Physics-constrained neural networks for surrogate modeling of lossless periodic structures

Eric Prehn, Peter Jung

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 ener…