https://github.com/southendmusic/pinn-project-special-topics-in-cse

Code for the project on physics informed neural networks for the course special topics in computational science and engineering.
https://github.com/southendmusic/pinn-project-special-topics-in-cse

neural-networks pinns tensorflow

Last synced: 21 days ago
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Code for the project on physics informed neural networks for the course special topics in computational science and engineering.

• Host: GitHub
• URL: https://github.com/southendmusic/pinn-project-special-topics-in-cse
• Owner: SouthEndMusic
• License: mit
• Created: 2021-04-23T10:09:43.000Z (over 3 years ago)
• Default Branch: main
• Last Pushed: 2023-01-05T12:58:37.000Z (almost 2 years ago)
• Last Synced: 2024-10-05T18:05:16.674Z (3 months ago)
• Topics: neural-networks, pinns, tensorflow
• Language: Jupyter Notebook
• Homepage:
• Size: 64.8 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# PINN project special topics in CSE

## About

This repository contains the implementations of [Physics informed neural networks](https://en.wikipedia.org/wiki/Physics-informed_neural_networks) in TensorFlow, a technique for approximating the solution to a differential equation in the form of a neural network.

## Contents

These are the contents of this repository:

- The notebook `Warm-up PINNs v2.ipynb` contains a PNN implementation of a steady-state linear equation on a square,

- The