Direction Reconstruction using a CNN for GeV-Scale Neutrinos in IceCube
The IceCube Neutrino Observatory observes neutrinos interacting deep within the South Pole ice. It consists of 5,160 digital optical modules, which are embedded within a cubic kilometer of ice, over depths of 1,450 m to 2,450 m. At the lower center of the array is the DeepCore subdetector. Its dense...
Main Authors: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
---|---|
Format: | Text |
Language: | English |
Published: |
Scuola Internazionale Superiore di Studi Avanzati (SISSA)
2021
|
Subjects: | |
Online Access: | https://dx.doi.org/10.5445/ir/1000138577 https://publikationen.bibliothek.kit.edu/1000138577 |
id |
ftdatacite:10.5445/ir/1000138577 |
---|---|
record_format |
openpolar |
institution |
Open Polar |
collection |
DataCite Metadata Store (German National Library of Science and Technology) |
op_collection_id |
ftdatacite |
language |
English |
description |
The IceCube Neutrino Observatory observes neutrinos interacting deep within the South Pole ice. It consists of 5,160 digital optical modules, which are embedded within a cubic kilometer of ice, over depths of 1,450 m to 2,450 m. At the lower center of the array is the DeepCore subdetector. Its denser sensor configuration lowers the observable energy threshold to the GeV-scale, facilitating the study of atmospheric neutrino oscillations. The precise reconstruction of neutrino direction is critical in the measurements of oscillation parameters. This work presents a method to reconstruct the zenith angle of GeV-scale events in IceCube by using a convolutional neural network and compares the result to that of the current likelihood-based reconstruction algorithm. |
format |
Text |
author |
IceCube Collaboration Yu, Shiqi Abbasi, Rasha Ackermann, Markus Adams, Jenni Aguilar, Juanan Ahlers, M. Ahrens, Maryon Alispach, Cyril Martin Alves Junior, Antonio Augusto Amin, Najia Moureen Binte An, Rui Andeen, Karen Anderson, Tyler Anton, Gisela Arguelles, Carlos Ashida, Yosuke Axani, Spencer Bai, Xinhua Balagopal V., Aswathi Barbano, Anastasia Maria Barwick, S. W. Bastian, Benjamin Basu, Vedant Baur, Sebastian Bay, R. C. Beatty, J. J. Becker, K.-H. Becker Tjus, Julia Bellenghi, Chiara BenZvi, Segev Berley, D. Bernardini, Elisa Besson, D. Z. Binder, Gary Bindig, Daniel Blaufuss, E. Blot, Summer Boddenberg, Matthias Bontempo, Federico Borowka, Jurgen Boser, S. Botner, Olga Bottcher, Jakob Bourbeau, Etienne Bradascio, Federica Braun, J. Bron, Stephanie Brostean-Kaiser, Jannes Browne, Sally-Ann Burgman, Alexander Burley, Ryan Busse, Raffaela Campana, Michael Carnie-Bronca, Erin Chen, Chujie Chirkin, Dmitry Choi, Koun Clark, Brian Clark, Kenneth Classen, Lew Coleman, Alan Collin, Gabriel Conrad, J. M. Coppin, Paul Correa, Pablo Cowen, D. F. Cross, R. Dappen, Christian Dave, Pranav DE CLERCQ, Catherine DeLaunay, James Dembinski, Hans Deoskar, Kunal De Ridder, Sam Desai, Abhishek Desiati, Paolo Vries, Krijn De Wasseige, Gwenhaël De De With, Meike DeYoung, Tyce Dharani, Sukeerthi Diaz, Alejandro Diaz-Velez, Juan Carlos Dittmer, Markus Dujmovic, Hrvoje Dunkman, Matt DuVernois, Michael Dvorak, Emily Ehrhardt, Thomas Eller, Philipp Engel, Ralph Erpenbeck, Hannah Evans, John Evenson, P. A. Fan, Kwok Lung Fazely, A. R. Fiedlschuster, Sebastian Fienberg, Aaron Filimonov, Kirill Finley, Chad Fischer, Leander Fox, Derek B. Franckowiak, Anna