Enhancing neural operator learning with invariants to simultaneously learn various physical mechanisms.

ABSTRACT

We discuss the recent advancement in PDE learning, focusing on Physics Invariant Attention Neural Operator (PIANO). PIANO is a novel neural operator learning framework for deciphering and integrating physical knowledge from PDEs sampled from multi- physical scenarios.