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AI / ML for EM & sensing

Neural surrogates, physics-informed and graph networks for solvers, and learning-based detection across electromagnetics and signal processing.

AI / ML for EM & sensing

I apply machine learning where it complements physics — neural surrogates and physics-informed and graph networks that accelerate solvers, and learning-based detection and estimation for radar and sensing.

  • Neural surrogates for full-wave solvers
  • Physics-informed & graph networks
  • Learning-based detection & estimation