peterparity / PDE-VAE-pytorchView external linksLinks
PDE-VAE: Variational Autoencoder for Extracting Interpretable Physical Parameters from Spatiotemporal Systems using Unsupervised Learning
☆36Dec 18, 2021Updated 4 years ago
Alternatives and similar repositories for PDE-VAE-pytorch
Users that are interested in PDE-VAE-pytorch are comparing it to the libraries listed below
Sorting:
- A Finite Element Approximation of a Cahn--Hilliard Tumour Model with FEniCS, by Dennis Trautwein (2020).☆10Oct 11, 2020Updated 5 years ago
- ☆14Mar 3, 2022Updated 3 years ago
- Code for the blog post☆12Jan 15, 2021Updated 5 years ago
- A dissipative particle dynamics (DPD) project.☆13Aug 16, 2023Updated 2 years ago
- Layered distributions using FLAX/JAX☆10Dec 13, 2020Updated 5 years ago
- Physics-informed information field theory - Solve inverse problems with built-in model form uncertainty estimation☆12Jan 24, 2024Updated 2 years ago
- ☆15Nov 20, 2023Updated 2 years ago
- Machine learning applied to interpolate sea-surface height observations from altimetry tracks.☆11Apr 3, 2023Updated 2 years ago
- Source code for "Probabilistic neural networks for fluid flow model-order reduction and data recovery"☆11Sep 19, 2020Updated 5 years ago
- Awesome-spatial-temporal-scientific-machine-learning-data-mining-packages. Julia and Python resources on spatial and temporal data mining…☆14Dec 3, 2022Updated 3 years ago
- Use SINDY algorithm to discover a dynamical system from coronavirus data☆13Apr 9, 2024Updated last year
- Physics-informed learning of governing equations from scarce data☆13Feb 16, 2021Updated 4 years ago
- Code for MAE 423 Heat Transfer (Fall 2019-20).☆16Jan 15, 2020Updated 6 years ago
- Official code for "DMIS: Dynamic Mesh-based Importance Sampling for Training Physics-Informed Neural Networks" (AAAI 2023)☆18Jan 17, 2024Updated 2 years ago
- ☆35Jan 29, 2021Updated 5 years ago
- Refining continuous-in-depth neural networks☆42Nov 14, 2021Updated 4 years ago
- MIONet: Learning multiple-input operators via tensor product☆44Nov 13, 2022Updated 3 years ago
- Testing out Diffusion-based models for weather and PV forecasting☆18Jan 19, 2026Updated 3 weeks ago
- ☆19Jun 3, 2020Updated 5 years ago
- 采用PINN/ResPINN对两种偏微分方程（Burgers&Allen-Cahn）的训练与求解☆16Feb 5, 2021Updated 5 years ago
- diffusionjax is a simple and accessible diffusion models package in JAX☆50Jan 19, 2025Updated last year
- An unofficial implementation of the Fourier Neural Operator in Flax☆19May 25, 2024Updated last year
- Neural network based solvers for partial differential equations and inverse problems . Implementation of physics-informed neural networks…☆18May 11, 2022Updated 3 years ago
- Python codes for Locally Adaptive Activation Function (LAAF) used in deep neural networks. Please cite this work as "A D Jagtap, K Kawa…☆43Feb 1, 2023Updated 3 years ago
- [NeurIPS 2024] Codebase for PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs.☆394Updated this week
- hp-VPINNs: variational physics-informed neural network with domain decomposition is a general framework to solve differential equations☆88Aug 26, 2025Updated 5 months ago
- implementation of physics-informed variational auto-encoder☆20Oct 26, 2023Updated 2 years ago
- A basic implementation of the paper Eigengame : PCA as a Nash Equilibrium☆21Jun 7, 2021Updated 4 years ago
- Sparse Physics-based and Interpretable Neural Networks☆52Sep 30, 2021Updated 4 years ago
- The unsupervised learning problem trains a diffeomorphic spatio-temporal grid, that registers the output sequence of the PDEs onto a non-…☆20Sep 14, 2022Updated 3 years ago
- ☆21Dec 8, 2022Updated 3 years ago
- Predicting wave propagation on shallow water with deep neural networks☆23Oct 3, 2023Updated 2 years ago
- Benchmarking tools for applying AI/ML to data assimilation☆26Jun 6, 2025Updated 8 months ago
- Supplementary code for the paper "Meta-Solver for Neural Ordinary Differential Equations" https://arxiv.org/abs/2103.08561☆25Mar 30, 2021Updated 4 years ago
- Gradient-enhanced physics-informed neural networks for forward and inverse PDE problems☆107Apr 15, 2022Updated 3 years ago
- ☆22May 6, 2020Updated 5 years ago
- Using graph network to solve PDEs☆433Jun 2, 2025Updated 8 months ago
- Flood Mapping Intercomparison☆15Nov 5, 2025Updated 3 months ago
- The course material for the programming course in DEES, University of Manchester☆10Jan 6, 2026Updated last month