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Identification of hadronic tau lepton decays using a deep neural networkopen access

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Tumasyan, A.Adam, W.Andrejkovic, J. W.Bergauer, T.Chatterjee, S.Dragicevic, M.Del Valle, A. EscalanteFruhwirth, R.Jeitler, M.Krammer, N.Lechner, L.Liko, D.Mikulec, IPaulitsch, P.Pitters, F. M.Schieck, J.Schofbeck, R.Schwarz, D.Templ, S.Waltenberger, W.Wulz, C-EChekhovsky, VLitomin, A.Makarenko, VDarwish, M. R.De Wolf, E. A.Janssen, T.Kello, T.Lelek, A.Sfar, H. RejebVan Mechelen, P.Van Putte, S.Van Remortel, N.Blekman, F.Bols, E. S.Delcourt, M.El Faham, H.Lowette, S.Moortgat, S.Morton, A.Muller, D.Sahasransu, A. R.Tavernier, S.Van Doninck, W.Van Mulders, P.Beghin, D.Bilin, B.Clerbaux, B.De Lentdecker, G.Favart, L.Grebenyuk, A.Kalsi, A. K.Lee, K.Mahdavikhorrami, M.Makarenko, IMoureaux, L.Petre, L.Popov, A.Postiau, N.Starling, E.Thomas, L.Vanden Bemden, M.Vander Velde, C.Vanlaer, P.Wezenbeek, L.Cornelis, T.Dobur, D.Knolle, J.Lambrecht, L.Mestdach, G.Niedziela, M.Roskas, C.Samalan, A.Skovpen, K.Tytgat, M.Vermassen, B.Vit, M.Benecke, A.Bethani, A.Bruno, G.Bury, F.Caputo, C.David, P.Delaere, C.Donertas, I. S.Giammanco, A.Jaffel, K.Jain, SaLemaitre, VMondal, K.Prisciandaro, J.Taliercio, A.Teklishyn, M.Tran, T. T.Vischia, P.Wertz, S.Alves, G. A.Hensel, C.Moraes, A.Alda Junior, W. L.Gallo Pereira, M. AlvesFerreira Filho, M. BarrosoMalbouisson, H. BrandaoCarvalho, W.Chinellato, J.Da Costa, E. M.Da Silveira, G. G.Damiao, D. De JesusDe Souza, S. FonsecaFigueiredo, D. MatosHerrera, C. MoraAmarilo, K. MotaMundim, L.Nogima, H.Teles, P. RebelloSantoro, A.Silva Do Amaral, S. M.Sznajder, A.Thiel, M.Da Silva De Araujo, F. TorresPereira, A. VilelaBernardes, C. A.Calligaris, L.Fernandez Perez Tomei, T. R.Gregores, E. M.Lemos, D. S.Mercadante, P. G.Novaes, S. F.Padula, Sandra S.Aleksandrov, A.Antchev, G.Hadjiiska, R.Iaydjiev, P.Misheva, M.Rodozov, M.Shopova, M.Sultanov, G.Dimitrov, A.Ivanov, T.Litov, L.Pavlov, B.Petkov, P.Petrov, A.Cheng, T.Javaid, T.Mittal, M.Yuan, L.Ahmad, M.Bauer, G.Dozen, C.Hu, Z.Martins, J.Wang, Y.Yi, K.Chapon, E.Chen, G. M.Chen, H. S.Chen, M.Iemmi, F.Kapoor, A.Leggat, D.Liao, H.Liu, Z-AMilosevic, VMonti, F.Sharma, R.Tao, J.Thomas-Wilsker, J.Wang, J.Zhang, H.Zhao, J.Agapitos, A.An, Y.Ban, Y.Chen, C.Levin, A.Li, Q.Lyu, X.Mao, Y.Qian, S. J.Wang, D.Wang, Q.Xiao, J.Lu, M.You, Z.Gao, X.Okawa, H.Lin, Z.Xiao, M.Avila, C.Cabrera, A.Florez, C.Fraga, J.Mejia Guisao, J.Ramirez, F.Ruiz Alvarez, J. D.Salazar