GraphNeT: Graph neural networks for neutrino telescope event reconstruction

Saved in:
Bibliographic Details
Published inJournal of open source software Vol. 8; no. 85; p. 4971
Main Authors Søgaard, Andreas, Ørsøe, Rasmus F., Holm, Morten, Bozianu, Leon, Rosted, Aske, Petersen, Troels C., Iversen, Kaare Endrup, Hermansen, Andreas, Guggenmos, Tim, Andresen, Peter, Minh, Martin Ha, Neste, Ludwig, Holmes, Moust, Pontén, Axel, DeHolton, Kayla Leonard, Eller, Philipp
Format Journal Article
LanguageEnglish
Published 12.05.2023
Online AccessGet full text

Cover

Author Søgaard, Andreas
Iversen, Kaare Endrup
Pontén, Axel
Neste, Ludwig
Andresen, Peter
Holmes, Moust
DeHolton, Kayla Leonard
Rosted, Aske
Minh, Martin Ha
Hermansen, Andreas
Eller, Philipp
Petersen, Troels C.
Bozianu, Leon
Holm, Morten
Guggenmos, Tim
Ørsøe, Rasmus F.
Author_xml – sequence: 1
  givenname: Andreas
  orcidid: 0000-0002-0823-056X
  surname: Søgaard
  fullname: Søgaard, Andreas
– sequence: 2
  givenname: Rasmus F.
  orcidid: 0000-0001-8890-4124
  surname: Ørsøe
  fullname: Ørsøe, Rasmus F.
– sequence: 3
  givenname: Morten
  orcidid: 0000-0003-1383-2810
  surname: Holm
  fullname: Holm, Morten
– sequence: 4
  givenname: Leon
  orcidid: 0000-0002-1243-9980
  surname: Bozianu
  fullname: Bozianu, Leon
– sequence: 5
  givenname: Aske
  orcidid: 0000-0003-2410-400X
  surname: Rosted
  fullname: Rosted, Aske
– sequence: 6
  givenname: Troels C.
  orcidid: 0000-0003-0221-3037
  surname: Petersen
  fullname: Petersen, Troels C.
– sequence: 7
  givenname: Kaare Endrup
  orcidid: 0000-0001-6533-4085
  surname: Iversen
  fullname: Iversen, Kaare Endrup
– sequence: 8
  givenname: Andreas
  orcidid: 0009-0006-1162-9770
  surname: Hermansen
  fullname: Hermansen, Andreas
– sequence: 9
  givenname: Tim
  surname: Guggenmos
  fullname: Guggenmos, Tim
– sequence: 10
  givenname: Peter
  orcidid: 0009-0008-5759-0490
  surname: Andresen
  fullname: Andresen, Peter
– sequence: 11
  givenname: Martin Ha
  orcidid: 0000-0001-7776-4875
  surname: Minh
  fullname: Minh, Martin Ha
– sequence: 12
  givenname: Ludwig
  orcidid: 0000-0002-4829-3469
  surname: Neste
  fullname: Neste, Ludwig
– sequence: 13
  givenname: Moust
  orcidid: 0009-0000-8530-7041
  surname: Holmes
  fullname: Holmes, Moust
– sequence: 14
  givenname: Axel
  orcidid: 0009-0008-2463-2930
  surname: Pontén
  fullname: Pontén, Axel
– sequence: 15
  givenname: Kayla Leonard
  orcidid: 0000-0002-8795-0601
  surname: DeHolton
  fullname: DeHolton, Kayla Leonard
– sequence: 16
  givenname: Philipp
  orcidid: 0000-0001-6354-5209
  surname: Eller
  fullname: Eller, Philipp
BookMark eNptkMFOwzAQRC1UJErpiR_wHaV4ndhpuKEKCqKCSzlHrr0WKcGObBfE35MEDghxmtFqZzX7TsnEeYeEnANbcAAmLvc-xgUrqhKOyJQXpcgqJuXklz8h8xj3jDFYSi4BpuRhHVT38ojbKzo66vAQVNtL-vDhNVLrwzBLoXGeJmwxat8hxXd0iQbU3sUUDjo13p2RY6vaiPMfnZHn25vt6i7bPK3vV9ebTAMIyIRQJRSS95UlYrnDXHFjmSlNlefCWNxZK7SUWsul0SiQIVNc2QqNNcrwfEbg-64O_ccBba2bpIYGKaimrYHVI5B6AFKPQPrMxZ9MF5o3FT7_3f4CzfpnEA
CitedBy_id crossref_primary_10_1088_1748_0221_19_06_T06003
crossref_primary_10_1140_epjc_s10052_024_12977_2
crossref_primary_10_1103_PhysRevD_110_043004
Cites_doi 10.1051/epjconf/201819101006
10.1016/j.astropartphys.2011.01.003
10.1016/j.nima.2011.06.103
10.1016/j.nima.2012.11.081
10.1016/j.astropartphys.2012.01.004
10.1088/1748-0221/16/07/P07041
