Journal article
Separation of track- and shower-like energy deposits in ProtoDUNE-SP using a convolutional neural network
2022
Abstract
Liquid argon time projection chamber detector technology provides high spatial and calorimetric resolutions on the charged particles traversing liquid argon. As a result, the technology has been used in a number of recent neutrino experiments, and is the technology of choice for the Deep Underground Neutrino Experiment (DUNE). In order to perform high precision measurements of neutrinos in the detector, final state particles need to be effectively identified, and their energy accurately reconstructed. This article proposes an algorithm based on a convolutional neural network to perform the classification of energy deposits and reconstructed particles as track-like or arising from electromagnetic cascades. Results from testing the algorithm on experimental data from ProtoDUNE-SP, a prototype of the DUNE far detector, are presented. The network identifies track- and shower-like particles, as well as Michel electrons, with high efficiency. The performance of the algorithm is consistent between experimental data and simulation.
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- Title
- Separation of track- and shower-like energy deposits in ProtoDUNE-SP using a convolutional neural network
- Creators
- A Abed AbudB AbiR AcciarriM. A AceroM. R AdamesG AdamovM AdamowskiD AdamsM AdinolfiA AduszkiewiczJ AguilarZ AhmadJ AhmedB AimardB Ali-MohammadzadehT AlionK AllisonS Alonso MonsalveM AlRashedC AltA AltonR AlvarezP AmedoJ AndersonC AndreopoulosM AndreottiM AndrewsF AndrianalaS AndringaN AnfimovA AnkowskiM AntoniassiM AntonovaA AntoshkinS AntuschA Aranda-FernandezL ArellanoL. O ArnoldM. A ArroyaveJ AsaadiL AsquithA AurisanoV AushevD AutieroV Ayala LaraM Ayala-TorresF AzfarM BabiczA BackH BackJ. J BackC BackhouseI BagaturiaL BagbyN BalashovS BalasubramanianP BaldiB BallerB BambahF BaraoG BarenboimG BarkerW BarkhouseC BarnesG BarrJ Barranco MonarcaA BarrosN BarrosJ. L BarrowA Basharina-FreshvilleA BashyalV BasqueC BatchelorE Batista das ChagasJ BattatF BattistiF BayM. C. Q BazettoJ Bazo AlbaJ. F BeacomE BechetoilleB BeheraC BeigbederL BellantoniG BellettiniV BelliniO BeltramelloN BenekosC Benitez MontielF Bento NevesJ BergerS BerkmanP BernardiniR. M BernerA BersaniS BertolucciM BetancourtA Betancur RodríguezA BevanY BezawadaT. S BezerraA BhardwajV BhatnagarM BhattacharjeeD BhattaraiS BhullerB BhuyanS BiagiJ BianM BiassoniK BieryB BilkiM BishaiA BitadzeA BlakeF BlaszczykG BlazeyE BlucherJ BoissevainS BolognesiT BoltonL BombenM BonesiniM BongrandC Bonilla-DiazF BoniniA BoothF BoranS BordoniA BorkumN BostanP BourC BourgeoisD BoydenJ BracinikD BragaD BrailsfordA BrancaA BrandtJ BremerD BretonC BrewS. J BriceC BrizzolariC BrombergJ BrookeA BrossG BrunettiM BrunettiN BuchananH BuddI ButorovI CagnoliT CaiD CaiuloR CalabreseP CalafiuraJ CalcuttM CalinS CalvezE CalvoA CaminataM CampanelliD CaratelliD CarberJ CarcellerG CariniB CarlusM. F CarneiroP CarnitiI Caro TerrazasH CarranzaT CarrollJ. F Castaño ForeroA CastilloC CastromonteE Catano-MurC CattadoriF CavalierG CavallaroF CavannaS CentroG CeratiA CervelliA Cervera VillanuevaM ChalifourA ChappellE ChardonnetN CharitonidisA ChatterjeeS ChattopadhyayM Chavarry NeyraH ChenM ChenY ChenZ ChenZ Chen-WishartY CheonD CherdackC ChiS ChildressR ChircoA ChiriacescuG ChisnallK ChoS ChoateD ChokheliP. S ChongA ChristensenD ChristianG ChristodoulouA ChukanovM ChungE ChurchV CiceroP ClarkeG ClineT. E CoanA. G CoccoJ CoelhoN ColtonE ConleyR ConleyJ ConradM ConveryS CopelloP CovaL CremaldiL CremonesiJ. I Crespo-AnadónM CrislerE CristaldoJ CrnkovicR CrossA CuddC CuestaY CuiD CussansO DalagerH Da MottaL Da Silva PeresC DavidQ DavidG. S DaviesS DaviniJ DawsonK DeS DeP DebbinsI De BonisM DecowskiA De GouveaP. C De