JohnCSu / DeepONet_Pytorch_DemoLinks
Simple demo on implementing data driven and physics informed Deep O Nets in pytorch
☆14Updated last year
Alternatives and similar repositories for DeepONet_Pytorch_Demo
Users that are interested in DeepONet_Pytorch_Demo are comparing it to the libraries listed below
Sorting:
- This is the implementation of the RecFNO.☆21Updated 2 years ago
- ☆29Updated 2 years ago
- Learning two-phase microstructure evolution using neural operators and autoencoder architectures☆23Updated last year
- ☆11Updated 3 weeks ago
- ☆54Updated 2 years ago
- Separabale Physics-Informed DeepONets in JAX☆10Updated 8 months ago
- ☆36Updated 2 years ago
- ☆42Updated 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
- Code for "Beyond Regular Grids: Fourier-Based Neural Operators on Arbitrary Domains"☆22Updated last year
- Learning with Higher Expressive Power than Neural Networks (On Learning PDEs)☆16Updated 4 years ago
- PDE Preserved Neural Network☆54Updated 2 months ago
- Coupled-Automatic-Numerical differentiation scheme for physics-informed neural network (can-PINN)☆29Updated last year
- Physics Informed Fourier Neural Operator☆24Updated 8 months ago
- Generative Learning for Forecasting the Dynamics of High Dimensional Complex Systems☆35Updated 4 months ago
- Code for Mesh Transformer describes in the EAGLE dataset☆41Updated 5 months ago
- ☆10Updated 2 years ago
- GCA-ROM is a library which implements graph convolutional autoencoder architecture as a nonlinear model order reduction strategy.☆36Updated last month
- PyTorch implemention of the Position-induced Transformer for operator learning in partial differential equations☆20Updated 2 months ago
- ☆12Updated 2 years ago
- ☆56Updated 6 months ago
- Official repo for separable operator networks -- extreme-scale operator learning for parametric PDEs.☆29Updated 9 months ago
- Reliable extrapolation of deep neural operators informed by physics or sparse observations☆27Updated 2 years ago
- ☆16Updated last year
- Domain Agnostic Fourier Neural Operators (DAFNO)☆15Updated 11 months ago
- ☆20Updated last month
- This repository contains the code and models for our paper "Investigating and Mitigating Failure Modes in Physics-informed Neural Network…☆18Updated last year
- ☆44Updated 4 months ago
- ☆10Updated 2 years ago
- Physics-encoded recurrent convolutional neural network☆46Updated 3 years ago