Transfer Learning for Optimizing Topological Z-bending Waveguide

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.

Authors

Tomohiro Amemiya (ORCID: https://orcid.org/0000-0002-2710-8949)
Sho Okada (ORCID: https://orcid.org/0000-0002-1957-2282)
Liyan Hu
Xiao Hu (ORCID: https://orcid.org/0000-0003-1128-4099)
Xing-Xiang Wang (ORCID: https://orcid.org/0000-0002-5713-331X)
Q. Wang

Publication Details

Published: 2025-01-01
DOI: https://doi.org/10.1364/cleo_at.2025.jps100_53
Primary Topic: Photonic and Optical Devices
Type: article
Field-Weighted Citation Impact: 0.00

Controls

|||

ALL TIME

JAN

FEB

MAR

APR

MAY

JUN

JUL

AUG

SEP

OCT

article

Transfer Learning for Optimizing Topological Z-bending Waveguide

Tomohiro Amemiya, Sho Okada, Liyan Hu, Xiao Hu et al.

Jan 1, 2025

Photonic and Optical Devices

article

Transfer Learning for Optimizing Topological Z-bending Waveguide

Tomohiro Amemiya, Sho Okada, Liyan Hu, Xiao Hu, Xing-Xiang Wang, Q. Wang

January 1, 2025article en

Abstract

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.

Openalex Percentile: Top 75%

Photonic and Optical Devices

DOI Source OpenAlex

AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Transfer Learning for Optimizing Topological Z-bending Waveguide — Tomohiro Amemiya, Sho Okada, et al. · (2025) | TGRS Research Map | TGRS