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nonlinear-materials

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ShayanDodge / star-pinn-magnetic-diffusion

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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.

machine-learning deep-learning scientific-computing computational-physics neural-networks partial-differential-equations electromagnetics time-domain transient-analysis pinn maxwell-equations physics-informed-neural-networks ai-for-science research-code pde-solving magnetic-diffusion nonlinear-materials
  • Updated Apr 30, 2026

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