G. C. Hoffman, K. D. Hoshina, K. Hou, W. Huber, T. Hultqvist, K. Hünnefeld, M. Hussain, R. Hymon, K. In, S. Athanasiadou, S. Iovine, N. Ishihara, A. Jansson, M. Japaridze, G. S. Jeong, M. Jin, M. Jones, B. J. P. Kang, D. Kang, W. Kang, X. Axani, S. Kappes, A. Kappesser, D. Kardum, L. Karg, T. Karl, M. Karle, A. Katz, U. Kauer, M. Kelley, J. L. Kheirandish, A. Bai, X. Kin, K. Kiryluk, J. Klein, S. R. Kochocki, A. Koirala, R. Kolanoski, H. Kontrimas, T. Köpke, L. Kopper, C. Koskinen, D. J. Balagopal V., A. Koundal, P. Kovacevich, M. Kowalski, Marek Kozynets, T. Krupczak, E. Kun, E. Kurahashi, N. Lad, Neha Navnitkumar Gualda, C. Lagunas Larson, M. J. Baricevic, M. Lauber, F. Lazar, J. P. Lee, J. W. Leonard, K. Leszczyńska, A. Lincetto, M. Liu, Q. R. Liubarska, M. Lohfink, E. Love, C. Adams, J. Barwick, S. W. Mariscal, C. J. Lozano Lu, L. Lucarelli, F. Ludwig, A. Luszczak, W. Lyu, Y. Ma, Wing Yan Madsen, J. Mahn, K. B. M. Makino, Y. Basu, V. Mancina, S. Sainte, W. Marie Mariş, I. C. Marka, S. Marka, Z. Marsee, M. Martinez-Soler, I. Maruyama, R. McElroy, T. McNally, F. Bay, R. Mead, J. V. Meagher, K. Mechbal, S. Medina, A. Meier, M. Meighen-Berger, S. Merckx, Y. Micallef, J. Mockler, D. Montaruli, T. Beatty, J. J. Moore, R. W. Morse, R. Moulai, M. Mukherjee, T. Naab, Richard Nagai, R. Naumann, U. Nayerhoda, A. Necker, Jannis David Neumann, M. Becker, K.-H. Niederhausen, H. Nisa, M. U. Nowicki, S. C. Pollmann, A. Obertacke Oehler, M. Oeyen, B. Olivas, A. Orsoe, R. Osborn, J. O'Sullivan, E. Becker Tjus, J. Pandya, H. Pankova, D. V. Park, N. Parker, G. K. Paudel, E. N. Paul, L. de los Heros, C. Pérez Peters, L. Petersen, T. C. Peterson, J. Beise, J. Philippen, S. Pieper, S. Pizzuto, A. Plum, M. Popovych, Y. Porcelli, A. Rodriguez, M. Prado Pries, B. Procter-Murphy, R. Przybylski, G. T. Bellenghi, C. Raab, C. Rack-Helleis, J. Rameez, M. Rawlins, K. Rechav, Z. Rehman, A. Reichherzer, P. Renzi, G. Resconi, E. Reusch, Simeon Benda, S. Rhode, W. Richman, M. Riedel, B. Roberts, E. J. Robertson, S. Rodan, S. Roellinghoff, G. Rongen, M. Rott, C. Ruhe, T. BenZvi, S. Ruohan, L. Ryckbosch, D. Cantu, D. Rysewyk Safa, I. Saffer, J. Salazar-Gallegos, D. Sampathkumar, P. Herrera, S. E. Sanchez Sandrock, A. Santander, M. Aggarwal, N. Berley, D. Sarkar, S. Schaufel, M. Schieler, H. Schindler, S. Schlueter, B. Schmidt, T. Schneider, J. Schröder, F. G. Schumacher, L. Bernardini, E. Schwefer, G. Sclafani, S. Seckel, D. Seunarine, S. Sharma, A. Shefali, S. Shimizu, N. Silva, M. Skrzypek, B. Smithers, B. Besson, D. Z. Snihur, R. Soedingrekso, J. Søgaard, A. Soldin, D. Spannfellner, C. Spiczak, G. M. Spiering, C. Stamatikos, M. Stanev, T. Stein, Robert Binder, G. Stezelberger, T. Stürwald, T. Stuttard, T. Sullivan, G. W. Taboada, I. Ter-Antonyan, S. Thompson, W. G. Thwaites, J. Tilav, S. Tollefson, K. Bindig, D. Tönnis, C. Toscano, S. Tosi, D. Trettin, Alexander Tung, C. F. Turcotte, R. Twagirayezu, J. P. Ty, B. Unland Elorrieta, M. A. Upshaw, K. Blaufuss, E. Valtonen-Mattila, N. Vandenbroucke, J. van Eijndhoven, N. Vannerom, D. Santen, Jakob van Vara, J. Veitch-Michaelis, J. Verpoest, S. Veske, D. Walck, C. Blot, Summer Wang, W. Watson, T. B. Weaver, C. Weigel, P. Weindl, A. Weldert, J. Wendt, C. Werthebach, J. Weyrauch, M. Whitehorn, N. Bontempo, F. Wiebusch, C. H. Willey, N. Williams, D. R. Wolf, M. Wrede, G. Wulff, J. Xu, X. W. Yanez, J. P. Yildizci, E. Yoshida, S. Book, J. Y. Yu, S. Yuan, T. Zhang, Z. Zhelnin, P. IceCube