maxjiang93 / space_time_pde
MeshfreeFlowNet: Physical Constrained Space Time Super-Resolution
☆106Updated 3 years ago
Alternatives and similar repositories for space_time_pde:
Users that are interested in space_time_pde are comparing it to the libraries listed below
- Turbulent flow network source code☆61Updated last year
- ☆93Updated last year
- ☆35Updated last year
- ☆54Updated last year
- Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data☆140Updated 5 years ago
- A library for dimensionality reduction on spatial-temporal PDE☆61Updated 9 months ago
- Physics-constrained auto-regressive convolutional neural networks for dynamical PDEs☆91Updated 2 years ago
- ☆119Updated last year
- Geometry-Aware Fourier Neural Operator (Geo-FNO)☆202Updated last year
- PyTorch-FEniCS interface☆99Updated 3 years ago
- PhyGeoNet: Physics-Informed Geometry-Adaptive Convolutional Neural Networks for Solving Parametric PDEs on Irregular Domain☆83Updated 3 years ago
- Code repository for "Learned Turbulence Modelling with Differentiable Fluid Solvers"☆35Updated 2 years ago
- ☆54Updated 8 months ago
- Deep learning library for solving differential equations on top of PyTorch.☆61Updated 4 years ago
- Generative Adversarial Network (GAN) for physically realistic enrichment of turbulent flow fields☆67Updated 3 years ago
- ☆45Updated 2 years ago
- Solver-in-the-Loop: Learning from Differentiable Physics to Interact with Iterative PDE-Solvers☆151Updated 2 years ago
- Code for "Robust flow field reconstruction from limited measurements vis sparse representation" (J. Callaham, K. Maeda, and S. Brunton 20…☆14Updated 6 years ago
- Applications of PINOs☆112Updated 2 years ago
- [ICLR 2023] Factorized Fourier Neural Operators☆149Updated last year
- ☆62Updated 5 years ago
- Time- and space-continuous neural PDE forecaster based on INRs and ODEs☆55Updated last year
- ☆100Updated 6 months ago
- Characterizing possible failure modes in physics-informed neural networks.☆127Updated 3 years ago
- Solving PDEs with NNs☆50Updated 2 years ago
- Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation☆80Updated last month
- ☆35Updated last year
- MeshGraphNets (MGN)☆61Updated last year