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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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Detalles Bibliográficos
Autores principales: Liang, Shixiao, Higuera, Aaron, Peters, Christina, Roy, Venkat, Bajwa, Waheed U., Shatkay, Hagit, Tunnell, Christopher D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9218186/
https://www.ncbi.nlm.nih.gov/pubmed/35757296
http://dx.doi.org/10.3389/frai.2022.832909