Gonzalez, C. A.Giljanovic, D.Godinovic, N.Lelas, D.Puljak, IAntunovic, Z.Kovac, M.Sculac, T.Brigljevic, VFerencek, D.Majumder, D.Roguljic, M.Starodumov, A.Susa, T.Attikis, A.Christoforou, K.Erodotou, E.Ioannou, A.Kole, G.Kolosova, M.Konstantinou, S.Mousa, J.Nicolaou, C.Ptochos, F.Razis, P. A.Rykaczewski, H.Saka, H.Finger, M.Finger, M., Jr.Kveton, A.Ayala, E.Jarrin, E. CarreraKamel, A. EllithiSalama, E.Lotfy, A.Mahmoud, M. A.Bhowmik, S.Dewanjee, R. K.Ehataht, K.Kadastik, M.Nandan, S.Nielsen, C.Pata, J.Raidal, M.Tani, L.Veelken, C.Eerola, P.Forthomme, L.Kirschenmann, H.Osterberg, K.Voutilainen, M.Bharthuar, S.Brucken, E.Garcia, F.Havukainen, J.Kim, M. S.Kinnunen, R.Lampen, T.Lassila-Perini, K.Lehti, S.Linden, T.Lotti, M.Martikainen, L.Myllymaki, M.Ott, J.Siikonen, H.Tuominen, E.Tuominiemi, J.Luukka, P.Petrow, H.Tuuva, T.Amendola, C.Besancon, M.Couderc, F.Dejardin, M.Denegri, D.Faure, J. L.Ferri, F.Ganjour, S.Givernaud, A.Gras, P.de Monchenault, G. HamelJarry, P.Lenzi, B.Locci, E.Malcles, J.Rander, J.Rosowsky, A.Sahin, M. O.Savoy-Navarro, A.Titov, M.Yu, G. B.Ahuja, S.Beaudette, F.Bonanomi, M.Perraguin, A. BuchotBusson, P.Cappati, A.Charlot, C.Davignon, O.Diab, B.Falmagne, G.Ghosh, S.de Cassagnac, R. GranierHakimi, A.Kucher, IMotta, J.Nguyen, M.Ochando, C.Paganini, P.Rembser, J.Salerno, R.Sarkar, U.Sauvan, J. B.Sirois, Y.Tarabini, A.Zabi, A.Zghiche, A.Agram, J-LAndrea, J.Apparu, D.Bloch, D.Bourgatte, G.Brom, J-MChabert, E. C.Collard, C.Darej, D.Fontaine, J-CGoerlach, U.Grimault, C.Le Bihan, A-CNibigira, E.Van Hove, P.Asilar, E.Beauceron, S.Bernet, C.Boudoul, G.Camen, C.Carle, A.Chanon, N.Contardo, D.Depasse, P.El Mamouni, H.Fay, J.Gascon, S.Gouzevitch, M.Ille, B.Laktineh, I. B.Lattaud, H.Lesauvage, A.Lethuillier, M.Mirabito, L.Perries, S.Shchablo, K.Sordini, VTorterotot, L.Touquet, G.Vander Donckt, M.Viret, S.Adamov, G.Lomidze, ITsamalaidze, Z.Botta, VFeld, L.Klein, K.Lipinski, M.Meuser, D.Pauls, A.Roewert, N.Schulz, J.Teroerde, M.Dodonova, A.Eliseev, D.Erdmann, M.Fackeldey, P.Fischer, B.Ghosh, S.Hebbeker, T.Hoepfner, K.Ivone, F.Mastrolorenzo, L.Merschmeyer, M.Meyer, A.Mocellin, G.Mondal, S.Mukherjee, S.Noll, D.Novak, A.Pook, T.Pozdnyakov, A.Rath, Y.Reithler, H.Roemer, J.Schmidt, A.Schuler, S. C.Sharma, A.Vigilante, L.Wiedenbeck, S.Zaleski, S.Dziwok, C.Fluegge, G.Ahmad, W. HajHlushchenko, O.Kress, T.Nowack, A.Pistone, C.Pooth, O.Roy, D.Sert, H.Stahl, A.Ziemons, T.Zotz, A.Petersen, H. AarupMartin, M. AldayaAsmuss, P.Baxter, S.Bayatmakou, M.Behnke, O.Martinez, A. BermudezBhattacharya, S.Bin Anuar, A. A.Borras, K.Brunner, D.Campbell, A.Cardini, A.Cheng, C.Colombina, F.Rodriguez, S. ConsuegraSilva, G. CorreiaDanilov, VDe Silva, M.Didukh, L.Eckerlin, G.Eckstein, D.Banos, L. I. EstevezFilatov, O.Gallo, E.Geiser, A.Giraldi, A.Grohsjean, A.Guthoff, M.Jafari, A.Jomhari, N. Z.Jung, H.Kasem, A.Kasemann, M.Kaveh, H.Kleinwort, C.Kruecker, D.Lange, W.Lenz, T.Lidrych, J.Lipka, K.Lohmann, W.Mankel, R.Melzer-Pellmann, I-AMorentin, M. MendizabalMetwally, J.Meyer, A. B.Meyer, M.Mnich, J.Mussgiller, A.Otarid, Y.Adan, D. PerezPitzl, D.Raspereza, A.Lopes, B. RibeiroRubenach, J.Saggio, A.Saibel, A.Savitskyi, M.Scham, M.Scheurer, VSchuetze, P.Schwanenberger, C.Singh, A.Ricardo, R. E. SosaStafford, D.Tonon, N.Van