Bulletin of the American Physical Society
2023 APS April Meeting
Volume 68, Number 6
Minneapolis, Minnesota (Apr 15-18)
Virtual (Apr 24-26); Time Zone: Central Time
Session C15: Mini-Symposium: AI for Nuclear and Particle Physics
1:30 PM–3:06 PM,
Saturday, April 15, 2023
Room: Marquette VI - 2nd Floor
Sponsoring
Units:
DNP DPF GDS
Chair: Cristiano Fanelli, William & Mary, Jefferson Lab
Abstract: C15.00002 : Machine Learning for New Physics in B → K*l+l− Decays*
2:06 PM–2:18 PM
Presenter:
Shawn B Dubey
(University of Hawaii at Manoa)
Authors:
Shawn B Dubey
(University of Hawaii at Manoa)
Thomas E Browder
(University of Hawaii at Manoa)
Sven E Vahsen
(University of Hawaii)
Rahul Sinha
(University of Hawai'i at Manoa, The Institute of Mathematical Sciences (IMSc), Taramani, Chennai)
Saurabh Sandilya
(Indian Institute of Technology Hyderabad (IITH), Telangana)
Alexei Sibidanov
(University of Hawaii Manoa)
Rusa Mandal
(Indian Institute of Technology Gandhinagar, Gujarat)
Shahab Kohani
(University of Hawaii at Manoa)
trained to extract new physics (NP) parameters in Monte Carlo (MC) data.
We utilize a new EvtGen NP MC generator to generate B → K*l+l− events
according to the deviation of the Wilson Coefficient C9 from its SM value, δC9 .
We train a three-dimensional convolutional neural network regression model,
using images built from the the angular observables and the invariant mass of
the di-lepton system, to extract values of δC9 directly from MC data samples.
This work is intended for future analyses at the Belle II experiment but may
also find applicability at other experiments.
*T.E.B., S.D., S.K., A.S., and S.E.V. thank the DOEOffice of High Energy Physics for support through DOEgrant DE-SC0010504.
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