N-GINNs learn thermodynamically consistent GENERIC dynamics with non-quadratic dissipation potentials from data.
On the combined use of friction matrices and dissipation potentials in thermodynamic modeling.Journal of Non-Equilibrium Thermodynamics, 44(3):295–302
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Nonlinear GENERIC Informed Neural Networks (N-GINNs): learning GENERIC dynamics with non-quadratic dissipation potentials
N-GINNs learn thermodynamically consistent GENERIC dynamics with non-quadratic dissipation potentials from data.