Neutrino interaction vertex reconstruction in DUNE with Pandora deep learning

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dc.contributor.affiliationState University of New York Albany, Albany, United States
dc.contributor.affiliationInstitute of Nuclear Physics Ministry of Energy of the Republic of Kazakhstan, Almaty, Kazakhstan
dc.contributor.affiliationUniversiteit van Amsterdam, Amsterdam, Netherlands
dc.contributor.affiliationAntalya Bilim University, Antalya, Turkey
dc.contributor.affiliationUniversité d'Antananarivo, Antananarivo, Madagascar
dc.contributor.affiliationUniversidad de Antioquia, Medellin, Colombia
dc.contributor.affiliationUniversidad Antonio Nariño, Bogota, Colombia
dc.contributor.affiliationArgonne National Laboratory, Lemont, United States
dc.contributor.affiliationThe University of Arizona, Tucson, United States
dc.contributor.affiliationUniversidad Nacional de Asuncion, San Lorenzo, Paraguay
dc.contributor.affiliationNational and Kapodistrian University of Athens, Athens, Greece
dc.contributor.affiliationUniversidad del Atlántico, Colombia, Atlántico, Colombia
dc.contributor.affiliationAugustana University, Sioux Falls, United States
dc.contributor.affiliationUniversity of Bern, Bern, Switzerland
dc.contributor.affiliationT.C. Beykent Üniversitesi, Istanbul, Turkey
dc.contributor.affiliationUniversity of Birmingham, Birmingham, United Kingdom
dc.contributor.affiliationAlma Mater Studiorum Università di Bologna, Bologna, Italy
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dc.contributor.affiliationUniversitatea din Bucuresti, Bucharest, Romania
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dc.contributor.affiliationOrganisation Européenne pour la Recherche Nucléaire, Geneva, Switzerland
dc.contributor.affiliationNuclear Physics Institute of the Academy of Sciences of the Czech Republic v. v. i., Rez, Czech Republic
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dc.contributor.affiliationChung-Ang University, Seoul, South Korea
dc.contributor.affiliationCentro de Investigaciones Energéticas, MedioIngeniería Ambientales y Tecnológicas, Madrid, Spain
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dc.contributor.affiliationInstituto Politécnico Nacional, Mexico, Mexico
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dc.contributor.affiliationComisión Nacional de Investigación y Desarrollo Aeroespacial, Lima, Peru
dc.contributor.affiliationCentro de Tecnologia da Informacao Renato Archer, Campinas, Brazil
dc.contributor.affiliationCentral University of South Bihar, Gaya, India
dc.contributor.affiliationInstitute of Physics of the Czech Academy of Sciences, Prague, Czech Republic
dc.contributor.affiliationCzech Technical University in Prague, Prague, Czech Republic
dc.contributor.affiliationLaboratoire d'Annecy-le-Vieux de Physique des Particules LAPP, Annecy, France
dc.contributor.affiliationDaresbury Laboratory, Warrington, United Kingdom
dc.contributor.affiliationDordt University, Sioux Center, United States
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dc.contributor.affiliationDuke University, Durham, United States
dc.contributor.affiliationDurham University, Durham, United Kingdom
dc.contributor.affiliationThe University of Edinburgh, Edinburgh, United Kingdom
dc.contributor.affiliationUniversidad EIA, Envigado, Colombia
dc.contributor.affiliationEötvös Loránd Tudományegyetem, Budapest, Hungary
dc.contributor.affiliationErciyes Üniversitesi, Kayseri, Turkey
dc.contributor.affiliationUniversidade de Lisboa, Lisbon, Portugal
dc.contributor.affiliationUniversidade Federal de Alfenas, Alfenas, Brazil
dc.contributor.affiliationUniversidade Federal de Goiás, Goiania, Brazil
