A muon-track reconstruction exploiting stochastic losses for large-scale Cherenkov detectors

IceCube is a cubic-kilometer Cherenkov telescope operating at the South Pole. The main goal of IceCube is the detection of astrophysical neutrinos and the identification of their sources. High-energy muon neutrinos are observed via the secondary muons produced in charge current interactions with nuc...

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Main Authors: Abbasi, R., Ackermann, M., Adams, J., Aguilar, J. A., Ahlers, M., Ahrens, M., Alispach, C., Alves, A. A., Jr., Amin, N. M., An, R., Andeen, K., Anderson, T., Ansseau, I., Anton, G., Argüelles, C., Axani, S., Bai, X., Balagopal V., A., Barbano, A., Barwick, S. W., Bastian, B., Basu, V., Baur, S., Bay, R., Beatty, J. J., Becker, K.-H., Becker Tjus, J., Bellenghi, C., BenZvi, S., Berley, D., Bernardini, E., Besson, D. Z., Binder, G., Bindig, D., Blaufuss, E., Blot, S., Borowka, J., Böser, S., Botner, O., Böttcher, J., Bourbeau, E., Bourbeau, J., Bradascio, F., Braun, J., Bron, S., Brostean-Kaiser, J., Browne, S., Burgman, A., Busse, R. S., Campana, M. A.
Format: Article in Journal/Newspaper
Language:English
Published: Institute of Physics Publishing Ltd 2021
Subjects:
Online Access:https://publikationen.bibliothek.kit.edu/1000139530
https://publikationen.bibliothek.kit.edu/1000139530/130962196
https://doi.org/10.5445/IR/1000139530
id ftubkarlsruhe:oai:EVASTAR-Karlsruhe.de:1000139530
record_format openpolar
spelling ftubkarlsruhe:oai:EVASTAR-Karlsruhe.de:1000139530 2023-05-15T18:22:42+02:00 A muon-track reconstruction exploiting stochastic losses for large-scale Cherenkov detectors Abbasi, R. Ackermann, M. Adams, J. Aguilar, J. A. Ahlers, M. Ahrens, M. Alispach, C. Alves, A. A., Jr. Amin, N. M. An, R. Andeen, K. Anderson, T. Ansseau, I. Anton, G. Argüelles, C. Axani, S. Bai, X. Balagopal V., A. Barbano, A. Barwick, S. W. Bastian, B. Basu, V. Baur, S. Bay, R. Beatty, J. J. Becker, K.-H. Becker Tjus, J. Bellenghi, C. BenZvi, S. Berley, D. Bernardini, E. Besson, D. Z. Binder, G. Bindig, D. Blaufuss, E. Blot, S. Borowka, J. Böser, S. Botner, O. Böttcher, J. Bourbeau, E. Bourbeau, J. Bradascio, F. Braun, J. Bron, S. Brostean-Kaiser, J. Browne, S. Burgman, A. Busse, R. S. Campana, M. A. 2021-10-29 application/pdf https://publikationen.bibliothek.kit.edu/1000139530 https://publikationen.bibliothek.kit.edu/1000139530/130962196 https://doi.org/10.5445/IR/1000139530 eng eng Institute of Physics Publishing Ltd info:eu-repo/semantics/altIdentifier/doi/10.1088/1748-0221/16/08/P08034 info:eu-repo/semantics/altIdentifier/issn/1748-0221 https://publikationen.bibliothek.kit.edu/1000139530 https://publikationen.bibliothek.kit.edu/1000139530/130962196 https://doi.org/10.5445/IR/1000139530 https://creativecommons.org/licenses/by/4.0/deed.de info:eu-repo/semantics/openAccess CC-BY Journal of Instrumentation, 16 (08), Art. Nr.: P08034 ISSN: 1748-0221 Cherenkov detectors Neutrino detectors Data analysis ddc:530 Physics info:eu-repo/classification/ddc/530 doc-type:article Text info:eu-repo/semantics/article article info:eu-repo/semantics/publishedVersion 2021 ftubkarlsruhe https://doi.org/10.5445/IR/1000139530 https://doi.org/10.1088/1748-0221/16/08/P08034 2023-01-22T23:29:04Z IceCube is a cubic-kilometer Cherenkov telescope operating at the South Pole. The main goal of IceCube is the detection of astrophysical neutrinos and the identification of their sources. High-energy muon neutrinos are observed via the secondary muons produced in charge current