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maxwell-equations

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Official implementation of STAR-PINN: a Physics-Informed Neural Network (PINN) for solving the 2D time-domain magnetic diffusion (Maxwell) equation in nonlinear materials.

  • Updated May 11, 2026
  • Jupyter Notebook
Capacitor_FEM

A self-contained 2D finite-element electrostatics solver for simulating real capacitor geometries — parallel plates, coaxial cables, and arbitrary shapes built from simple primitives — rather than relying on closed-form formulas that only exist for a handful of idealized geometries. Pure NumPy / SciPy / Matplotlib.

  • Updated Aug 25, 2026
  • Python

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