Collaboration Borowka, J. Aguilar, J. A. Meneguolo, C. Boscolo Böser, S. Botner, O. Böttcher, J. Bourbeau, E. Braun, J. Brinson, B. Brostean-Kaiser, Jannes Burley, R. T. Busse, R. S. Ahlers, M. Campana, M. A. Carnie-Bronca, E. G. Chen, C. Chen, Z. Chirkin, D. Choi, K. Clark, B. A. Classen, L. Coleman, A. Collin, G. H. Ahrens, M. Connolly, A. Conrad, J. M. Coppin, P. Correa, P. Countryman, S. Cowen, D. F. Cross, R. Dappen, C. Dave, P. De Clercq, C. Alameddine, J. M. DeLaunay, J. J. López, D. Delgado Dembinski, H. Deoskar, K. Desai, A. Desiati, P. de Vries, K. D. de Wasseige, G. DeYoung, T. Diaz, A. Alves, Jr. A. A. Díaz-Vélez, J. C. Dittmer, M. Dujmovic, H. DuVernois, M. A. Ehrhardt, T. Eller, P. Engel, R. Erpenbeck, H. Evans, J. Evenson, P. A. Amin, N. M. Fan, K. L. Fazely, A. R. Fedynitch, A. Feigl, N. Fiedlschuster, S. Fienberg, A. T. Finley, C. Fischer, Leander Fox, D. Franckowiak, A. Graph Neural Networks for low-energy event classification & reconstruction in IceCube |
topic_facet |
info:eu-repo/classification/ddc/610 detector: geometry neutrino: energy: low detector: optical IceCube efficiency ice neural network neutrino: atmosphere neutrino: supernova cosmic radiation absorption photon surface on-line pole trigger background cloud resolution scattering statistical analysis data analysis method Analysis and statistical methods Data analysis Neutrino detectors Particle identification methods |
description |
IceCube, a cubic-kilometer array of optical sensors built to detect atmospheric and astrophysical neutrinos between 1 GeV and 1 PeV, is deployed 1.45 km to 2.45 km below the surface of the ice sheet at the South Pole. The classification and reconstruction of events from the in-ice detectors play a central role in the analysis of data from IceCube. Reconstructing and classifying events is a challenge due to the irregular detector geometry, inhomogeneous scattering and absorption of light in the ice and, below 100 GeV, the relatively low number of signal photons produced per event. To address this challenge, it is possible to represent IceCube events as point cloud graphs and use a Graph Neural Network (GNN) as the classification and reconstruction method. The GNN is capable of distinguishing neutrino events from cosmic-ray backgrounds, classifying different neutrino event types, and reconstructing the deposited energy, direction and interaction vertex. Based on simulation, we provide a comparison in the 1 GeV–100 GeV energy range to the current state-of-the-art maximum likelihood techniques used in current IceCube analyses, including the effects of known systematic uncertainties. For neutrino event classification, the GNN increases the signal efficiency by 18% at a fixed background rate, compared to current IceCube methods. Alternatively, the GNN offers a reduction of the background (i.e. false positive) rate by over a factor 8 (to below half a percent) at a fixed signal efficiency. For the reconstruction of energy, direction, and interaction vertex, the resolution improves by an average of 13%–20% compared to current maximum likelihood techniques in the energy range of 1 GeV–30 GeV. The GNN, when run on a GPU, is capable of processing IceCube events at a rate nearly double of the median IceCube trigger rate of 2.7 kHz, which opens the possibility of using low energy neutrinos in online searches for transient events. |
