Elucidating the Behavior of Nanophotonic Structures through Explainable Machine Learning Algorithms
Elucidating the Behavior of Nanophotonic Structures through Explainable Machine Learning Algorithms
A central challenge in the development of nanophotonic structures is identifying the optimal design for a target functionality, and understanding the physical mechanisms that enable the optimized device's capabilities. Previously investigated design methods for nanophotonic structures, including both conventional optimization approaches as well as nascent machine learning (ML) strategies, have …