A new calibration method for charm jet identification validated with proton-proton collision events at vs = 13TeV

Tumasyan, A.; Brochero Cifuentes, Javier Andrés|||0000-0003-2093-7856; Cabrillo Bartolomé, José Iban|||0000-0002-0367-4022; Calderón Tazón, Alicia|||0000-0002-7205-2040; Duarte Campderros, Jorge|||0000-0003-0687-5214; Fernández García, Marcos|||0000-0002-4824-1087; Fernández Madrazo, Celia|||0000-0001-9748-4336; Fernández Manteca, Pedro José|||0000-0003-2566-7496; García Alonso, Andrea; Gómez Gramuglio, Gervasio|||0000-0002-1077-6553; Martínez Rivero, Celso; Martínez Ruiz del Árbol, Pablo|||0000-0002-7737-5121; Matorras Weinig, Francisco|||0000-0003-4295-5668; Matorras Cuevas, Pablo|||0000-0001-7481-7273; Piedra Gómez, Jonatan|||0000-0002-9157-1700; Prieëls, Cedric; Rodrigo Anoro, Teresa; Ruiz Jimeno, Alberto|||0000-0002-3639-0368; Scodellaro, Luca|||0000-0002-4974-8330; Vila Álvarez, Iván|||0000-0002-6797-7209; Vizán García, Jesús Manuel|||0000-0002-6823-8854

A new calibration method for charm jet identification validated with proton-proton collision events at vs = 13TeV

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 dis...

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Detalles Bibliográficos
Autores:	Tumasyan, A., Brochero Cifuentes, Javier Andrés\|\|\|0000-0003-2093-7856, Cabrillo Bartolomé, José Iban\|\|\|0000-0002-0367-4022, Calderón Tazón, Alicia\|\|\|0000-0002-7205-2040, Duarte Campderros, Jorge\|\|\|0000-0003-0687-5214, Fernández García, Marcos\|\|\|0000-0002-4824-1087, Fernández Madrazo, Celia\|\|\|0000-0001-9748-4336, Fernández Manteca, Pedro José\|\|\|0000-0003-2566-7496, García Alonso, Andrea, Gómez Gramuglio, Gervasio\|\|\|0000-0002-1077-6553, Martínez Rivero, Celso, Martínez Ruiz del Árbol, Pablo\|\|\|0000-0002-7737-5121, Matorras Weinig, Francisco\|\|\|0000-0003-4295-5668, Matorras Cuevas, Pablo\|\|\|0000-0001-7481-7273, Piedra Gómez, Jonatan\|\|\|0000-0002-9157-1700, Prieëls, Cedric, Rodrigo Anoro, Teresa, Ruiz Jimeno, Alberto\|\|\|0000-0002-3639-0368, Scodellaro, Luca\|\|\|0000-0002-4974-8330, Vila Álvarez, Iván\|\|\|0000-0002-6797-7209, Vizán García, Jesús Manuel\|\|\|0000-0002-6823-8854
Tipo de recurso:	artículo
Fecha de publicación:	2022
País:	España
Institución:	Universidad de Cantabria (UC)
Repositorio:	UCrea Repositorio Abierto de la Universidad de Cantabria
Idioma:	inglés
OAI Identifier:	oai:repositorio.unican.es:10902/28626
Acceso en línea:	https://hdl.handle.net/10902/28626
Access Level:	acceso abierto
Palabra clave:	Large detector-systems performance Pattern recognition Cluster finding Calibration and fitting methods

