22–25 Aug 2023
Tufts University
America/New_York timezone

Deep Learning for Water Cherenkov Detectors

23 Aug 2023, 09:15
35m
Tufts University

Tufts University

4th Floor Tufts Collaborative Learning and Innovation Center (CLIC) 574 Boston Ave, Medford, MA 02155 Zoom link: https://tufts.zoom.us/j/94932630273?pwd=Z3VSK3A2Tmx2a21uaDdsVHRSenU1dz09 Meeting ID: 949 3263 0273 Passcode: 880336
Collaboration Talk Session 3

Speaker

Junjie Xia (IPMU)

Description

Cherenkov radiation is widely used in particle physics and astro-physics since its discovery in the early 20th century.
Numerous waterCherenkov detectors have been deployed, with more in preparation,for various physics programs such as nucleon decay search and preciseneutrino measurements. Like all other experiments, efficiently quan-tifying detector systematic uncertainties poses a significant challengedue to their intricate impacts on the observed physics. This challengebecomes even more crucial in the next generation experiments, whereextensive data statistics will make the systematic effects the domi-nant uncertainties. Thankfully, the rapid advancements in artificialintelligence and deep learning offer promising solutions to tackle thesechallenges.

Presentation materials