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Deep Generative Models for Fast Photon Shower Simulation in ATLAS

31Citations signalées, ce qui n’est pas une note de qualité
273Institutions déclarées
41Pays d’affiliation déclarés

Rattachement africain : fr, us, ch, de, gb, Maroc, il, cl, it, pl, ca, tr, es, ro, pt, az, se, ar, gr, nl, cz, tw, br, no, jp, sk, Afrique du Sud, cn, rs, au, ps, ae, dk, ge, hk, si, ph, at, be, co, bg. Niveau de preuve : code pays fourni par la source.

Le résumé fourni par la source

Abstract The need for large-scale production of highly accurate simulated event samples for the extensive physics programme of the ATLAS experiment at the Large Hadron Collider motivates the development of new simulation techniques. Building on the recent success of deep learning algorithms, variational autoencoders and generative adversarial networks are investigated for modelling the response of the central region of the ATLAS electromagnetic calorimeter to photons of various energies. The properties of synthesised showers are compared with showers from a full detector simulation usinggeant4. Both variational autoencoders and generative adversarial networks are capable of quickly simulating electromagnetic showers with correct total energies and stochasticity, though the modelling of some shower shape distributions requires more refinement. This feasibility study demonstrates the potential of using such algorithms for ATLAS fast calorimeter simulation in the future and shows a possible way to complement current simulation techniques.

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Le contrôle bibliographique ouvert

DOI retrouvé dans Crossref DOI retrouvé ; titre concordant.

Titre Crossref
Deep Generative Models for Fast Photon Shower Simulation in ATLAS
Date Crossref
05/03/2024
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 il ne compte pas comme une seconde source scientifique indépendante.

