In this paper, we introduce CDII-PINNs, a computationally efficient meth...
In this paper, we focus on approximating a natural class of functions th...
With recent study of the deep learning in scientific computation, the PI...
The stability and convergence analysis of high-order numerical approxima...
This paper establishes an unconditionally bound-preserving and energy-st...
Deep Ritz methods (DRM) have been proven numerically to be efficient in
...
In recent years, physical informed neural networks (PINNs) have been sho...