vbelus / falling-liquid-film-drl
The code used, and a docker image to run it, of the paper `Exploiting locality and physical invariants to design effective Deep Reinforcement Learning control of the unstable falling liquid film`
☆13Updated 4 years ago
Related projects: ⓘ
- Repository from the paper https://arxiv.org/abs/1908.04127, to train Deep Reinforcement Learning in Fluid Mechanics Setup.☆53Updated 3 years ago
- Robust active flow control over a range of Reynolds numbers using artificial neural network trained through deep reinforcement learning☆28Updated 3 years ago
- Control of 2D Rayleigh Benard Convection using Deep Reinforcement Learning with Tensorforce and Shenfun.☆13Updated last year
- Parallelizing DRL for Active Flow control☆62Updated last year
- reinforcement learning for active fluid control☆28Updated 3 years ago
- A multi-agent reinforcement learning environment to design and benchmark control strategies aimed at reducing drag in turbulent open chan…☆44Updated 7 months ago
- Repository for data and scripts of "Automating Turbulence Modeling by Multi-Agent Reinforcement Learning"☆27Updated 3 years ago
- An RL-Gym for Challenge Problems in Data-Driven Modeling and Control of Fluid Dynamics.☆48Updated last week
- ☆20Updated 3 years ago
- ☆13Updated 2 years ago
- Deep reinforcement learning to perform shape optimization☆57Updated 2 years ago
- Source code for the paper "Data-driven reduced-order models via regularised Operator Inference for a single-injector combustion process" …☆28Updated 2 years ago
- The unsupervised learning problem trains a diffeomorphic spatio-temporal grid, that registers the output sequence of the PDEs onto a non-…☆16Updated 2 years ago
- Example code implementation of learning to swim in potential flow via reinforcement learning☆12Updated 4 months ago
- Deep learning framework for model reduction of dynamical systems☆21Updated 3 years ago
- code for active flow control of flow around cynder using Deep Reinforcement Learning☆44Updated 2 years ago
- ☆37Updated 4 years ago
- Shallow Learning for Flow Reconstruction with Limited Sensors and Limited Data☆34Updated 5 years ago
- Experiment code associated with our paper: "Aerodynamic Design Optimization and Shape Exploration using Generative Adversarial Networks"☆56Updated 3 months ago
- Source code for "Deep Dynamical Modeling and Control of Unsteady Fluid Flows" from NeurIPS 2018☆44Updated 5 years ago
- Supporting code for "Reduced-order modeling of advection-dominated systems with recurrent neural networks and convolutional autoencoders"☆18Updated 3 years ago
- A benchmark library for DRL-based flow control☆10Updated 3 months ago
- Policy-based optimization : single-step policy gradient seen as an evolution strategy☆16Updated 10 months ago
- Methods and code for J. L. Callaham, J. N. Kutz, B. W. Brunton, and S. L. Brunton (2020)☆55Updated 3 years ago
- Source code for POD-DL-ROM: enhancing deep learning-based reduced order models for nonlinear parametrized PDEs by proper orthogonal decom …☆26Updated last year
- Immersed boundary - Fluid Structure Interaction solver with heat transfer☆3Updated this week
- Deep reinforcement learning with OpenFOAM☆30Updated 7 months ago
- code for performing active flow control of the 2D Karman street using Deep Reinforcement Learning☆150Updated last year
- Code repository for "Learned Turbulence Modelling with Differentiable Fluid Solvers"☆35Updated last year
- ☆16Updated last year