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Learning Ergodic Averages in Chaotic Systems

We propose a physics-informed machine learning method to predict the time average of a chaotic attractor. The method is based on the hybrid echo state network (hESN). We assume that the system is ergodic, so the time average is equal to the ergodic average. Compared to conventional echo state networ...

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Detalles Bibliográficos
Autores principales: Huhn, Francisco, Magri, Luca
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7304724/
http://dx.doi.org/10.1007/978-3-030-50433-5_10

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