Solving Nonlinear PDEs with Sparse Radial Basis Function Networks

Zihan Shao, Konstantin Pieper, Xiaochuan Tian

We propose a novel framework for solving nonlinear PDEs using sparse radial basis function (RBF) networks. Sparsity-promoting regularization is employed to prevent over-parameteriz…