HolandaI. L De Icaza AstizA DeistingP De JongA DelbartD DelepineM DelgadoA Dell’AcquaN DelmonteP De LurgioJ. R De Mello NetoD. M DeMuthS DennisC DenshamG. W DeptuchA De RoeckV De RomeriG De SouzaR DeviR DharmapalanM DiasF DiazJ DiazS Di DomizioL Di GiulioP DingL Di NotoG DirkxC DistefanoR DiurbaM DiwanZ DjurcicD DoeringS DolanF DolekM DolinskiL DomineY DononD DouglasD DouilletA DragoneG DrakeF DrielsmaL DuarteD DuchesneauK DuffyP DunneB DuttaH DuyangO DvornikovD DwyerA DyshkantM EadsA EarleD EdmundsJ EischL EmbergerS EmeryP EnglezosA EreditatoT ErjavecC EscobarG EurinJ. J EvansE EwartA. C EzeribeK FaheyA FalconeM Fani’C FarneseY FarzanD FedoseevJ FelixY FengE Fernandez-MartinezP Fernandez MenendezM Fernandez MoralesF FerraroL FieldsP FilipF FilthautM FioriniV FischerR. S FitzpatrickW FlanaganB FlemingR FlightS FogartyW ForemanJ FowlerW FoxJ FrancK FrancisD FrancoJ FreemanJ FreestoneJ FriedA FriedlandF Fuentes RobayoS FuessI. K FuricK FurmanA. P FurmanskiA GabrielliA GagoH GallagherA GallasA Gallego-RosN GalliceV GalymovE GamberiniT GambleF GanacimR GandhiR GandrajulaF GaoS GaoD Garcia-GamezM. 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A Martinez CaicedoP Martínez MiravéS MartynenkoV MascagnaK MasonA MastbaumF MatichardS MatsunoJ MatthewsC MaugerN MauriK MavrokoridisI MawbyR MazzaA MazzacaneE MazzucatoT McAskillE McCluskeyN McConkeyK. S McFarlandC McGrewA McNabA MefodievP MehtaP MelasO MenaH MendezP MendezD. P MéndezA MenegolliG MengM MessierW MetcalfT MettlerM MewesH MeyerT MiaoG MichnaT MiedemaVeera MikolaR MilincicG MillerW MillerJ MillsO MineevA MinottiO. G MirandaS MiryalaC MishraS MishraA MislivecM MitchellD MladenovI MocioiuK MoffatN MoggiR MohantaT. A MohayaiN MokhovJ. A MolinaL Molina BuenoE MontagnaA MontanariC MontanariD MontanariL. M Montano ZetinaS MoonM MooneyA. F MoorD MorenoD MorettiC MorrisC MosseyM MoteE MotukC. A MouraJ MousseauG MousterW MuL MualemJ MuellerM MuetherS MufsonF MuheimA MuirM MulhearnD MunfordH MuramatsuS MurphyJ MusserJ NachtmanS NaguM NalbandyanR NandakumarD NaplesS NaritaA NathA Navrer-AgassonN NayakM Nebot-GuinotK NegishiJ. 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G SuarezJ Suárez SunciónR SulejH SullivanD SummersA SurdoV SusicL SuterC SuteraR SvobodaB SzczerbinskaA. M SzelcH TanakaS TangA TapiaB Tapia OreguiA TapperS TariqE TarparaN TataE TatarR TayloeA TekluP TennessenM TentiK TeraoC. A TernesF TerranovaG TesteraT ThakoreA TheaJ. L ThompsonC ThornS TimmV TishchenkoL TomassettiA TonazzoD TorbunovM TortiM TortolaF TortoriciN TosiD TotaniM ToupsC TouramanisR TravagliniJ TrevorS TrilovW. H TrzaskaY TsaiZ TsamalaidzeK TsangN TsveravaS TufanliC TullE TyleyM TzanovL UboldiM. A UchidaJ UrheimT UsherS UzunyanM. R VaginsP VahleS ValderG. A ValdiviessoE ValenciaR ValentimZ VallariE VallazzaJ. W ValleS VallecorsaR Van BergR. G Van de WaterD Vanegas ForeroD VanneromF VaraniniD VargasG VarnerJ VaselS VasinaG VasseurN VaughanK VaziriS VenturaA VerdugoS VerganiM. A VermeulenM VerzocchiM VicenziH Vieira de SouzaC VignoliC VilelaB VirenT VrbaT WachalaA. V WaldronM WallbankC WallisH WangJ WangL WangM. H WangX WangY WangK WarburtonD WarnerM WasckoD WatersA WatsonK WawrowskaP WeatherlyA WeberM WeberH WeiA WeinsteinD WenmanM WetsteinA WhiteL. H WhiteheadD WhittingtonM. J WilkingA WilkinsonC WilkinsonZ WilliamsF WilsonR. J WilsonW WisniewskiJ WolcottT WongjiradA WoodK WoodE WorcesterM WorcesterK WresiloC WretW WuY XiaoF XieB YaeggyE YandelG YangK YangT YangA YankelevichN YershovK YoneharaY YoonT YoungB YuH YuJ YuY YuW YuanR ZakiJ ZalesakL ZambelliB ZamoranoA ZaniL ZazuetaG ZellerJ ZennamoK ZeugC ZhangS ZhangY ZhangM ZhaoE ZhivunG ZhuE. D ZimmermanS ZucchelliJ ZuklinV ZutshiR Zwaska
- Publisher
- Springer
- Resource Type
- Journal article
- Language
- English
- Academic Unit
- Physics; Malacology
- Identifiers
- 991021906084404721