https://github.com/asem000/physics-informed-neural-network-in-jax

Example problems in Physics informed neural network in JAX
https://github.com/asem000/physics-informed-neural-network-in-jax

colab jax laplace navier-stokes physics-based-neuralnetwork physics-informed-neural-networks pinn

Last synced: 13 days ago
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Example problems in Physics informed neural network in JAX

• Host: GitHub
• URL: https://github.com/asem000/physics-informed-neural-network-in-jax
• Owner: ASEM000
• License: mit
• Created: 2021-09-09T02:39:19.000Z (over 3 years ago)
• Default Branch: main
• Last Pushed: 2023-08-23T01:03:00.000Z (over 1 year ago)
• Last Synced: 2024-11-26T10:01:43.402Z (26 days ago)
• Topics: colab, jax, laplace, navier-stokes, physics-based-neuralnetwork, physics-informed-neural-networks, pinn
• Language: Jupyter Notebook
• Homepage:
• Size: 1.82 MB
• Stars: 76
• Watchers: 2
• Forks: 6
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# [Physics informed neural network](https://maziarraissi.github.io/PINNs/) in [JAX](https://github.com/google/jax)

Example notebooks for various applications in Physics informed neural network.

| Description  |  Functional form | Class form ✨*New*✨  |

|---|---|---|

| **[ODE]**  |   |   |

|  **[PDE]** Burgers |   |   |

|  **[PDE]** Laplace |   |   |

|  **[ODE]** Supervised loss + PINN |   |   |

| **[ODE]** System of ODE  |   |   |

|  **[ODE]** Finite difference |   |   |

If you find it useful please give it a ⭐