We show that the physics-informed neural networks (PINNs), in combinatio...
In this paper, we present a discontinuity and cusp capturing physics-inf...
In this paper, we present a novel hybrid method for solving a Stokes
int...
In this paper, we propose a cusp-capturing physics-informed neural netwo...
A new and efficient neural-network and finite-difference hybrid method i...
In this paper, we introduce a mesh-free physics-informed neural network ...
In this paper, a shallow Ritz-type neural network for solving elliptic
p...
In this paper, a new Discontinuity Capturing Shallow Neural Network (DCS...