Optoelectronic Technology, Volume. 43, Issue 3, 261(2023)

Fault Identification Method of High‑speed Railway Noise Barriers Based on KNN Algorithm and φ‑OTDR System

Daliang FU1, Yuanyuan YAO2, Huaru LIU1, Qianyi GAO2, Ying LI1, Xuping ZHANG2,3, Chengcheng DAI1, Ningmu ZOU4, and Yixin ZHANG2,3
Author Affiliations
  • 1China Railway Fifth Survey and Design Institute Group Co., Ltd, Beijing 02600, CHN
  • 2College of Engineering and Applied Sciences, Nanjing University, Nanjing 1003, CHN
  • 3Nanjing Fiber Photonics Technology Co., Ltd, Nanjing 21115, CHN
  • 4College of Engineering, Texas State University, San Marcos78666, United States
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    References(16)

    [3] He Guizhen, Mol Arthur P J, Zhang Lei et al. Environmental risks of high‑speed railway in China: Public participation, perception and trust[J]. Environmental Development, 14, 37-52(2015).

    [11] Zhou Xiao, Wang Feng, Liu Zhen et al. Hybrid B‑OTDR/φ‑OTDR for multi‑parameter measurement from a single end of fiber[J]. Optical Express, 30, 2-29127(2022).

    [16] Abdikarim Ahmed and Yu Zhihua. Research status of distributed optical fiber sensing system based on phase‑sensitive optical time domain feflectometry[J]. International Journal of Scientific and Research Publications, 9, 834-840(2019).

    [18] Du Jian, Zhang Lei, Yang Mingzhi et al. Moving model experiments on transient pressure induced by a high‑speed train passing through noise barrier[J]. Journal of Wind Engineering and Industrial Aerodynamics, 204, 104267(2020).

    [19] Zhang Xuping, Lu Cao, Shan Yuanyuan et al. Performance optimization for a phase‑sensitive optical time‑domain reflectometry based on multiscale matched filtering[J]. Optical Engineering, 58, 1(2019).

    [20] Bai Yuxin. Noise reduction method of φ‑OTDR system based on EMD‑TFPF algorithm[J]. IEEE Sensors Journal, 21, 2-24089(2021).

    [21] Munemasa Tokunaga, Masamichi Sogabe, Tetsuo Santo et al. Dynamic response evaluation of tall noise barrier on high speed railway structures[J]. Journal of Sound and Vibration, 366, 293-308(2016).

    [22] Alberto Carini, Sicuranza Giovanni L. A study about Chebyshev nonlinear filters[J]. Signal Processing, 122, 24-32(2016).

    [23] Xu Chengjin, Guan Junjun, Bao Ming et al. Pattern recognition based on time‑frequency analysis and convolutional neural networks for vibrational events in φ‑OTDR[J]. Optical Engineering, 57, 1-7(2018).

    [25] Shannon C E. A mathematical theory of communication[J]. Acm SIGMOBILE Mobile Computing and Communications Review, 5, 3-55(2001).

    [26] Ghafari S H, Golnaraghi F, Ismail F. Effect of localized faults on chaotic vibration of rolling element bearings[J]. Nonlinear Dynamics, 53, 287-301(2008).

    [27] Luo S, Cheng J, Zeng M et al. An intelligent fault diagnosis model for rotating machinery based on multiscale higher order singular spectrum analysis and GAVPM CD[J]. Measurement, 87, 38-50(2016).

    [28] Tejedor J, Macias‑Guarasa J, Martins H et al. A novel fiber optic based surveillance system for prevention of pipeline integrity threats[J]. Sensors, 17, 355(2017).

    [29] Ji W, Pang Y, Jia X et al. Fuzzy rough sets and fuzzy rough neural networks for feature selection: A review[J]. Data Mining and Knowledge Discovery, 11, 1-15(2021).

    [30] Verdier G, Ferreira A. Adaptive mahalanobis distance and k‑nearest neighbor rule for fault detection in semiconductor manufacturing[J]. IEEE Transactions on Semiconductor Manufacturing, 24, 59-68(2011).

    [31] Danielsson, Per‑Erik. Euclidean distance mapping[J]. Computer Graphics and Image Processing, 14, 227-248(1980).

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    Daliang FU, Yuanyuan YAO, Huaru LIU, Qianyi GAO, Ying LI, Xuping ZHANG, Chengcheng DAI, Ningmu ZOU, Yixin ZHANG. Fault Identification Method of High‑speed Railway Noise Barriers Based on KNN Algorithm and φ‑OTDR System[J]. Optoelectronic Technology, 2023, 43(3): 261

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    Paper Information

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    Received: Dec. 21, 2022

    Accepted: --

    Published Online: Mar. 21, 2024

    The Author Email:

    DOI:10.19453/j.cnki.1005-488x.2023.03.013

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