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Deep learning for universal linear embeddings of nonlinear dynamics

Identifying coordinate transformations that make strongly nonlinear dynamics approximately linear has the potential to enable nonlinear prediction, estimation, and control using linear theory. The Koopman operator is a leading data-driven embedding, and its eigenfunctions provide intrinsic coordinat...

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Detalles Bibliográficos
Autores principales: Lusch, Bethany, Kutz, J. Nathan, Brunton, Steven L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6251871/
https://www.ncbi.nlm.nih.gov/pubmed/30470743
http://dx.doi.org/10.1038/s41467-018-07210-0