Friedman, Elizabeth Fritz, Alexander Furst, Philipp Gaisser, T. K. Gallagher, Jay Ganster, Erik Garcia, Alfonso Garrappa, Simone Gerhardt, L. Ghadimi, Ava Glaser, Christian Glauch, Theo Glusenkamp, Thorsten Goldschmidt, A. Gonzalez, Javier Goswami, Sreetama Grant, Darren Grégoire, Timothée Griswold, Spencer Gunduz, Mehmet Günther, Christoph Haack, Christian Hallgren, Allan Halliday, R. Halve, L. Halzen, F. Ha Minh, Martin Hanson, Kael Hardin, John Harnisch, Alexander A. Haungs, Andreas Hauser, Simon Hebecker, Dustin Helbing, K. Henningsen, Felix Hettinger, Emma C. Hickford, Stephanie Hignight, Joshua Hill, Colton Hill, G. C. Hoffman, Kara Hoffmann, Ruth Hoinka, Tobias Hokanson-Fasig, Benjamin Hoshina, K. Huang, Feifei Huber, Matthias Huber, Thomas Hultqvist, Klas Hunnefeld, Mirco Hussain, Raamis In, Seongjin Iovine, Nadège Ishihara, Aya Jansson, Matti Japaridze, George Jeong, Minjin Jones, Ben Kang, Donghwa Kang, Woosik Kang, Xinyue Kappes, Alexander Kappesser, David Karg, Timo Karl, Martina Karle, A. Katz, U. Kauer, M. Kellermann, Moritz Kelley, J. L. Kheirandish, Ali Kin, Ken'ichi Kintscher, Thomas Kiryluk, Joanna Klein, Spencer Koirala, Ramesh Kolanoski, Hermann Kontrimas, Tomas Kopke, Lutz Kopper, Claudio Kopper, Sandro Koskinen, D. J. Koundal, Paras Kovacevich, Michael Kowalski, Marek Kozynets, Tetiana Kun, Emma Kurahashi, Naoko Lad, Neha Lagunas Gualda, Cristina Lanfranchi, Justin Larson, M. J. Lauber, Frederik Hermann Lazar, Jeffrey Lee, Jiwoong Leonard, Kayla Leszczyńska, Agnieszka Li, Yijia Lincetto, Massimiliano Liu, Qinrui 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 Makino, Yuya Mancina, Sarah Maris, Ioana Codrina Maruyama, Reina H. Mase, K. McElroy, Thomas McNally, Frank Mead, James Vincent Meagher, K. Medina, Andres Meier, Maximilian Meighen-Berger, Stephan Micallef, Jessie Mockler, Daniela Montaruli, Teresa Moore, Roger Morse, R. Moulai, Marjon Naab, Richard Nagai, Ryo Naumann, Uwe Necker, Jannis Nguyen, Le Viet Niederhausen, Hans Nisa, Mehr Nowicki, Sarah Nygren, Dave Obertacke Pollmann, Anna Oehler, Marie Olivas, A. O'Sullivan, Erin Pandya, Hershal Pankova, Daria Park, Nahee Parker, Grant Paudel, Ek Narayan Paul, Larissa Perez De Los Heros, Carlos Peters, Lilly Peterson, Josh Philippen, Saskia Pieloth, Damian Pieper, Sarah Pittermann, Martin Pizzuto, A. Plum, M. Popovych, Yuiry Porcelli, Alessio Prado Rodriguez, Maria Price, P. Buford Pries, Brandom Przybylski, Gerald Raab, Christoph Raissi, Amirreza Rameez, Mohamed Rawlins, K. Rea, Immacolata Carmen Rehman, Abdul Reichherzer, Patrick Reimann, René Renzi, Giovanni Resconi, Elisa Reusch, Simeon Rhode, Wolfgang Richman, Mike Riedel, Benedikt Roberts, Ella Robertson, Sally Roellinghoff, Gerrit Rongen, Martin Rott, Carsten Ruhe, Tim Ryckbosch, Dirk Rysewyk Cantu, Devyn Safa, Ibrahim Saffer, Julian Sanchez Herrera, Sebastian Sandrock, Alexander Sandroos, Joakim Santander, Marcos Sarkar, Subir Sarkar, Sourav 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 Soedingrekso, Jan Soldin, Dennis Spannfellner, Christian Spiczak, Glenn Spiering, Christian Stachurska, Juliana Stamatikos, Michael Stanev, T. Stein, Robert Stettner, Joeran Steuer, A. Stezelberger, T. Sturwald, Timo Stuttard, Thomas Sullivan, G. W. Taboada, I. Tenholt, Frederik Ter-Antonyan, Samvel Tilav, S. Tischbein, Franziska Tollefson, Kirsten Tomankova, Lenka Tönnis, Christoph Toscano, Simona Tosi, Delia Trettin, Alexander