| Title: |
Deep Learning Based Event Reconstruction for the IceCube-Gen2 Radio Detector |
| Authors: |
IceCube-Gen2; Heyer, Nils; Glaser, Christian; Glusenkamp, Thorsten; Abbasi, Rasha; Ackermann, Markus; Adams, Jenni; Agarwalla, Sanjib; Aguilar, Juanan; Ahlers, Markus; Alameddine, Jean-Marco; Amin, Najia Moureen Binte; Andeen, Karen; Anton, Gisela; Argüelles, Carlos; Ashida, Yosuke; Athanasiadou, Sofia; Audehm, Jan; Axani, Spencer; Bai, Xinhua; Balagopal V, Aswathi; Baricevic, Moreno; Barwick, Steve; Basu, Vedant; Bay, Ryan; Becker Tjus, Julia; Beise, Jakob; Bellenghi, Chiara; Benning, Charlotte; BenZvi, Segev; Berley, David; Bernardini, Elisa; Besson, Dave; Bishop, Abigail; Blaufuss, Erik; Blot, Summer; Bohmer, Michael; Bontempo, Federico; Book, Julia; Borowka, Jurgen; Boscolo Meneguolo, Caterina; Boser, Sebastian; Botner, Olga; Bottcher, Jakob; Bouma, Sjoerd; Bourbeau, Etienne; Braun, Jim; Brinson, Bennett; Brostean-Kaiser, Jannes; Burley, Ryan T.; Busse, Raffaela; Butterfield, Delaney; Campana, Michael; Carloni, Kiara; Carnie-Bronca, Erin; Cataldo, Maddalena; Chattopadhyay, Sharmistha; Chau, Thien Nhan; Chen, Chujie; Chen, Zheyang; Chirkin, Dmitry; Choi, Seowon; Clark, Brian; Clark, Rogan; Classen, Lew; Coleman, Alan; Collin, Gabriel; Conrad, Janet; Cowen, Doug; Dasgupta, Basudeb; Dave, Pranav; Deaconu, Cosmin; Clercq, Catherine De; De Kockere, Simon; DeLaunay, James; Delgado Lopez, Diyaselis; Deng, Shuyang; Deoskar, Kunal; Desai, Abhishek; Desiati, Paolo; Vries, Krijn De; Wasseige, Gwenhaël De; DeYoung, Tyce; Diaz, Alejandro; Diaz-Velez, Juan Carlos; Dittmer, Markus; Domi, Alba; Dujmovic, Hrvoje; DuVernois, Michael; Ehrhardt, Thomas; Eller, Philipp; Ellinger, Enrico; Mentawi, Sharif El; Elsässer, Dominik; Engel, Ralph; Erpenbeck, Hannah; Evans, John; Evans, Justin; Evenson, Paul; Fan, Kwok Lung; Fang, Ke; Farrag, Kareem Ramadan; Fazely, Ali; Fedynitch, Anatoli; Feigl, Nora; Fiedlschuster, Sebastian; Finley, Chad; Fischer, Leander; Flaggs, Benjamin; Fox, Derek B.; Franckowiak, Anna; Fritz, Alexander; Fujii, Toshihiro; Furst, Philipp; Gallagher, Jay; Ganster, Erik; Garcia, Alfonso; Gerhardt, Lisa; Gernhaeuser, Roman; Ghadimi, Ava; Giri, Pawan; Glauch, Theo; Goehlke, Noah; Goswami, Sreetama; Grant, Darren; Gray, Shannon; Gries, Oliver; Griffin, Sean; Griswold, Spencer; Guevel, David Joseph; Günther, Christoph; Gutjahr, Pascal; Haack, Christian; Haji Azim, Tara; Hallgren, Allan; Halliday, Robert; Hallmann, Steffen; Halve, Lasse; Halzen, Francis; Hamdaoui, Hassane; Ha Minh, Martin; Hanson, Kael; Hardin, John; Harnisch, Alexander; Hatch, Patrick; Haugen, Jim; Haungs, Andreas; Heinen, Dirk; Helbing, Klaus; Hellrung, Jonas; Hendricks, Brian; Henningsen, Felix; Henrichs, Jakob; Heuermann, Lars Philipp; Hickford, Stephanie; Hidvegi, Attila; Hignight, Joshua; Hill, Colton; Hill, Gary; Hoffman, Kara; Hoffmann, Benjamin; Holzapfel, Killian; Hori, Sam; Hoshina, Kotoyo; Hou, Wenjie; Huber, Thomas; Huege, Tim; Hughes, Kaeli Autumn; Hultqvist, Klas; Hunnefeld, Mirco; Hussain, Raamis; Hymon, Karolin; In, Seongjin; Ishihara, Aya; Jacquart, Marc; Janik, Oliver; Jansson, Matti; Japaridze, George; Jeong, Minjin; Jin, Miaochen; Jones, Ben; KALEKIN, Oleg; Kang, Donghwa; Kang, Woosik; Kang, Xinyue; Kappes, Alexander; Kappesser, David; Kardum, Leonora; Karg, Timo; Karl, Martina; Karle, Albrecht; Katori, Teppei; Katz, Ulì; Kauer, Matt; Kelley, John; Khatee