Direction Reconstruction using a CNN for GeV-Scale Neutrinos in IceCube

IceCube,; Tjus, Julia; Abbasi, Rasha; Ackermann, Markus; Adams, Jenni; Aguilar, Juanan A.; Ahlers, M.; Ahrens, Maryon; Yu, S.; Alispach, Cyril Martin; Alves, Antonio Augusto; Amin, Najia Moureen Binte; An, Rui; Andeen, Karen; Anderson, Tyler; Anton, Gisela; Arguelles, Carlos; Ashida, Yosuke; Axani, Spencer; Bai, Xinhua; Balagopal, Aswathi; Becker Tjus, Julia; Barbano, Anastasia Maria; Barwick, S. W.; Bastian, Benjamin; Basu, Vedant; Baur, Sebastian; Bay, R. C.; Beatty, J. J.; Becker, K.-H.; Bellenghi, Chiara; BenZvi, Segev; Berley, D.; Bernardini, Elisa; Besson, D. Z.; Böser, S.; Binder, Gary; Bindig, Daniel; Böttcher, J.; Blaufuss, E.; Blot, Summer; Boddenberg, Matthias; Bontempo, Federico; Borowka, Jurgen; Botner, Olga; Boser, S.; Bourbeau, Etienne; Bradascio, Federica; Braun, J.; Franckowiak, Anna; Bottcher, Jakob; Bron, Stephanie; Brostean-Kaiser, Jannes; Browne, Sally-Ann; Burgman, Alexander; Burley, Ryan T.; Busse, Raffaela S.; Campana, Michael; de Clercq, C.; Carnie-Bronca, Erin G.; Chen, Chujie; Chirkin, Dmitry; Gunduz, Mehmet; Choi, Koun; Clark, Brian; de Ridder, S.; Clark, Kenneth; Classen, Lew; Coleman, Alan; Collin, Gabriel H.; Conrad, J. M.; Coppin, Paul; Correa, Pablo; Cowen, D. F.; Cross, R.; Dappen, Christian; Dave, Pranav; DeLaunay, James J.; Hünnefeld, Mirco; De Clercq, Catherine; Dembinski, Hans; de With, M.; Deoskar, Kunal; Desai, Abhishek; de Vries, Krijn D.; De Ridder, Sam; Díaz-Vélez, J. C.; Desiati, Paolo; de Wasseige, Gwenhaël; DeYoung, Tyce; Dharani, Sukeerthi; De With, Meike; Diaz, Alejandro; Dittmer, Markus; Dujmovic, Hrvoje; Dunkman, Matt; DuVernois, Michael; Diaz-Velez, Juan Carlos; Dvorak, Emily; Ehrhardt, Thomas; Eller, Philipp; Engel, Ralph; Erpenbeck, Hannah; Evans, John; Evenson, P. A.; Fan, Kwok Lung; Lincetto, Massimiliano; Fazely, A. R.; Fiedlschuster, Sebastian; Fienberg, Aaron T.; Filimonov, Kirill; Finley, Chad; Fischer, Leander; Fox, Derek B.; Friedman, Elizabeth; Fritz, Alexander; Furst, Philipp; Gaisser, T. K.; Meier, Maximilian; Gallagher, Jay; Ganster, Erik; Garcia, Alfonso; Garrappa, Simone; Gerhardt, L.; Ghadimi, Ava; Glaser, Christian; Glauch, Theo; Glusenkamp, Thorsten; Goldschmidt, A.; Gonzalez, Javier G.; Goswami, Sreetama; Grant, Darren; Grégoire, Timothée; Griswold, Spencer; Günther, Christoph; Ha Minh, Martin; Pieloth, Damian; Haack, Christian; Hallgren, Allan; Halliday, R.; Halve, L.; Halzen, F.; Hanson, Kael; Hardin, John; Harnisch, Alexander A.; Reichherzer, Patrick; Haungs, Andreas; Hauser, Simon; Hebecker, Dustin; Rhode, Wolfgang; Helbing, K.; Minh, M. Ha; Henningsen, Felix; Hettinger, Emma C.; Hickford, Stephanie; Hignight, Joshua; Ruhe, Tim; Hill, Colton; Hill, G. C.; Hoffman, Kara D.; Sandrock, Alexander; Hoffmann, Ruth; Hoinka, Tobias; Hokanson-Fasig, Benjamin; Hoshina, K.; Huang, Feifei; Huber, Matthias; Huber, Thomas; Hultqvist, Klas; Hussain, Raamis; In, Seongjin; Hunnefeld, Mirco; Iovine, Nadège; Ishihara, Aya; Soedingrekso, Jan; Jansson, Matti; Japaridze, George S.; Jeong, Minjin; Jones, Ben J. P.; Kang, Donghwa; Kang, Woosik; Kang, Xinyue; Kappes, Alexander; Tenholt, Frederik; Kappesser, David; Karg, Timo; Karl, Martina; Tomankova, Lenka; Karle, A.; Katz, U.; Kauer, M.; Kellermann, Moritz; Kelley, J. L.; Kheirandish, Ali; Kin, Ken'ichi