Tselengidou, Maria Tung, Chunfai Turcati, Andrea Turcotte, Roxanne Turley, Colin Twagirayezu, Jean Pierre Ty, Bunheng Unland Elorrieta, Martin Valtonen-Mattila, Nora Vandenbroucke, Justin Eijndhoven, Nick Van Vannerom, David Santen, Jakob Van Verpoest, Stef Vraeghe, Matthias Walck, C. Watson, Timothyblake Weaver, Chris Weigel, Philip Weindl, Andreas Weiss, Matthew Weldert, Jan Wendt, Chris Werthebach, Johannes Weyrauch, Mark Whitehorn, Nathan Wiebusch, C. H. Williams, Dawn Wolf, Martin Woschnagg, Kurt Wrede, Gerrit Wulff, Johan Xu, Xianwu Xu, Yiqian Yanez, Juan Pablo Yoshida, S. Yuan, Tianlu Zhang, Zelong |
spellingShingle |
IceCube Collaboration Yu, Shiqi Abbasi, Rasha Ackermann, Markus Adams, Jenni Aguilar, Juanan Ahlers, M. Ahrens, Maryon Alispach, Cyril Martin Alves Junior, Antonio Augusto Amin, Najia Moureen Binte An, Rui Andeen, Karen Anderson, Tyler Anton, Gisela Arguelles, Carlos Ashida, Yosuke Axani, Spencer Bai, Xinhua Balagopal V., Aswathi Barbano, Anastasia Maria Barwick, S. W. Bastian, Benjamin Basu, Vedant Baur, Sebastian Bay, R. C. Beatty, J. J. Becker, K.-H. Becker Tjus, Julia Bellenghi, Chiara BenZvi, Segev Berley, D. Bernardini, Elisa Besson, D. Z. Binder, Gary Bindig, Daniel Blaufuss, E. Blot, Summer Boddenberg, Matthias Bontempo, Federico Borowka, Jurgen Boser, S. Botner, Olga Bottcher, Jakob Bourbeau, Etienne Bradascio, Federica Braun, J. Bron, Stephanie Brostean-Kaiser, Jannes Browne, Sally-Ann Burgman, Alexander Burley, Ryan Busse, Raffaela Campana, Michael Carnie-Bronca, Erin Chen, Chujie Chirkin, Dmitry Choi, Koun Clark, Brian Clark, Kenneth Classen, Lew Coleman, Alan Collin, Gabriel Conrad, J. M. Coppin, Paul Correa, Pablo Cowen, D. F. Cross, R. Dappen, Christian Dave, Pranav DE CLERCQ, Catherine DeLaunay, James Dembinski, Hans Deoskar, Kunal De Ridder, Sam Desai, Abhishek Desiati, Paolo Vries, Krijn De Wasseige, Gwenhaël De De With, Meike DeYoung, Tyce Dharani, Sukeerthi Diaz, Alejandro Diaz-Velez, Juan Carlos Dittmer, Markus Dujmovic, Hrvoje Dunkman, Matt DuVernois, Michael Dvorak, Emily Ehrhardt, Thomas Eller, Philipp Engel, Ralph Erpenbeck, Hannah Evans, John Evenson, P. A. Fan, Kwok Lung Fazely, A. R. Fiedlschuster, Sebastian Fienberg, Aaron Filimonov, Kirill Finley, Chad Fischer, Leander Fox, Derek B. Franckowiak, Anna Friedman, Elizabeth Fritz, Alexander Furst, Philipp Gaisser, T. K. Gallagher, Jay Ganster, Erik Garcia, Alfonso Garrappa, Simone Gerhardt, L. Ghadimi, Ava Glaser, Christian Glauch, Theo Glusenkamp, Thorsten Goldschmidt, A. Gonzalez, Javier Goswami, Sreetama Grant, Darren Grégoire, Timothée Griswold, Spencer Gunduz, Mehmet Günther, Christoph Haack, Christian Hallgren, Allan Halliday, R. Halve, L. Halzen, F. Ha Minh, Martin Hanson, Kael Hardin, John Harnisch, Alexander A. Haungs, Andreas Hauser, Simon Hebecker, Dustin Helbing, K. Henningsen, Felix Hettinger, Emma C. Hickford, Stephanie Hignight, Joshua Hill, Colton Hill, G. C. Hoffman, Kara Hoffmann, Ruth Hoinka, Tobias Hokanson-Fasig, Benjamin Hoshina, K. Huang, Feifei Huber, Matthias Huber, Thomas Hultqvist, Klas Hunnefeld, Mirco Hussain, Raamis In, Seongjin Iovine, Nadège Ishihara, Aya Jansson, Matti Japaridze, George Jeong, Minjin Jones, Ben Kang, Donghwa Kang, Woosik Kang, Xinyue Kappes, Alexander Kappesser, David Karg, Timo Karl, Martina Karle, A. Katz, U. Kauer, M. Kellermann, Moritz Kelley, J. L. Kheirandish, Ali Kin, Ken'ichi Kintscher, Thomas Kiryluk, Joanna