Guaranteeing Conservation of Integrals with Projection in Physics-Informed Neural Networks

Anthony Baez, Wang Zhang, Ziwen Ma +3

We propose a novel projection method that guarantees the conservation of integral quantities in Physics-Informed Neural Networks (PINNs). While the soft constraint that PINNs use t…