I.; Kintscher, Thomas; Köpke, L.; Kiryluk, Joanna; Klein, Spencer; Koirala, Ramesh; Kolanoski, Hermann; Kontrimas, Tomas; Kopper, Claudio; Werthebach, Johannes; Kopper, Sandro; Koskinen, D. J.; Koundal, Paras; Kopke, Lutz; Kovacevich, Michael; Kowalski, Marek; Kozynets, Tetiana; Wulff, Johan; Kun, Emma; Kurahashi, Naoko; Lad, Neha; Lagunas Gualda, Cristina; Lanfranchi, Justin L.; Larson, M. J.; Lauber, Frederik Hermann; Lazar, Jeffrey P.; Lee, Jiwoong W.; Leonard, Kayla; Leszczyńska, Agnieszka; Li, Yijia; Liu, Qinrui R.; Liubarska, Maria; Lohfink, Elisa; Lozano Mariscal, Cristian Jesus; Lu, Lu; Lucarelli, Francesco; Ludwig, Andrew; Luszczak, William; Lyu, Yang; Ma, Wing Yan; Madsen, James; Mahn, Kendall B. M.; Makino, Yuya; Mancina, Sarah; Maris, Ioana Codrina; Maruyama, Reina H.; Mase, K.; McElroy, Thomas; McNally, Frank; Mead, James Vincent; Meagher, K.; Medina, Andres; Meighen-Berger, Stephan; Micallef, Jessie; Mockler, Daniela; Montaruli, Teresa; Moore, Roger W.; Morse, R.; Moulai, Marjon; Naab, Richard; Nagai, Ryo; Naumann, Uwe; Necker, Jannis; Nguyen, Le Viet; Niederhausen, Hans; Nisa, Mehr U.; Nowicki, Sarah C.; O’Sullivan, E.; Nygren, Dave R.; Obertacke Pollmann, Anna; Oehler, Marie; Olivas, A.; Pandya, Hershal; Pankova, Daria; Pérez de los Heros, C.; O'Sullivan, Erin; Park, Nahee; Parker, Grant K.; Paudel, Ek Narayan; Paul, Larissa; Peters, Lilly; Peterson, Josh; Philippen, Saskia; Pieper, Sarah; Perez de los Heros, Carlos; Pittermann, Martin; Pizzuto, A.; Plum, M.; Popovych, Yuiry; Porcelli, Alessio; Prado Rodriguez, Maria; Price, P. Buford; Pries, Brandom; Przybylski, Gerald T.; Raab, Christoph; Raissi, Amirreza; Rameez, Mohamed; Rawlins, K.; Rea, Immacolata Carmen; Rehman, Abdul; Reimann, Rene; Renzi, Giovanni; Resconi, Elisa; Reusch, Simeon; Richman, Mike; Riedel, Benedikt; Roberts, Ella J.; Robertson, Sally; Roellinghoff, Gerrit; Rongen, Martin; Rott, Carsten; Ryckbosch, Dirk; Rysewyk Cantu, Devyn; Safa, Ibrahim; Saffer, Julian; Sanchez Herrera, Sebastian E.; Sandroos, Joakim; Santander, Marcos; Sarkar, Sourav; Sarkar, Subir; Satalecka, Konstancja; Scharf, Maximilian Karl; Schaufel, Merlin; Schieler, Harald; Schindler, Sebastian; Schlunder, P.; Schmidt, Torsten; Schneider, Austin; Schneider, Judith; Schröder, Frank G.; Schumacher, Lisa Johanna; Schwefer, Georg; Sclafani, Steve; Seckel, D.; Seunarine, Surujhdeo; Sharma, Ankur; Shefali, Shefali; Silva, Manuel; Skrzypek, Barbara; Smithers, Ben; Snihur, Robert; Soldin, Dennis; Spannfellner, Christian; Spiczak, Glenn M.; Spiering, Christian; Stachurska, Juliana; Stamatikos, Michael; Stanev, T.; Stein, Robert; Stettner, Joeran; Stürwald, T.; Steuer, A.; Stezelberger, T.; Stuttard, Thomas; Sullivan, G. W.; Taboada, I.; Ter-Antonyan, Samvel; Sturwald, Timo; Tilav, S.; Tischbein, Franziska; Tollefson, Kirsten; Tönnis, Christoph; Toscano, Simona; Tosi, Delia; Trettin, Alexander; Tselengidou, Maria; Tung, Chunfai F.; Turcati, Andrea; Turcotte, Roxanne; Turley, Colin F.; Twagirayezu, Jean Pierre; Ty, Bunheng; van Eijndhoven, Nick; Elorrieta, Unland; Valtonen-Mattila, Nora; van Santen, Jakob; Vandenbroucke, Justin; Unland Elorrieta, Martin; Vannerom, David; Verpoest, Stef; Vraeghe, Matthias; Walck, C.; Watson, Timothyblake B.; Weaver, Chris; Weigel, Philip; Weindl, Andreas; Weiss, Matthew J.; Weldert, Jan; Wendt, Chris; Weyrauch, Mark; Whitehorn, Nathan; Yu, Shiqi; Wiebusch, C. H.; Williams, Dawn R.; Wolf, Martin; Woschnagg, Kurt; Wrede, Gerrit; Xu, Xianwu W.; Yuan, Tianlu; Xu, Yiqian; Yanez, Juan Pablo; Zhang, Zelong; Yoshida, S.