Klein, Spencer Koirala, Ramesh Kolanoski, Hermann Kontrimas, Tomas Kopke, Lutz Kopper, Claudio Kopper, Sandro Koskinen, D. J. Koundal, Paras Kovacevich, Michael Kowalski, Marek Kozynets, Tetiana Kun, Emma Kurahashi, Naoko Lad, Neha Lagunas Gualda, Cristina Lanfranchi, Justin Larson, M. J. Lauber, Frederik Hermann Lazar, Jeffrey Lee, Jiwoong Leonard, Kayla Leszczyńska, Agnieszka Li, Yijia Lincetto, Massimiliano Liu, Qinrui 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 Makino, Yuya Mancina, Sarah Maris, Ioana Codrina Maruyama, Reina H. Mase, K. McElroy, Thomas McNally, Frank Mead, James Vincent Meagher, K. Medina, Andres Meier, Maximilian Meighen-Berger, Stephan Micallef, Jessie Mockler, Daniela Montaruli, Teresa Moore, Roger Morse, R. Moulai, Marjon Naab, Richard Nagai, Ryo Naumann, Uwe Necker, Jannis Nguyen, Le Viet Niederhausen, Hans Nisa, Mehr Nowicki, Sarah Nygren, Dave Obertacke Pollmann, Anna Oehler, Marie Olivas, A. O'Sullivan, Erin Pandya, Hershal Pankova, Daria Park, Nahee Parker, Grant Paudel, Ek Narayan Paul, Larissa Perez De Los Heros, Carlos Peters, Lilly Peterson, Josh Philippen, Saskia Pieloth, Damian Pieper, Sarah Pittermann, Martin Pizzuto, A. Plum, M. Popovych, Yuiry Porcelli, Alessio Prado Rodriguez, Maria Price, P. Buford Pries, Brandom Przybylski, Gerald Raab, Christoph Raissi, Amirreza Rameez, Mohamed Rawlins, K. Rea, Immacolata Carmen Rehman, Abdul Reichherzer, Patrick Reimann, René Renzi, Giovanni Resconi, Elisa Reusch, Simeon Rhode, Wolfgang Richman, Mike Riedel, Benedikt Roberts, Ella Robertson, Sally Roellinghoff, Gerrit Rongen, Martin Rott, Carsten Ruhe, Tim Ryckbosch, Dirk Rysewyk Cantu, Devyn Safa, Ibrahim Saffer, Julian Sanchez Herrera, Sebastian Sandrock, Alexander Sandroos, Joakim Santander, Marcos Sarkar, Subir Sarkar, Sourav 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 Soedingrekso, Jan Soldin, Dennis Spannfellner, Christian Spiczak, Glenn Spiering, Christian Stachurska, Juliana Stamatikos, Michael Stanev, T. Stein, Robert Stettner, Joeran Steuer, A. Stezelberger, T. Sturwald, Timo Stuttard, Thomas Sullivan, G. W. Taboada, I. Tenholt, Frederik Ter-Antonyan, Samvel Tilav, S. Tischbein, Franziska Tollefson, Kirsten Tomankova, Lenka Tönnis, Christoph Toscano, Simona Tosi, Delia Trettin, Alexander Tselengidou, Maria Tung, Chunfai Turcati, Andrea Turcotte, Roxanne Turley, Colin Twagirayezu, Jean Pierre Ty, Bunheng Unland Elorrieta, Martin Valtonen-Mattila, Nora Vandenbroucke, Justin Eijndhoven, Nick Van Vannerom, David Santen, Jakob Van Verpoest, Stef Vraeghe, Matthias Walck, C. Watson, Timothyblake Weaver, Chris Weigel, Philip Weindl, Andreas Weiss, Matthew Weldert, Jan Wendt, Chris Werthebach, Johannes Weyrauch, Mark Whitehorn, Nathan Wiebusch, C. H. Williams, Dawn Wolf, Martin Woschnagg, Kurt Wrede, Gerrit Wulff, Johan Xu, Xianwu Xu, Yiqian Yanez, Juan Pablo Yoshida, S. Yuan, Tianlu Zhang, Zelong Direction Reconstruction using a CNN for GeV-Scale Neutrinos in IceCube |
author_facet |
