Inverse design of nanophotonic devices enabled by optimization algorithms and deep learning: recent achievements and future prospects
Sign Up to like & getrecommendations! Published in 2025 at "Nanophotonics"
DOI: 10.1515/nanoph-2024-0536
Abstract: Abstract Nanophotonics, which explores significant light–matter interactions at the nanoscale, has facilitated significant advancements across numerous research fields. A key objective in this area is the design of ultra-compact, high-performance nanophotonic devices to pave the… read more here.
Keywords: deep learning; inverse design; nanophotonic devices; design nanophotonic ... See more keywords
Smart and Rapid Design of Nanophotonic Structures by an Adaptive and Regularized Deep Neural Network
Sign Up to like & getrecommendations! Published in 2022 at "Nanomaterials"
DOI: 10.3390/nano12081372
Abstract: The design of nanophotonic structures based on deep learning is emerging rapidly in the research community. Design methods using Deep Neural Networks (DNN) are outperforming conventional physics-based simulations performed iteratively by human experts. Here, a… read more here.
Keywords: nanophotonic structures; lrs rcnn; deep neural; design nanophotonic ... See more keywords