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Jet-Flavour Tagging at FCC-ee

Jet-flavour identification algorithms are of paramount importance to maximise the physics potential of the Future Circular Collider (FCC). Out of the extensive FCC-ee physics program, flavour tagging is crucial for the Higgs physics program, given the dominance of hadronic decays of the Higgs boson....

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Autor principal: Gautam, Kunal
Lenguaje:eng
Publicado: 2022
Materias:
Acceso en línea:https://dx.doi.org/10.22323/1.414.1147
http://cds.cern.ch/record/2875012
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author Gautam, Kunal
author_facet Gautam, Kunal
author_sort Gautam, Kunal
collection CERN
description Jet-flavour identification algorithms are of paramount importance to maximise the physics potential of the Future Circular Collider (FCC). Out of the extensive FCC-ee physics program, flavour tagging is crucial for the Higgs physics program, given the dominance of hadronic decays of the Higgs boson. Highly efficient discrimination of $b$-, $c$-, $s$-, and gluon jets allows access to novel decay modes that cannot be identified at the LHC, adding quantitatively new dimensions to the Higgs physics programme. This contribution presents new jet flavour identification algorithms based on advanced machine-learning techniques that exploit particle-level information. Beyond an excellent performance of $b$- and $c$-quark tagging, they are also able to discriminate jets from strange quark hadronisation, opening the way to improve the sensitivity of the Higgs to strange quark coupling. The impact of different detector design assumptions on the flavour tagging performance is assessed using one of the baseline detector concepts for FCC-ee, IDEA.
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institution Organización Europea para la Investigación Nuclear
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publishDate 2022
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spelling cern-28750122023-10-12T06:03:17Zdoi:10.22323/1.414.1147http://cds.cern.ch/record/2875012engGautam, KunalJet-Flavour Tagging at FCC-eehep-exParticle Physics - ExperimentJet-flavour identification algorithms are of paramount importance to maximise the physics potential of the Future Circular Collider (FCC). Out of the extensive FCC-ee physics program, flavour tagging is crucial for the Higgs physics program, given the dominance of hadronic decays of the Higgs boson. Highly efficient discrimination of $b$-, $c$-, $s$-, and gluon jets allows access to novel decay modes that cannot be identified at the LHC, adding quantitatively new dimensions to the Higgs physics programme. This contribution presents new jet flavour identification algorithms based on advanced machine-learning techniques that exploit particle-level information. Beyond an excellent performance of $b$- and $c$-quark tagging, they are also able to discriminate jets from strange quark hadronisation, opening the way to improve the sensitivity of the Higgs to strange quark coupling. The impact of different detector design assumptions on the flavour tagging performance is assessed using one of the baseline detector concepts for FCC-ee, IDEA.Jet-flavour identification algorithms are of paramount importance to maximise the physics potential of the Future Circular Collider (FCC). Out of the extensive FCC-ee physics program, flavour tagging is crucial for the Higgs physics program, given the dominance of hadronic decays of the Higgs boson. Highly efficient discrimination of $b$-, $c$-, $s$-, and gluon jets allows access to novel decay modes that cannot be identified at the LHC, adding quantitatively new dimensions to the Higgs physics programme. This contribution presents new jet flavour identification algorithms based on advanced machine-learning techniques that exploit particle-level information. Beyond an excellent performance of $b$- and $c$-quark tagging, they are also able to discriminate jets from strange quark hadronisation, opening the way to improve the sensitivity of the Higgs to strange quark coupling. The impact of different detector design assumptions on the flavour tagging performance is assessed using one of the baseline detector concepts for FCC-ee, IDEA.arXiv:2210.10322oai:cds.cern.ch:28750122022-10-19
spellingShingle hep-ex
Particle Physics - Experiment
Gautam, Kunal
Jet-Flavour Tagging at FCC-ee
title Jet-Flavour Tagging at FCC-ee
title_full Jet-Flavour Tagging at FCC-ee
title_fullStr Jet-Flavour Tagging at FCC-ee
title_full_unstemmed Jet-Flavour Tagging at FCC-ee
title_short Jet-Flavour Tagging at FCC-ee
title_sort jet-flavour tagging at fcc-ee
topic hep-ex
Particle Physics - Experiment
url https://dx.doi.org/10.22323/1.414.1147
http://cds.cern.ch/record/2875012
work_keys_str_mv AT gautamkunal jetflavourtaggingatfccee