Physics-Guided Hierarchical Neural Networks for Maxwell's Equations in Metamaterials

We develop a hierarchical approach to building a Physics-guided neural network (PGNN) for scalable solutions of Maxwell equations with high spatial resolution and illustrate the developed formalism on a metamaterial photonic funnel example.