research
∙
05/03/2023
Automatic Parameterization for Aerodynamic Shape Optimization via Deep Geometric Learning
We propose two deep learning models that fully automate shape parameteri...
share
research
∙
09/27/2021
Using neural networks to solve the 2D Poisson equation for electric field computation in plasma fluid simulations
The Poisson equation is critical to get a self-consistent solution in pl...
research
∙
09/20/2021
Performance and accuracy assessments of an incompressible fluid solver coupled with a deep Convolutional Neural Network
The resolution of the Poisson equation is usually one of the most comput...
research
∙
06/21/2021
Effects of boundary conditions in fully convolutional networks for learning spatio-temporal dynamics
Accurate modeling of boundary conditions is crucial in computational phy...
research
∙
05/12/2021