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

dc.contributor.authorYetkin, Elif Aslı
dc.date.accessioned2022-11-01T14:28:11Z
dc.date.available2022-11-01T14:28:11Z
dc.date.issued2022-03-01
dc.departmentFakülteler, Mühendislik ve Doğa Bilimleri Fakültesi, Enerji Sistemleri Mühendisliği Bölümüen_US
dc.description.abstractAbstract: 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. © 2022 CERN for the benefit of the CMS collaborationen_US
dc.fullTextLevelFull Texten_US
dc.identifier.doi10.1088/1748-0221/17/03/P03014
dc.identifier.issn1748-0221
dc.identifier.scopus2-s2.0-85127541495en_US
dc.identifier.urihttps://hdl.handle.net/11411/4631
dc.identifier.urihttps://doi.org/10.1088/1748-0221/17/03/P03014
dc.identifier.wosWOS:000775007900007en_US
dc.identifier.wosqualityQ2en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.issue3en_US
dc.language.isoenen_US
dc.nationalInternationalen_US
dc.numberofauthors100+en_US
dc.publisherInstitute of Physicsen_US
dc.relation.ispartofJournal of Instrumentationen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.subjectLarge detector-systems performanceen_US
dc.subjectPattern recognitionen_US
dc.subjectcluster findingen_US
dc.subjectcalibration and fitting methodsen_US
dc.titleA new calibration method for charm jet identification validated with proton-proton collision events at ?s = 13TeV
dc.typeArticle
dc.volume17en_US

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