De Klundert, M.Walsh, R.Walter, D.Wen, Y.Wichmann, K.Wiens, L.Wissing, C.Wuchterl, S.Aggleton, R.Albrecht, S.Bein, S.Benato, L.Connor, P.De Leo, K.Eich, M.Feindt, F.Froehlich, A.Garbers, C.Garutti, E.Gunnellini, P.Hajheidari, M.Haller, J.Hinzmann, A.Kasieczka, G.Klanner, R.Kogler, R.Kramer, T.Kutzner, VLange, J.Lange, T.Lobanov, A.Malara, A.Nigamova, A.Rodriguez, K. J. PenaRieger, O.Schleper, P.Schroeder, M.Schwandt, J.Sonneveld, J.Stadie, H.Steinbrueck, G.Tews, A.Zoi, IBechtel, J.Brommer, S.Burkart, M.Butz, E.Caspart, R.Chwalek, T.De Boer, W.Dierlamm, A.Droll, A.El Morabit, K.Faltermann, N.Giffels, M.Gosewisch, J. O.Gottmann, A.Hartmann, F.Heidecker, C.Husemann, U.Keicher, P.Koppenhoefer, R.Maier, S.Metzler, M.Mitra, S.Mueller, ThNeukum, M.Nuernberg, A.Quast, G.Rabbertz, K.Rauser, J.Savoiu, D.Schnepf, M.Seith, D.Shvetsov, ISimonis, H. J.Ulrich, R.Van der Linden, J.Von Cube, R. F.Wassmer, M.Weber, M.Wieland, S.Wolf, R.Wozniewski, S.Wunsch, S.Anagnostou, G.Daskalakis, G.Geralis, T.Kyriakis, A.Loukas, D.Stakia, A.Diamantopoulou, M.Karasavvas, D.Karathanasis, G.Kontaxakis, P.Koraka, C. K.Manousakis-Katsikakis, A.Panagiotou, A.Papavergou, ISaoulidou, N.Theofilatos, K.Tziaferi, E.Vellidis, K.Vourliotis, E.Bakas, G.Kousouris, K.Papakrivopoulos, ITsipolitis, G.Zacharopoulou, A.Adamidis, K.Bestintzanos, IEvangelou, IFoudas, C.Gianneios, P.Katsoulis, P.Kokkas, P.Manthos, N.Papadopoulos, IStrologas, J.Csanad, M.Farkas, K.Gadallah, M. M. A.Lokos, S.Major, P.Mandal, K.Mehta, A.Pasztor, G.Radl, A. J.Suranyi, O.Veres, G., IBartok, M.Bencze, G.Hajdu, C.Horvath, D.Sikler, F.Veszpremi, V.Czellar, S.Karancsi, J.Molnar, J.Szillasi, Z.Teyssier, D.Raics, P.Trocsanyi, Z. L.Ujvari, B.Csorgo, T.Nemes, F.Novak, T.Choudhury, S.Komaragiri, J. R.Kumar, D.Panwar, L.Tiwari, P. C.Bahinipati, S.Kar, C.Mal, P.Mishra, T.Bindhu, V. K. Muraleedharan NairNayak, A.Saha, P.Sur, N.Swain, S. K.Vats, D.Bansal, S.Beri, S. B.Bhatnagar, VChaudhary, G.Chauhan, S.Dhingra, N.Gupta, R.Kaur, A.Kaur, M.Kaur, S.Kumari, P.Meena, M.Sandeep, K.Singh, J. B.Virdi, A. K.Ahmed, A.Bhardwaj, A.Choudhary, B. C.Gola, M.Keshri, S.Kumar, A.Naimuddin, M.Priyanka, P.Ranjan, K.Shah, A.Bharti, M.Bhattacharya, R.Bhattacharya, S.Bhowmik, D.Dutta, S.Dutta, S.Gomber, B.Maity, M.Palit, P.Rout, P. K.Saha, G.Sahu, B.Sarkar, S.Sharan, M.Singh, B.Thakur, S.Behera, P. K.Behera, S. C.Kalbhor, P.Muhammad, A.Pradhan, R.Pujahari, P. R.Sharma, A.Sikdar, A. K.Dutta, D.Jha, VKumar, VMishra, D. K.Naskar, K.Netrakanti, P. K.Pant, L. M.Shukla, P.Aziz, T.Dugad, S.Kumar, M.Banerjee, S.Chudasama, R.Guchait, M.Karmakar, S.Kumar, S.Majumder, G.Mazumdar, K.Mukherjee, S.Alpana, K.Dube, S.Kansal, B.Laha, A.Pandey, S.Rane, A.Rastogi, A.Sharma, S.Bakhshiansohi, H.Khazaie, E.Zeinali, M.Chenarani, S.Etesami, S. M.Khakzad, M.Najafabadi, M. MohammadiGrunewald, M.Abbrescia, M.Aly, R.Aruta, C.Colaleo, A.Creanza, D.De