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physics.optics2026

Physics-Informed Neural Networks for 2D Plane Wave Scattering in Arbitrary Dielectric Structures

Zheng-Yu Huang, Yu Tian, Jing-Wen Zhang +1

The paper presents a meshless physics-informed neural network framework that solves 2D electromagnetic wave scattering in arbitrary dielectric structures by embedding Maxwell's equ…