CVC-Lab / RobustPINNs
☆21Updated 2 years ago
Alternatives and similar repositories for RobustPINNs:
Users that are interested in RobustPINNs are comparing it to the libraries listed below
- ☆41Updated 4 years ago
- ☆40Updated 2 years ago
- ☆92Updated 3 years ago
- Learning Green's functions of partial differential equations with deep learning.☆65Updated last year
- Python codes for Locally Adaptive Activation Function (LAAF) used in deep neural networks. Please cite this work as "A D Jagtap, K Kawa…☆39Updated 2 years ago
- ☆53Updated 2 years ago
- Physics-Constrained Bayesian Neural Network for Fluid Flow Reconstruction with Sparse and Noisy Data☆48Updated 4 years ago
- Example problems in Physics informed neural network in JAX☆78Updated last year
- This repository contains the code and models for our paper "Investigating and Mitigating Failure Modes in Physics-informed Neural Network…☆18Updated last year
- ☆19Updated 4 years ago
- To address some of the failure modes in training of physics informed neural networks, a Lagrangian architecture is designed to conform to…☆47Updated 2 years ago
- Sparse Physics-based and Interpretable Neural Networks☆48Updated 3 years ago
- ☆25Updated 8 months ago
- Multifidelity DeepONet☆30Updated last year
- when using, please cite "Bayesian Physics-Informed Neural Networks for real-world nonlinear dynamical systems", CMAME, https://doi.org/1…☆67Updated 2 years ago
- Solving PDEs with NNs☆52Updated 2 years ago
- ☆62Updated 5 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…☆18Updated 5 months ago
- Competitive Physics Informed Networks☆27Updated 6 months ago
- ☆47Updated last year
- DeepONet extrapolation☆26Updated last year
- Applications of PINOs☆120Updated 2 years ago
- ☆116Updated 5 years ago
- Practicum on Supervised Learning in Function Spaces☆32Updated 3 years ago
- ☆130Updated 2 years ago
- POD-PINN code and manuscript☆49Updated 4 months ago
- Physics-informed convolutional-recurrent neural networks for solving spatiotemporal PDEs☆31Updated 3 years ago
- Update PDEKoopman code to Tensorflow 2☆23Updated 3 years ago
- Discontinuity Computing Using Physics-Informed Neural Network☆23Updated 11 months ago
- Pseudospectral Kolmogorov Flow Solver☆38Updated last year