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Lunerti, L and Marcellini, S and Masetti, G and Navarria, FL and Perrotta, A and Primavera, F and Rossi, AM and Rovelli, T and Siroli, GP and Albergo, S and Costa, S and Di Mattia, A and Potenza, R and Tricomi, A and Tuve, C and Barbagli, G and Cassese, A and Ceccarelli, R and Ciulli, V and Civinini, C and D'Alessandro, R and Focardi, E and Latino, G and Lenzi, P and Lizzo, M and Meschini, M and Paoletti, S and Seidita, R and Sguazzoni, G and Viliani, L and Benussi, L and Bianco, S and Piccolo, D and Bozzo, M and Ferro, F and Mulargia, R and Robutti, E and Tosi, S and Benaglia, A and Boldrini, G and Brivio, F and Cetorelli, F and De Guio, F and Dinardo, ME and Dini, P and Gennai, S and Ghezzi, A and Govoni, P and Guzzi, L and Lucchini, MT and Malberti, M and Malvezzi, S and Massironi, A and Menasce, D and Moroni, L and Paganoni, M and Pedrini, D and Pinolini, BS and Ragazzi, S and Redaelli, N and Tabarelli de Fatis, T and Valsecchi, D and Zuolo, D and Buontempo, S and Carnevali, F and Cavallo, N and De Iorio, A and Fabozzi, F and Iorio, AOM and Lista, L and Meola, S and Paolucci, P and Rossi, B and Sciacca, C and Azzi, P and Bacchetta, N and Bisello, D and Bortignon, P and Bragagnolo, A and Carlin, R and Checchia, P and Dorigo, T and Dosselli, U and Gasparini, F and Gasparini, U and Grosso, G and Hoh, SY and Layer, L and Lusiani, E and Margoni, M and Meneguzzo, AT and Pazzini, J and Presilla, M and Ronchese, P and Rossin, R and Simonetto, F and Strong, G and Tosi, M and Yarar, H and Zanetti, M and Zotto, P and Zucchetta, A and Zumerle, G and Aime, C and Braghieri, A and Calzaferri, S and Fiorina, D and Montagna, P and Ratti, SP and Re, V and Riccardi, C and Salvini, P and Vai, I and Vitulo, P and Asenov, P and Bilei, GM and Ciangottini, D and Fanò, L and Lariccia, P and Magherini, M and Mantovani, G and Mariani, V and Menichelli, M and Moscatelli, F and Piccinelli, A and Rossi, A and Santocchia, A and Spiga, D and Tedeschi, T and Azzurri, P and Bagliesi, G and Bertacchi, V and Bianchini, L and Boccali, T and Bossini, E and Castaldi, R and Ciocci, MA and D'Amante, V and Dell'Orso, R and Di Domenico, MR and Donato, S and Giassi, A and Ligabue, F and Manca, E and Mandorli, G and Messineo, A and Palla, F and Parolia, S and Ramirez-Sanchez, G and Rizzi, A and Rolandi, G and Roy Chowdhury, S and Scribano, A and Shafiei, N and Spagnolo, P and Tenchini, R and Tonelli, G and Turini, N and Venturi, A and Verdini, PG and Barria, P and Campana, M and Cavallari, F and Del Re, D and Di Marco, E and Diemoz, M and Longo, E and Meridiani, P and Organtini, G and Pandolfi, F and Paramatti, R and Quaranta, C and Rahatlou, S and Rovelli, C and Santanastasio, F and Soffi, L and Tramontano, R and Amapane, N and Arcidiacono, R and Argiro, S and Arneodo, M and Bartosik, N and Bellan, R and Bellora, A and Berenguer Antequera, J and Biino, C and Cartiglia, N and Cometti, S and Costa, M and Covarelli, R and Demaria, N and Kiani, B and Legger, F and Mariotti, C and Maselli, S and Migliore, E and Monteil, E and Monteno, M and Obertino, MM and Ortona, G and Pacher, L and Pastrone, N and Pelliccioni, M and Pinna Angioni, GL and Ruspa, M and Shchelina, K and Siviero, F and Sola, V and Solano, A and Soldi, D and Staiano, A and Tornago, M and Trocino, D and Vagnerini, A and Belforte, S and Candelise, V and Casarsa, M and Cossutti, F and Da Rold, A and Della Ricca, G and Sorrentino, G and Vazzoler, F and Dogra, S and Huh, C and Kim, B and Kim, DH and Kim, GN and Kim, J and Lee, J and Lee, SW and Moon, CS and Oh, YD and Pak, SI and Radburn-Smith, BC and Sekmen, S and Yang, YC and Kim, H and Moon, DH and Francois, B and Kim, TJ and Park, J and Cho, S and Choi, S and Go, Y and Hong, B and Lee, K and Lee, KS and Lim, J and Park, J and Park, SK and Yoo, J and Goh, J and Gurtu, A and Kim, HS and Kim, Y and Almond, J and Bhyun, JH and Choi, J and Jeon, S and Kim, J and Kim, JS and Ko, S and Kwon, H and Lee, H and Lee, S and Oh, BH and Oh, M and Oh, SB and Seo, H and Yang, UK