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Julia Tjus
IceCube et al., 2022

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arXiv, 2021

DOI: 10.48550/arxiv.2107.02122

Proceedings of 37th International Cosmic Ray Conference — PoS(ICRC2021), 2021

DOI: 10.22323/1.395.1054

IOP Publishing, Journal of Instrumentation, 11(16), p. C11001, 2021

DOI: 10.1088/1748-0221/16/11/c11001

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@article{IceCube2022,
  abstract = {Abstract The IceCube Neutrino Observatory is designed to observe neutrinos interacting deep within the South Pole ice sheet. It consists of 5160 digital optical modules, which are arrayed over a cubic kilometer from 1450 m to 2450 m depth. At the lower center of the array is the DeepCore subdetector. It has a denser configuration which lowers the observable energy threshold to about 10 GeV and creates the opportunity to study neutrino oscillations with low energy atmospheric neutrinos. A precise reconstruction of neutrino direction is critical in the measurements of oscillation parameters. In this contribution, I will discuss a method to reconstruct the zenith angle of 10-GeV scale events in IceCube using a convolutional neural network and compare the result to that of the current likelihood-based reconstruction algorithm.},
  author = {IceCube,  and Tjus, Julia and Abbasi, Rasha and Ackermann, Markus and Adams, Jenni and Aguilar, Juanan A. and Ahlers, M. and Ahrens, Maryon and Yu, S. and Alispach, Cyril Martin and Alves, Antonio Augusto and Amin, Najia Moureen Binte and An, Rui and Andeen, Karen and Anderson, Tyler and Anton, Gisela and Arguelles, Carlos and Ashida, Yosuke and Axani, Spencer and Bai, Xinhua and Balagopal, Aswathi and Becker Tjus, Julia and Barbano, Anastasia Maria and Barwick, S. W. and Bastian, Benjamin and Basu, Vedant and Baur, Sebastian and Bay, R. C. and Beatty, J. J. and Becker, K.-H. and Bellenghi, Chiara and BenZvi, Segev and Berley, D. and Bernardini, Elisa and Besson, D. Z. and Böser, S. and Binder, Gary and Bindig, Daniel and Böttcher, J. and Blaufuss, E. and Blot, Summer and Boddenberg, Matthias and Bontempo, Federico and Borowka, Jurgen and Botner, Olga and Boser, S. and Bourbeau, Etienne and Bradascio, Federica and Braun, J. and Franckowiak, Anna and Bottcher, Jakob and Bron, Stephanie and Brostean-Kaiser, Jannes and Browne, Sally-Ann and Burgman, Alexander and Burley, Ryan T. and Busse, Raffaela S. and Campana, Michael and de Clercq, C. and Carnie-Bronca, Erin G. and Chen, Chujie and Chirkin, Dmitry and Gunduz, Mehmet and Choi, Koun and Clark, Brian and de Ridder, S. and Clark, Kenneth and Classen, Lew and Coleman, Alan and Collin, Gabriel H. and Conrad, J. M. and Coppin, Paul and Correa, Pablo and Cowen, D. F. and Cross, R. and Dappen, Christian and Dave, Pranav and DeLaunay, James J. and Hünnefeld, Mirco and De Clercq, Catherine and Dembinski, Hans and de With, M. and Deoskar, Kunal and Desai, Abhishek and de Vries, Krijn D. and De Ridder, Sam and Díaz-Vélez, J. C. and Desiati, Paolo and de Wasseige, Gwenhaël and DeYoung, Tyce and Dharani, Sukeerthi and De With, Meike and Diaz, Alejandro and Dittmer, Markus and Dujmovic, Hrvoje and Dunkman, Matt and