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EP-PINNs: Cardiac Electrophysiology Characterisation Using Physics-Informed Neural Networks

Accurately inferring underlying electrophysiological (EP) tissue properties from action potential recordings is expected to be clinically useful in the diagnosis and treatment of arrhythmias such as atrial fibrillation. It is, however, notoriously difficult to perform. We present EP-PINNs (Physics I...

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Detalles Bibliográficos
Autores principales: Herrero Martin, Clara, Oved, Alon, Chowdhury, Rasheda A., Ullmann, Elisabeth, Peters, Nicholas S., Bharath, Anil A., Varela, Marta
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8850959/
https://www.ncbi.nlm.nih.gov/pubmed/35187101
http://dx.doi.org/10.3389/fcvm.2021.768419