10.1088/1748-0221/16/08/P08034
10.1016/j.nima.2013.10.074
10.5281/zenodo.3828935
10.5281/zenodo.3952674
10.1088/1748-0221/9/03/P03009
10.1088/1748-0221/15/10/P10005
10.3847/1538-3881/aa9709
10.1088/1361-6471/abbd48
10.1038/s41550-020-1182-4
10.48550/arXiv.1912.01703
10.1088/1748-0221/12/03/P03012
10.1088/0954-3899/43/8/084001
10.5281/zenodo.6720188
10.1088/1361-6471/44/5/054006
10.1016/j.nima.2004.01.065
ContentType Journal Article
DBID AAYXX
CITATION
DOI 10.21105/joss.04971
DatabaseName CrossRef
DatabaseTitle CrossRef
DeliveryMethod fulltext_linktorsrc
Discipline Computer Science
EISSN 2475-9066
ExternalDocumentID 10_21105_joss_04971
GroupedDBID AAFWJ
AAYXX
ADBBV
AFPKN
ALMA_UNASSIGNED_HOLDINGS
BCNDV
CITATION
GROUPED_DOAJ
M~E
OK1
ID FETCH-LOGICAL-c1151-55a714621056ee7be3a2df0d7d9335dfebff5c66cc68dce5e0e0a2af9edfdad23
ISSN 2475-9066
IngestDate Tue Jul 01 04:04:44 EDT 2025
Thu Apr 24 22:58:36 EDT 2025
IsDoiOpenAccess false
IsOpenAccess true
IsPeerReviewed false
IsScholarly true
Issue 85
Language English
License http://creativecommons.org/licenses/by/4.0
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-c1151-55a714621056ee7be3a2df0d7d9335dfebff5c66cc68dce5e0e0a2af9edfdad23
ORCID 0009-0008-2463-2930
0000-0003-2410-400X
0000-0003-1383-2810
0009-0008-5759-0490
0009-0006-1162-9770
0000-0001-6354-5209
0000-0001-6533-4085
0000-0002-0823-056X
0000-0002-4829-3469
0000-0001-8890-4124
0000-0003-0221-3037
0009-0000-8530-7041
0000-0002-1243-9980
0000-0001-7776-4875
0000-0002-8795-0601
OpenAccessLink https://joss.theoj.org/papers/10.21105/joss.04971.pdf
ParticipantIDs crossref_citationtrail_10_21105_joss_04971
crossref_primary_10_21105_joss_04971
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2023-05-12
PublicationDateYYYYMMDD 2023-05-12
PublicationDate_xml – month: 05
  year: 2023
  text: 2023-05-12
  day: 12
PublicationDecade 2020
PublicationTitle Journal of open source software
PublicationYear 2023
References Søgaard (Sogaard_GraphNeT_2023) 2023
Paszke (NEURIPS2019_9015) 2019
Falcon (Falcon_PyTorch_Lightning_2019) 2019
KM3NeT Collaboration (KM3Net:2016zxf) 2016; 43
IceCube Collaboration (Abbasi:2021ryj) 2021; 16
IceCube Collaboration (IceCube:2021oqo) 2021; 16
Abbasi (Abbasi_2013) 2013; 703
IceCube-Gen2 Collaboration (IceCube:2016xxt) 2017; 44
ANTARES Collaboration (ANTARES:2017ivh) 2017; 154
ANTARES Collaboration (Aguilar:2011zz) 2011; 34
Aartsen (Aartsen:2013bfa) 2014; 736
Eller (Eller:2022xvi) 2022
Pivarski (jim_pivarski_2020_3952674) 2020
IceCube Collaboration (DeepCore) 2012; 35
AMANDA Collaboration (Ahrens:2003fg) 2004; 524
P-ONE Collaboration (P-ONE:2020ljt) 2020; 4
Fey (Fey_Fast_Graph_Representation_2019) 2019
Chirkin (Chirkin:2013avz) 2013
IceCube Collaboration (gnn_icecube) 2022
KM3NeT Collaboration (Aiello:2020orq) 2020; 15
Biewald (wandb) 2020
Baikal-GVD Collaboration (Baikal-GVD:2018isr) 2018; 191
IceCube Collaboration (Aartsen:2013vja) 2014; 9
ANTARES Collaboration (ANTARES:2011hfw) 2011; 656
IceCube Collaboration (Aartsen:2016nxy) 2017; 12
IceCube-PINGU Collaboration (IceCube-PINGU:2014okk) 2014
IceCube Collaboration (IceCube:2022kff) 2022
IceCube-Gen2 Collaboration (IceCube-Gen2:2020qha) 2021; 48
References_xml – volume: 191
  year: 2018
  ident: Baikal-GVD:2018isr
  article-title: Baikal-GVD: status and prospects
  publication-title: EPJ Web Conf.
