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A trajectory-based loss function to learn missing terms in bifurcating dynamical systems

Missing terms in dynamical systems are a challenging problem for modeling. Recent developments in the combination of machine learning and dynamical system theory open possibilities for a solution. We show how physics-informed differential equations and machine learning—combined in the Universal Diff...

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Detalles Bibliográficos
Autores principales: Vortmeyer-Kley, Rahel, Nieters, Pascal, Pipa, Gordon
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8516982/
https://www.ncbi.nlm.nih.gov/pubmed/34650131
http://dx.doi.org/10.1038/s41598-021-99609-x