Ultra-Fast Optimization of Aperiodic Metasurface Superpixels Using Conditional Physics-Augmented Deep Learning

Conventional neural network surrogate solvers are severely limited by their inability to function outside of fixed simulation parameters. We present a foundational method for conditioning on arbitrary parameters and demonstrate optimizing high-efficiency aperiodic superpixel deflectors.