ducbueno / pinn-2phaseflow
Application of a Physics Informed Neural Network to a two phase flow in porous media problem
☆24Updated 5 years ago
Alternatives and similar repositories for pinn-2phaseflow:
Users that are interested in pinn-2phaseflow are comparing it to the libraries listed below
- Physics-informed neural networks for two-phase flow problems☆54Updated 2 years ago
- Physics Informed Neural Networks (based on Raissi et al) extended to three dimensions on the heat diffusion equations☆16Updated 2 years ago
- Implement PINN with high level APIs of TF2.0, including a solution of coupled PDEs with PINN☆27Updated last year
- A collection of Jupyter notebooks providing tutorials on reduced order modeling techniques like DeepONet, FNO, DL-ROM, and POD-DL-ROM. Ea…☆25Updated 2 months ago
- Physics Informed Neural Networks: a starting step for CFD specialists☆30Updated 2 years ago
- ☆37Updated 2 years ago
- Physics-guided neural network framework for elastic plates☆37Updated 3 years ago
- Repository for sharing code and data assocaited with En-DeepONet architecture☆33Updated last year
- A solver for subsonic flow around airfoils based on physics-informed neural networks and mesh transformation☆26Updated last year
- An implementation of Physics-Informed Neural Networks (PINNs) to solve various forward and inverse problems for the 1 dimensional wave eq…☆29Updated 2 years ago
- This repository includes the implementation of the Physics Informed Neural Network and The Deep Energy Method on 1D, 2D boundary value an…☆15Updated 2 years ago
- An unsupervised latent/output physics-informed convolutional-LSTM network for solving partial differential equations using peridynamic di…☆27Updated 2 years ago
- ☆23Updated last year
- Physics Informed Neural Network (PINN) for the 2D Navier-Stokes equation☆23Updated 2 years ago
- PINN in solving Navier–Stokes equation☆95Updated 4 years ago
- Physics-Informed Neural Network (PINN) for Solving Direct and Inverse Heat Conduction Problems☆12Updated 2 years ago
- POD-PINN code and manuscript☆49Updated 4 months ago
- A numerical code to solve flow and transport in fractured porous media by the embedded discrete fracture method☆16Updated 8 years ago
- PINN for solving wave equation☆20Updated 2 years ago
- A pytorch implementation of several approaches using PINN to slove turbulent flow☆69Updated 11 months ago
- Deep finite volume method☆21Updated 9 months ago
- HauDang / Multiscale-simulation-of-injection-induced-fracture-shear-deformation-and-wing-crack-propagation-in-Numerical solution for coupling fluid flow and fracture propagation in porous media due to fluid injection☆13Updated 2 years ago
- physics-informed neural network for elastodynamics problem☆132Updated 3 years ago
- A Backward Compatible -- Physics Informed Neural Network for Allen Cahn and Cahn Hilliard Equations☆28Updated 3 years ago
- Physics informed neural network for learning seepage flow models☆17Updated last year
- A-PINN: Auxiliary physics informed neural networks for forward and inverse problems of nonlinear integro-differential equations☆17Updated 2 years ago
- We propose a conservative physics-informed neural network (cPINN) on decompose domains for nonlinear conservation laws. The conservation …☆68Updated 2 years ago
- parallel PINNs; RANS equations; spatiotemporal parallel; PINNs☆31Updated 11 months ago
- Shale gas simulation environment☆38Updated 3 years ago
- ☆35Updated 2 years ago