physics.optics · 2026-06-29 · No. 38
Optics, 2026-06-29.
1 new papers in physics.optics. Titles, authors,
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01 — The papers
1 entries-
01
Physics-constrained neural networks for surrogate modeling of lossless periodic structures
Eric Prehn, Peter Jung
physics.optics · cs.LG
We introduce a physics-constrained neural network (PCNN) for the rapid prediction of rigorous coupled-wave analysis (RCWA) outputs in the form of Jones matrices. Starting from energy conservation in lossless layered periodic structures, we use the fact that RCWA outputs lie on a Stiefel manifold. This energy constraint is enforced as a hard condition by projecting onto the manifold using differentiable symmetric orthogonalization. The...
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