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oai_identifier_str	oai:repositorio.unican.es:10902/28626
network_acronym_str	ES
network_name_str	España
repository_id_str
spelling	A new calibration method for charm jet identification validated with proton-proton collision events at vs = 13TeVTumasyan, A.Brochero Cifuentes, Javier Andrés\|\|\|0000-0003-2093-7856 Cabrillo Bartolomé, José Iban\|\|\|0000-0002-0367-4022Calderón Tazón, Alicia\|\|\|0000-0002-7205-2040Duarte Campderros, Jorge\|\|\|0000-0003-0687-5214Fernández García, Marcos\|\|\|0000-0002-4824-1087Fernández Madrazo, Celia\|\|\|0000-0001-9748-4336Fernández Manteca, Pedro José\|\|\|0000-0003-2566-7496García Alonso, AndreaGómez Gramuglio, Gervasio\|\|\|0000-0002-1077-6553Martínez Rivero, CelsoMartínez Ruiz del Árbol, Pablo\|\|\|0000-0002-7737-5121Matorras Weinig, Francisco\|\|\|0000-0003-4295-5668Matorras Cuevas, Pablo\|\|\|0000-0001-7481-7273Piedra Gómez, Jonatan\|\|\|0000-0002-9157-1700Prieëls, CedricRodrigo Anoro, TeresaRuiz Jimeno, Alberto\|\|\|0000-0002-3639-0368Scodellaro, Luca\|\|\|0000-0002-4974-8330Vila Álvarez, Iván\|\|\|0000-0002-6797-7209Vizán García, Jesús Manuel\|\|\|0000-0002-6823-8854Large detector-systems performancePattern recognitionCluster findingCalibration and fitting methodsMany 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 ?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.Universidad de Cantabria20222022-01-01journal articlehttp://purl.org/coar/resource_type/c_6501NAhttp://purl.org/coar/version/c_be7fb7dd8ff6fe43info:eu-repo/semantics/articlehttps://hdl.handle.net/10902/28626Journal of Instrumentation, 2022, 17, P03014reponame:UCrea Repositorio Abierto de la Universidad de Cantabriainstname:Universidad de Cantabria (UC)Inglésengopen accesshttp://purl.org/coar/access_right/c_abf2Attribution 4.0 Internationalhttp://creativecommons.org/licenses/by/4.0/info:eu-repo/semantics/openAccessoai:repositorio.unican.es:10902/286262026-06-02T12:39:31Z
dc.title.none.fl_str_mv	A new calibration method for charm jet identification validated with proton-proton collision events at vs = 13TeV
title	A new calibration method for charm jet identification validated with proton-proton collision events at vs = 13TeV
spellingShingle	A new calibration method for charm jet identification validated with proton-proton collision events at vs = 13TeV Tumasyan, A. Large detector-systems performance Pattern recognition Cluster finding Calibration and fitting methods
title_short	A new calibration method for charm jet identification validated with proton-proton collision events at vs = 13TeV
title_full	A new calibration method for charm jet identification validated with proton-proton collision events at vs = 13TeV
title_fullStr	A new calibration method for charm jet identification validated with proton-proton collision events at vs = 13TeV
title_full_unstemmed	A new calibration method for charm jet identification validated with proton-proton collision events at vs = 13TeV
title_sort	A new calibration method for charm jet identification validated with proton-proton collision events at vs = 13TeV
dc.creator.none.fl_str_mv	Tumasyan, A. Brochero Cifuentes, Javier Andrés\|\|\|0000-0003-2093-7856 Cabrillo Bartolomé, José Iban\|\|\|0000-0002-0367-4022 Calderón Tazón, Alicia\|\|\|0000-0002-7205-2040 Duarte Campderros, Jorge\|\|\|0000-0003-0687-5214 Fernández García, Marcos\|\|\|0000-0002-4824-1087 Fernández Madrazo, Celia\|\|\|0000-0001-9748-4336 Fernández Manteca, Pedro José\|\|\|0000-0003-2566-7496 García Alonso, Andrea Gómez Gramuglio, Gervasio\|\|\|0000-0002-1077-6553 Martínez Rivero, Celso Martínez Ruiz del Árbol, Pablo\|\|\|0000-0002-7737-5121 Matorras Weinig, Francisco\|\|\|0000-0003-4295-5668 Matorras Cuevas, Pablo\|\|\|0000-0001-7481-7273 Piedra Gómez, Jonatan\|\|\|0000-0002-9157-1700 Prieëls, Cedric Rodrigo Anoro, Teresa Ruiz Jimeno, Alberto\|\|\|0000-0002-3639-0368 Scodellaro, Luca\|\|\|0000-0002-4974-8330 Vila Álvarez, Iván\|\|\|0000-0002-6797-7209 Vizán García, Jesús Manuel\|\|\|0000-0002-6823-8854