Zathul, Arifa; Kheirandish, Ali; Kiryluk, Joanna; Klein, Spencer; Kobayashi, Takuro; Kochocki, Alina; Kolanoski, Hermann; Kontrimas, Tomas; Kopke, Lutz; Kopper, Claudio; Koskinen, Jason; Koundal, Paras; Kovacevich, Michael; Kowalski, Marek; Kozynets, Tetiana; Krauss, Carsten; Kravchenko, Ilya; Jayakumar, Krishnamoorthi; Krupczak, Emmett; Kumar, Anil; Kun, Emma; Neilson, Naoko Kurahashi; Lad, Neha Navnitkumar; Lagunas Gualda, Cristina; Larson, Michael J.; Latseva, Silvia; Lauber, Frederik Hermann; Lazar, Jeffrey; Lee, Jiwoong; Leonard DeHolton, Kayla; Leszczynska, Agnieszka; Lincetto, Massimiliano; Liu, Qinrui; Liubarska, Maria; Lohan, Manisha; Lohfink, Elisa; LoSecco, John; Love, Christina; Lozano Mariscal, Cristian Jesus; Lu, Lu; Lucarelli, Francesco; Lyu, Yang; Madsen, Jim; Mahn, Kendall; Makino, Yuya; Mancina, Sarah; Mandalia, Shivesh; Marie Sainte, Wenceslas; Maris, Ioana Codrina; Marka, Szabolcs; Marka, Zsuzsa; Marsee, Matthew; Martinez-Soler, Ivan; Maruyama, Reina H.; Mayhew, Finn; McElroy, Thomas; McNally, Frank; Mead, James Vincent; Meagher, Kevin; Mechbal, Sarah; Medina, Andres; Meier, Maximilian; Merckx, Yarno; Merten, Lukas; Meyers, Zackary; Micallef, Jessie; Mikhailova, Masha; Mitchell, Justin; Montaruli, Teresa; Moore, Roger; Morii, Yasutsugu; Morse, Bob; Moulai, Marjon; Mukherjee, Tista; Naab, Richard; Nagai, Ryo; Nakos, Maxwell; Narayan, Ashish; Naumann, Uwe; Necker, Jannis; Negi, Akshima; Nelles, Anna; Neumann, Miriam; Niederhausen, Hans; Nisa, Mehr; Noell, Andreas; Novikov, Alexander; Nowicki, Sarah; Nozdrina, Alisa; Oberla, Eric; Pollmann, Anna; O'Dell, Vivian; Oehler, Marie; Oeyen, Bob; Olivas, Alex; Orsoe, Rasmus; Osborn, Jesse; O'Sullivan, Erin; Papp, Laszlo; Park, Nahee; Parker, Grant; Paudel, Ek Narayan; Paul, Larissa; Pérez de los Heros, Carlos; Petersen, Troels; Peterson, Josh; Philippen, Saskia; Pieper, Sarah; Pinfold, James; Pizzuto, Alex; Plaisier, Ilse; Plum, Matthias; Ponten, Axel; Popovych, Yuriy; Prado Rodriguez, Maria; Pries, Brandon; Procter-Murphy, Rachel; Przybylski, Gerald; Pyras, Lilly; Rack-Helleis, John; Rameez, Mohamed; Rawlins, Katherine; Rechav, Zoe; Rehman, Abdul; Reichherzer, Patrick; Renzi, Giovanni; Resconi, Elisa; Reusch, Simeon; Rhode, Wolfgang; Riedel, Benedikt; Riegel, Michael; Rifaie, Adam; Roberts, Ella; Robertson, Sally; Rodan, Steven T.; Roellinghoff, Gerrit; Rongen, Martin; Rott, Carsten; Ruhe, Tim; Ryckbosch, Dirk; Safa, Ibrahim; Saffer, Julian; Salazar-Gallegos, Daniel; Sampathkumar, Pranav; Sanchez Herrera, Sebastian; Sandrock, Alexander; Sandstrom, Perry; Santander, Marcos; Sarkar, Sourav; Sarkar, Subir; Savelberg, Joelle; Savina, Pierpaolo; Schaufel, Merlin; Schieler, Harald; Schindler, Sebastian; Schlickmann, Lea; Schlüter, Berit; Schlüter, Felix; Schmeisser, Nick; Schmidt, Torsten; Schneider, Judith; Schröder, Frank G.; Schumacher, Lisa Johanna; Schwefer, Georg; Sclafani, Steve; Seckel, David; Seikh, Mohammad Ful Hossain; Seunarine, Suruj; Shaevitz, Mike; Shah, Riya; Sharma, Ankur; Shefali, S.; Shimizu, Nobuhiro; Silva, Manuel; Skrzypek, Barbara; Smith, Daniel; Smithers, Ben; Snihur, Robert; Soedingrekso, Jan; Sogaard, Andreas; Soldin, Dennis; Soldin, Philipp; Sommani, Giacomo; Southall, Daniel; Spannfellner, Christian; Spiczak, Glenn; Spiering, Christian; Stamatikos, Michael; Stanev, Todor; Stezelberger, Thorsten; Stoffels, Jethro; Sturwald, Timo; Stuttard, Thomas; Sullivan, Greg; Taboada, Ignacio; Taketa, Akimichi; Tanaka, Hiroyuki; Ter-Antonyan, Samvel; Thiesmeyer, Matthias; Thompson, Will; Thwaites, Jessie; Tilav, Serap; Tollefson, Kirsten; Tönnis, Christoph; Torres, Jorge; Toscano, Simona; Tosi, Delia; Trettin, Alexander; Tsunesada, Yoshiki; Tung, Chun