dynamicslab / hydrogymLinks
An RL-Gym for Challenge Problems in Data-Driven Modeling and Control of Fluid Dynamics.
☆88Updated 5 months ago
Alternatives and similar repositories for hydrogym
Users that are interested in hydrogym are comparing it to the libraries listed below
Sorting:
- Example problems in Physics informed neural network in JAX☆82Updated 2 years ago
- PINNs-JAX, Physics-informed Neural Networks (PINNs) implemented in JAX.☆57Updated last year
- Transformers for modeling physical systems☆145Updated 2 years ago
- Methods and code for J. L. Callaham, J. N. Kutz, B. W. Brunton, and S. L. Brunton (2020)☆62Updated 4 years ago
- This gym provides implementations of various PDEs for easy testing and comparison of data-driven and classical PDE control algorithms.☆35Updated last week
- Repository from the paper https://arxiv.org/abs/1908.04127, to train Deep Reinforcement Learning in Fluid Mechanics Setup.☆66Updated 4 years ago
- The unsupervised learning problem trains a diffeomorphic spatio-temporal grid, that registers the output sequence of the PDEs onto a non-…☆19Updated 3 years ago
- SINDy-PI: A Robust Algorithm for Parallel Implicit Sparse Identification of Nonlinear Dynamics☆159Updated 4 years ago
- [Neurips 2024] A benchmark suite for autoregressive neural emulation of PDEs. (≥46 PDEs in 1D, 2D, 3D; Differentiable Physics; Unrolled T…☆92Updated last month
- JAX-SPH: A Differentiable Smoothed Particle Hydrodynamics Framework☆75Updated 2 months ago
- Data-driven reduced order modeling for nonlinear dynamical systems☆97Updated last month
- Symbolic Identification of Non-linear Dynamics. The method generalizes the SINDy algorithm by combining sparse and genetic-programming-ba…☆83Updated 3 years ago
- A general-purpose Python package for Koopman theory using deep learning.☆116Updated 3 months ago
- Example code for paper: Automatic Differentiation to Simultaneously Identify Nonlinear Dynamics and Extract Noise Probability Distributio…☆60Updated 3 years ago
- LagrangeBench: A Lagrangian Fluid Mechanics Benchmarking Suite☆66Updated 11 months ago
- ATHENA: Advanced Techniques for High dimensional parameter spaces to Enhance Numerical Analysis☆56Updated 2 years ago
- Pseudospectral Kolmogorov Flow Solver☆41Updated 2 years ago
- Differentiable Fluid Dynamics Package☆494Updated this week
- Code repository for "Learned Turbulence Modelling with Differentiable Fluid Solvers"☆39Updated 3 years ago
- JAX-DIPS is a differentiable interfacial PDE solver.☆47Updated last year
- mathLab mirror of Python Dynamic Mode Decomposition☆111Updated 9 months ago
- A package for computing data-driven approximations to the Koopman operator.☆400Updated last year
- A library for dimensionality reduction on spatial-temporal PDE☆70Updated last year
- MATLAB codes for physics-informed dynamic mode decomposition (piDMD)☆162Updated last year
- ☆42Updated 5 years ago
- TorchFSM: Fourier Spectral Method with PyTorch☆53Updated this week
- ☆28Updated 3 years ago
- ☆62Updated last year
- ☆118Updated 6 years ago
- Data-driven reduced order modeling for nonlinear dynamical systems☆34Updated 2 months ago