format |
Article in Journal/Newspaper |
author |
Abbasi, R. Ackermann, M. Andeen, K. Friedman, E. Fritz, A. Fürst, P. Gaisser, T. K. Gallagher, J. Ganster, E. Garcia, A. Garrappa, Simone Gerhardt, L. Ghadimi, A. Anderson, T. Glaser, C. Glauch, T. Glüsenkamp, T. Goehlke, N. Gonzalez, J. G. Goswami, S. Grant, D. Gray, S. J. Grégoire, T. Griswold, S. Anton, G. Günther, C. Gutjahr, P. Haack, C. Hallgren, A. Halliday, R. Halve, L. Halzen, F. Hamdaoui, H. Ha Minh, M. Hanson, K. Argüelles, C. Hardin, J. Harnisch, A. A. Hatch, P. Haungs, A. Helbing, K. Hellrung, J. Henningsen, F. Heuermann, L. Hickford, S. Hill, C. Ashida, Y. Hill, G. C. Hoffman, K. D. Hoshina, K. Hou, W. Huber, T. Hultqvist, K. Hünnefeld, M. Hussain, R. Hymon, K. In, S. Athanasiadou, S. Iovine, N. Ishihara, A. Jansson, M. Japaridze, G. S. Jeong, M. Jin, M. Jones, B. J. P. Kang, D. Kang, W. Kang, X. Axani, S. Kappes, A. Kappesser, D. Kardum, L. Karg, T. Karl, M. Karle, A. Katz, U. Kauer, M. Kelley, J. L. Kheirandish, A. Bai, X. Kin, K. Kiryluk, J. Klein, S. R. Kochocki, A. Koirala, R. Kolanoski, H. Kontrimas, T. Köpke, L. Kopper, C. Koskinen, D. J. Balagopal V., A. Koundal, P. Kovacevich, M. Kowalski, Marek Kozynets, T. Krupczak, E. Kun, E. Kurahashi, N. Lad, Neha Navnitkumar Gualda, C. Lagunas Larson, M. J. Baricevic, M. Lauber, F. Lazar, J. P. Lee, J. W. Leonard, K. Leszczyńska, A. Lincetto, M. Liu, Q. R. Liubarska, M. Lohfink, E. Love, C. Adams, J. Barwick, S. W. Mariscal, C. J. Lozano Lu, L. Lucarelli, F. Ludwig, A. Luszczak, W. Lyu, Y. Ma, Wing Yan Madsen, J. Mahn, K. B. M. Makino, Y. Basu, V. Mancina, S. Sainte, W. Marie Mariş, I. C. Marka, S. Marka, Z. Marsee, M. Martinez-Soler, I. Maruyama, R. McElroy, T. McNally, F. Bay, R. Mead, J. V. Meagher, K. Mechbal, S. Medina, A. Meier, M. Meighen-Berger, S. Merckx, Y. Micallef, J. Mockler, D. Montaruli, T. Beatty, J. J. Moore, R. W. Morse, R. Moulai, M. Mukherjee, T. Naab, Richard Nagai, R. Naumann, U. Nayerhoda, A. Necker, Jannis David Neumann, M. Becker, K.-H. Niederhausen, H. Nisa, M. U. Nowicki, S. C. Pollmann, A. Obertacke Oehler, M. Oeyen, B. Olivas, A. Orsoe, R. Osborn, J. O'Sullivan, E. Becker Tjus, J. Pandya, H. Pankova, D. V. Park, N. Parker, G. K. Paudel, E. N. Paul, L. de los Heros, C. Pérez Peters, L. Petersen, T. C. Peterson, J. Beise, J. Philippen, S. Pieper, S. Pizzuto, A. Plum, M. Popovych, Y. Porcelli, A. Rodriguez, M. Prado Pries, B. Procter-Murphy, R. Przybylski, G. T. Bellenghi, C. Raab, C. Rack-Helleis, J. Rameez, M. Rawlins, K. Rechav, Z. Rehman, A. Reichherzer, P. Renzi, G. Resconi, E. Reusch, Simeon Benda, S. Rhode, W. Richman, M. Riedel, B. Roberts, E. J. Robertson, S. Rodan, S. Roellinghoff, G. Rongen, M. Rott, C. Ruhe, T. BenZvi, S. Ruohan, L. Ryckbosch, D. Cantu, D. Rysewyk Safa, I. Saffer, J. Salazar-Gallegos, D. Sampathkumar, P. Herrera, S. E. Sanchez Sandrock, A. Santander, M. Aggarwal, N. Berley, D. Sarkar, S. Schaufel, M. Schieler, H. Schindler, S. Schlueter, B. Schmidt, T. Schneider, J. Schröder, F. G. Schumacher, L. Bernardini, E. Schwefer, G. Sclafani, S. Seckel, D. Seunarine, S. Sharma, A. Shefali, S. Shimizu, N. Silva, M. Skrzypek, B. Smithers, B. Besson, D. Z. Snihur, R. Soedingrekso, J. Søgaard, A. Soldin, D. Spannfellner, C. Spiczak, G. M. Spiering, C. Stamatikos, M. Stanev, T. Stein, Robert