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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...
Autores principales: | Vortmeyer-Kley, Rahel, Nieters, Pascal, Pipa, Gordon |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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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 |
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