interactions with nuclei in the ice. Currently, the best performing muon track directional reconstruction is based on a maximum likelihood method using the arrival time distribution of Cherenkov photons registered by the experiment's photomultipliers. A known systematic shortcoming of the prevailing method is to assume a continuous energy loss along the muon track. However at energies >1 TeV the light yield from muons is dominated by stochastic showers. This paper discusses a generalized ansatz where the expected arrival time distribution is parametrized by a stochastic muon energy loss pattern. This more realistic parametrization of the loss profile leads to an improvement of the muon angular resolution of up to 20% for through-going tracks and up to a factor 2 for starting tracks over existing algorithms. Additionally, the procedure to estimate the directional reconstruction uncertainty has been improved to be more robust against numerical errors. Article in Journal/Newspaper South pole KITopen (Karlsruhe Institute of Technologie) South Pole
institution Open Polar
collection KITopen (Karlsruhe Institute of Technologie)
op_collection_id ftubkarlsruhe
language English
topic Cherenkov detectors
Neutrino detectors
Data analysis
ddc:530
Physics
info:eu-repo/classification/ddc/530
spellingShingle Cherenkov detectors
Neutrino detectors
Data analysis
ddc:530
Physics
info:eu-repo/classification/ddc/530
Abbasi, R.
Ackermann, M.
Adams, J.
Aguilar, J. A.
Ahlers, M.
Ahrens, M.
Alispach, C.
Alves, A. A., Jr.
Amin, N. M.
An, R.
Andeen, K.
Anderson, T.
Ansseau, I.
Anton, G.
Argüelles, C.
Axani, S.
Bai, X.
Balagopal V., A.
Barbano, A.
Barwick, S. W.
Bastian, B.
Basu, V.
Baur, S.
Bay, R.
Beatty, J. J.
Becker, K.-H.
Becker Tjus, J.
Bellenghi, C.
BenZvi, S.
Berley, D.
Bernardini, E.
Besson, D. Z.
Binder, G.
Bindig, D.
Blaufuss, E.
Blot, S.
Borowka, J.
Böser, S.
Botner, O.
Böttcher, J.
Bourbeau, E.
Bourbeau, J.
Bradascio, F.
Braun, J.
Bron, S.
Brostean-Kaiser, J.
Browne, S.
Burgman, A.
Busse, R. S.
Campana, M. A.
A muon-track reconstruction exploiting stochastic losses for large-scale Cherenkov detectors
topic_facet Cherenkov detectors
Neutrino detectors
Data analysis
ddc:530
Physics
info:eu-repo/classification/ddc/530
description IceCube is a cubic-kilometer Cherenkov telescope operating at the South Pole. The main goal of IceCube is the detection of astrophysical neutrinos and the identification of their sources. High-energy muon neutrinos are observed via the secondary muons produced in charge current interactions with nuclei in the ice. Currently, the best performing muon track directional reconstruction is based on a maximum likelihood method using the arrival time distribution of Cherenkov photons registered by the experiment's photomultipliers. A known systematic shortcoming of the prevailing method is to assume a continuous energy loss along the muon track. However at energies >1 TeV the light yield from muons is dominated by stochastic showers. This paper discusses a generalized ansatz where the expected arrival time distribution is parametrized by a stochastic muon energy loss pattern. This more realistic parametrization of the loss profile leads to an improvement of the muon angular resolution of up to 20% for through-going tracks and up to a factor 2 for starting tracks over existing algorithms. Additionally, the procedure to estimate the directional reconstruction uncertainty has been improved to be more robust against numerical errors.
format Article in Journal/Newspaper
author Abbasi, R.
