venturi123 / DRLinFluids
An open-source Python platform of coupling deep reinforcement learning and OpenFOAM
☆148Updated last month
Alternatives and similar repositories for DRLinFluids:
Users that are interested in DRLinFluids are comparing it to the libraries listed below
- Parallelizing DRL for Active Flow control☆66Updated last year
- code for performing active flow control of the 2D Karman street using Deep Reinforcement Learning☆160Updated last year
- A multi-agent reinforcement learning environment to design and benchmark control strategies aimed at reducing drag in turbulent open chan…☆56Updated last year
- code for active flow control of flow around cynder using Deep Reinforcement Learning☆46Updated 3 years ago
- ☆16Updated last year
- Physics-informed neural networks for two-phase flow problems☆55Updated 2 years ago
- DNS data of flows over periodic hills with parameterized geometries, for data-driven turbulence modeling☆35Updated last year
- Reduced order modelling techniques for OpenFOAM☆188Updated last week
- ☆38Updated 2 years ago
- A large-scale benchmark for machine learning methods in fluid dynamics☆187Updated 4 months ago
- Immersed boundary method empowered by signed distance field, and OpenFOAM.☆162Updated 9 months ago
- parallel PINNs; RANS equations; spatiotemporal parallel; PINNs☆31Updated last year
- Pythonic spectral proper orthogonal decomposition☆38Updated 2 years ago
- The Large-Eddy Simulation framework from the Turbulence Research Group at Johns Hopkins University☆138Updated 4 years ago
- ☆28Updated 6 years ago
- A Python package for spectral proper orthogonal decomposition (SPOD).☆108Updated 5 months ago
- Dockerfile to create an image with OpenFOAM-plus and PyTorch support☆41Updated 6 months ago
- Airfoil shape optimization using Reinforcement Learning☆16Updated last year
- Integrating the TensorFlow 1.15 C-API into OpenFOAM 5.0 for data-driven CFD algorithm development☆208Updated 2 years ago
- ☆38Updated 2 years ago
- Curated list of some open-source codes for turbulent flow simulations, including turbulent multiphase, turbulent reacting flows, turbulen…☆108Updated 4 years ago
- Deep Learning for Reduced Order Modelling☆97Updated 3 years ago
- Repository containing the simulation setups and libraries from the thesis 'CFD Simulation of a Floating Wind Turbine with OpenFOAM'.☆52Updated last year
- Deep reinforcement learning to perform shape optimization☆64Updated 3 years ago
- A solver for subsonic flow around airfoils based on physics-informed neural networks and mesh transformation☆27Updated last year
- In-situ data analyses and machine learning with OpenFOAM and Python☆171Updated last year
- Uncertainty Quantification of RANS Data-Driven Turbulence Modeling☆58Updated 4 years ago
- A pytorch implementation of several approaches using PINN to slove turbulent flow☆70Updated last year
- PhyGeoNet: Physics-Informed Geometry-Adaptive Convolutional Neural Networks for Solving Parametric PDEs on Irregular Domain☆84Updated 4 years ago
- A library for wall-modelled Large-Eddy Simulation in OpenFOAM.☆51Updated 3 months ago