IceCube Collaboration Yu, Shiqi Abbasi, Rasha Ackermann, Markus Adams, Jenni Aguilar, Juanan Ahlers, M. Ahrens, Maryon Alispach, Cyril Martin Alves Junior, Antonio Augusto Amin, Najia Moureen Binte An, Rui Andeen, Karen Anderson, Tyler Anton, Gisela Arguelles, Carlos Ashida, Yosuke Axani, Spencer Bai, Xinhua Balagopal V., Aswathi Barbano, Anastasia Maria Barwick, S. W. Bastian, Benjamin Basu, Vedant Baur, Sebastian Bay, R. C. Beatty, J. J. Becker, K.-H. Becker Tjus, Julia Bellenghi, Chiara BenZvi, Segev Berley, D. Bernardini, Elisa Besson, D. Z. Binder, Gary Bindig, Daniel Blaufuss, E. Blot, Summer Boddenberg, Matthias Bontempo, Federico Borowka, Jurgen Boser, S. Botner, Olga Bottcher, Jakob Bourbeau, Etienne Bradascio, Federica Braun, J. Bron, Stephanie Brostean-Kaiser, Jannes Browne, Sally-Ann Burgman, Alexander Burley, Ryan Busse, Raffaela Campana, Michael Carnie-Bronca, Erin Chen, Chujie Chirkin, Dmitry Choi, Koun Clark, Brian Clark, Kenneth Classen, Lew Coleman, Alan Collin, Gabriel Conrad, J. M. Coppin, Paul Correa, Pablo Cowen, D. F. Cross, R. Dappen, Christian Dave, Pranav DE CLERCQ, Catherine DeLaunay, James Dembinski, Hans Deoskar, Kunal De Ridder, Sam Desai, Abhishek Desiati, Paolo Vries, Krijn De Wasseige, Gwenhaël De De With, Meike DeYoung, Tyce Dharani, Sukeerthi Diaz, Alejandro Diaz-Velez, Juan Carlos Dittmer, Markus Dujmovic, Hrvoje Dunkman, Matt DuVernois, Michael Dvorak, Emily Ehrhardt, Thomas Eller, Philipp Engel, Ralph Erpenbeck, Hannah Evans, John Evenson, P. A. Fan, Kwok Lung Fazely, A. R. Fiedlschuster, Sebastian Fienberg, Aaron Filimonov, Kirill Finley, Chad Fischer, Leander Fox, Derek B. Franckowiak, Anna Friedman, Elizabeth Fritz, Alexander Furst, Philipp Gaisser, T. K. Gallagher, Jay Ganster, Erik Garcia, Alfonso Garrappa, Simone Gerhardt, L. Ghadimi, Ava Glaser, Christian Glauch, Theo Glusenkamp, Thorsten Goldschmidt, A. Gonzalez, Javier Goswami, Sreetama Grant, Darren Grégoire, Timothée Griswold, Spencer Gunduz, Mehmet Günther, Christoph Haack, Christian Hallgren, Allan Halliday, R. Halve, L. Halzen, F. Ha Minh, Martin Hanson, Kael Hardin, John Harnisch, Alexander A. Haungs, Andreas Hauser, Simon Hebecker, Dustin Helbing, K. Henningsen, Felix Hettinger, Emma C. Hickford, Stephanie Hignight, Joshua Hill, Colton Hill, G. C. Hoffman, Kara Hoffmann, Ruth Hoinka, Tobias Hokanson-Fasig, Benjamin Hoshina, K. Huang, Feifei Huber, Matthias Huber, Thomas Hultqvist, Klas Hunnefeld, Mirco Hussain, Raamis In, Seongjin Iovine, Nadège Ishihara, Aya Jansson, Matti Japaridze, George Jeong, Minjin Jones, Ben Kang, Donghwa Kang, Woosik Kang, Xinyue Kappes, Alexander Kappesser, David Karg, Timo Karl, Martina Karle, A. Katz, U. Kauer, M. Kellermann, Moritz Kelley, J. L. Kheirandish, Ali Kin, Ken'ichi Kintscher, Thomas Kiryluk, Joanna Klein, Spencer Koirala, Ramesh Kolanoski, Hermann Kontrimas, Tomas Kopke, Lutz Kopper, Claudio Kopper, Sandro Koskinen, D. J. Koundal, Paras Kovacevich, Michael Kowalski, Marek Kozynets, Tetiana Kun, Emma Kurahashi, Naoko Lad, Neha Lagunas Gualda, Cristina Lanfranchi, Justin Larson, M. J. Lauber, Frederik Hermann Lazar, Jeffrey Lee, Jiwoong Leonard, Kayla Leszczyńska, Agnieszka Li, Yijia Lincetto, Massimiliano Liu, Qinrui 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 Makino, Yuya Mancina, Sarah Maris, Ioana Codrina Maruyama, Reina H. Mase, K. McElroy, Thomas McNally, Frank Mead, James Vincent Meagher, K. Medina, Andres Meier, Maximilian Meighen-Berger, Stephan Micallef, Jessie Mockler, Daniela Montaruli, Teresa Moore, Roger Morse, R. Moulai, Marjon Naab, Richard Nagai, Ryo Naumann, Uwe Necker, Jannis Nguyen, Le Viet Niederhausen, Hans Nisa, Mehr Nowicki, Sarah Nygren, Dave Obertacke Pollmann, Anna Oehler, Marie Olivas, A. O'Sullivan, Erin Pandya, Hershal Pankova, Daria Park, Nahee Parker, Grant Paudel, Ek Narayan Paul, Larissa