lukebhan / PDEControlGym
This gym provides implementations of various PDEs for easy testing and comparison of data-driven and classical PDE control algorithms.
☆16Updated this week
Related projects ⓘ
Alternatives and complementary repositories for PDEControlGym
- Neural Networks with Physics-Informed Architectures and Constraints for Dynamical Systems Modeling☆41Updated 2 years ago
- An RL-Gym for Challenge Problems in Data-Driven Modeling and Control of Fluid Dynamics.☆56Updated 2 weeks ago
- ☆38Updated 4 years ago
- Augmenting Physical Models with Deep Networks for Complex Dynamics Forecasting☆39Updated 11 months ago
- ☆42Updated 3 years ago
- Repo to the paper "Message Passing Neural PDE Solvers"☆124Updated 2 months ago
- Source code for "Deep Dynamical Modeling and Control of Unsteady Fluid Flows" from NeurIPS 2018☆46Updated 5 years ago
- LagrangeBench: A Lagrangian Fluid Mechanics Benchmarking Suite☆57Updated 4 months ago
- ☆85Updated 3 years ago
- This is the repository for the code used in the ICML23 paper called "Achieving High Accuracy with PINNs via Energy Natural Gradient Desce…☆11Updated 3 weeks ago
- Controlgym: Large-Scale Control Environments for Benchmarking Reinforcement Learning Algorithms☆28Updated 7 months ago
- ☆14Updated 3 years ago
- ☆78Updated last year
- Material for the tutorial on "Physics-Informed Machine Learning (PIML) for Modeling and Control of Dynamical Systems" presented at the Am…☆13Updated 7 months ago
- A framework for neural network control of dynamical systems over graphs.☆55Updated 2 years ago
- Methods and code for J. L. Callaham, J. N. Kutz, B. W. Brunton, and S. L. Brunton (2020)☆54Updated 3 years ago
- Code for the paper: Solving and Learning Nonlinear PDEs with Gaussian Processes☆33Updated 3 weeks ago
- PyTorch-FEniCS interface☆97Updated 3 years ago
- Neural Galerkin☆14Updated last year
- Transformers for modeling physical systems☆129Updated last year
- Applications of PINOs☆109Updated 2 years ago
- JAX-SPH: A Differentiable Smoothed Particle Hydrodynamics Framework☆52Updated 2 months ago
- Spectral Neural Operator☆71Updated 10 months ago
- ☆12Updated 2 years ago
- Example problems in Physics informed neural network in JAX☆72Updated last year
- ☆152Updated 8 months ago
- Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation☆69Updated 3 weeks ago
- Example code for paper: Automatic Differentiation to Simultaneously Identify Nonlinear Dynamics and Extract Noise Probability Distributio…☆52Updated 2 years ago
- Deep learning library for solving differential equations on top of PyTorch.☆59Updated 4 years ago
- A tool for generating PDEs ground truth datasets from ARCSim, FEniCS and SU2☆36Updated 3 years ago