DuVernois, Michael and Diaz-Velez, Juan Carlos and Dvorak, Emily and Ehrhardt, Thomas and Eller, Philipp and Engel, Ralph and Erpenbeck, Hannah and Evans, John and Evenson, P. A. and Fan, Kwok Lung and Lincetto, Massimiliano and Fazely, A. R. and Fiedlschuster, Sebastian and Fienberg, Aaron T. and Filimonov, Kirill and Finley, Chad and Fischer, Leander and Fox, Derek B. and Friedman, Elizabeth and Fritz, Alexander and Furst, Philipp and Gaisser, T. K. and Meier, Maximilian and Gallagher, Jay and Ganster, Erik and Garcia, Alfonso and Garrappa, Simone and Gerhardt, L. and Ghadimi, Ava and Glaser, Christian and Glauch, Theo and Glusenkamp, Thorsten and Goldschmidt, A. and Gonzalez, Javier G. and Goswami, Sreetama and Grant, Darren and Grégoire, Timothée and Griswold, Spencer and Günther, Christoph and Ha Minh, Martin and Pieloth, Damian and Haack, Christian and Hallgren, Allan and Halliday, R. and Halve, L. and Halzen, F. and Hanson, Kael and Hardin, John and Harnisch, Alexander A. and Reichherzer, Patrick and Haungs, Andreas and Hauser, Simon and Hebecker, Dustin and Rhode, Wolfgang and Helbing, K. and Minh, M. Ha and Henningsen, Felix and Hettinger, Emma C. and Hickford, Stephanie and Hignight, Joshua and Ruhe, Tim and Hill, Colton and Hill, G. C. and Hoffman, Kara D. and Sandrock, Alexander and Hoffmann, Ruth and Hoinka, Tobias and Hokanson-Fasig, Benjamin and Hoshina, K. and Huang, Feifei and Huber, Matthias and Huber, Thomas and Hultqvist, Klas and Hussain, Raamis and In, Seongjin and Hunnefeld, Mirco and Iovine, Nadège and Ishihara, Aya and Soedingrekso, Jan and Jansson, Matti and Japaridze, George S. and Jeong, Minjin and Jones, Ben J. P. and Kang, Donghwa and Kang, Woosik and Kang, Xinyue and Kappes, Alexander and Tenholt, Frederik and Kappesser, David and Karg, Timo and Karl, Martina and Tomankova, Lenka and Karle, A. and Katz, U. and Kauer, M. and Kellermann, Moritz and Kelley, J. L. and Kheirandish, Ali and Kin, Ken'ichi I. and Kintscher, Thomas and Köpke, L. and Kiryluk, Joanna and Klein, Spencer and Koirala, Ramesh and Kolanoski, Hermann and Kontrimas, Tomas and Kopper, Claudio and Werthebach, Johannes and Kopper, Sandro and Koskinen, D. J. and Koundal, Paras and Kopke, Lutz and Kovacevich, Michael and Kowalski, Marek and Kozynets, Tetiana and Wulff, Johan and Kun, Emma and Kurahashi, Naoko and Lad, Neha and Lagunas Gualda, Cristina and Lanfranchi, Justin L. and Larson, M. J. and Lauber, Frederik Hermann and Lazar, Jeffrey P. and Lee, Jiwoong W. and Leonard, Kayla and Leszczyńska, Agnieszka and Li, Yijia and Liu, Qinrui R. and Liubarska, Maria and Lohfink, Elisa and Lozano Mariscal, Cristian Jesus and Lu, Lu and Lucarelli, Francesco and Ludwig, Andrew and Luszczak, William and Lyu, Yang and Ma, Wing Yan and Madsen, James and Mahn, Kendall B. M. and Makino, Yuya and Mancina, Sarah and Maris, Ioana Codrina and Maruyama, Reina H. and Mase, K. and McElroy, Thomas and McNally, Frank and Mead, James Vincent and Meagher, K. and Medina, Andres and Meighen-Berger, Stephan and Micallef, Jessie and Mockler, Daniela and Montaruli, Teresa and Moore, Roger W. and Morse, R. and Moulai, Marjon and Naab, Richard and Nagai, Ryo and Naumann, Uwe and Necker, Jannis and