Nanostructured Photonic Power Splitter Design via Convolutional Neural Networks
Mohammad Hossein Tahersima, Keisuke Kojima, Toshiaki Koike–Akino, Devesh K. Jha, Bingnan Wang, Chung-Wei Lin, Kieran Parsons · Conference on Lasers and Electro-Optics · 2019
We train a convolutional neural network (CNN)that can predict the optical response of randomly generated nanopatterned photonic power splitters in a 2400 design space with a prediction correlation coefficient of 85 %. © 2019 The Author(s)