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10–13 Jul 2024
Pao Yue-Kong Library
Asia/Shanghai timezone

Jet Origin ID and Its Impact on Higgs factory and High Energy frontier

13 Jul 2024, 09:00
45m
Pao Yue-Kong Library

Pao Yue-Kong Library

500
邀请报告 人工智能和机器学习的应用 人工智能和机器学习的应用

Speaker

Manqi RUAN (Institute of High Energy Physics, Beijing, China)

Description

To enhance the scientific discovery power of high-energy collider experiments, we propose and realize the concept of jet-origin identification that categorizes jets into five quark species (b; c; s; u; d), five corresponding antiquarks, and the gluon.
Using state-of-the-art algorithms and simulated ν¯νH, H → jj
events at 240 GeV center-of-mass energy at the electron-positron Higgs factory, the jet-origin identification simultaneously reaches jet flavor tagging efficiencies ranging from 67% to 92% for bottom, charm, and
strange quarks and jet charge flip rates of 7%–24% for all quark species.
We apply the jet-origin identification to Higgs rare and exotic decay measurements at the nominal luminosity of the Circular Electron Positron Collider and conclude that the upper limits on the branching ratios of H → s¯s; u¯ u; d¯d and H → sb; db; uc; ds can be determined to 2 × 10−4 to 1 × 10−3 at 95% confidence level.
The derived upper
limit for H → s¯s decay is approximately 3 times the prediction of the standard model.
We also discuss its impact on other physics measurements at High energy frontier.

Primary author

Manqi RUAN (Institute of High Energy Physics, Beijing, China)

Presentation materials