[15a-WL2_201-1~9] 3.10 Photonic structures and phenomena

9:45 AM - 10:00 AM JST(12:45 AM - 1:00 AM UTC)

[15a-WL2_201-2] Transfer learning of radiation Q factors of two-dimensional photonic crystal cavities

〇Takashi Asano¹ (1.Kyoto Univ.)

Keywords:

photonic crystal cavity,transfer learning,machine learning

We report on our attempt to construct a model capable of accurately predicting the radiation Q-factors of photonic crystal nanocavities. This model utilizes transfer learning techniques, employing a large number of 2D FDTD calculation results and a small number of 3D FDTD calculation results.