Ackermann, M.
Adams, J.
Aguilar, J. A.
Ahlers, M.
Ahrens, M.
Alispach, C.
Alves, A. A., Jr.
Amin, N. M.
An, R.
Andeen, K.
Anderson, T.
Ansseau, I.
Anton, G.
Argüelles, C.
Axani, S.
Bai, X.
Balagopal V., A.
Barbano, A.
Barwick, S. W.
Bastian, B.
Basu, V.
Baur, S.
Bay, R.
Beatty, J. J.
Becker, K.-H.
Becker Tjus, J.
Bellenghi, C.
BenZvi, S.
Berley, D.
Bernardini, E.
Besson, D. Z.
Binder, G.
Bindig, D.
Blaufuss, E.
Blot, S.
Borowka, J.
Böser, S.
Botner, O.
Böttcher, J.
Bourbeau, E.
Bourbeau, J.
Bradascio, F.
Braun, J.
Bron, S.
Brostean-Kaiser, J.
Browne, S.
Burgman, A.
Busse, R. S.
Campana, M. A.
author_facet Abbasi, R.
Ackermann, M.
Adams, J.
Aguilar, J. A.
Ahlers, M.
Ahrens, M.
Alispach, C.
Alves, A. A., Jr.
Amin, N. M.
An, R.
Andeen, K.
Anderson, T.
Ansseau, I.
Anton, G.
Argüelles, C.
Axani, S.
Bai, X.
Balagopal V., A.
Barbano, A.
Barwick, S. W.
Bastian, B.
Basu, V.
Baur, S.
Bay, R.
Beatty, J. J.
Becker, K.-H.
Becker Tjus, J.
Bellenghi, C.
BenZvi, S.
Berley, D.
Bernardini, E.
Besson, D. Z.
Binder, G.
Bindig, D.
Blaufuss, E.
Blot, S.
Borowka, J.
Böser, S.
Botner, O.
Böttcher, J.
Bourbeau, E.
Bourbeau, J.
Bradascio, F.
Braun, J.
Bron, S.
Brostean-Kaiser, J.
Browne, S.
Burgman, A.
Busse, R. S.
Campana, M. A.
author_sort Abbasi, R.
title A muon-track reconstruction exploiting stochastic losses for large-scale Cherenkov detectors
title_short A muon-track reconstruction exploiting stochastic losses for large-scale Cherenkov detectors
title_full A muon-track reconstruction exploiting stochastic losses for large-scale Cherenkov detectors
title_fullStr A muon-track reconstruction exploiting stochastic losses for large-scale Cherenkov detectors
title_full_unstemmed A muon-track reconstruction exploiting stochastic losses for large-scale Cherenkov detectors
title_sort muon-track reconstruction exploiting stochastic losses for large-scale cherenkov detectors
publisher Institute of Physics Publishing Ltd
publishDate 2021
url https://publikationen.bibliothek.kit.edu/1000139530
https://publikationen.bibliothek.kit.edu/1000139530/130962196
https://doi.org/10.5445/IR/1000139530
geographic South Pole
geographic_facet South Pole
genre South pole
genre_facet South pole
op_source Journal of Instrumentation, 16 (08), Art. Nr.: P08034
ISSN: 1748-0221
op_relation info:eu-repo/semantics/altIdentifier/doi/10.1088/1748-0221/16/08/P08034
info:eu-repo/semantics/altIdentifier/issn/1748-0221
https://publikationen.bibliothek.kit.edu/1000139530
https://publikationen.bibliothek.kit.edu/1000139530/130962196
https://doi.org/10.5445/IR/1000139530
op_rights https://creativecommons.org/licenses/by/4.0/deed.de
info:eu-repo/semantics/openAccess
op_rightsnorm CC-BY
op_doi https://doi.org/10.5445/IR/1000139530
https://doi.org/10.1088/1748-0221/16/08/P08034
_version_ 1766202119892762624