rezaakb / pinns-jaxLinks
PINNs-JAX, Physics-informed Neural Networks (PINNs) implemented in JAX.
☆54Updated last year
Alternatives and similar repositories for pinns-jax
Users that are interested in pinns-jax are comparing it to the libraries listed below
Sorting:
- Example problems in Physics informed neural network in JAX☆81Updated 2 years ago
- [Neurips 2024] A benchmark suite for autoregressive neural emulation of PDEs. (≥46 PDEs in 1D, 2D, 3D; Differentiable Physics; Unrolled T…☆82Updated 4 months ago
- This is the repository for the code used in the ICML23 paper called "Achieving High Accuracy with PINNs via Energy Natural Gradient Desce…☆22Updated 11 months ago
- ☆28Updated last year
- Code for the paper: Solving and Learning Nonlinear PDEs with Gaussian Processes☆40Updated 2 months ago
- JAX-DIPS is a differentiable interfacial PDE solver.☆46Updated last year
- Differentiable interface to FEniCS for JAX☆58Updated 4 years ago
- Efficient and Scalable Physics-Informed Deep Learning and Scientific Machine Learning on top of Tensorflow for multi-worker distributed c…☆116Updated 3 years ago
- This repository contains code, which was used to generate large-scale results in the HINTS paper.☆30Updated 11 months ago
- ☆98Updated 3 years ago
- Methods and code for J. L. Callaham, J. N. Kutz, B. W. Brunton, and S. L. Brunton (2020)☆59Updated 4 years ago
- Efficient Differentiable n-d PDE solvers in JAX.☆47Updated 11 months ago
- An RL-Gym for Challenge Problems in Data-Driven Modeling and Control of Fluid Dynamics.☆79Updated 2 months ago
- Spectral Neural Operator☆78Updated last year
- Introduction to JAX Workshop @ ETH Zurich, 25 June 2024☆37Updated 5 months ago
- Data-driven reduced order modeling for nonlinear dynamical systems☆89Updated 3 months ago
- ☆17Updated 9 months ago
- Pseudospectral Kolmogorov Flow Solver☆40Updated last year
- LagrangeBench: A Lagrangian Fluid Mechanics Benchmarking Suite☆68Updated 9 months ago
- ☆42Updated 5 years ago
- [ICLR 2024] Neural Spectral Methods: Self-supervised learning in the spectral domain.☆46Updated last year
- JAX-SPH: A Differentiable Smoothed Particle Hydrodynamics Framework☆75Updated 8 months ago
- ☆44Updated 2 years ago
- Example code for paper: Automatic Differentiation to Simultaneously Identify Nonlinear Dynamics and Extract Noise Probability Distributio…☆57Updated 3 years ago
- Numerical Gaussian Processes for Time-dependent and Non-linear Partial Differential Equations☆69Updated 5 years ago
- Applications of PINOs☆136Updated 2 years ago
- Update PDEKoopman code to Tensorflow 2☆23Updated 4 years ago
- Operator Inference for data-driven, non-intrusive model reduction of dynamical systems.☆75Updated 2 months ago
- AL4PDE: A Benchmark for Active Learning for Neural PDE Solvers☆29Updated 4 months ago
- Code for ResDMD: data-driven spectral properties of Koopman Operators☆38Updated last year