Filippis, N.De Palma, M.Di Florio, A.Di Pilato, A.Elmetenawee, W.Fiore, L.Gelmi, A.Gul, M.Iaselli, G.Ince, M.Lezki, S.Maggi, G.Maggi, M.Margjeka, IMastrapasqua, VMerlin, J. A.My, S.Nuzzo, S.Pellecchia, A.Pompili, A.Pugliese, G.Ramos, D.Ranieri, A.Selvaggi, G.Silvestris, L.Simone, F. M.Venditti, R.Verwilligen, P.Abbiendi, G.Battilana, C.Bonacorsi, D.Borgonovi, L.Brigliadori, L.Campanini, R.Capiluppi, P.Castro, A.Cavallo, F. R.Cuffiani, M.Dallavalle, G. M.Diotalevi, T.Fabbri, F.Fanfani, A.Giacomelli, P.Giommi, L.Grandi, C.Guiducci, L.Lo Meo, S.Lunerti, L.Marcellini, S.Masetti, G.Navarria, F. L.Perrotta, A.Primavera, F.Rossi, A. M.Rovelli, T.Siroli, G. P.Albergo, S.Costa, S.Di Mattia, A.Potenza, R.Tricomi, A.Tuve, C.Barbagli, G.Cassese, A.Ceccarelli, R.Ciulli, VCivinini, C.Focardi, E.Latino, G.Lenzi, P.Lizzo, M.Meschini, M.Paoletti, S.Seidita, R.Sguazzoni, G.Viliani, L.Benussi, L.Bianco, S.Piccolo, D.Bozzo, M.Ferro, F.Mulargia, R.Robutti, E.Tosi, S.Benaglia, A.Boldrini, G.Brivio, F.Cetorelli, F.De Guio, F.Dinardo, M. E.Dini, P.Gennai, S.Ghezzi, A.Govoni, P.Guzzi, L.Lucchini, M. 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Issue Date
Jul-2022
Publisher
IOP Publishing Ltd
Keywords
Large detector systems for particle and astroparticle physics; Particle identification methods; Pattern recognition; cluster finding; calibration and fitting methods
Citation
JOURNAL OF INSTRUMENTATION, v.17, no.7
Indexed
SCIE
SCOPUS
Journal Title
JOURNAL OF INSTRUMENTATION
Volume
17
Number
7
URI
https://scholar.korea.ac.kr/handle/2021.sw.korea/146624
DOI
10.1088/1748-0221/17/07/P07023
ISSN
1748-0221
Abstract
A new algorithm is presented to discriminate reconstructed hadronic decays of tau leptons (tau(h)) that originate from genuine tau leptons in the CMS detector against tau(h) candidates that originate from quark or gluon jets, electrons, or muons. The algorithm inputs information from all reconstructed particles in the vicinity of a tau(h) candidate and employs a deep neural network with convolutional layers to efficiently process the inputs. This algorithm leads to a significantly improved performance compared with the previously used one. For example, the efficiency for a genuine tau(h) to pass the discriminator against jets increases by 10-30% for a given efficiency for quark and gluon jets. Furthermore, a more efficient tau(h) reconstruction is introduced that incorporates additional hadronic decay modes. The superior performance of the new algorithm to discriminate against jets, electrons, and muons and the improved tau(h) reconstruction method are validated with LHC proton-proton collision data at root s = 13 TeV.
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