Perez De Los Heros, Carlos Peters, Lilly Peterson, Josh Philippen, Saskia Pieloth, Damian Pieper, Sarah Pittermann, Martin Pizzuto, A. Plum, M. Popovych, Yuiry Porcelli, Alessio Prado Rodriguez, Maria Price, P. Buford Pries, Brandom Przybylski, Gerald Raab, Christoph Raissi, Amirreza Rameez, Mohamed Rawlins, K. Rea, Immacolata Carmen Rehman, Abdul Reichherzer, Patrick Reimann, René Renzi, Giovanni Resconi, Elisa Reusch, Simeon Rhode, Wolfgang Richman, Mike Riedel, Benedikt Roberts, Ella Robertson, Sally Roellinghoff, Gerrit Rongen, Martin Rott, Carsten Ruhe, Tim Ryckbosch, Dirk Rysewyk Cantu, Devyn Safa, Ibrahim Saffer, Julian Sanchez Herrera, Sebastian Sandrock, Alexander Sandroos, Joakim Santander, Marcos Sarkar, Subir Sarkar, Sourav 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 Soedingrekso, Jan Soldin, Dennis Spannfellner, Christian Spiczak, Glenn Spiering, Christian Stachurska, Juliana Stamatikos, Michael Stanev, T. Stein, Robert Stettner, Joeran Steuer, A. Stezelberger, T. Sturwald, Timo Stuttard, Thomas Sullivan, G. W. Taboada, I. Tenholt, Frederik Ter-Antonyan, Samvel Tilav, S. Tischbein, Franziska Tollefson, Kirsten Tomankova, Lenka Tönnis, Christoph Toscano, Simona Tosi, Delia Trettin, Alexander Tselengidou, Maria Tung, Chunfai Turcati, Andrea Turcotte, Roxanne Turley, Colin Twagirayezu, Jean Pierre Ty, Bunheng Unland Elorrieta, Martin Valtonen-Mattila, Nora Vandenbroucke, Justin Eijndhoven, Nick Van Vannerom, David Santen, Jakob Van Verpoest, Stef Vraeghe, Matthias Walck, C. Watson, Timothyblake Weaver, Chris Weigel, Philip Weindl, Andreas Weiss, Matthew Weldert, Jan Wendt, Chris Werthebach, Johannes Weyrauch, Mark Whitehorn, Nathan Wiebusch, C. H. Williams, Dawn Wolf, Martin Woschnagg, Kurt Wrede, Gerrit Wulff, Johan Xu, Xianwu Xu, Yiqian Yanez, Juan Pablo Yoshida, S. Yuan, Tianlu Zhang, Zelong |
author_sort |
IceCube Collaboration |
title |
Direction Reconstruction using a CNN for GeV-Scale Neutrinos in IceCube |
title_short |
Direction Reconstruction using a CNN for GeV-Scale Neutrinos in IceCube |
title_full |
Direction Reconstruction using a CNN for GeV-Scale Neutrinos in IceCube |
title_fullStr |
Direction Reconstruction using a CNN for GeV-Scale Neutrinos in IceCube |
title_full_unstemmed |
Direction Reconstruction using a CNN for GeV-Scale Neutrinos in IceCube |
title_sort |
direction reconstruction using a cnn for gev-scale neutrinos in icecube |
publisher |
Scuola Internazionale Superiore di Studi Avanzati (SISSA) |
publishDate |
2021 |
url |
https://dx.doi.org/10.5445/ir/1000138577 https://publikationen.bibliothek.kit.edu/1000138577 |
geographic |
South Pole |
geographic_facet |
South Pole |
genre |
South pole |
genre_facet |
South pole |
op_rights |
Creative Commons Namensnennung – Nicht kommerziell – Keine Bearbeitungen 4.0 International Open Access info:eu-repo/semantics/openAccess https://creativecommons.org/licenses/by-nc-nd/4.0/deed.de |
op_rightsnorm |
CC-BY-NC-ND |
op_doi |
https://doi.org/10.5445/ir/1000138577 |
_version_ |
1766201629056434176 |
spelling |