Fai; Turcotte, Roxanne; Twagirayezu, Jean Pierre; Ty, Bunheng; Unland Elorrieta, Martin; Upadhyay, Anuj Kumar; Upshaw, Karriem; Valtonen-Mattila, Nora; Vandenbroucke, Justin; Eijndhoven, Nick Van; Vannerom, David; Santen, Jakob Van; Vara, Javi; Veberic, Darko; Veitch-Michaelis, Joshua; Venugopal, Megha; Verpoest, Stef; Vieregg, Abigail G.; Vijai, Aishwarya; Walck, Christian; Weaver, Chris; Weigel, Philip; Weindl, Andreas; Weldert, Jan; Welling, Christoph; Wendt, Chris; Werthebach, Johannes; Weyrauch, Mark; Whitehorn, Nathan; Wiebusch, Christopher; Willey, Nathan; Williams, Dawn; Wissel, Stephanie; Witthaus, Lucas; Wolf, Annika; Wolf, Martin; Worner, Gunter; Wrede, Gerrit; Wren, Steven; Xu, Xianwu; Yanez, Juan Pablo; Yildizci, Emre Burak; Yoshida, Shigeru; Young, Robert; Yu, Felix J.; Yu, Shiqi; Yuan, Tianlu; Zhang, Zelong; Zhelnin, Pavel; Zierke, Simon; Zimmerman, Melany |
| Source: |
ISSN: 1824-8039. |
| Publisher Information: |
Scuola Internazionale Superiore di Studi Avanzati |
| Publication Year: |
2023 |
| Collection: |
KITopen (Karlsruhe Institute of Technologie) |
| Subject Terms: |
ddc:530; Physics; info:eu-repo/classification/ddc/530 |
| Description: |
The planned in-ice radio array of IceCube-Gen2 at the South Pole will provide unprecedented sensitivity to ultra-high-energy (UHE) neutrinos in the EeV range. The ability of the detector to measure the neutrino’s energy and direction is of crucial importance. This contribution presents an end-to-end reconstruction of both of these quantities for both detector components of the hybrid radio array ('shallow' and 'deep') using deep neural networks (DNNs). We are able to predict the neutrino's direction and energy precisely for all event topologies, including the electron neutrino charged-current (νe-CC) interactions, which are more complex due to the LPM effect. This highlights the advantages of DNNs for modeling the complex correlations in radio detector data, thereby enabling a measurement of the neutrino energy and direction. We discuss how we can use normalizing flows to predict the PDF for each individual event which allows modeling the complex non-Gaussian uncertainty contours of the reconstructed neutrino direction. Finally, we discuss how this work can be used to further optimize the detector layout to improve its reconstruction performance. |
| Document Type: |
article in journal/newspaper; conference object |
| File Description: |
application/pdf |
| Language: |
English |
| ISSN: |
1824-8039 |
| Relation: |
Proceedings of Science; info:eu-repo/semantics/altIdentifier/issn/1824-8039; https://publikationen.bibliothek.kit.edu/1000163416; https://publikationen.bibliothek.kit.edu/1000163416/151570360; https://doi.org/10.5445/IR/1000163416 |
| DOI: |
10.5445/IR/1000163416 |
| Availability: |
https://publikationen.bibliothek.kit.edu/1000163416; https://publikationen.bibliothek.kit.edu/1000163416/151570360; https://doi.org/10.5445/IR/1000163416 |
| Rights: |
https://creativecommons.org/licenses/by-nc-nd/4.0/deed.de ; info:eu-repo/semantics/openAccess |
| Accession Number: |
edsbas.27A9CD62 |
| Database: |
BASE |