and Yoon, I and Jang, W and Kang, DY and Kang, Y and Kim, S and Ko, B and Lee, JSH and Lee, Y and Park, IC and Roh, Y and Ryu, MS and Song, D and Watson, IJ and Yang, S and Ha, S and Yoo, HD and Choi, M and Lee, H and Lee, Y and Yu, I and Beyrouthy, T and Maghrbi, Y and Torims, T and Veckalns, V and Ambrozas, M and Carvalho Antunes De Oliveira, A and Juodagalvis, A and Rinkevicius, A and Tamulaitis, G and Bin Norjoharuddeen, N and Wan Abdullah, WAT and Yusli, MN and Zolkapli, Z and Benitez, JF and Castaneda Hernandez, A and León Coello, M and Murillo Quijada, JA and Sehrawat, A and Valencia Palomo, L and Ayala, G and Castilla-Valdez, H and De La Cruz-Burelo, E and Heredia-De La Cruz, I and Lopez-Fernandez, R and Mondragon Herrera, CA and Perez Navarro, DA and Sánchez Hernández, A and Carrillo Moreno, S and Oropeza Barrera, C and Vazquez Valencia, F and Pedraza, I and Salazar Ibarguen, HA and Uribe Estrada, C and Mijuskovic, J and Raicevic, N and Krofcheck, D and Butler, 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K and Osherson, M and Salur, S and Schnetzer, S and Somalwar, S and Stone, R and Thayil, SA and Thomas, S and Wang, H and Acharya, H and Delannoy, AG and Fiorendi, S and Spanier, S and Bouhali, O and Dalchenko, M and Delgado, A and Eusebi, R and Gilmore, J and Huang, T and Kamon, T and Kim, H and Luo, S and Malhotra, S and Mueller, R and Overton, D and Rathjens, D and Safonov, A and Akchurin, N and Damgov, J and Hegde, V and Kunori, S and Lamichhane, K and Lee, SW and Mengke, T and Muthumuni, S and Peltola, T and Volobouev, I and Wang, Z and Whitbeck, A and Appelt, E and Greene, S and Gurrola, A and Johns, W and Melo, A and Ni, H and Padeken, K and Romeo, F and Sheldon, P and Tuo, S and Velkovska, J and Arenton, MW and Cox, B and Cummings, G and Hakala, J and Hirosky, R and Joyce, M and Ledovskoy, A and Li, A and Neu, C and Perez Lara, CE and Tannenwald, B and White, S and Wolfe, E and Poudyal, N and Black, K and Bose, T and Caillol, C and Dasu, S and De Bruyn, I and Everaerts, P and Fienga, F and Galloni, C and He, H and Herndon, M and Hervé, A and Hussain, U and Lanaro, A and Loeliger, A and Loveless, R and Madhusudanan Sreekala, J and Mallampalli, A and Mohammadi, A and Pinna, D and Savin, A and Shang, V and Sharma, V and Smith, WH and Teague, D and Trembath-Reichert, S and Vetens, W and The CMS, collaboration (2022) Identification of hadronic tau lepton decays using a deep neural network. In: Journal of Instrumentation, 17 (7).
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Abstract
A new algorithm is presented to discriminate reconstructed hadronic decays of tau leptons (τ h) that originate from genuine tau leptons in the CMS detector against τ 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 τ 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 τ h to pass the discriminator against jets increases by 10-30% for a given efficiency for quark and gluon jets. Furthermore, a more efficient τ 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 τ h reconstruction method are validated with LHC proton-proton collision data at s = 13 TeV.
Item Type: | Journal Article |
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Publication: | Journal of Instrumentation |
Publisher: | Institute of Physics |
Additional Information: | The copyright for this article belongs to the Author(s). |
Keywords: | Charged particles; Deep neural networks; Efficiency; Multilayer neural networks, Astroparticle physics; Calibration method; Cluster finding; Detector systems; Fitting method; Hadronic decays; Large detector system for particle and astroparticle physic; Large detectors; Particle Identification Method; Quark jets, Pattern recognition |
Department/Centre: | Division of Physical & Mathematical Sciences > Centre for High Energy Physics Division of Physical & Mathematical Sciences > Physics |
Date Deposited: | 19 Sep 2022 09:20 |
Last Modified: | 19 Sep 2022 09:20 |
URI: | https://eprints.iisc.ac.in/id/eprint/76603 |
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