venturi123 / DRLinFluids-examples
☆16Updated last year
Related projects ⓘ
Alternatives and complementary repositories for DRLinFluids-examples
- Parallelizing DRL for Active Flow control☆62Updated last year
- code for active flow control of flow around cynder using Deep Reinforcement Learning☆45Updated 2 years ago
- An open-source Python platform of coupling deep reinforcement learning and OpenFOAM☆135Updated 3 months ago
- A multi-agent reinforcement learning environment to design and benchmark control strategies aimed at reducing drag in turbulent open chan…☆46Updated 9 months ago
- reinforcement learning for active fluid control☆28Updated 4 years ago
- Robust active flow control over a range of Reynolds numbers using artificial neural network trained through deep reinforcement learning☆30Updated 3 years ago
- This repository contains the simple source codes of "Machine-learning-based reduced-order modeling for unsteady flows around bluff bodies…☆15Updated 3 years ago
- DNS data of flows over periodic hills with parameterized geometries, for data-driven turbulence modeling☆31Updated last year
- A benchmark library for DRL-based flow control☆10Updated 5 months ago
- ☆20Updated 3 years ago
- ☆31Updated 3 years ago
- Prediction of the velocity flow fields at a given distance from wall, starting from wall-measured quantities in wall-bounded turbulence☆18Updated 2 years ago
- Deep reinforcement learning to perform shape optimization☆58Updated 3 years ago
- An overview of articles related to deep reinforcement learning in fluid mechanics☆10Updated 11 months ago
- Pythonic spectral proper orthogonal decomposition☆33Updated 2 years ago
- Companion code for Data-Driven Resolvent Analysis☆17Updated 3 years ago
- ☆11Updated last year
- Python code to calculate proper orthogonal decomposition modes (aka principal components), which are then used to generate reduced order …☆31Updated 9 years ago
- Numerical tool for Construction of Reduced-order models for fluid flows.☆30Updated 3 years ago
- This is the source code for our paper "Towards high-accuracy deep learning inference of compressible turbulent flows over aerofoils"☆27Updated 7 months ago
- Supporting code for "Reduced-order modeling of advection-dominated systems with recurrent neural networks and convolutional autoencoders"☆19Updated 3 years ago
- Control of 2D Rayleigh Benard Convection using Deep Reinforcement Learning with Tensorforce and Shenfun.☆15Updated last year
- ☆28Updated last year
- Evaluation of an SGS model for mass transfer at risining bubbles in the initial transient stage☆13Updated 2 years 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…☆26Updated 4 years ago
- Frame-independent vector-cloud neural network for nonlocal constitutive modelling on arbitrary grids.☆11Updated 3 years ago
- ☆21Updated 4 months ago
- Adds input definition for turbulent inflow model to OpenFOAM files☆45Updated 8 months ago
- Deep reinforcement learning with OpenFOAM☆32Updated 9 months ago
- parallel PINNs; RANS equations; spatiotemporal parallel; PINNs☆26Updated 7 months ago