22–25 Aug 2023
Tufts University
America/New_York timezone

Particle Trajectory Reconstruction and Euclidian Equivariant Neural Networks

22 Aug 2023, 14:45
25m
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
Individual Talk Session 2

Speaker

Omar Alterkait (Tufts University)

Description

Training neural networks to operate on three-dimensional trajectories from particle detectors is challenging due to the large combinatorial complexity of the data in three dimensions. Using networks that incorporate Euclidian Equivariance could prove to be very beneficial in reducing the need for data augmentation. Our focus is on data from neutrino experiments using liquid argon time projection chambers.

Primary author

Omar Alterkait (Tufts University)

Presentation materials