jtoleary / SPINN
Stochastic Physics-Informed Neural Networks: A Moment-Matching Framework for Learning Hidden Physics within Stochastic Differential Equations
☆12Updated 2 years ago
Related projects ⓘ
Alternatives and complementary repositories for SPINN
- Discontinuity Computing Using Physics-Informed Neural Network☆21Updated 6 months ago
- DeepONet extrapolation☆24Updated last year
- Multifidelity DeepONet☆27Updated last year
- Neural Galerkin☆14Updated last year
- Code for Mesh Transformer describes in the EAGLE dataset☆31Updated 7 months ago
- Implementation of the Deep Ritz method and the Deep Galerkin method☆50Updated 4 years ago
- MIONet: Learning multiple-input operators via tensor product☆26Updated last year
- Competitive Physics Informed Networks☆26Updated last month
- ☆13Updated 3 years ago
- PDE Preserved Neural Network☆32Updated 4 months ago
- ☆37Updated last year
- Stochastic Physics-Informed Neural Ordinary Differential Equations☆15Updated 2 years ago
- This is the repository for the code used in the ICML23 paper called "Achieving High Accuracy with PINNs via Energy Natural Gradient Desce…☆11Updated 2 weeks ago
- ☆51Updated 2 years ago
- This repository contains the code and models for our paper "Investigating and Mitigating Failure Modes in Physics-informed Neural Network…☆16Updated 11 months ago
- Code accompanying the manuscript "Augmented Physics-Informed Neural Networks (APINNs): A gating network-based soft domain decomposition m…☆15Updated last year
- ☆22Updated 4 months ago
- Sparse Physics-based and Interpretable Neural Networks☆46Updated 3 years ago
- Code for "Beyond Regular Grids: Fourier-Based Neural Operators on Arbitrary Domains"☆13Updated 5 months ago
- ICON for in-context operator learning☆40Updated last week
- ☆19Updated 4 months ago
- ☆57Updated 2 months ago
- In this repository, you will find the different python scripts to train the available models on the AirfRANS dataset proposed at the Neur…☆40Updated last year
- ☆24Updated 2 years ago
- Source code of "Learning nonlinear operators in latent spaces for real-time predictions of complex dynamics in physical systems."☆51Updated 3 months ago
- POD-PINN code and manuscript☆45Updated 4 years ago
- ☆13Updated 3 months ago
- Implementation of fast PINN optimization with RBA weights☆42Updated 3 weeks ago
- A library for dimensionality reduction on spatial-temporal PDE☆59Updated 7 months ago