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Long-Time Prediction of Arrhythmic Cardiac Action Potentials Using Recurrent Neural Networks and Reservoir Computing

The electrical signals triggering the heart's contraction are governed by non-linear processes that can produce complex irregular activity, especially during or preceding the onset of cardiac arrhythmias. Forecasts of cardiac voltage time series in such conditions could allow new opportunities...

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Detalles Bibliográficos
Autores principales: Shahi, Shahrokh, Marcotte, Christopher D., Herndon, Conner J., Fenton, Flavio H., Shiferaw, Yohannes, Cherry, Elizabeth M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8502981/
https://www.ncbi.nlm.nih.gov/pubmed/34646159
http://dx.doi.org/10.3389/fphys.2021.734178