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Neutrino interaction vertex reconstruction in DUNE with Pandora deep learning

1Citations signalées — pas une note de qualité
231Institutions déclarées
38Pays d’affiliation déclarés

Résumé fourni par la source

Abstract The 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.

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Contrôle bibliographique ouvert

DOI retrouvé dans Crossref DOI retrouvé ; titre concordant.

Titre Crossref
Neutrino interaction vertex reconstruction in DUNE with Pandora deep learning
Date Crossref
25/06/2025
Éditeur
Springer Science and Business Media LLC
Type
journal-article

Ce recoupement confirme des métadonnées liées au DOI. Il ne confirme ni la méthode ni les conclusions de l’étude et ne compte pas comme une seconde source scientifique indépendante.

Institutions déclarées

European Organization for Nuclear ResearchFermi National Accelerator LaboratoryUniversidad del AtlánticoUniversidade Tecnológica Federal do ParanáGeorgian Technical UniversityBrookhaven National LaboratoryUniversity of BristolUniversidade Estadual de Campinas (UNICAMP)University of HoustonLawrence Berkeley National LaboratoryUniversity of RochesterIstituto Nazionale di Fisica Nucleare, Sezione di LecceUniversity of Colorado BoulderUniversity of Colorado SystemKansas State UniversityAugustana UniversityCentro de Investigaciones Energéticas, Medioambientales y TecnológicasImperial College LondonFlorida State UniversityUniversity of AntananarivoUniversitat de ValènciaInstituto de Física CorpuscularUniversidade de Santiago de CompostelaArgonne National LaboratoryUniversity of LiverpoolUniversity of FerraraIstituto Nazionale di Fisica Nucleare, Sezione di FerraraLIP - Laboratory of Instrumentation and Experimental Particle PhysicsUniversidad de ColimaUniversity of ManchesterUniversity of MagdalenaThe University of Texas at ArlingtonTel Aviv UniversityAcademic College of Tel Aviv-YafoUniversity of SussexCentre National de la Recherche ScientifiqueUniversité Paris-SaclayInstitut National de Physique Nucléaire et de Physique des ParticulesLaboratoire de Physique des 2 Infinis Irène Joliot-CurieUniversity of CincinnatiTaras Shevchenko National University of KyivInstitute of Nuclear Physics of LyonInstitut de Physique des 2 Infinis de LyonEIA UniversityIllinois Institute of TechnologyUniversity of OxfordIndiana University BloomingtonIndiana UniversityPacific Northwest National LaboratoryUniversity of WarwickInstitute of Physics and TechnologyNational Nuclear Center of the Republic of KazakhstanUniversity of California, IrvineUniversidade de VigoUniversity of HyderabadYork UniversityUniversity of LisbonUniversity of BucharestUniversity of North DakotaUniversidad de GuanajuatoUniversity of MinnesotaTwin Cities OrthopedicsUniversity College LondonNorthern Illinois UniversityUniversity of EdinburghWellesley CollegeAntalya Bilim UniversityPontificia Universidad Católica del PerúThe Ohio State UniversitySouth Dakota School of Mines and TechnologyLouisiana State UniversityDrexel UniversityDaresbury LaboratoryUniversity of PisaIstituto Nazionale di Fisica NucleareUniversity of CataniaIstituto Nazionale di Fisica Nucleare, Sezione di CataniaUniversidad Nacional de AsunciónColorado State UniversityMichigan State UniversityUniversity of SalentoIstituto Nazionale di Fisica Nucleare, Sezione di GenovaIstituto Nazionale di Fisica Nucleare, Sezione di Milano BicoccaIstituto Nazionale di Fisica Nucleare, Sezione di BolognaUniversity of BolognaUniversity of California, DavisUniversidade Federal de AlfenasUniversity of ChicagoPanjab UniversityIndian Institute of Technology GuwahatiIstituto Nazionale di Fisica Nucleare, Laboratori Nazionali del SudUniversity of IowaBeykent UniversityLancaster UniversityUniversity of MichiganLos Alamos National LaboratoryUniversity of InsubriaUniversity of Milano-BicoccaUniversidad Católica del NorteQueen Mary University of LondonIstituto Nazionale di Fisica Nucleare, Sezione di NapoliUniversity of GenoaLaboratoire de Physique des deux infinis BordeauxUniversity of BirminghamIndian Institute of Technology