講演情報

[15a-K505-8]Transfer Learning for Optimizing Topological Z-bending Waveguide

〇(M1)QIANSHUO WANG1, Liyan Hu1, Xing-Xiang Wang1, Sho Okada2, Xiao Hu3, Tomohiro Amemiya1 (1.Institute of Science Tokyo, 2.National Institute of Information and Communications Technology, 3.Shanghai University)

キーワード:

photonic crystal waveguides

Transfer learning was performed to optimize topological z-bending waveguides. Initial 2D datasets were used to train a convolutional neural network, followed by transfer learning for 3D structures, achieving enhanced propagation efficiency and structural adaptability.