A new calibration method for charm jet identification validated with proton-proton collision events at √s = 13 TeV
Articolo
Data di Pubblicazione:
2022
Abstract:
Many measurements at the LHC require efficient identification of heavy-flavour jets, i.e. jets originating from bottom (b) or charm (c) quarks. An overview of the algorithms used to identify c jets is described and a novel method to calibrate them is presented. This new method adjusts the entire distributions of the outputs obtained when the algorithms are applied to jets of different flavours. It is based on an iterative approach exploiting three distinct control regions that are enriched with either b jets, c jets, or light-flavour and gluon jets. Results are presented in the form of correction factors evaluated using proton-proton collision data with an integrated luminosity of 41.5 fb(-1) at root s = 13 TeV, collected by the CMS experiment in 2017. The closure of the method is tested by applying the measured correction factors on simulated data sets and checking the agreement between the adjusted simulation and collision data. Furthermore, a validation is performed by testing the method on pseudodata, which emulate various mismodelling conditions. The calibrated results enable the use of the full distributions of heavy-flavour identification algorithm outputs, e.g. as inputs to machine-learning models. Thus, they are expected to increase the sensitivity of future physics analyses.
Tipologia CRIS:
03A-Articolo su Rivista
Keywords:
Large detector-systems performance; Pattern recognition; cluster finding; calibration and fitting methods
Elenco autori:
Tumasyan, Armen; Adam, Wolfgang; Andrejkovic, Janik Walter; Bergauer, Thomas; Chatterjee, Suman; Dragicevic, Marko; Escalante Del Valle, Alberto; Fruehwirth, Rudolf; Jeitler, Manfred; Krammer, Natascha; Lechner, Lukas; Liko, Dietrich; Mikulec, Ivan; Paulitsch, Peter; Pitters, Florian Michael; Schieck, Jochen; Schöfbeck, Robert; Spanring, Markus; Templ, Sebastian; Waltenberger, Wolfgang; Wulz, Claudia-Elisabeth; Chekhovsky, Vladimir; Litomin, Aliaksandr; Makarenko, Vladimir; Darwish, Mohamed Rashad; De Wolf, Eddi A.; Janssen, Tahys; Kello, Tomas; Lelek, Aleksandra; Rejeb Sfar, Haifa; Van Mechelen, Pierre; Van Putte, Senne; Van Remortel, Nick; Blekman, Freya; Bols, Emil Sørensen; D'Hondt, Jorgen; De Clercq, Jarne; Delcourt, Martin; El Faham, Hesham; Lowette, Steven; Moortgat, Seth; Morton, Alexander; Müller, Denise; Sahasransu, Abanti Ranadhir; Tavernier, Stefaan; Van Doninck, Walter; Van Mulders, Petra; Beghin, Diego; Bilin, Bugra; Clerbaux, Barbara; De Lentdecker, Gilles; Favart, Laurent; Grebenyuk, Anastasia; Kalsi, Amandeep Kaur; Lee, Kyeongpil; Mahdavikhorrami, Mostafa; Makarenko, Inna; Moureaux, Louis; Pétré, Laurent; Popov, Andrey; Postiau, Nicolas; Starling, Elizabeth; Thomas, Laurent; Vanden Bemden, Max; Vander Velde, Catherine; Vanlaer, Pascal; Vannerom, David; Wezenbeek, Liam; Cornelis, Tom; Dobur, Didar; Knolle, Joscha; Lambrecht, Luka; Mestdach, Gianny; Niedziela, Marek; Roskas, Christos; Samalan, Amrutha; Skovpen, Kirill; Tytgat, Michael; Verbeke, Willem; Vermassen, Basile; Vit, Martina; Bethani, Agni; Bruno, Giacomo; Bury, Florian Joel J; Caputo, Claudio; David, Pieter; Delaere, Christophe; Donertas, Izzeddin Suat; Giammanco, Andrea; Jaffel, Khawla; Jain, Sandhya; Lemaitre, Vincent; Mondal, Kuntal; Prisciandaro, Jessica; Taliercio, Angela; Teklishyn, Maksym; Tran, Tu Thong; Vischia, Pietro; Wertz, Sébastien; Alves, Gilvan; Hensel, Carsten; Moraes, Arthur; Aldá Júnior, Walter Luiz; Alves Gallo Pereira, Miguel; Barroso Ferreira Filho, Mapse; Brandao Malbouisson, Helena; Carvalho, Wagner; Chinellato, Jose; Da Costa, Eliza Melo; Da Silveira, Gustavo Gil; De Jesus Damiao, Dilson; Fonseca De Souza, Sandro; Matos Figueiredo, Diego; Mora Herrera, Clemencia; Mota Amarilo, Kevin; Mundim, Luiz; Nogima, Helio; Rebello Teles, Patricia; Santoro, Alberto; Silva Do Amaral, Sheila Mara; Sznajder, Andre; Thiel, Mauricio; Torres Da Silva De Araujo, Felipe; Vilela Pereira, Antonio; Bernardes, Cesar Augusto; Calligaris, Luigi; Tomei, Thiago; De Moraes Gregores, Eduardo; De Souza Lemos, Dener; Mercadante, Pedro G.; Novaes, Sergio F.; Padula, Sandra; Aleksandrov, Aleksandar; Antchev, Georgy; Hadjiiska, Roumyana; Iaydjiev, Plamen; Misheva, Milena; Rodozov, Mircho; Shopova, Mariana; Sultanov, Georgi; Dimitrov, Anton; Ivanov, Todor; Litov, Leander; Pavlov, Borislav; Petkov, Peicho; Petrov, Anton; Cheng, Tongguang; Guo, Qianying; Javaid, Tahir; Mittal, Monika; Wang, Hanwen; Yuan, Li; Ahmad, Muhammad; Bauer, Gerry; Dozen, Candan; Hu, Zhen; Martins, Jordan; Wang, Yi; Yi, Kai; Chapon, Emilien; Chen, Guo-Ming; Chen, He-Sheng; Chen, Mingshui; Iemmi, Fabio; Kapoor, Anshul; Leggat, Duncan; Liao, Hongbo; Liu, Zhenan; Milosevic, Vukasin; Monti, Fabio; Sharma, Ramkrishna; Tao, Junquan; Thomas-Wilsker, Joshuha; Wang, Jin; Zhang, Huaqiao; Zhang, Sijing; Zhao, Jingzhou; Agapitos, Antonis; An, Ying; Ban, Yong; Chen, Cheng; Levin, Andrew; Li, Qiang; Lyu, Xudong; Mao, Yajun; Qian, Si-Jin; Wang, Dayong; Wang, Qun; Xiao, Jie; Lu, Meng; You, Zhengyun; Gao, Xuyang; Okawa, Hideki; Lin, Zhen; Xiao, Meng; Avila, Carlos; Cabrera, Andrés; Florez, Carlos; Fraga, Jorge; Sarkar, Amal; Segura Delgado, Manuel Alejandro; Mejia Guisao, Jhovanny; Ramirez, Felipe; Ruiz Alvarez, José David; Salazar González, Camilo Andrés; Giljanovic, Duje; Godinovic, Nikola; Lelas, Damir; Puljak, Ivica; Antunovic, Zeljko; Kovac, Marko; Sculac, Toni; Brigljevic, Vuko; Ferencek, Dinko; Majumder, Devdatta; Roguljic, Matej; Starodumov, Andrei; S
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