Surrogate-data-enriched Physics-Aware Neural Networks

Raphael Leiteritz, Patrick Buchfink, Bernard Haasdonk +1

Neural networks can be used as surrogates for PDE models. They can be made physics-aware by penalizing underlying equations or the conservation of physical properties in the loss f…