Fiber-Optic Telecommunication Network Wells Monitoring by Phase-Sensitive Optical Time-Domain Reflectometer with Disturbance Recognition

Author:

Zhirnov Andrey A.1ORCID,Chesnokov German Y.2,Stepanov Konstantin V.1,Gritsenko Tatyana V.1,Khan Roman I.1,Koshelev Kirill I.1,Chernutsky Anton O.1ORCID,Svelto Cesare3,Pnev Alexey B.1,Valba Olga V.24

Affiliation:

1. Bauman Moscow State Technical University, 2-nd Baumanskaya 5-1, 105005 Moscow, Russia

2. Department of Applied Mathematics, MIEM, National Research University Higher School of Economics, 123458 Moscow, Russia

3. Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, 20133 Milan, Italy

4. Laboratory of Complex Networks, Brain and Consciousness Research Center, 119991 Moscow, Russia

Abstract

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%.

Funder

Russian Science Foundation

Publisher

MDPI AG

Subject

Electrical and Electronic Engineering,Biochemistry,Instrumentation,Atomic and Molecular Physics, and Optics,Analytical Chemistry

Reference53 articles.

1. High-Speed Digital Lightwave Communication Using LEDs and PIN Photodiodes at 1.3 μm;Gloge;Bell Syst. Tech. J.,1980

2. High-speed CMI optical intraoffice transmission system: Design and performance;Hagishima;IEEE J. Sel. Areas Commun.,1986

3. Itoh, T., Shimada, S., and Nakagawa, Κ. (1986, January 22–25). Gigabit/s optical fiber transmission systems—Today and tomorrow. Proceedings of the International Communications Conference (ICC), Toronto, ON, Canada.

4. Terrestrial lightwave systems;Sanferrare;AT&T Tech. J.,1987

5. A survey of light-weight transport protocols for high-speed networks;Doeringer;IEEE Trans. Commun.,1990

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3