Structure-preserving neural networks

Quercus Hernandez, Alberto Badías, David González, Francisco Chinesta, Elías Cueto

Abstract: Highlights•The proposed formulation is able to learn physics from data in a way consistent with the laws of thermodynamics.•No need of a priori imposition of any conservation equation.•The formulation is completely general for any scale of description of the system.