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Optical Frequency Domain Reflectometry Based on Multilayer Perceptron
We proposed an optical frequency domain reflectometry based on a multilayer perceptron. A classification multilayer perceptron was applied to train and grasp the fingerprint features of Rayleigh scattering spectrum in the optical fiber. The training set was constructed by moving the reference spectr...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10057011/ https://www.ncbi.nlm.nih.gov/pubmed/36991876 http://dx.doi.org/10.3390/s23063165 |
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author | Yin, Guolu Zhu, Zhaohao Liu, Min Wang, Yu Liu, Kaijun Yu, Kuanglu Zhu, Tao |
author_facet | Yin, Guolu Zhu, Zhaohao Liu, Min Wang, Yu Liu, Kaijun Yu, Kuanglu Zhu, Tao |
author_sort | Yin, Guolu |
collection | PubMed |
description | We proposed an optical frequency domain reflectometry based on a multilayer perceptron. A classification multilayer perceptron was applied to train and grasp the fingerprint features of Rayleigh scattering spectrum in the optical fiber. The training set was constructed by moving the reference spectrum and adding the supplementary spectrum. Strain measurement was employed to verify the feasibility of the method. Compared with the traditional cross-correlation algorithm, the multilayer perceptron achieves a larger measurement range, better measurement accuracy, and is less time-consuming. To our knowledge, this is the first time that machine learning has been introduced into an optical frequency domain reflectometry system. Such thoughts and results would bring new knowledge and optimization to the optical frequency domain reflectometer system. |
format | Online Article Text |
id | pubmed-10057011 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-100570112023-03-30 Optical Frequency Domain Reflectometry Based on Multilayer Perceptron Yin, Guolu Zhu, Zhaohao Liu, Min Wang, Yu Liu, Kaijun Yu, Kuanglu Zhu, Tao Sensors (Basel) Article We proposed an optical frequency domain reflectometry based on a multilayer perceptron. A classification multilayer perceptron was applied to train and grasp the fingerprint features of Rayleigh scattering spectrum in the optical fiber. The training set was constructed by moving the reference spectrum and adding the supplementary spectrum. Strain measurement was employed to verify the feasibility of the method. Compared with the traditional cross-correlation algorithm, the multilayer perceptron achieves a larger measurement range, better measurement accuracy, and is less time-consuming. To our knowledge, this is the first time that machine learning has been introduced into an optical frequency domain reflectometry system. Such thoughts and results would bring new knowledge and optimization to the optical frequency domain reflectometer system. MDPI 2023-03-16 /pmc/articles/PMC10057011/ /pubmed/36991876 http://dx.doi.org/10.3390/s23063165 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Yin, Guolu Zhu, Zhaohao Liu, Min Wang, Yu Liu, Kaijun Yu, Kuanglu Zhu, Tao Optical Frequency Domain Reflectometry Based on Multilayer Perceptron |
title | Optical Frequency Domain Reflectometry Based on Multilayer Perceptron |
title_full | Optical Frequency Domain Reflectometry Based on Multilayer Perceptron |
title_fullStr | Optical Frequency Domain Reflectometry Based on Multilayer Perceptron |
title_full_unstemmed | Optical Frequency Domain Reflectometry Based on Multilayer Perceptron |
title_short | Optical Frequency Domain Reflectometry Based on Multilayer Perceptron |
title_sort | optical frequency domain reflectometry based on multilayer perceptron |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10057011/ https://www.ncbi.nlm.nih.gov/pubmed/36991876 http://dx.doi.org/10.3390/s23063165 |
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