Nguyen, Le Viet and Niederhausen, Hans and Nisa, Mehr U. and Nowicki, Sarah C. and O’Sullivan, E. and Nygren, Dave R. and Obertacke Pollmann, Anna and Oehler, Marie and Olivas, A. and Pandya, Hershal and Pankova, Daria and Pérez de los Heros, C. and O'Sullivan, Erin and Park, Nahee and Parker, Grant K. and Paudel, Ek Narayan and Paul, Larissa and Peters, Lilly and Peterson, Josh and Philippen, Saskia and Pieper, Sarah and Perez de los Heros, Carlos and Pittermann, Martin and Pizzuto, A. and Plum, M. and Popovych, Yuiry and Porcelli, Alessio and Prado Rodriguez, Maria and Price, P. Buford and Pries, Brandom and Przybylski, Gerald T. and Raab, Christoph and Raissi, Amirreza and Rameez, Mohamed and Rawlins, K. and Rea, Immacolata Carmen and Rehman, Abdul and Reimann, Rene and Renzi, Giovanni and Resconi, Elisa and Reusch, Simeon and Richman, Mike and Riedel, Benedikt and Roberts, Ella J. and Robertson, Sally and Roellinghoff, Gerrit and Rongen, Martin and Rott, Carsten and Ryckbosch, Dirk and Rysewyk Cantu, Devyn and Safa, Ibrahim and Saffer, Julian and Sanchez Herrera, Sebastian E. and Sandroos, Joakim and Santander, Marcos and Sarkar, Sourav and Sarkar, Subir and Satalecka, Konstancja and Scharf, Maximilian Karl and Schaufel, Merlin and Schieler, Harald and Schindler, Sebastian and Schlunder, P. and Schmidt, Torsten and Schneider, Austin and Schneider, Judith and Schröder, Frank G. and Schumacher, Lisa Johanna and Schwefer, Georg and Sclafani, Steve and Seckel, D. and Seunarine, Surujhdeo and Sharma, Ankur and Shefali, Shefali and Silva, Manuel and Skrzypek, Barbara and Smithers, Ben and Snihur, Robert and Soldin, Dennis and Spannfellner, Christian and Spiczak, Glenn M. and Spiering, Christian and Stachurska, Juliana and Stamatikos, Michael and Stanev, T. and Stein, Robert and Stettner, Joeran and Stürwald, T. and Steuer, A. and Stezelberger, T. and Stuttard, Thomas and Sullivan, G. W. and Taboada, I. and Ter-Antonyan, Samvel and Sturwald, Timo and Tilav, S. and Tischbein, Franziska and Tollefson, Kirsten and Tönnis, Christoph and Toscano, Simona and Tosi, Delia and Trettin, Alexander and Tselengidou, Maria and Tung, Chunfai F. and Turcati, Andrea and Turcotte, Roxanne and Turley, Colin F. and Twagirayezu, Jean Pierre and Ty, Bunheng and van Eijndhoven, Nick and Elorrieta, Unland and Valtonen-Mattila, Nora and van Santen, Jakob and Vandenbroucke, Justin and Unland Elorrieta, Martin and Vannerom, David and Verpoest, Stef and Vraeghe, Matthias and Walck, C. and Watson, Timothyblake B. and Weaver, Chris and Weigel, Philip and Weindl, Andreas and Weiss, Matthew J. and Weldert, Jan and Wendt, Chris and Weyrauch, Mark and Whitehorn, Nathan and Yu, Shiqi and Wiebusch, C. H. and Williams, Dawn R. and Wolf, Martin and Woschnagg, Kurt and Wrede, Gerrit and Xu, Xianwu W. and Yuan, Tianlu and Xu, Yiqian and Yanez, Juan Pablo and Zhang, Zelong and Yoshida, S.},
  doi = {10.48550/arxiv.2107.02122},
  journal = {Journal of Instrumentation},
  month = {mar},
  pages = {C11001},
  title = {Direction Reconstruction using a CNN for GeV-Scale Neutrinos in IceCube},
  url = {https://iopscience.iop.org/article/10.1088/1748-0221/16/11/C11001/pdf},
  volume = {16},
  year = {2022}
}

