Machine Learning for Exotic Metasurfaces

TitleMachine Learning for Exotic Metasurfaces
Publication TypeConference Paper
Year of Publication2020
AuthorsY Deng, S Ren, K Fan, JM Malof, and WJ Padilla
Conference NameInternational Conference on Infrared, Millimeter, and Terahertz Waves, Irmmw Thz
Date Published11/2020

We introduce one deep neural network and an inverse method called neural adjoint method to solve high-dimensional metasurface inverse design problem. We find that, even when the solution is outside the geometry space, the neural adjoint method is still able to find a metasurface design with low error.