  doi: 10.1051/epjconf/201819101006
– volume: 34
  year: 2011
  ident: Aguilar:2011zz
  article-title: A fast algorithm for muon track reconstruction and its application to the ANTARES neutrino telescope
  publication-title: Astropart. Phys.
  doi: 10.1016/j.astropartphys.2011.01.003
– year: 2020
  ident: wandb
  article-title: Experiment tracking with weights and biases
– volume: 656
  year: 2011
  ident: ANTARES:2011hfw
  article-title: ANTARES: the first undersea neutrino telescope
  publication-title: Nucl. Instrum. Meth. A
  doi: 10.1016/j.nima.2011.06.103
– volume: 703
  issn: 0168-9002
  year: 2013
  ident: Abbasi_2013
  article-title: An improved method for measuring muon energy using the truncated mean of dE/dx
  publication-title: Nucl. Instum. Meth. A
  doi: 10.1016/j.nima.2012.11.081
– volume: 35
  issn: 0927-6505
  issue: 10
  year: 2012
  ident: DeepCore
  article-title: The design and performance of IceCube DeepCore
  publication-title: Astropart. Phys.
  doi: 10.1016/j.astropartphys.2012.01.004
– volume: 16
  year: 2021
  ident: Abbasi:2021ryj
  article-title: A Convolutional Neural Network based Cascade Reconstruction for the IceCube Neutrino Observatory
  publication-title: JINST
  doi: 10.1088/1748-0221/16/07/P07041
– volume: 16
  issue: 08
  year: 2021
  ident: IceCube:2021oqo
  article-title: A muon-track reconstruction exploiting stochastic losses for large-scale Cherenkov detectors
  publication-title: JINST
  doi: 10.1088/1748-0221/16/08/P08034
– volume: 736
  year: 2014
  ident: Aartsen:2013bfa
  article-title: Improvement in Fast Particle Track Reconstruction with Robust Statistics
  publication-title: Nucl. Instrum. Meth. A
  doi: 10.1016/j.nima.2013.10.074
– year: 2022
  ident: Eller:2022xvi
  article-title: A flexible event reconstruction based on machine learning and likelihood principles
– year: 2019
  ident: Falcon_PyTorch_Lightning_2019
  article-title: PyTorch Lightning
  doi: 10.5281/zenodo.3828935
– year: 2014
  ident: IceCube-PINGU:2014okk
  article-title: Letter of Intent: The Precision IceCube Next Generation Upgrade (PINGU)
– year: 2020
  ident: jim_pivarski_2020_3952674
  article-title: Scikit-hep/awkward-array: 0.13.0
  doi: 10.5281/zenodo.3952674
– volume: 9
  year: 2014
  ident: Aartsen:2013vja
  article-title: Energy Reconstruction Methods in the IceCube Neutrino Telescope
  publication-title: JINST
  doi: 10.1088/1748-0221/9/03/P03009
– year: 2013
  ident: Chirkin:2013avz
  article-title: Event reconstruction in IceCube based on direct event re-simulation
  publication-title: 33rd International Cosmic Ray Conference
– volume: 15
  issue: 10
  year: 2020
  ident: Aiello:2020orq
  article-title: Event reconstruction for KM3NeT/ORCA using convolutional neural networks
  publication-title: JINST
  doi: 10.1088/1748-0221/15/10/P10005
– year: 2022
  ident: gnn_icecube
  article-title: Graph Neural Networks for Low-Energy Event Classification & Reconstruction in IceCube
– volume: 154
  issue: 6
  year: 2017
  ident: ANTARES:2017ivh
  article-title: An algorithm for the reconstruction of neutrino-induced showers in the ANTARES neutrino telescope
  publication-title: Astron. J.
  doi: 10.3847/1538-3881/aa9709
– volume: 48
  issue: 6
  year: 2021
  ident: IceCube-Gen2:2020qha
  article-title: IceCube-Gen2: the window to the extreme Universe
  publication-title: J. Phys. G
  doi: 10.1088/1361-6471/abbd48
– volume: 4
  issue: 10
  year: 2020
  ident: P-ONE:2020ljt
  article-title: The Pacific Ocean Neutrino Experiment
  publication-title: Nature Astron.
