Shengfeng233 / PINN-MPILinks
parallel PINNs; RANS equations; spatiotemporal parallel; PINNs
☆33Updated last year
Alternatives and similar repositories for PINN-MPI
Users that are interested in PINN-MPI are comparing it to the libraries listed below
Sorting:
- Physics-informed neural networks for two-phase flow problems☆69Updated last week
- ☆76Updated 10 months ago
- A solver for subsonic flow around airfoils based on physics-informed neural networks and mesh transformation☆31Updated last year
- A pytorch implementation of several approaches using PINN to slove turbulent flow☆84Updated last year
- Physics Informed Neural Network (PINN) for the 2D Navier-Stokes equation☆31Updated 3 years ago
- Physics Informed Neural Networks: a starting step for CFD specialists☆35Updated 3 years ago
- ☆41Updated 3 years ago
- Physics-informed neural networks for highly compressible flows 🧠🌊☆27Updated last year
- We propose a conservative physics-informed neural network (cPINN) on decompose domains for nonlinear conservation laws. The conservation …☆74Updated 2 years ago
- ☆41Updated 3 years ago
- Discontinuity Computing Using Physics-Informed Neural Network☆26Updated last year
- POD-PINN code and manuscript☆53Updated 11 months ago
- Implement PINN with high level APIs of TF2.0, including a solution of coupled PDEs with PINN☆27Updated 2 years ago
- ☆47Updated 3 years ago
- PhyGeoNet: Physics-Informed Geometry-Adaptive Convolutional Neural Networks for Solving Parametric PDEs on Irregular Domain☆88Updated 4 years ago
- DNS data of flows over periodic hills with parameterized geometries, for data-driven turbulence modeling☆47Updated 2 years ago
- PINNs for 2D Incompressible Navier-Stokes Equation☆53Updated last year
- Physics-informed neural networks for studying heat transfer in porous media☆18Updated 3 months ago
- PINN in solving Navier–Stokes equation☆113Updated 5 years ago
- Examples implementing physics-informed neural networks (PINN) in Pytorch☆77Updated 4 years ago
- ☆29Updated 9 months ago
- POD and DMD decomposition of data from fluid dynamics. This work has been produced during my internship at the von Karman Institute for F…☆32Updated 4 years ago
- Reduced-Order Modeling of Fluid Flows with Transformers☆24Updated 2 years ago
- Proper Orthogonal Decomposition - Radial Basis Function (POD-RBF) Network☆69Updated 2 years ago
- This repository contains the simple source codes of "Machine-learning-based reduced-order modeling for unsteady flows around bluff bodies…☆16Updated 4 years ago
- Physics-informed graph neural Galerkin networks: A unified framework for solving PDE-governed forward and inverse problems☆56Updated 3 years ago
- Uncertainty Quantification of RANS Data-Driven Turbulence Modeling☆62Updated 4 years ago
- Machine Learning enhanced CFD solver for incompressible isothermal fluid flow☆16Updated last month
- Soving heat transfer problems using PINN with tf2.0☆19Updated 4 years ago
- Physics informed neural network (PINN) for cavity flow governed by Navier-Stokes equation.☆151Updated 5 years ago