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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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Lenguaje: | eng |
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2022
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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. |
id | cern-2875012 |
institution | Organización Europea para la Investigación Nuclear |
language | eng |
publishDate | 2022 |
record_format | invenio |
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 |