author	Tumasyan, A.
author_facet	Tumasyan, A. Brochero Cifuentes, Javier Andrés\|\|\|0000-0003-2093-7856 Cabrillo Bartolomé, José Iban\|\|\|0000-0002-0367-4022 Calderón Tazón, Alicia\|\|\|0000-0002-7205-2040 Duarte Campderros, Jorge\|\|\|0000-0003-0687-5214 Fernández García, Marcos\|\|\|0000-0002-4824-1087 Fernández Madrazo, Celia\|\|\|0000-0001-9748-4336 Fernández Manteca, Pedro José\|\|\|0000-0003-2566-7496 García Alonso, Andrea Gómez Gramuglio, Gervasio\|\|\|0000-0002-1077-6553 Martínez Rivero, Celso Martínez Ruiz del Árbol, Pablo\|\|\|0000-0002-7737-5121 Matorras Weinig, Francisco\|\|\|0000-0003-4295-5668 Matorras Cuevas, Pablo\|\|\|0000-0001-7481-7273 Piedra Gómez, Jonatan\|\|\|0000-0002-9157-1700 Prieëls, Cedric Rodrigo Anoro, Teresa Ruiz Jimeno, Alberto\|\|\|0000-0002-3639-0368 Scodellaro, Luca\|\|\|0000-0002-4974-8330 Vila Álvarez, Iván\|\|\|0000-0002-6797-7209 Vizán García, Jesús Manuel\|\|\|0000-0002-6823-8854
author_role	author
author2	Brochero Cifuentes, Javier Andrés\|\|\|0000-0003-2093-7856 Cabrillo Bartolomé, José Iban\|\|\|0000-0002-0367-4022 Calderón Tazón, Alicia\|\|\|0000-0002-7205-2040 Duarte Campderros, Jorge\|\|\|0000-0003-0687-5214 Fernández García, Marcos\|\|\|0000-0002-4824-1087 Fernández Madrazo, Celia\|\|\|0000-0001-9748-4336 Fernández Manteca, Pedro José\|\|\|0000-0003-2566-7496 García Alonso, Andrea Gómez Gramuglio, Gervasio\|\|\|0000-0002-1077-6553 Martínez Rivero, Celso Martínez Ruiz del Árbol, Pablo\|\|\|0000-0002-7737-5121 Matorras Weinig, Francisco\|\|\|0000-0003-4295-5668 Matorras Cuevas, Pablo\|\|\|0000-0001-7481-7273 Piedra Gómez, Jonatan\|\|\|0000-0002-9157-1700 Prieëls, Cedric Rodrigo Anoro, Teresa Ruiz Jimeno, Alberto\|\|\|0000-0002-3639-0368 Scodellaro, Luca\|\|\|0000-0002-4974-8330 Vila Álvarez, Iván\|\|\|0000-0002-6797-7209 Vizán García, Jesús Manuel\|\|\|0000-0002-6823-8854
author2_role	author author author author author author author author author author author author author author author author author author author author
dc.contributor.none.fl_str_mv	Universidad de Cantabria
dc.subject.none.fl_str_mv	Large detector-systems performance Pattern recognition Cluster finding Calibration and fitting methods
topic	Large detector-systems performance Pattern recognition Cluster finding Calibration and fitting methods
description	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 ?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.
publishDate	2022
dc.date.none.fl_str_mv	2022 2022-01-01
dc.type.none.fl_str_mv	journal article http://purl.org/coar/resource_type/c_6501 NA http://purl.org/coar/version/c_be7fb7dd8ff6fe43
dc.type.openaire.fl_str_mv	info:eu-repo/semantics/article
format	article
dc.identifier.none.fl_str_mv	https://hdl.handle.net/10902/28626
url	https://hdl.handle.net/10902/28626
dc.language.none.fl_str_mv	Inglés eng
language_invalid_str_mv	Inglés
language	eng
dc.rights.none.fl_str_mv	open access http://purl.org/coar/access_right/c_abf2 Attribution 4.0 International http://creativecommons.org/licenses/by/4.0/
dc.rights.openaire.fl_str_mv	info:eu-repo/semantics/openAccess
rights_invalid_str_mv	open access http://purl.org/coar/access_right/c_abf2 Attribution 4.0 International http://creativecommons.org/licenses/by/4.0/
eu_rights_str_mv	openAccess
dc.source.none.fl_str_mv	Journal of Instrumentation, 2022, 17, P03014 reponame:UCrea Repositorio Abierto de la Universidad de Cantabria instname:Universidad de Cantabria (UC)
instname_str	Universidad de Cantabria (UC)
reponame_str	UCrea Repositorio Abierto de la Universidad de Cantabria
collection	UCrea Repositorio Abierto de la Universidad de Cantabria
repository.name.fl_str_mv
repository.mail.fl_str_mv
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score	15.301603

A new calibration method for charm jet identification validated with proton-proton collision events at vs = 13TeV

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