ftdatacite:10.5445/ir/1000138577 2023-05-15T18:22:15+02:00 Direction Reconstruction using a CNN for GeV-Scale Neutrinos in IceCube IceCube Collaboration Yu, Shiqi Abbasi, Rasha Ackermann, Markus Adams, Jenni Aguilar, Juanan Ahlers, M. Ahrens, Maryon Alispach, Cyril Martin Alves Junior, Antonio Augusto Amin, Najia Moureen Binte An, Rui Andeen, Karen Anderson, Tyler Anton, Gisela Arguelles, Carlos Ashida, Yosuke Axani, Spencer Bai, Xinhua Balagopal V., Aswathi Barbano, Anastasia Maria Barwick, S. W. Bastian, Benjamin Basu, Vedant Baur, Sebastian Bay, R. C. Beatty, J. J. Becker, K.-H. Becker Tjus, Julia Bellenghi, Chiara BenZvi, Segev Berley, D. Bernardini, Elisa Besson, D. Z. Binder, Gary Bindig, Daniel Blaufuss, E. Blot, Summer Boddenberg, Matthias Bontempo, Federico Borowka, Jurgen Boser, S. Botner, Olga Bottcher, Jakob Bourbeau, Etienne Bradascio, Federica Braun, J. Bron, Stephanie Brostean-Kaiser, Jannes Browne, Sally-Ann Burgman, Alexander Burley, Ryan Busse, Raffaela Campana, Michael Carnie-Bronca, Erin Chen, Chujie Chirkin, Dmitry Choi, Koun Clark, Brian Clark, Kenneth Classen, Lew Coleman, Alan Collin, Gabriel Conrad, J. M. Coppin, Paul Correa, Pablo Cowen, D. F. Cross, R. Dappen, Christian Dave, Pranav DE CLERCQ, Catherine DeLaunay, James Dembinski, Hans Deoskar, Kunal De Ridder, Sam Desai, Abhishek Desiati, Paolo Vries, Krijn De Wasseige, Gwenhaël De De With, Meike DeYoung, Tyce Dharani, Sukeerthi Diaz, Alejandro Diaz-Velez, Juan Carlos Dittmer, Markus Dujmovic, Hrvoje Dunkman, Matt DuVernois, Michael Dvorak, Emily Ehrhardt, Thomas Eller, Philipp Engel, Ralph Erpenbeck, Hannah Evans, John Evenson, P. A. Fan, Kwok Lung Fazely, A. R. Fiedlschuster, Sebastian Fienberg, Aaron Filimonov, Kirill Finley, Chad Fischer, Leander Fox, Derek B. Franckowiak, Anna Friedman, Elizabeth Fritz, Alexander Furst, Philipp Gaisser, T. K. Gallagher, Jay Ganster, Erik Garcia, Alfonso Garrappa, Simone Gerhardt, L. Ghadimi, Ava Glaser, Christian Glauch, Theo Glusenkamp, Thorsten Goldschmidt, A. Gonzalez, Javier Goswami, Sreetama Grant, Darren Grégoire, Timothée Griswold, Spencer Gunduz, Mehmet Günther, Christoph Haack, Christian Hallgren, Allan Halliday, R. Halve, L. Halzen, F. Ha Minh, Martin Hanson, Kael Hardin, John Harnisch, Alexander A. Haungs, Andreas Hauser, Simon Hebecker, Dustin Helbing, K. Henningsen, Felix Hettinger, Emma C. Hickford, Stephanie Hignight, Joshua Hill, Colton Hill, G. C. Hoffman, Kara Hoffmann, Ruth Hoinka, Tobias Hokanson-Fasig, Benjamin Hoshina, K. Huang, Feifei Huber, Matthias Huber, Thomas Hultqvist, Klas Hunnefeld, Mirco Hussain, Raamis In, Seongjin Iovine, Nadège Ishihara, Aya Jansson, Matti Japaridze, George Jeong, Minjin Jones, Ben Kang, Donghwa Kang, Woosik Kang, Xinyue Kappes, Alexander Kappesser, David Karg, Timo Karl, Martina Karle, A. Katz, U. Kauer, M. Kellermann, Moritz Kelley, J. L. Kheirandish, Ali Kin, Ken'ichi Kintscher, Thomas Kiryluk, Joanna Klein, Spencer Koirala, Ramesh Kolanoski, Hermann Kontrimas, Tomas Kopke, Lutz Kopper, Claudio Kopper, Sandro Koskinen, D. J. Koundal, Paras Kovacevich, Michael Kowalski, Marek Kozynets, Tetiana Kun, Emma Kurahashi, Naoko Lad, Neha Lagunas Gualda, Cristina Lanfranchi, Justin Larson, M. J. Lauber, Frederik Hermann Lazar, Jeffrey Lee, Jiwoong Leonard, Kayla Leszczyńska, Agnieszka Li, Yijia Lincetto, Massimiliano Liu, Qinrui 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 Makino, Yuya Mancina, Sarah Maris, Ioana Codrina Maruyama, Reina H. Mase, K. McElroy, Thomas McNally, Frank Mead, James Vincent Meagher, K. Medina, Andres Meier, Maximilian Meighen-Berger, Stephan Micallef, Jessie Mockler, Daniela Montaruli, Teresa Moore, Roger Morse, R. Moulai, Marjon Naab, Richard Nagai, Ryo Naumann, Uwe Necker, Jannis Nguyen, Le Viet Niederhausen, Hans