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Fiber-Optic Telecommunication Network Wells Monitoring by Phase-Sensitive Optical Time-Domain Reflectometer with Disturbance Recognition
The paper presents the application of a phase-sensitive optical time-domain reflectometer (phi-OTDR) in the field of urban infrastructure monitoring. In particular, the branched structure of the urban network of telecommunication wells. The encountered tasks and difficulties are described. The possi...
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/PMC10220778/ https://www.ncbi.nlm.nih.gov/pubmed/37430897 http://dx.doi.org/10.3390/s23104978 |
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author | Zhirnov, Andrey A. Chesnokov, German Y. Stepanov, Konstantin V. Gritsenko, Tatyana V. Khan, Roman I. Koshelev, Kirill I. Chernutsky, Anton O. Svelto, Cesare Pnev, Alexey B. Valba, Olga V. |
author_facet | Zhirnov, Andrey A. Chesnokov, German Y. Stepanov, Konstantin V. Gritsenko, Tatyana V. Khan, Roman I. Koshelev, Kirill I. Chernutsky, Anton O. Svelto, Cesare Pnev, Alexey B. Valba, Olga V. |
author_sort | Zhirnov, Andrey A. |
collection | PubMed |
description | The paper presents the application of a phase-sensitive optical time-domain reflectometer (phi-OTDR) in the field of urban infrastructure monitoring. In particular, the branched structure of the urban network of telecommunication wells. The encountered tasks and difficulties are described. The possibilities of usage are substantiated, and the numerical values of the event quality classification algorithms applied to experimental data are calculated using machine learning methods. Among the considered methods, the best results were shown by convolutional neural networks, with a probability of correct classification as high as 98.55%. |
format | Online Article Text |
id | pubmed-10220778 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-102207782023-05-28 Fiber-Optic Telecommunication Network Wells Monitoring by Phase-Sensitive Optical Time-Domain Reflectometer with Disturbance Recognition Zhirnov, Andrey A. Chesnokov, German Y. Stepanov, Konstantin V. Gritsenko, Tatyana V. Khan, Roman I. Koshelev, Kirill I. Chernutsky, Anton O. Svelto, Cesare Pnev, Alexey B. Valba, Olga V. Sensors (Basel) Article The paper presents the application of a phase-sensitive optical time-domain reflectometer (phi-OTDR) in the field of urban infrastructure monitoring. In particular, the branched structure of the urban network of telecommunication wells. The encountered tasks and difficulties are described. The possibilities of usage are substantiated, and the numerical values of the event quality classification algorithms applied to experimental data are calculated using machine learning methods. Among the considered methods, the best results were shown by convolutional neural networks, with a probability of correct classification as high as 98.55%. MDPI 2023-05-22 /pmc/articles/PMC10220778/ /pubmed/37430897 http://dx.doi.org/10.3390/s23104978 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 Zhirnov, Andrey A. Chesnokov, German Y. Stepanov, Konstantin V. Gritsenko, Tatyana V. Khan, Roman I. Koshelev, Kirill I. Chernutsky, Anton O. Svelto, Cesare Pnev, Alexey B. Valba, Olga V. Fiber-Optic Telecommunication Network Wells Monitoring by Phase-Sensitive Optical Time-Domain Reflectometer with Disturbance Recognition |
title | Fiber-Optic Telecommunication Network Wells Monitoring by Phase-Sensitive Optical Time-Domain Reflectometer with Disturbance Recognition |
title_full | Fiber-Optic Telecommunication Network Wells Monitoring by Phase-Sensitive Optical Time-Domain Reflectometer with Disturbance Recognition |
title_fullStr | Fiber-Optic Telecommunication Network Wells Monitoring by Phase-Sensitive Optical Time-Domain Reflectometer with Disturbance Recognition |
title_full_unstemmed | Fiber-Optic Telecommunication Network Wells Monitoring by Phase-Sensitive Optical Time-Domain Reflectometer with Disturbance Recognition |
title_short | Fiber-Optic Telecommunication Network Wells Monitoring by Phase-Sensitive Optical Time-Domain Reflectometer with Disturbance Recognition |
title_sort | fiber-optic telecommunication network wells monitoring by phase-sensitive optical time-domain reflectometer with disturbance recognition |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10220778/ https://www.ncbi.nlm.nih.gov/pubmed/37430897 http://dx.doi.org/10.3390/s23104978 |
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