dc.contributor.affiliationUniversidade Federal do ABC, Santo Andre, Brazil
dc.contributor.affiliationUniversidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil
dc.contributor.affiliationFermi National Accelerator Laboratory, Batavia, United States
dc.contributor.affiliationUniversity of Ferrara, Ferrara, Italy
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dc.contributor.affiliationUniversidade Federal Fluminense, Niteroi, Brazil
dc.contributor.affiliationUniversità degli Studi di Genova, Genoa, Italy
dc.contributor.affiliationGeorgian Technical University, Tbilisi, Georgia
dc.contributor.affiliationUniversidad de Granada, Granada, Spain
dc.contributor.affiliationGran Sasso Science Institute, L'Aquila, Italy
dc.contributor.affiliationLaboratori Nazionali del Gran Sasso, Assergi, Italy
dc.contributor.affiliationUniversité Grenoble Alpes, Saint Martin d'Heres, France
dc.contributor.affiliationUniversidad de Guanajuato, Guanajuato, Mexico
dc.contributor.affiliationHarish Chandra Research Institute, Prayagraj, India
dc.contributor.affiliationUniversity of Hawaiʻi at Mānoa, Honolulu, United States
dc.contributor.affiliationHong Kong University of Science and Technology, Hong Kong, Hong Kong
dc.contributor.affiliationUniversity of Houston, Houston, United States
dc.contributor.affiliationUniversity of Hyderabad, Hyderabad, India
dc.contributor.affiliationIdaho State University, Pocatello, United States
dc.contributor.affiliationUniversitat de València, Valencia, Spain
dc.contributor.affiliationInstituto Galego de Física de Altas Enerxías (IGFAE), Santiago de Compostela, Spain
dc.contributor.affiliationInstitute of High Energy Physics, Chinese Academy of Sciences, Beijing, China
dc.contributor.affiliationIndian Institute of Technology Kanpur, Kanpur, India
dc.contributor.affiliationIllinois Institute of Technology, Chicago, United States
dc.contributor.affiliationImperial College London, London, United Kingdom
dc.contributor.affiliationIndian Institute of Technology Guwahati, Guwahati, India
dc.contributor.affiliationIndian Institute of Technology Hyderabad, Sangareddy, India
dc.contributor.affiliationIndiana University Bloomington, Bloomington, United States
dc.contributor.affiliationIstituto Nazionale di Fisica Nucleare, Sezione di Bologna, Bologna, Italy
dc.contributor.affiliationIstituto Nazionale di Fisica Nucleare, Sezione di Catania, Catania, Italy
dc.contributor.affiliationIstituto Nazionale di Fisica Nucleare, Sezione di Ferrara, Ferrara, Italy
dc.contributor.affiliationINFN, Laboratori Nazionali Di Frascati, Frascati, Italy
dc.contributor.affiliationGeneral Electric Company, Boston, United States
dc.contributor.affiliationIstituto Nazionale di Fisica Nucleare, Sezione di Lecce, Lecce, Italy
dc.contributor.affiliationIstituto Nazionale di Fisica Nucleare, Sezione di Milano-Bicocca, Bicocca, Italy
dc.contributor.affiliationIstituto Nazionale di Fisica Nucleare, Sezione di Milano, Milan, Italy
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dc.contributor.affiliationIstituto Nazionale di Fisica Nucleare, Sezione di Padova, Padua, Italy
dc.contributor.affiliationIstituto Nazionale di Fisica Nucleare, Sezione di Pavia, Pavia, Italy
dc.contributor.affiliationIstituto Nazionale di Fisica Nucleare, Sezione di Pisa, Pisa, Italy
dc.contributor.affiliationIstituto Nazionale di Fisica Nucleare - INFN, Rome, Italy
dc.contributor.affiliationIstituto Nazionale di Fisica Nucleare, Sezione di Roma Tor Vergata, Rome, Italy
dc.contributor.affiliationINFN - Laboratori Nazionali del Sud, Catania, Italy
dc.contributor.affiliationUniversidad Nacional de Ingenieria, Lima, Lima, Peru
