peterparity / PDE-VAE-pytorchLinks
PDE-VAE: Variational Autoencoder for Extracting Interpretable Physical Parameters from Spatiotemporal Systems using Unsupervised Learning
☆35Updated 3 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:
- ☆48Updated last year
- The public repository about our joint FINN research project☆38Updated 2 years ago
- Semi-supervised Invertible Neural Operators for Bayesian Inverse Problems☆13Updated last year
- SymDer: Symbolic Derivative Approach to Discovering Sparse Interpretable Dynamics from Partial Observations☆21Updated 2 years ago
- Try to approximate the solution of Fokker-Planck equation☆9Updated last year
- ☆42Updated 2 years ago
- Generative Learning for Forecasting the Dynamics of High Dimensional Complex Systems☆35Updated 4 months ago
- ☆35Updated 4 years ago
- ☆36Updated 2 years ago
- A python implementation of Physics-informed Spline Learning for nonlinear dynamics discovery.☆26Updated 3 years ago
- ☆21Updated 2 years ago
- ☆23Updated 3 years ago
- ☆13Updated 5 years ago
- Multiwavelets-based operator model☆63Updated 3 years ago
- Simple demo on implementing data driven and physics informed Deep O Nets in pytorch☆14Updated last year
- ☆36Updated last year
- ☆54Updated 2 years ago
- Source code of "Learning nonlinear operators in latent spaces for real-time predictions of complex dynamics in physical systems."☆65Updated 3 months ago
- ☆116Updated 6 years ago
- Physics-Constrained Bayesian Neural Network for Fluid Flow Reconstruction with Sparse and Noisy Data☆49Updated 5 years ago
- Learning with Higher Expressive Power than Neural Networks (On Learning PDEs)☆16Updated 4 years ago
- Deep learning assisted dynamic mode decomposition☆19Updated 3 years ago
- A library for dimensionality reduction on spatial-temporal PDE☆66Updated last year
- Learning two-phase microstructure evolution using neural operators and autoencoder architectures☆23Updated last year
- Practicum on Supervised Learning in Function Spaces☆33Updated 3 years ago
- Pseudospectral Kolmogorov Flow Solver☆41Updated last year
- Physics-encoded recurrent convolutional neural network☆46Updated 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…☆41Updated 2 years ago
- ☆21Updated 4 years ago
- ☆11Updated 4 years ago