BumpNet: A Sparse MLP Framework for Learning PDE Solutions

Shao-Ting Chiu, Ioannis G. Kevrekidis, Ulisses Braga-Neto

We introduce BumpNet, a sparse multilayer perceptron (MLP) framework for PDE numerical solution and operator learning. BumpNet is based on basis function expansion, which makes the…