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Direction Reconstruction using a CNN for GeV-Scale Neutrinos in IceCube

Journal article published in 2022 by IceCube, Julia Tjus

, Rasha Abbasi, Markus Ackermann, Jenni Adams, Juanan A. Aguilar, M. Ahlers, Maryon Ahrens, S. Yu, Cyril Martin Alispach, Antonio Augusto Alves, Najia Moureen Binte Amin, Rui An, Karen Andeen, Tyler Anderson and other authors. IceCube, Julia Tjus

, Yosuke Ashida, Spencer Axani, Xinhua Bai, Aswathi Balagopal

, Julia Becker Tjus, Anastasia Maria Barbano, S. W. Barwick, Benjamin Bastian, Vedant Basu, Sebastian Baur, R. C. Bay, J. J. Beatty, K.-H. Becker, Chiara Bellenghi, Segev BenZvi, D. Berley, Elisa Bernardini, D. Z. Besson, S. Böser, Gary Binder, Daniel Bindig, J. Böttcher, E. Blaufuss, Summer Blot, Matthias Boddenberg, Federico Bontempo, Jurgen Borowka, Olga Botner, S. Boser, Etienne Bourbeau, Federica Bradascio, J. Braun, Anna Franckowiak, Jakob Bottcher, Stephanie Bron

, Jannes Brostean-Kaiser, Sally-Ann Browne, Alexander Burgman, Ryan T. Burley, Raffaela S. Busse, Michael Campana, C. de Clercq, Erin G. Carnie-Bronca, Chujie Chen, Dmitry Chirkin, Mehmet Gunduz, Koun Choi, Brian Clark, S. de Ridder, Kenneth Clark, Lew Classen, Alan Coleman, Gabriel H. Collin, J. M. Conrad, Paul Coppin, Pablo Correa, D. F. Cowen, R. Cross, Christian Dappen, Pranav Dave, James J. DeLaunay, Mirco Hünnefeld, Catherine De Clercq, Hans Dembinski, M. de With, Kunal Deoskar, Abhishek Desai, Krijn D. de Vries, Sam De Ridder, J. C. Díaz-Vélez

