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PINN-code

This repository is used to store the code reproduction of the papers I have read, solving PDEs by PINN and derivative models.

If it’s useful for you, give me a star, please!

To-do

  • add config to modify more PDEs
  • add more models
  • plotting with MATLAB 2025.01.04
  • upload a handbook

Workflow

My workflow is based on PyCharm 2024.3 and MATLAB R2024a. All code is run on an ASUS TUF Gaming A14 (华硕天选 Air 2024) with the following device configuration:

CPU AMD Ryzen AI 9 HX
GPU NVIDA 4060 Laptop
RAM 32.0 GB
OS Ubuntu 24.10 LTS

And the Python requirements are as follows:

Python 3.11.10
torch 2.5.1 
CUDA 12.4 
scipy 1.14.1

For more details, please refer to requirements.txt or environment.yml in the environment folder.

Contributing

Contributions are welcome! Please open an issue or submit a pull request.

Acknowledgements

PyCharm

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