research
∙
07/14/2023
Physics Informed Neural Networks with strong and weak residuals for advection-dominated diffusion problems
This paper deals with the following important research questions. Is it ...
share
research
∙
12/24/2022
Automatic stabilization of finite-element simulations using neural networks and hierarchical matrices
Petrov-Galerkin formulations with optimal test functions allow for the s...
research
∙
01/03/2022
Deep neural networks for smooth approximation of physics with higher order and continuity B-spline base functions
This paper deals with the following important research question. Traditi...
research
∙
10/12/2021