  doi: 10.1038/s41550-020-1182-4
– year: 2019
  ident: NEURIPS2019_9015
  article-title: PyTorch: An imperative style, high-performance deep learning library
  publication-title: Advances in neural information processing systems 32
  doi: 10.48550/arXiv.1912.01703
– volume: 12
  issue: 03
  year: 2017
  ident: Aartsen:2016nxy
  article-title: The IceCube Neutrino Observatory: Instrumentation and Online Systems
  publication-title: JINST
  doi: 10.1088/1748-0221/12/03/P03012
– year: 2022
  ident: IceCube:2022kff
  article-title: Low Energy Event Reconstruction in IceCube DeepCore
– volume: 43
  issue: 8
  year: 2016
  ident: KM3Net:2016zxf
  article-title: Letter of intent for KM3NeT 2.0
  publication-title: J. Phys. G
  doi: 10.1088/0954-3899/43/8/084001
– year: 2023
  ident: Sogaard_GraphNeT_2023
  article-title: GraphNeT
  doi: 10.5281/zenodo.6720188
– volume: 44
  issue: 5
  year: 2017
  ident: IceCube:2016xxt
  article-title: PINGU: A Vision for Neutrino and Particle Physics at the South Pole
  publication-title: J. Phys. G
  doi: 10.1088/1361-6471/44/5/054006
– year: 2019
  ident: Fey_Fast_Graph_Representation_2019
  article-title: Fast Graph Representation Learning with PyTorch Geometric
– volume: 524
  year: 2004
  ident: Ahrens:2003fg
  article-title: Muon track reconstruction and data selection techniques in AMANDA
  publication-title: Nucl. Instrum. Meth. A
  doi: 10.1016/j.nima.2004.01.065
SSID ssj0001862611
Score 2.2198803
SourceID crossref
SourceType Enrichment Source
Index Database
StartPage 4971
Title GraphNeT: Graph neural networks for neutrino telescope event reconstruction
Volume 8
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1RT9swELY69rKXbYxNMMbkhz4RhaVOncR7G2gd2jQeoEi8VY59RiBIUVuExMN---6cxA2oSGwvqeXYbeT7at9d7r5jrC-cSI1UOpbKEak2yqLEczEupbM2Aa1SR4nCv4-yw9PhzzN51uv96WaXLMo9c78yr-R_pIp9KFfKkv0HyYYvxQ5so3zxihLG67Nk_IPYpo9gTGa9b0dET4mLXtXB3Z5rgfoWs4sKdUwg8qbpDUSetinyxnAgkH1CTaXyWlHt4scPt7jTy3DZE3rNvl-caz1bRkfqoKXTXVXM5vUo7zk91vPr23k02gtwap2yFPQbgLo_vUfY3nqnATSP1rgmhA8EHHS8lWKYy1glWcN1vaKv2YKLDtIK2dlPh6ou0PJ4oyezlUgxLikTM2lHPaTTfnTMheBDNHv89AlNnvjJL9hLgWZG1yT3Pjoy93wJ5_DUdYqnn_9l-eMdpaajnYzfsteNvPi3GiPrrAfVO_amLdnBmx18g_1qIfOV-xavAcNbwHAEDG8BwwNguAcMfwiY9-x09H18cBg39TRig3r_IJZS53gwopEvM4C8hFQL6xKbW5Wm0joonZMmy4zJCmtAQgKJFtopsM5qK9IPbK2aVrDJeCrwXKIy9WWmhrnRpUnxfz3QQmjrBIgtttsuyMQ0ZPNU8-RqsmL1t1g_DL6pOVZWDfv4vGHb7NUSi5_YGi4K7KDiuCg_e-n-BUKScaw
linkProvider Directory of Open Access Journals
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=GraphNeT%3A+Graph+neural+networks+for+neutrino+telescope+event+reconstruction&rft.jtitle=Journal+of+open+source+software&rft.au=S%C3%B8gaard%2C+Andreas&rft.au=%C3%98rs%C3%B8e%2C+Rasmus+F.&rft.au=Holm%2C+Morten&rft.au=Bozianu%2C+Leon&rft.date=2023-05-12&rft.issn=2475-9066&rft.eissn=2475-9066&rft.volume=8&rft.issue=85&rft.spage=4971&rft_id=info:doi/10.21105%2Fjoss.04971&rft.externalDBID=n%2Fa&rft.externalDocID=10_21105_joss_04971
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2475-9066&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2475-9066&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2475-9066&client=summon