Binder, G. Stezelberger, T. Stürwald, T. Stuttard, T. Sullivan, G. W. Taboada, I. Ter-Antonyan, S. Thompson, W. G. Thwaites, J. Tilav, S. Tollefson, K. Bindig, D. Tönnis, C. Toscano, S. Tosi, D. Trettin, Alexander Tung, C. F. Turcotte, R. Twagirayezu, J. P. Ty, B. Unland Elorrieta, M. A. Upshaw, K. Blaufuss, E. Valtonen-Mattila, N. Vandenbroucke, J. van Eijndhoven, N. Vannerom, D. Santen, Jakob van Vara, J. Veitch-Michaelis, J. Verpoest, S. Veske, D. Walck, C. Blot, Summer Wang, W. Watson, T. B. Weaver, C. Weigel, P. Weindl, A. Weldert, J. Wendt, C. Werthebach, J. Weyrauch, M. Whitehorn, N. Bontempo, F. Wiebusch, C. H. Willey, N. Williams, D. R. Wolf, M. Wrede, G. Wulff, J. Xu, X. W. Yanez, J. P. Yildizci, E. Yoshida, S. Book, J. Y. Yu, S. Yuan, T. Zhang, Z. Zhelnin, P. IceCube Collaboration Borowka, J. Aguilar, J. A. Meneguolo, C. Boscolo Böser, S. Botner, O. Böttcher, J. Bourbeau, E. Braun, J. Brinson, B. Brostean-Kaiser, Jannes Burley, R. T. Busse, R. S. Ahlers, M. Campana, M. A. Carnie-Bronca, E. G. Chen, C. Chen, Z. Chirkin, D. Choi, K. Clark, B. A. Classen, L. Coleman, A. Collin, G. H. Ahrens, M. Connolly, A. Conrad, J. M. Coppin, P. Correa, P. Countryman, S. Cowen, D. F. Cross, R. Dappen, C. Dave, P. De Clercq, C. Alameddine, J. M. DeLaunay, J. J. López, D. Delgado Dembinski, H. Deoskar, K. Desai, A. Desiati, P. de Vries, K. D. de Wasseige, G. DeYoung, T. Diaz, A. Alves, Jr. A. A. Díaz-Vélez, J. C. Dittmer, M. Dujmovic, H. DuVernois, M. A. Ehrhardt, T. Eller, P. Engel, R. Erpenbeck, H. Evans, J. Evenson, P. A. Amin, N. M. Fan, K. L. Fazely, A. R. Fedynitch, A. Feigl, N. Fiedlschuster, S. Fienberg, A. T. Finley, C. Fischer, Leander Fox, D. Franckowiak, A. |
author_facet |
Abbasi, R. Ackermann, M. Andeen, K. Friedman, E. Fritz, A. Fürst, P. Gaisser, T. K. Gallagher, J. Ganster, E. Garcia, A. Garrappa, Simone Gerhardt, L. Ghadimi, A. Anderson, T. Glaser, C. Glauch, T. Glüsenkamp, T. Goehlke, N. Gonzalez, J. G. Goswami, S. Grant, D. Gray, S. J. Grégoire, T. Griswold, S. Anton, G. Günther, C. Gutjahr, P. Haack, C. Hallgren, A. Halliday, R. Halve, L. Halzen, F. Hamdaoui, H. Ha Minh, M. Hanson, K. Argüelles, C. Hardin, J. Harnisch, A. A. Hatch, P. Haungs, A. Helbing, K. Hellrung, J. Henningsen, F. Heuermann, L. Hickford, S. Hill, C. Ashida, Y. Hill, G. C. Hoffman, K. D. Hoshina, K. Hou, W. Huber, T. Hultqvist, K. Hünnefeld, M. Hussain, R. Hymon, K. In, S. Athanasiadou, S. Iovine, N. Ishihara, A. Jansson, M. Japaridze, G. S. Jeong, M. Jin, M. Jones, B. J. P. Kang, D. Kang, W. Kang, X. Axani, S. Kappes, A. Kappesser, D. Kardum, L. Karg, T. Karl, M. Karle, A. Katz, U. Kauer, M. Kelley, J. L. Kheirandish, A. Bai, X. Kin, K. Kiryluk, J. Klein, S. R. Kochocki, A. Koirala, R. Kolanoski, H. Kontrimas, T. Köpke, L. Kopper, C. Koskinen, D. J. Balagopal V., A. Koundal, P. Kovacevich, M. Kowalski, Marek Kozynets, T. Krupczak, E. Kun, E. Kurahashi, N. Lad, Neha Navnitkumar Gualda, C. Lagunas Larson, M. J. Baricevic, M. Lauber, F. Lazar, J. P. Lee, J. W. Leonard, K. Leszczyńska, A. Lincetto, M. Liu, Q. R. Liubarska, M. Lohfink, E. Love, C. Adams, J. Barwick, S. W. Mariscal, C. J. Lozano Lu, L. Lucarelli, F. Ludwig, A. Luszczak, W. Lyu, Y. Ma, Wing Yan Madsen, J. Mahn, K. B. M. Makino, Y. Basu, V. Mancina, S. Sainte, W. Marie Mariş, I. C. Marka, S. Marka, Z. Marsee, M. Martinez-Soler, I. Maruyama, R. McElroy, T. McNally, F. Bay, R. Mead, J. V. Meagher, K. Mechbal, S. Medina, A. Meier, M. Meighen-Berger, S. Merckx, Y. Micallef, J. Mockler, D. Montaruli, T. Beatty, J. J. Moore, R. W. Morse, R. Moulai, M. Mukherjee, T. Naab, Richard Nagai, R. Naumann, U. Nayerhoda, A. Necker, Jannis David Neumann, M. Becker, K.