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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

FELINES is a predictive lightning protection system that detects Preliminary Breakdown Pulses (PBP) to forecast dangerous Return Strokes (RS) affecting electrical infrastructures. Combining electromagnetic modeling, and machine learning enables the preventive disconnection of vulnerable power and renewable energy systems before damage occurs.

  • Updated Mar 6, 2026
  • Jupyter Notebook

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