thw1021 / Cylinder2DFlowControlGeneralLinks
Robust active flow control over a range of Reynolds numbers using artificial neural network trained through deep reinforcement learning
☆31Updated 4 years ago
Alternatives and similar repositories for Cylinder2DFlowControlGeneral
Users that are interested in Cylinder2DFlowControlGeneral are comparing it to the libraries listed below
Sorting:
- code for active flow control of flow around cynder using Deep Reinforcement Learning☆51Updated 3 years ago
- Deep reinforcement learning with OpenFOAM☆45Updated 6 months ago
- Parallelizing DRL for Active Flow control☆67Updated 2 years ago
- Repository from the paper https://arxiv.org/abs/1908.04127, to train Deep Reinforcement Learning in Fluid Mechanics Setup.☆66Updated 4 years ago
- Prediction of the velocity flow fields at a given distance from wall, starting from wall-measured quantities in wall-bounded turbulence☆21Updated 3 years ago
- ☆22Updated 4 years ago
- A multi-agent reinforcement learning environment to design and benchmark control strategies aimed at reducing drag in turbulent open chan…☆62Updated last year
- Paper repository: "Beacon, a lightweight deep reinforcement learning benchmark library for flow control "☆13Updated 2 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 5 years ago
- Immersed boundary - Fluid Structure Interaction solver with heat transfer☆11Updated last year
- Thoughts about ML committee for OpenFOAM☆41Updated 3 years ago
- Python code to calculate proper orthogonal decomposition modes (aka principal components), which are then used to generate reduced order …☆38Updated 10 years ago
- Deep reinforcement learning to perform shape optimization☆66Updated 4 years ago
- An open-source Python platform of coupling deep reinforcement learning and OpenFOAM☆170Updated 8 months ago
- DNS data of flows over periodic hills with parameterized geometries, for data-driven turbulence modeling☆48Updated 2 years ago
- OpenFOAM simulations of transonic shock buffets at a NACA-0012 airfoil☆29Updated 2 years ago
- ☆10Updated 4 years ago
- Using PyTorch within OpenFOAM☆13Updated last year
- code for performing active flow control of the 2D Karman street using Deep Reinforcement Learning☆175Updated 2 years ago
- Finite Volume PINNs for Hyperbolic Conservation Laws & Compressible Flow☆22Updated 2 years ago
- ☆16Updated 2 years ago
- Supporting code for "Reduced-order modeling of advection-dominated systems with recurrent neural networks and convolutional autoencoders"☆20Updated 4 years ago
- OpenFOAM implementation of turbulence models driven by machine learning predictions.☆44Updated last year
- Numerical tool for Construction of Reduced-order models for fluid flows.☆30Updated 4 years ago
- A tiny project to use ax-platform for multi-objective Bayesian Optimization on OpenFOAM cases☆24Updated 3 weeks ago
- reinforcement learning for active fluid control☆34Updated 5 years ago
- Dockerfile to create an image with OpenFOAM-plus and PyTorch support☆45Updated last year
- Pythonic spectral proper orthogonal decomposition☆45Updated 3 years ago
- Generative Adversarial Networks are used to super resolve turbulent flow fields from low resolution (RANS/LES) fields to high resolution …☆23Updated 4 years ago
- Uncertainty Quantification of RANS Data-Driven Turbulence Modeling☆62Updated 4 years ago