/PINN

Physics Informed Neural Networks (based on Raissi et al) extended to three dimensions on the heat diffusion equations

Primary LanguageJupyter Notebook

Contents:


PINN_Burger.ipynb - PINN implementation on Burgers Equation
PINN_diffusion.ipynb - 2D Diffusion Equation
PINN_3D_diffusion_intime.ipynb - 3D Diffusion Equation (Space & Time)
1dHeatvsAnalyticApprox.ipynb - 1D heat equation with time
Heat_Diffusion_final.ipynb - FEniCS solution for steady state diffusion, this will not work in google colab
Time Diffusion Final.ipynb - FEnics time dep diffusion, this will not work in google colab