-H. Niederhausen, H. Nisa, M. U. Nowicki, S. C. Pollmann, A. Obertacke Oehler, M. Oeyen, B. Olivas, A. Orsoe, R. Osborn, J. O'Sullivan, E. Becker Tjus, J. Pandya, H. Pankova, D. V. Park, N. Parker, G. K. Paudel, E. N. Paul, L. de los Heros, C. Pérez Peters, L. Petersen, T. C. Peterson, J. Beise, J. Philippen, S. Pieper, S. Pizzuto, A. Plum, M. Popovych, Y. Porcelli, A. Rodriguez, M. Prado Pries, B. Procter-Murphy, R. Przybylski, G. T. Bellenghi, C. Raab, C. Rack-Helleis, J. Rameez, M. Rawlins, K. Rechav, Z. Rehman, A. Reichherzer, P. Renzi, G. Resconi, E. Reusch, Simeon Benda, S. Rhode, W. Richman, M. Riedel, B. Roberts, E. J. Robertson, S. Rodan, S. Roellinghoff, G. Rongen, M. Rott, C. Ruhe, T. BenZvi, S. Ruohan, L. Ryckbosch, D. Cantu, D. Rysewyk Safa, I. Saffer, J. Salazar-Gallegos, D. Sampathkumar, P. Herrera, S. E. Sanchez Sandrock, A. Santander, M. Aggarwal, N. Berley, D. Sarkar, S. Schaufel, M. Schieler, H. Schindler, S. Schlueter, B. Schmidt, T. Schneider, J. Schröder, F. G. Schumacher, L. Bernardini, E. Schwefer, G. Sclafani, S. Seckel, D. Seunarine, S. Sharma, A. Shefali, S. Shimizu, N. Silva, M. Skrzypek, B. Smithers, B. Besson, D. Z. Snihur, R. Soedingrekso, J. Søgaard, A. Soldin, D. Spannfellner, C. Spiczak, G. M. Spiering, C. Stamatikos, M. Stanev, T. Stein, Robert Binder, G. Stezelberger, T. Stürwald, T. Stuttard, T. Sullivan, G. W. Taboada, I. Ter-Antonyan, S. Thompson, W. G. Thwaites, J. Tilav, S. Tollefson, K. Bindig, D. Tönnis, C. Toscano, S. Tosi, D. Trettin, Alexander Tung, C. F. Turcotte, R. Twagirayezu, J. P. Ty, B. Unland Elorrieta, M. A. Upshaw, K. Blaufuss, E. Valtonen-Mattila, N. Vandenbroucke, J. van Eijndhoven, N. Vannerom, D. Santen, Jakob van Vara, J. Veitch-Michaelis, J. Verpoest, S. Veske, D. Walck, C. Blot, Summer Wang, W. Watson, T. B. Weaver, C. Weigel, P. Weindl, A. Weldert, J. Wendt, C. Werthebach, J. Weyrauch, M. Whitehorn, N. Bontempo, F. Wiebusch, C. H. Willey, N. Williams, D. R. Wolf, M. Wrede, G. Wulff, J. Xu, X. W. Yanez, J. P. Yildizci, E. Yoshida, S. Book, J. Y. Yu, S. Yuan, T. Zhang, Z. Zhelnin, P. IceCube Collaboration Borowka, J. Aguilar, J. A. Meneguolo, C. Boscolo Böser, S. Botner, O. Böttcher, J. Bourbeau, E. Braun, J. Brinson, B. Brostean-Kaiser, Jannes Burley, R. T. Busse, R. S. Ahlers, M. Campana, M. A. Carnie-Bronca, E. G. Chen, C. Chen, Z. Chirkin, D. Choi, K. Clark, B. A. Classen, L. Coleman, A. Collin, G. H. Ahrens, M. Connolly, A. Conrad, J. M. Coppin, P. Correa, P. Countryman, S. Cowen, D. F. Cross, R. Dappen, C. Dave, P. De Clercq, C. Alameddine, J. M. DeLaunay, J. J. López, D. Delgado Dembinski, H. Deoskar, K. Desai, A. Desiati, P. de Vries, K. D. de Wasseige, G. DeYoung, T. Diaz, A. Alves, Jr. A. A. Díaz-Vélez, J. C. Dittmer, M. Dujmovic, H. DuVernois, M. A. Ehrhardt, T. Eller, P. Engel, R. Erpenbeck, H. Evans, J. Evenson, P. A. Amin, N. M. Fan, K. L. Fazely, A. R. Fedynitch, A. Feigl, N. Fiedlschuster, S. Fienberg, A. T. Finley, C. Fischer, Leander Fox, D. Franckowiak, A. |
author_sort |
Abbasi, R. |
title |
Graph Neural Networks for low-energy event classification & reconstruction in IceCube |