Nisa, Mehr Nowicki, Sarah Nygren, Dave Obertacke Pollmann, Anna Oehler, Marie Olivas, A. O'Sullivan, Erin Pandya, Hershal Pankova, Daria Park, Nahee Parker, Grant Paudel, Ek Narayan Paul, Larissa Perez De Los Heros, Carlos Peters, Lilly Peterson, Josh Philippen, Saskia Pieloth, Damian Pieper, Sarah Pittermann, Martin Pizzuto, A. Plum, M. Popovych, Yuiry Porcelli, Alessio Prado Rodriguez, Maria Price, P. Buford Pries, Brandom Przybylski, Gerald Raab, Christoph Raissi, Amirreza Rameez, Mohamed Rawlins, K. Rea, Immacolata Carmen Rehman, Abdul Reichherzer, Patrick Reimann, René Renzi, Giovanni Resconi, Elisa Reusch, Simeon Rhode, Wolfgang Richman, Mike Riedel, Benedikt Roberts, Ella Robertson, Sally Roellinghoff, Gerrit Rongen, Martin Rott, Carsten Ruhe, Tim Ryckbosch, Dirk Rysewyk Cantu, Devyn Safa, Ibrahim Saffer, Julian Sanchez Herrera, Sebastian Sandrock, Alexander Sandroos, Joakim Santander, Marcos Sarkar, Subir Sarkar, Sourav 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 Soedingrekso, Jan Soldin, Dennis Spannfellner, Christian Spiczak, Glenn Spiering, Christian Stachurska, Juliana Stamatikos, Michael Stanev, T. Stein, Robert Stettner, Joeran Steuer, A. Stezelberger, T. Sturwald, Timo Stuttard, Thomas Sullivan, G. W. Taboada, I. Tenholt, Frederik Ter-Antonyan, Samvel Tilav, S. Tischbein, Franziska Tollefson, Kirsten Tomankova, Lenka Tönnis, Christoph Toscano, Simona Tosi, Delia Trettin, Alexander Tselengidou, Maria Tung, Chunfai Turcati, Andrea Turcotte, Roxanne Turley, Colin Twagirayezu, Jean Pierre Ty, Bunheng Unland Elorrieta, Martin Valtonen-Mattila, Nora Vandenbroucke, Justin Eijndhoven, Nick Van Vannerom, David Santen, Jakob Van Verpoest, Stef Vraeghe, Matthias Walck, C. Watson, Timothyblake Weaver, Chris Weigel, Philip Weindl, Andreas Weiss, Matthew Weldert, Jan Wendt, Chris Werthebach, Johannes Weyrauch, Mark Whitehorn, Nathan Wiebusch, C. H. Williams, Dawn Wolf, Martin Woschnagg, Kurt Wrede, Gerrit Wulff, Johan Xu, Xianwu Xu, Yiqian Yanez, Juan Pablo Yoshida, S. Yuan, Tianlu Zhang, Zelong 2021 PDF https://dx.doi.org/10.5445/ir/1000138577 https://publikationen.bibliothek.kit.edu/1000138577 en eng Scuola Internazionale Superiore di Studi Avanzati (SISSA) Creative Commons Namensnennung – Nicht kommerziell – Keine Bearbeitungen 4.0 International Open Access info:eu-repo/semantics/openAccess https://creativecommons.org/licenses/by-nc-nd/4.0/deed.de CC-BY-NC-ND article-journal Conference Article ScholarlyArticle Text 2021 ftdatacite https://doi.org/10.5445/ir/1000138577 2022-04-01T14:44:05Z The IceCube Neutrino Observatory observes neutrinos interacting deep within the South Pole ice. It consists of 5,160 digital optical modules, which are embedded within a cubic kilometer of ice, over depths of 1,450 m to 2,450 m. At the lower center of the array is the DeepCore subdetector. Its denser sensor configuration lowers the observable energy threshold to the GeV-scale, facilitating the study of atmospheric neutrino oscillations. The precise reconstruction of neutrino direction is critical in the measurements of oscillation parameters. This work presents a method to reconstruct the zenith angle of GeV-scale events in IceCube by using a convolutional neural network and compares the result to that of the current likelihood-based reconstruction algorithm. Text South pole DataCite Metadata Store (German National Library of Science and Technology) South Pole |