Les institutions déclarées

Centre National de la Recherche ScientifiqueAix-Marseille UniversitéCentre de physique des particules de MarseilleInstitut National de Physique Nucléaire et de Physique des ParticulesUniversity of Massachusetts AmherstUniversity of OklahomaEuropean Organization for Nuclear ResearchUniversity of GöttingenRoyal Holloway University of LondonBrookhaven National LaboratoryMohammed V UniversityTel Aviv UniversityTechnion – Israel Institute of TechnologyNew York UniversityPontificia Universidad Católica de ChileThe Abdus Salam International Centre for Theoretical Physics (ICTP)King's College LondonIstituto Nazionale di Fisica Nucleare, Sezione di TriesteIstituto Nazionale di Fisica Nucleare, Gruppo Collegato di UdineJohannes Gutenberg University MainzUniversité Savoie Mont BlancJagiellonian UniversityAGH University of KrakowUniversity of TorontoBrandeis UniversityNorthern Illinois UniversityIstanbul UniversityUniversity of GenevaRutherford Appleton LaboratoryUniversity of California, Santa CruzInstitute for High Energy PhysicsUniversity of PaviaIstituto Nazionale di Fisica Nucleare, Sezione di PaviaAlexandru Ioan Cuza UniversityConsejo Superior de Investigaciones CientíficasUniversidad de GranadaLIP - Laboratory of Instrumentation and Experimental Particle PhysicsInstituto de Física TeóricaUniversidad Autónoma de MadridAzerbaijan National Academy of SciencesMcGill UniversityDeutsches Elektronen-Synchrotron DESYUniversity of Rome Tor VergataIstituto Nazionale di Fisica Nucleare, Roma Tor VergataWeizmann Institute of ScienceLund UniversityColumbia UniversityIstituto Nazionale di Fisica Nucleare, Sezione di BolognaUniversity of VictoriaIstituto Nazionale di Fisica Nucleare, Laboratori Nazionali di FrascatiConsejo Nacional de Investigaciones Científicas y TécnicasInstituto de Física La PlataUniversidad Nacional de La PlataUniversity of EdinburghHoria Hulubei National Institute for R and D in Physics and Nuclear EngineeringNational Technical University of AthensNational Institute for Subatomic PhysicsUniversity of AmsterdamCzech Technical University in PragueInstitute of Physics, Academia SinicaIstituto Nazionale di Fisica Nucleare, Sezione di MilanoUniversity of SussexUniversity of BirminghamIstituto Nazionale di Fisica Nucleare, Sezione di NapoliUniversity of WashingtonUniversidade Federal do Rio de JaneiroUniversity of OxfordUniversity of MichiganUniversitat de ValènciaInstituto de Física CorpuscularUniversity of OsloUniversity of SheffieldCommissariat à l'Énergie Atomique et aux Énergies AlternativesUniversité Paris-SaclayCEA Paris-SaclayInstitut de Recherche sur les Lois Fondamentales de l'UniversThe University of Texas at AustinUniversity of BernStockholm UniversityUniversity of MilanNational and Kapodistrian University of AthensIstituto Nazionale di Fisica Nucleare, Sezione di PisaOklahoma State UniversityLawrence Berkeley National LaboratoryIstituto Nazionale di Fisica Nucleare, Sezione di Roma IHigh Energy Accelerator Research OrganizationHumboldt-Universität zu BerlinUniversidade Federal de Juiz de ForaDuke UniversityUniversity of LiverpoolInstitute of Particle PhysicsUniversité de MontréalUniversity of FreiburgLudwig-Maximilians-Universität MünchenSapienza University of RomeObayashi (Japan)Nagoya UniversityOtsuka (Japan)Ochanomizu UniversityThe University of TokyoHarvard UniversityUppsala UniversityMohamed I UniversityComenius University BratislavaUniversity of Cape TownUniversity of Illinois Urbana-ChampaignShandong UniversityUniversity of WuppertalNanjing UniversityTRIUMFAristotle University of ThessalonikiCarleton UniversityYale UniversityUniversity of BelgradeThe University of Texas at ArlingtonThe University of SydneyCharles UniversityHeidelberg UniversityUniversity of CambridgeInstitute of Nuclear Physics, Polish Academy of SciencesUniversity of PittsburghUniversity of BonnThe University of MelbourneIstituto Nazionale di Fisica Nucleare, Sezione di GenovaUniversity of GenoaUniversity College LondonMax Planck Institute for PhysicsUniversity of OregonSLAC National Accelerator LaboratoryPalacký University OlomoucUniversity of Science and Technology of ChinaChinese Academy of SciencesInstitute of High Energy PhysicsLancaster UniversityTU Dortmund UniversityRoma Tre UniversityIstituto Nazionale di Fisica Nucleare, Sezione di Roma TreAn-Najah National UniversityLaboratoire de Physique des 2 Infinis Irène Joliot-CurieUniversity of ManchesterUniversity of GlasgowUniversity of SiegenThe University of AdelaideBoğaziçi UniversityUniversité Paris CitéSorbonne UniversitéLaboratoire de Physique Nucléaire et de Hautes ÉnergiesTufts UniversityUniversity of FribourgUniversity of WarwickIstinye UniversityStony Brook UniversityUnited Arab Emirates UniversityUniversity of Hassan II CasablancaUniversity of ArizonaLaboratoire AstroParticule et CosmologieTechnische Universität DresdenSouthern Methodist UniversityQueen Mary University of LondonUniversity of WürzburgArgonne National LaboratoryUniversity of PisaGaziantep UniversityUniversity of BolognaUniversity of Wisconsin–MadisonUniversity of LouisvilleUniversité Clermont AuvergneLaboratoire de Physique de Clermont AuvergneThe Ohio State UniversityShanghai Jiao Tong UniversityFederico Santa María Technical UniversitySlovak Academy of SciencesInstitute of Experimental Physics of the Slovak Academy of SciencesUniversity of BergenSimon Fraser UniversityBoston UniversityMichigan State UniversityJustus-Liebig-Universität GießenUniversity of Chinese Academy of SciencesAnkara UniversityIndiana University BloomingtonUniversity of CopenhagenUniversity of IowaUniversity of CalabriaRadboud University NijmegenUniversity of JohannesburgUniversitat Autònoma de BarcelonaUniversity of MinhoUniversity of SalentoIstituto Nazionale di Fisica Nucleare, Sezione di LecceTbilisi State UniversityUniversity of PennsylvaniaCollaborative Innovation Center of Quantum MatterTsinghua UniversityChinese University of Hong KongNational Tsing Hua UniversityUniversity of the WitwatersrandFZU ‒ Institute of Physics of the Academy of Sciences of the Czech RepublicUniversity of LjubljanaJožef Stefan InstituteJožef Stefan International Postgraduate SchoolBen-Gurion University of the NegevUniversity of UdineInstitut polytechnique de GrenobleUniversité Grenoble AlpesUniversity of LisbonInstituto Politécnico de LisboaParthenope University of NaplesUniversity of British ColumbiaUniversity of TrentoFondazione Bruno KesslerIstituto Nazionale di Fisica Nucleare, Trento Institute for Fundamental Physics And ApplicationsUniversity of California, IrvineUniversidad de Buenos AiresFundación Ciencias Exactas y NaturalesYork UniversityUniversidade de São PauloUniversité Ibn-TofailNational Centre of Scientific Research "Demokritos"The University of Texas at DallasBorough of Manhattan Community CollegeCity University of New YorkUniversity of CoimbraUniversity of the Philippines DilimanUniversity of the AegeanFermi National Accelerator LaboratoryUniversity of ChicagoStanford UniversityInstitute of PhysicsUniversity of AlbertaCentro Ricerche Enrico FermiWest University of TimişoaraCalifornia State University SystemCalifornia State University, East BayInstitució Catalana de Recerca i Estudis AvançatsUniversity of New MexicoUniversity of TsukubaShinshu UniversityTokyo Institute of TechnologyIowa State UniversityKobe UniversityThe University of OsakaUniversitatea Națională de Știință și Tehnologie Politehnica BucureștiYeditepe UniversityWaseda UniversityIlia State UniversityUniversity of TarapacáKyushu UniversityUniversität InnsbruckKyoto UniversityUniversidad Andrés BelloHellenic Open UniversityKTH Royal Institute of TechnologyPeking UniversityHong Kong University of Science and TechnologyUniversity of Hong KongCity College of New YorkUniversity of LiègeCalifornia State University, SacramentoUniversidad Antonio NariñoTransylvania University of BrașovNational Institute for Research and Development of Isotopic and Molecular TechnologiesUniversidad Nacional de ColombiaLouisiana Tech UniversityBulgarian Academy of SciencesInstitute for Nuclear Research and Nuclear EnergyUniversity of SharjahUniversité Toulouse III - Paul SabatierUniversité Fédérale de Toulouse Midi-PyrénéesTOBB University of Economics and TechnologyUniversität HamburgKyoto University of EducationUniversity of La Serena

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

Les sujets associés

Particle physics theoretical and experimental studiesParticle Detector Development and PerformanceHigh-Energy Particle Collisions Research

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