, Paolo Desiati, Gwenhaël de Wasseige, Tyce DeYoung, Sukeerthi Dharani, Meike De With, Alejandro Diaz, Markus Dittmer, Hrvoje Dujmovic, Matt Dunkman, Michael DuVernois, Juan Carlos Diaz-Velez, Emily Dvorak, Thomas Ehrhardt, Philipp Eller, Ralph Engel, Hannah Erpenbeck, John Evans, P. A. Evenson, Kwok Lung Fan, Massimiliano Lincetto, A. R. Fazely, Sebastian Fiedlschuster, Aaron T. Fienberg, Kirill Filimonov, Chad Finley, Leander Fischer, Derek B. Fox, Elizabeth Friedman, Alexander Fritz, Philipp Furst, T. K. Gaisser, Maximilian Meier, Jay Gallagher, Erik Ganster

, Alfonso Garcia, Simone Garrappa, L. Gerhardt, Ava Ghadimi, Christian Glaser, Theo Glauch, Thorsten Glusenkamp, A. Goldschmidt, Javier G. Gonzalez, Sreetama Goswami, Darren Grant, Timothée Grégoire, Spencer Griswold, Christoph Günther, Martin Ha Minh, Damian Pieloth, Christian Haack, Allan Hallgren, R. Halliday, L. Halve, F. Halzen, Kael Hanson, John Hardin, Alexander A. Harnisch, Patrick Reichherzer, Andreas Haungs, Simon Hauser, Dustin Hebecker, Wolfgang Rhode

, K. Helbing, M. Ha Minh, Felix Henningsen, Emma C. Hettinger, Stephanie Hickford, Joshua Hignight, Tim Ruhe, Colton Hill, G. C. Hill, Kara D. Hoffman, Alexander Sandrock, Ruth Hoffmann, Tobias Hoinka, Benjamin Hokanson-Fasig, K. Hoshina, Feifei Huang, Matthias Huber, Thomas Huber, Klas Hultqvist, Raamis Hussain, Seongjin In, Mirco Hunnefeld, Nadège Iovine, Aya Ishihara, Jan Soedingrekso, Matti Jansson, George S. Japaridze, Minjin Jeong, Ben J. P. Jones, Donghwa Kang, Woosik Kang, Xinyue Kang, Alexander Kappes, Frederik Tenholt, David Kappesser, Timo Karg, Martina Karl, Lenka Tomankova, A. Karle, U. Katz, M. Kauer, Moritz Kellermann, J. L. Kelley, Ali Kheirandish, Ken'ichi I. Kin, Thomas Kintscher, L. Köpke, Joanna Kiryluk, Spencer Klein, Ramesh Koirala, Hermann Kolanoski

, Tomas Kontrimas, Claudio Kopper, Johannes Werthebach, Sandro Kopper, D. J. Koskinen, Paras Koundal

, Lutz Kopke, Michael Kovacevich, Marek Kowalski, Tetiana Kozynets, Johan Wulff, Emma Kun, Naoko Kurahashi, Neha Lad, Cristina Lagunas Gualda, Justin L. Lanfranchi, M. J. Larson, Frederik Hermann Lauber, Jeffrey P. Lazar, Jiwoong W. Lee, Kayla Leonard, Agnieszka Leszczyńska, Yijia Li, Qinrui R. Liu, Maria Liubarska, Elisa Lohfink, Cristian Jesus Lozano Mariscal, Lu Lu, Francesco Lucarelli, Andrew Ludwig, William Luszczak, Yang Lyu, Wing Yan Ma, James Madsen, Kendall B. M. Mahn, Yuya Makino, Sarah Mancina, Ioana Codrina Maris, Reina H. Maruyama, K. Mase, Thomas McElroy, Frank McNally, James Vincent Mead, K. Meagher, Andres Medina, Stephan Meighen-Berger, Jessie Micallef, Daniela Mockler, Teresa Montaruli

