Domain-Informed Neural Networks for Interaction Localization Within Astroparticle Experiments

This work proposes a domain-informed neural network architecture for experimental particle physics, using particle interaction localization with the time-projection chamber (TPC) technology for dark matter research as an example application. A key feature of the signals generated within the TPC is t...

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Bibliographic Details

Published in:	Frontiers in Artificial Intelligence
Main Authors:	Shixiao Liang, Aaron Higuera, Christina Peters, Venkat Roy, Waheed U. Bajwa, Hagit Shatkay, Christopher D. Tunnell
Format:	Article
Language:	English
Published:	Frontiers Media S.A. 2022-06-01
Subjects:	astroparticle physics direct-detection dark matter machine learning neural network reconstruction time-projection chamber
Online Access:	https://www.frontiersin.org/articles/10.3389/frai.2022.832909/full