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1. PINNs-CFD.py PINNs-CFD.py Public

   Physics-Informed Neural Network (PINN) framework for CFD simulations integrating mesh handling, fluid property evaluation (CoolProp/Cantera), and PyTorch-based PINN solver for Navier–Stokes and ene…

   Python 6

2. Physics-pinns-toolkit Physics-pinns-toolkit Public

   Physics-Informed Neural Networks in CFD applications

   Python

3. Spherical-PINN-Singularity Spherical-PINN-Singularity Public

   A Physics-Informed Neural Network (PINN) implementation for the Single Particle Model (SPM), resolving the coordinate singularity at r=0 using L'Hôpital's Rule embedded within the loss function.

   Python

4. PINNs-PhD.Research PINNs-PhD.Research Public

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5. Battery-Digital-Twin Battery-Digital-Twin Public

   0D Battery Digital Twin using PINN for thermal runaway prediction

   Jupyter Notebook