, Roger W. Moore, R. Morse, Marjon Moulai, Richard Naab, Ryo Nagai, Uwe Naumann, Jannis Necker, Le Viet Nguyen, Hans Niederhausen, Mehr U. Nisa, Sarah C. Nowicki, E. O’Sullivan, Dave R. Nygren, Anna Obertacke Pollmann, Marie Oehler, A. Olivas, Hershal Pandya, Daria Pankova, C. Pérez de los Heros, Erin O'Sullivan, Nahee Park, Grant K. Parker, Ek Narayan Paudel, Larissa Paul, Lilly Peters, Josh Peterson, Saskia Philippen, Sarah Pieper, Carlos Perez de los Heros, Martin Pittermann, A. Pizzuto, M. Plum, Yuiry Popovych, Alessio Porcelli, Maria Prado Rodriguez, P. Buford Price, Brandom Pries, Gerald T. Przybylski, Christoph Raab, Amirreza Raissi, Mohamed Rameez, K. Rawlins, Immacolata Carmen Rea, Abdul Rehman, Rene Reimann, Giovanni Renzi, Elisa Resconi, Simeon Reusch, Mike Richman, Benedikt Riedel, Ella J. Roberts, Sally Robertson, Gerrit Roellinghoff, Martin Rongen, Carsten Rott, Dirk Ryckbosch, Devyn Rysewyk Cantu, Ibrahim Safa, Julian Saffer, Sebastian E. Sanchez Herrera, Joakim Sandroos, Marcos Santander, Sourav Sarkar, Subir Sarkar, Konstancja Satalecka, Maximilian Karl Scharf, Merlin Schaufel, Harald Schieler, Sebastian Schindler, P. Schlunder, Torsten Schmidt, Austin Schneider, Judith Schneider, Frank G. Schröder, Lisa Johanna Schumacher, Georg Schwefer, Steve Sclafani, D. Seckel, Surujhdeo Seunarine, Ankur Sharma, Shefali Shefali, Manuel Silva, Barbara Skrzypek, Ben Smithers, Robert Snihur, Dennis Soldin, Christian Spannfellner, Glenn M. Spiczak, Christian Spiering, Juliana Stachurska, Michael Stamatikos, T. Stanev, Robert Stein, Joeran Stettner, T. Stürwald, A. Steuer, T. Stezelberger, Thomas Stuttard, G. W. Sullivan, I. Taboada, Samvel Ter-Antonyan, Timo Sturwald, S. Tilav, Franziska Tischbein, Kirsten Tollefson, Christoph Tönnis, Simona Toscano, Delia Tosi, Alexander Trettin, Maria Tselengidou, Chunfai F. Tung, Andrea Turcati, Roxanne Turcotte, Colin F. Turley, Jean Pierre Twagirayezu, Bunheng Ty, Nick van Eijndhoven, Unland Elorrieta, Nora Valtonen-Mattila, Jakob van Santen, Justin Vandenbroucke, Martin Unland Elorrieta, David Vannerom, Stef Verpoest, Matthias Vraeghe, C. Walck, Timothyblake B. Watson, Chris Weaver, Philip Weigel, Andreas Weindl, Matthew J. Weiss, Jan Weldert, Chris Wendt, Mark Weyrauch, Nathan Whitehorn, Shiqi Yu, C. H. Wiebusch, Dawn R. Williams, Martin Wolf, Kurt Woschnagg, Gerrit Wrede, Xianwu W. Xu, Tianlu Yuan, Yiqian Xu, Juan Pablo Yanez, Zelong Zhang, S. Yoshida

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Abstract The IceCube Neutrino Observatory is designed to observe neutrinos interacting deep within the South Pole ice sheet. It consists of 5160 digital optical modules, which are arrayed over a cubic kilometer from 1450 m to 2450 m depth. At the lower center of the array is the DeepCore subdetector. It has a denser configuration which lowers the observable energy threshold to about 10 GeV and creates the opportunity to study neutrino oscillations with low energy atmospheric neutrinos. A precise reconstruction of neutrino direction is critical in the measurements of oscillation parameters. In this contribution, I will discuss a method to reconstruct the zenith angle of 10-GeV scale events in IceCube using a convolutional neural network and compare the result to that of the current likelihood-based reconstruction algorithm.

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Direction Reconstruction using a CNN for GeV-Scale Neutrinos in IceCube

Abstract