title_short |
Graph Neural Networks for low-energy event classification & reconstruction in IceCube |
title_full |
Graph Neural Networks for low-energy event classification & reconstruction in IceCube |
title_fullStr |
Graph Neural Networks for low-energy event classification & reconstruction in IceCube |
title_full_unstemmed |
Graph Neural Networks for low-energy event classification & reconstruction in IceCube |
title_sort |
graph neural networks for low-energy event classification & reconstruction in icecube |
publisher |
Inst. of Physics |
publishDate |
2022 |
url |
https://bib-pubdb1.desy.de/record/490240 https://bib-pubdb1.desy.de/search?p=id:%22PUBDB-2022-07580%22 |
op_coverage |
DE |
geographic |
South Pole |
geographic_facet |
South Pole |
genre |
Ice Sheet South pole |
genre_facet |
Ice Sheet South pole |
op_source |
Journal of Instrumentation 17(11), P11003 (2022). doi:10.1088/1748-0221/17/11/P11003 |
op_relation |
info:eu-repo/semantics/altIdentifier/doi/10.1088/1748-0221/17/11/P11003 info:eu-repo/semantics/altIdentifier/wos/WOS:000898643400010 info:eu-repo/semantics/altIdentifier/issn/1748-0221 info:eu-repo/semantics/altIdentifier/doi/10.3204/PUBDB-2022-07580 info:eu-repo/semantics/altIdentifier/arxiv/arXiv:2209.03042 https://bib-pubdb1.desy.de/record/490240 https://bib-pubdb1.desy.de/search?p=id:%22PUBDB-2022-07580%22 |
op_rights |
info:eu-repo/semantics/openAccess |
op_doi |
https://doi.org/10.1088/1748-0221/17/11/P1100310.3204/PUBDB-2022-07580 |
container_title |
Journal of Instrumentation |
container_volume |
17 |
container_issue |
11 |
container_start_page |
P11003 |
_version_ |
1790601686617686016 |
spelling |
ftdesyvdb:oai:bib-pubdb1.desy.de:490240 2024-02-11T10:04:55+01:00 Graph Neural Networks for low-energy event classification & reconstruction in IceCube Abbasi, R. Ackermann, M. Andeen, K. Friedman, E. Fritz, A. Fürst, P. Gaisser, T. K. Gallagher, J. Ganster, E. Garcia, A. Garrappa, Simone Gerhardt, L. Ghadimi, A. Anderson, T. Glaser, C. Glauch, T. Glüsenkamp, T. Goehlke, N. Gonzalez, J. G. Goswami, S. Grant, D. Gray, S. J. Grégoire, T. Griswold, S. Anton, G. Günther, C. Gutjahr, P. Haack, C. Hallgren, A. Halliday, R. Halve, L. Halzen, F. Hamdaoui, H. Ha Minh, M. Hanson, K. Argüelles, C. Hardin, J. Harnisch, A. A. Hatch, P. Haungs, A. Helbing, K. Hellrung, J. Henningsen, F. Heuermann, L. Hickford, S. Hill, C. Ashida, Y. Hill, G. C. Hoffman, K. D. Hoshina, K. Hou, W. Huber, T. Hultqvist, K. Hünnefeld, M. Hussain, R. Hymon, K. In, S. Athanasiadou, S. Iovine, N. Ishihara, A. Jansson, M. Japaridze, G. S. Jeong, M. Jin, M. Jones, B. J. P. Kang, D. Kang, W. Kang, X. Axani, S. Kappes, A. Kappesser, D. Kardum, L. Karg, T. Karl, M. Karle, A. Katz, U. Kauer, M. Kelley, J. L. Kheirandish, A. Bai, X. Kin, K. Kiryluk, J. Klein, S. R. Kochocki, A. Koirala, R. Kolanoski, H. Kontrimas, T. Köpke, L. Kopper, C. Koskinen, D. J. Balagopal V., A. Koundal, P. Kovacevich, M. Kowalski, Marek Kozynets, T. Krupczak, E. Kun, E. Kurahashi, N. Lad, Neha Navnitkumar Gualda, C. Lagunas Larson, M. J. Baricevic, M. Lauber, F. Lazar, J. P. Lee, J. W. Leonard, K. Leszczyńska, A. Lincetto, M. Liu, Q. R. Liubarska, M. Lohfink, E. Love, C. Adams, J. Barwick, S. W. Mariscal, C. J. Lozano Lu, L. Lucarelli, F. Ludwig, A. Luszczak, W. Lyu, Y. Ma, Wing Yan Madsen, J. Mahn, K. B. M. Makino, Y. Basu, V. Mancina, S. Sainte, W. Marie Mariş, I. C. Marka, S. Marka, Z. Marsee, M. Martinez-Soler, I. Maruyama, R. McElroy, T. McNally, F. Bay, R. Mead, J. V. Meagher, K. Mechbal, S. Medina, A. Meier, M. Meighen-Berger, S. Merckx, Y. Micallef, J. Mockler, D. Montaruli, T. Beatty, J. J. Moore, R. W. Morse, R. Moulai, M. Mukherjee, T. Naab, Richard Nagai, R. Naumann, U. Nayerhoda, A. Necker, Jannis David Neumann, M. Becker, K.