dc.contributor.affiliationUniversità degli Studi dell'Insubria, Varese, Italy
dc.contributor.affiliationUniversity of Iowa, Iowa City, United States
dc.contributor.affiliationIowa State University, Ames, United States
dc.contributor.affiliationInstitut de Physique des 2 Infinis de Lyon, Villeurbanne, France
dc.contributor.affiliationIranian Research Institute for Fundamental Sciences, Tehran, Iran
dc.contributor.affiliationInstituto Superior Técnico, Lisbon, Portugal
dc.contributor.affiliationInstituto Tecnologico de Aeronautica, Sao Jose dos Campos, Brazil
dc.contributor.affiliationIwate University, Morioka, Japan
dc.contributor.affiliationJackson State University, Jackson, United States
dc.contributor.affiliationJawaharlal Nehru University, New Delhi, India
dc.contributor.affiliationJeonbuk National University, Jeonju, South Korea
dc.contributor.affiliationUniversity of Jyväskylä, Jyvaskyla, Finland
dc.contributor.affiliationKansas State University, Manhattan, United States
dc.contributor.affiliationThe University of Tokyo, Tokyo, Japan
dc.contributor.affiliationHigh Energy Accelerator Research Organization, Tsukuba, Tsukuba, Japan
dc.contributor.affiliationKorea Institute of Science and Technology Information, Yusong, South Korea
dc.contributor.affiliationTaras Shevchenko National University of Kyiv, Kyiv, Ukraine
dc.contributor.affiliationLancaster University, Lancaster, United Kingdom
dc.contributor.affiliationLawrence Berkeley National Laboratory, Berkeley, United States
dc.contributor.affiliationLaboratório de Instrumentacao e Física Experimental de Partículas, Lisbon, Portugal
dc.contributor.affiliationUniversity of Liverpool, Liverpool, United Kingdom
dc.contributor.affiliationLos Alamos National Laboratory, Los Alamos, United States
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dc.contributor.affiliationUniversidad de Medellín, Medellin, Colombia
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dc.contributor.affiliationUniversità degli Studi di Milano-Bicocca, Milan, Italy
dc.contributor.affiliationUniversità degli Studi di Milano, Milan, Italy
dc.contributor.affiliationUniversity of Minnesota Duluth, Duluth, United States
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dc.contributor.affiliationUniversità degli Studi di Napoli Federico II, Naples, Italy
dc.contributor.affiliationFOM-Institute of Subatomic Physics - NIKHEF, Amsterdam, Netherlands
dc.contributor.affiliationNational Institute of Science Education and Research, Bhubaneswar, India
dc.contributor.affiliationUniversity of North Dakota, Grand Forks, United States
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dc.contributor.affiliationUniversity of Novi Sad, Novi Sad, Serbia
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dc.contributor.affiliationPacific Northwest National Laboratory, Richland, United States
dc.contributor.affiliationUniversità degli Studi di Padova, Padua, Italy
dc.contributor.affiliationPanjab University, Chandigarh, India
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dc.contributor.affiliationUniversità di Parma, Parma, Italy
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dc.contributor.affiliationPhysical Research Laboratory India, Ahmedabad, India
dc.contributor.affiliationUniversità di Pisa, Pisa, Italy
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dc.contributor.affiliationPontificia Universidad Catolica del Peru, Lima, Peru
dc.contributor.affiliationRecinto Universitario de Mayagüez, Mayaguez, Puerto Rico
dc.contributor.affiliationPunjab Agricultural University, Ludhiana, India
dc.contributor.affiliationQueen Mary University of London, London, United Kingdom
