A Deep Neural Network Near-Universal Dielectric Meta-Atom Generator
Clayton Fowler, Sensong An, Bowen Zheng, Hang Li, Hong Tang, Mohammad Haerinia, Yunxi Dong, Yifei Zhang, Mikhail Y. Shalaginov, Anu Agarwal, Clara Rivero‐Baleine, Myungkoo Kang, Kathleen A. Richardson, Tian Gu, Juejun Hu, Hualiang Zhang · OSA Optical Design and Fabrication 2021 (Flat Optics, Freeform, IODC, OFT) · 2021
Dielectric meta-atoms enable ultra-thin optical devices but have complex electromagnetic responses. Neural networks mitigate the complexity but have had limited predictive scope. We present a network for near-arbitrary materials and spectral regimes.