-H. Niederhausen, H. Nisa, M. U. Nowicki, S. C. Pollmann, A. Obertacke Oehler, M. Oeyen, B. Olivas, A. Orsoe, R. Osborn, J. O'Sullivan, E. Becker Tjus, J. Pandya, H. Pankova, D. V. Park, N. Parker, G. K. Paudel, E. N. Paul, L. de los Heros, C. Pérez Peters, L. Petersen, T. C. Peterson, J. Beise, J. Philippen, S. Pieper, S. Pizzuto, A. Plum, M. Popovych, Y. Porcelli, A. Rodriguez, M. Prado Pries, B. Procter-Murphy, R. Przybylski, G. T. Bellenghi, C. Raab, C. Rack-Helleis, J. Rameez, M. Rawlins, K. Rechav, Z. Rehman, A. Reichherzer, P. Renzi, G. Resconi, E. Reusch, Simeon Benda, S. Rhode, W. Richman, M. Riedel, B. Roberts, E. J. Robertson, S. Rodan, S. Roellinghoff, G. Rongen, M. Rott, C. Ruhe, T. BenZvi, S. Ruohan, L. Ryckbosch, D. Cantu, D. Rysewyk Safa, I. Saffer, J. Salazar-Gallegos, D. Sampathkumar, P. Herrera, S. E. Sanchez Sandrock, A. Santander, M. Aggarwal, N. Berley, D. Sarkar, S. Schaufel, M. Schieler, H. Schindler, S. Schlueter, B. Schmidt, T. Schneider, J. Schröder, F. G. Schumacher, L. Bernardini, E. Schwefer, G. Sclafani, S. Seckel, D. Seunarine, S. Sharma, A. Shefali, S. Shimizu, N. Silva, M. Skrzypek, B. Smithers, B. Besson, D. Z. Snihur, R. Soedingrekso, J. Søgaard, A. Soldin, D. Spannfellner, C. Spiczak, G. M. Spiering, C. Stamatikos, M. Stanev, T. Stein, Robert Binder, G. Stezelberger, T. Stürwald, T. Stuttard, T. Sullivan, G. W. Taboada, I. Ter-Antonyan, S. Thompson, W. G. Thwaites, J. Tilav, S. Tollefson, K. Bindig, D. Tönnis, C. Toscano, S. Tosi, D. Trettin, Alexander Tung, C. F. Turcotte, R. Twagirayezu, J. P. Ty, B. Unland Elorrieta, M. A. Upshaw, K. Blaufuss, E. Valtonen-Mattila, N. Vandenbroucke, J. van Eijndhoven, N. Vannerom, D. Santen, Jakob van Vara, J. Veitch-Michaelis, J. Verpoest, S. Veske, D. Walck, C. Blot, Summer Wang, W. Watson, T. B. Weaver, C. Weigel, P. Weindl, A. Weldert, J. Wendt, C. Werthebach, J. Weyrauch, M. Whitehorn, N. Bontempo, F. Wiebusch, C. H. Willey, N. Williams, D. R. Wolf, M. Wrede, G. Wulff, J. Xu, X. W. Yanez, J. P. Yildizci, E. Yoshida, S. Book, J. Y. Yu, S. Yuan, T. Zhang, Z. Zhelnin, P. IceCube Collaboration Borowka, J. Aguilar, J. A. Meneguolo, C. Boscolo Böser, S. Botner, O. Böttcher, J. Bourbeau, E. Braun, J. Brinson, B. Brostean-Kaiser, Jannes Burley, R. T. Busse, R. S. Ahlers, M. Campana, M. A. Carnie-Bronca, E. G. Chen, C. Chen, Z. Chirkin, D. Choi, K. Clark, B. A. Classen, L. Coleman, A. Collin, G. H. Ahrens, M. Connolly, A. Conrad, J. M. Coppin, P. Correa, P. Countryman, S. Cowen, D. F. Cross, R. Dappen, C. Dave, P. De Clercq, C. Alameddine, J. M. DeLaunay, J. J. López, D. Delgado Dembinski, H. Deoskar, K. Desai, A. Desiati, P. de Vries, K. D. de Wasseige, G. DeYoung, T. Diaz, A. Alves, Jr. A. A. Díaz-Vélez, J. C. Dittmer, M. Dujmovic, H. DuVernois, M. A. Ehrhardt, T. Eller, P. Engel, R. Erpenbeck, H. Evans, J. Evenson, P. A. Amin, N. M. Fan, K. L. Fazely, A. R. Fedynitch, A. Feigl, N. Fiedlschuster, S. Fienberg, A. T. Finley, C. Fischer, Leander