HyderabadRutherford Appleton LaboratoryUniversity of KansasUniversity of BernWichita State UniversityOregon State UniversityUniversity of PittsburghVirginia TechJohannes Gutenberg University MainzUniversity of California, Santa BarbaraUniversity of Wisconsin–MadisonRoyal Holloway University of LondonUniversidad Antonio NariñoUniversidad de AntioquiaUniversidad de GranadaSergio Arboleda UniversityWilliam & MaryWilliams (United States)University of PaduaPhysical Research LaboratoryUniversity of TorontoSLAC National Accelerator LaboratoryUniversity of CambridgeColumbia UniversityDuke UniversityKorea Institute of Science & Technology InformationCalifornia University of PennsylvaniaUniversity of PennsylvaniaUlsan National Institute of Science and TechnologyUniversité Paris CitéInstitut polytechnique de GrenobleUniversité Grenoble AlpesMassachusetts Institute of TechnologyStony Brook UniversityUniversity of ParmaIstituto Nazionale di Fisica Nucleare, Sezione di MilanoUniversity of California, RiversideIstituto Nazionale di Fisica Nucleare, Laboratori Nazionali di FrascatiCentro Brasileiro de Pesquisas FísicasUniversidade Federal do Rio de JaneiroUniversity of MississippiNational Institute for Subatomic PhysicsUniversity of AmsterdamNorthwestern UniversityUniversité Savoie Mont BlancValley City State UniversityUniversity of Hawaiʻi at MānoaUniversity of Hawaii SystemUniversidade Federal de São PauloCalifornia Institute of TechnologyUniversity of Naples Federico IISapienza University of RomeIowa State UniversityMitchell InstituteTexas A&M UniversityUniversity of South CarolinaRutgers, The State University of New JerseyUniversity of SheffieldIstituto Nazionale di Fisica Nucleare, Sezione di PadovaRice UniversityInstitute for Research in Fundamental SciencesUniversidad Autónoma de MadridCzech Technical University in PragueUniversity of Notre DameCzech Academy of SciencesSyracuse UniversityRadboud University NijmegenDurham UniversityUniversity of FloridaTufts UniversityHarish-Chandra Research InstituteBoston UniversitySouth Dakota State UniversityUniversity of Rome Tor VergataIstituto Nazionale di Fisica Nucleare, Roma Tor VergataUniversidade Federal de GoiásUniversity of Minnesota, DuluthUniversidade Federal FluminenseUniversity of California, BerkeleyUniversity of WarsawUniversity of Puerto Rico SystemChung-Ang UniversityYale UniversityHigh Energy Accelerator Research OrganizationSanford ResearchIwate UniversityInstitute for Theoretical Physics and ModelingUniversity at Albany, State University of New YorkJackson State UniversityUniversity of Novi SadErciyes UniversityJawaharlal Nehru UniversityThe University of Texas at AustinUniversity of MilanHong Kong University of Science and TechnologyInstituto Tecnológico de AeronáuticaNational and Kapodistrian University of AthensUniversity of PaviaIstituto Nazionale di Fisica Nucleare, Sezione di PaviaPennsylvania State UniversityCentro de Investigación y de Estudios Avanzados del Instituto Politécnico NacionalUniversidade Federal do ABCEötvös Loránd UniversityUniversity of LucknowNational Space Activities CommissionComisión Nacional de Investigación y Desarrollo AeroespacialNational University of San MarcosCentro de Tecnologia da Informação Renato ArcherIndian Institute of Technology KanpurGran Sasso Science InstituteUniversity of ArizonaPunjab Agricultural UniversityJeonbuk National UniversityCentral University of South BiharCharles UniversityInstitute of Particle PhysicsNational Institute of Science Education and ResearchTexas A&M University – Corpus ChristiUniversidad de MedellínIdaho State UniversityUniversity of JyväskyläKavli Institute for the Physics and Mathematics of the UniverseIstituto Nazionale di Fisica Nucleare, Laboratori Nazionali del Gran SassoUniversity of California, Los AngelesChinese Academy of SciencesInstitute of High Energy PhysicsDordt University

Une affiliation ne permet pas de déduire la nationalité d’un auteur.

Sujets associés

Neutrino Physics ResearchParticle Detector Development and PerformanceParticle physics theoretical and experimental studies

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