miracle-chou / pde-net

PDE-Net: Learning PDEs from Data

PDE-Net & PDE-Net 2.0

This repository is for the following two papers:

• PDE-Net: Learning PDEs from Data(ICML 2018)
• PDE-Net 2.0: Learning PDEs from Data with A Numeric-Symbolic Hybrid Deep Network

Source code can be found in another two branches of this repository: PDE-Net & PDE-Net-2.0.

If you find these code useful for your research then please cite

@inproceedings{long2018pde,
  title={PDE-Net: Learning PDEs from Data},
  author={Long, Zichao and Lu, Yiping and Ma, Xianzhong and Dong, Bin},
  booktitle={International Conference on Machine Learning},
  pages={3214--3222},
  year={2018}
}
@article{long2019pde,
  title={PDE-Net 2.0: Learning PDEs from data with a numeric-symbolic hybrid deep network},
  author={Long, Zichao and Lu, Yiping and Dong, Bin},
  journal={Journal of Computational Physics},
  pages={108925},
  year={2019},
  publisher={Elsevier}
}