Fox, D. Franckowiak, A. DE 2022 https://bib-pubdb1.desy.de/record/490240 https://bib-pubdb1.desy.de/search?p=id:%22PUBDB-2022-07580%22 eng eng Inst. of Physics info:eu-repo/semantics/altIdentifier/doi/10.1088/1748-0221/17/11/P11003 info:eu-repo/semantics/altIdentifier/wos/WOS:000898643400010 info:eu-repo/semantics/altIdentifier/issn/1748-0221 info:eu-repo/semantics/altIdentifier/doi/10.3204/PUBDB-2022-07580 info:eu-repo/semantics/altIdentifier/arxiv/arXiv:2209.03042 https://bib-pubdb1.desy.de/record/490240 https://bib-pubdb1.desy.de/search?p=id:%22PUBDB-2022-07580%22 info:eu-repo/semantics/openAccess Journal of Instrumentation 17(11), P11003 (2022). doi:10.1088/1748-0221/17/11/P11003 info:eu-repo/classification/ddc/610 detector: geometry neutrino: energy: low detector: optical IceCube efficiency ice neural network neutrino: atmosphere neutrino: supernova cosmic radiation absorption photon surface on-line pole trigger background cloud resolution scattering statistical analysis data analysis method Analysis and statistical methods Data analysis Neutrino detectors Particle identification methods info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion 2022 ftdesyvdb https://doi.org/10.1088/1748-0221/17/11/P1100310.3204/PUBDB-2022-07580 2024-01-15T00:24:10Z IceCube, a cubic-kilometer array of optical sensors built to detect atmospheric and astrophysical neutrinos between 1 GeV and 1 PeV, is deployed 1.45 km to 2.45 km below the surface of the ice sheet at the South Pole. The classification and reconstruction of events from the in-ice detectors play a central role in the analysis of data from IceCube. Reconstructing and classifying events is a challenge due to the irregular detector geometry, inhomogeneous scattering and absorption of light in the ice and, below 100 GeV, the relatively low number of signal photons produced per event. To address this challenge, it is possible to represent IceCube events as point cloud graphs and use a Graph Neural Network (GNN) as the classification and reconstruction method. The GNN is capable of distinguishing neutrino events from cosmic-ray backgrounds, classifying different neutrino event types, and reconstructing the deposited energy, direction and interaction vertex. Based on simulation, we provide a comparison in the 1 GeV–100 GeV energy range to the current state-of-the-art maximum likelihood techniques used in current IceCube analyses, including the effects of known systematic uncertainties. For neutrino event classification, the GNN increases the signal efficiency by 18% at a fixed background rate, compared to current IceCube methods. Alternatively, the GNN offers a reduction of the background (i.e. false positive) rate by over a factor 8 (to below half a percent) at a fixed signal efficiency. For the reconstruction of energy, direction, and interaction vertex, the resolution improves by an average of 13%–20% compared to current maximum likelihood techniques in the energy range of 1 GeV–30 GeV. The GNN, when run on a GPU, is capable of processing IceCube events at a rate nearly double of the median IceCube trigger rate of 2.7 kHz, which opens the possibility of using low energy neutrinos in online searches for transient events. Article in Journal/Newspaper Ice Sheet South pole DESY Publication Database (PUBDB) South Pole Journal of Instrumentation 17 11 P11003 |