dc.contributor.affiliationRadboud Universiteit, Nijmegen, Netherlands
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dc.contributor.affiliationUniversity of Rochester, Rochester, United States
dc.contributor.affiliationRoyal Holloway, University of London, Egham, United Kingdom
dc.contributor.affiliationRutgers University–New Brunswick, New Brunswick, United States
dc.contributor.affiliationRutherford Appleton Laboratory, Didcot, United Kingdom
dc.contributor.affiliationUniversità del Salento, Lecce, Italy
dc.contributor.affiliationUniversidad del Magdalena, Santa Marta, Colombia
dc.contributor.affiliationSapienza Università di Roma, Rome, Italy
dc.contributor.affiliationUniversidad Sergio Arboleda, Bogota, Colombia
dc.contributor.affiliationThe University of Sheffield, Sheffield, United Kingdom
dc.contributor.affiliationSLAC National Accelerator Laboratory, Menlo Park, United States
dc.contributor.affiliationUniversity of South Carolina, Columbia, United States
dc.contributor.affiliationSouth Dakota School of Mines & Technology, Rapid City, United States
dc.contributor.affiliationSouth Dakota State University, Brookings, United States
dc.contributor.affiliationStony Brook University, Stony Brook, United States
dc.contributor.affiliationSanford Underground Research Facility, Lead, United States
dc.contributor.affiliationUniversity of Sussex, Brighton, United Kingdom
dc.contributor.affiliationSyracuse University, Syracuse, United States
dc.contributor.affiliationUniversidade Tecnológica Federal do Paraná, Curitiba, Brazil
dc.contributor.affiliationTel Aviv University, Tel Aviv-Yafo, Israel
dc.contributor.affiliationTexas A&M University, College Station, United States
dc.contributor.affiliationTexas A and M University - Corpus Christi, Corpus Christi, United States
dc.contributor.affiliationThe University of Texas at Arlington, Arlington, United States
dc.contributor.affiliationThe University of Texas at Austin, Austin, United States
dc.contributor.affiliationUniversity of Toronto, Toronto, Canada
dc.contributor.affiliationTufts University, Medford, United States
dc.contributor.affiliationUniversidade Federal de São Paulo, Sao Paulo, Brazil
dc.contributor.affiliationUlsan National Institute of Science and Technology, Ulsan, South Korea
dc.contributor.affiliationUniversity College London, London, United Kingdom
dc.contributor.affiliationUniversity of Kansas, Lawrence, United States
dc.contributor.affiliationUniversidad Nacional Mayor de San Marcos, Lima, Peru
dc.contributor.affiliationValley City State University, Valley City, United States
dc.contributor.affiliationUniversidade de Vigo, Vigo, Spain
dc.contributor.affiliationVirginia Polytechnic Institute and State University, Blacksburg, United States
dc.contributor.affiliationUniversity of Warsaw, Warsaw, Poland
dc.contributor.affiliationUniversity of Warwick, Coventry, United Kingdom
dc.contributor.affiliationWellesley College, Wellesley, United States
dc.contributor.affiliationWichita State University, Wichita, United States
dc.contributor.affiliationWilliam & Mary, Williamsburg, United States
dc.contributor.affiliationUniversity of Wisconsin-Madison, Madison, United States
dc.contributor.affiliationYale University, New Haven, United States
dc.contributor.affiliationYerevan Institute for Theoretical Physics and Modeling, Yerevan, Armenia
dc.contributor.affiliationYork University, Toronto, Canada
dc.contributor.authorA., Abed Abud, Adam
dc.contributor.authorR., Acciarri, R.
dc.contributor.authorM.A., Acero, M. A.
dc.contributor.authorM.R., Adames, M. R.
dc.contributor.authorG., Adamov, G.
dc.contributor.authorM., Adamowski, Mark
dc.contributor.authorD.L., Adams, D. L.
