A data-driven variational discretization of Onsager's principle learns uncertain free-energy and dissipation functionals from observations while guaranteeing provable energy stability for arbitrarily long simulations.
Deep learning-based computational method for soft matter dynamics: Deep onsager-machlup method
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Flexible and Stable Dynamics Discovery with Onsager's Variational Principle
A data-driven variational discretization of Onsager's principle learns uncertain free-energy and dissipation functionals from observations while guaranteeing provable energy stability for arbitrarily long simulations.