YiqianMao0502 / DRLFluent
DRLFluent: a distributed co-simulation framework coupling reinfocement learning and computational fluids dynamics on HPC.
☆10Updated last year
Alternatives and similar repositories for DRLFluent:
Users that are interested in DRLFluent are comparing it to the libraries listed below
- ☆16Updated last year
- code for active flow control of flow around cynder using Deep Reinforcement Learning☆46Updated 3 years ago
- An improved and generic PINNs for fluid dynamic analysis is proposed. This approach incorporates three key improvements: residual-based …☆15Updated last year
- An overview of articles related to deep reinforcement learning in fluid mechanics☆10Updated last year
- A benchmark library for DRL-based flow control☆13Updated 3 months ago
- Using PyTorch within OpenFOAM☆11Updated 11 months ago
- ☆7Updated 4 years ago
- Accelerated vortex-induced vibration (VIV) simulation using immersed boundary lattice Boltzmann method (IB-LBM) powered by JAX.☆13Updated 3 weeks ago
- Parallelizing DRL for Active Flow control☆66Updated last year
- Prediction of the velocity flow fields at a given distance from wall, starting from wall-measured quantities in wall-bounded turbulence☆20Updated 3 years ago
- ☆16Updated 6 months ago
- reinforcement learning for active fluid control☆30Updated 4 years ago
- two dimensional circular cylinder using LBM☆11Updated 3 years ago
- Machine Learning enhanced CFD solver for incompressible isothermal fluid flow☆13Updated last week
- OpenFOAM simulations of transonic shock buffets at a NACA-0012 airfoil☆26Updated last year
- I am doing a surrogate optimization of a transonic airfoil. I am using an artificial neural network as my surrogate model to approximate …☆8Updated 4 years ago
- ☆20Updated 3 years ago
- Robust active flow control over a range of Reynolds numbers using artificial neural network trained through deep reinforcement learning☆31Updated 4 years ago
- Deep reinforcement learning with OpenFOAM☆41Updated last year
- Denoising code from Yoon, Taekeun, et al. "Deep learning-based denoising for fast time-resolved flame emission spectroscopy in high-press…☆11Updated last year
- This repository contains the simple source codes of "Machine-learning-based reduced-order modeling for unsteady flows around bluff bodies…☆15Updated 3 years ago
- CNN model to predict the lift-drag ratio of airfoil☆15Updated 4 years ago
- ☆9Updated 4 years ago
- A multi-agent reinforcement learning environment to design and benchmark control strategies aimed at reducing drag in turbulent open chan…☆57Updated last year
- ☆23Updated 10 months ago
- Repository from the paper https://arxiv.org/abs/1908.04127, to train Deep Reinforcement Learning in Fluid Mechanics Setup.☆64Updated 4 years ago
- ☆10Updated 4 years ago
- OpenFOAM implementation of turbulence models driven by machine learning predictions.☆35Updated 10 months ago
- Multi-head attention network for airfoil flow field prediction☆12Updated 2 years ago
- ☆33Updated 4 years ago