dc.contributor.authorM., Adinolfi, Marco
dc.contributor.authorC., Adriano, Cris
dc.contributor.authorA., Aduszkiewicz, Antoni
dc.date.accessioned2025-12-03T19:34:53Z
dc.date.available2025-12-03T19:34:53Z
dc.date.issued2025
dc.descriptionThe Pandora Software Development Kit and algorithm libraries perform reconstruction of neutrino interactions in liquid argon time projection chamber detectors. Pandora is the primary event reconstruction software used at the Deep Underground Neutrino Experiment, which will operate four large-scale liquid argon time projection chambers at the far detector site in South Dakota, producing high-resolution images of charged particles emerging from neutrino interactions. While these high-resolution images provide excellent opportunities for physics, the complex topologies require sophisticated pattern recognition capabilities to interpret signals from the detectors as physically meaningful objects that form the inputs to physics analyses. A critical component is the identification of the neutrino interaction vertex. Subsequent reconstruction algorithms use this location to identify the individual primary particles and ensure they each result in a separate reconstructed particle. A new vertex-finding procedure described in this article integrates a U-ResNet neural network performing hit-level classification into the multi-algorithm approach used by Pandora to identify the neutrino interaction vertex. The machine learning solution is seamlessly integrated into a chain of pattern-recognition algorithms. The technique substantially outperforms the previous BDT-based solution, with a more than 20% increase in the efficiency of sub-1 cm vertex reconstruction across all neutrino flavours. © 2025 Elsevier B.V., All rights reserved.
dc.identifier.doi10.1140/epjc/s10052-025-14313-8
dc.identifier.instnameinstname:Universidad de Medellínspa
dc.identifier.issn14346044
dc.identifier.issn14346052
dc.identifier.reponamereponame:Repositorio Institucional Universidad de Medellínspa
dc.identifier.repourlrepourl:https://repository.udem.edu.co/
dc.identifier.urihttp://hdl.handle.net/11407/9269
dc.language.isoeng
dc.publisherSpringer Naturespa
dc.publisher.facultyInstituto de Ciencias Básicasspa
dc.relation.citationissue6
dc.relation.citationvolume85
dc.relation.isversionofhttps://www.scopus.com/inward/record.uri?eid=2-s2.0-105016460910&doi=10.1140%2Fepjc%2Fs10052-025-14313-8&partnerID=40&md5=a999126a2be912100e7bd1284642de92
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dc.rights.accesoRestricted access
dc.rights.accessrightsinfo:eu-repo/semantics/restrictedAccess
dc.sourceEuropean Physical Journal C
dc.sourceScopus
dc.subjectArgon
dc.subjectAtomic Physics
dc.subjectCharged Particles
dc.subjectLearning Algorithms
dc.subjectLearning Systems
dc.subjectNeutrons
dc.subjectObject Detection
dc.subjectParticle Detectors
dc.subjectSoftware Design
dc.subjectAlgorithms Library
dc.subjectEvent Reconstruction
dc.subjectHigh-resolution Images
dc.subjectInteraction Vertex
dc.subjectLiquid Argon
dc.subjectNeutrino Interactions
dc.subjectReconstruction Software
dc.subjectSoftware Development Kit
dc.subjectTime Projection Chambers
dc.subjectVertex Reconstruction
dc.subjectDeep Learning
dc.subjectArgon
dc.subjectAtomic physics
dc.subjectCharged particles
dc.subjectLearning algorithms
dc.subjectLearning systems
dc.subjectNeutrons
dc.subjectObject detection
dc.subjectParticle detectors
dc.subjectSoftware design
dc.subjectAlgorithms library
dc.subjectEvent reconstruction
dc.subjectHigh-resolution images
dc.subjectInteraction vertex
dc.subjectLiquid argon
dc.subjectNeutrino interactions
dc.subjectReconstruction software
dc.subjectSoftware development kit
dc.subjectTime projection chambers
dc.subjectVertex reconstruction
dc.subjectDeep learning
dc.titleNeutrino interaction vertex reconstruction in DUNE with Pandora deep learning
dc.typeArticle
dc.type.localArtículospa
dc.type.versioninfo:eu-repo/semantics/publishedVersion

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