Structural Optimization of a Cascade Mach-Zehnder Interferometer DEMUX Using Factorization Machines with Simulated Annealing

We implemented Factorization Machines with Simulated Annealing to optimize the demultiplexer structure for large-scale photonic integrated circuits. The optimization was completed in 23 hours, whereas it would take more than 10<sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">16</sup> years using global search.

Authors

Institutions

Publication Details

Published
2025-06-29
DOI
https://doi.org/10.23919/oecc/psc62146.2025.11109107
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

Structural Optimization of a Cascade Mach-Zehnder Interferometer DEMUX Using Factorization Machines with Simulated Annealing

Shota Koshikawa, Yukari Takada, Keita Mochizuki, Yamato Misugi
Photonic and Optical Devices
article

Structural Optimization of a Cascade Mach-Zehnder Interferometer DEMUX Using Factorization Machines with Simulated Annealing

Shota Koshikawa, Yukari Takada, Keita Mochizuki, Yamato Misugi
article en

Abstract

We implemented Factorization Machines with Simulated Annealing to optimize the demultiplexer structure for large-scale photonic integrated circuits. The optimization was completed in 23 hours, whereas it would take more than 10<sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">16</sup> years using global search.

Mitsubishi Electric (Japan) (JP)
Affordable and clean energy
Openalex Percentile: Top 80%
Photonic and Optical Devices
DOISourceOpenAlex
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.

Structural Optimization of a Cascade Mach-Zehnder Interferometer DEMUX Using Factorization Machines with Simulated Annealing — Shota Koshikawa, Yukari Takada, et al. · (2025) | TGRS Research Map | TGRS