Rapid Calibration of High-Performance Wavelength Selective Switches Based on the Few-Shot Transfer Learning

This paper demonstrated that a few-shot transfer learning method can achieve <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$&gt;25 \text{dB}$</tex> worstcase port isolation levels across all the switching scenarios with a 88% reduction in experimental calibration workload for a <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$41 \times 17$</tex> WSS.

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Publication Details

Published
2025-06-29
DOI
https://doi.org/10.23919/oecc/psc62146.2025.11109228
Primary Topic
Advanced Optical Sensing Technologies
Type
article
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article

Rapid Calibration of High-Performance Wavelength Selective Switches Based on the Few-Shot Transfer Learning

Haining Yang, Jiewen Nie, Haoyu Wei
Advanced Optical Sensing Technologies
article

Rapid Calibration of High-Performance Wavelength Selective Switches Based on the Few-Shot Transfer Learning

Haining Yang, Jiewen Nie, Haoyu Wei
article en

Abstract

This paper demonstrated that a few-shot transfer learning method can achieve <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$&gt;25 \text{dB}$</tex> worstcase port isolation levels across all the switching scenarios with a 88% reduction in experimental calibration workload for a <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$41 \times 17$</tex> WSS.

Southeast University (BD), Southeast University (CN)
Affordable and clean energy
Openalex Percentile: Top 79%
Advanced Optical Sensing Technologies
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