From Frequency Bias to Spectral Balance: Operator-Aware Preconditioners for PINNs

Roy Y. He, Ying Liang, Hongkai Zhao +1

When neural networks (NNs) are used as a type of nonlinear parametric representation to solve partial differential equations (PDEs), they often display frequency-dependent learning…