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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

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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