• Laser & Optoelectronics Progress
  • Vol. 61, Issue 5, 0506003 (2024)
Xiaohong Kong, Ming Zhang*, Hanlin Guan, Ling Jiang, and Chuang Guo
Author Affiliations
  • State Grid Jiangsu Electric Power Co., Ltd., Nanjing Power Supply Branch, Nanjing 210000, Jiangsu , China
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    DOI: 10.3788/LOP230789 Cite this Article Set citation alerts
    Xiaohong Kong, Ming Zhang, Hanlin Guan, Ling Jiang, Chuang Guo. Distributed Fiber Optic Vibration Recognition Based on Fractional Fourier Transform[J]. Laser & Optoelectronics Progress, 2024, 61(5): 0506003 Copy Citation Text show less
    DVS system based on φ-OTDR
    Fig. 1. DVS system based on φ-OTDR
    Time domain curves of different vibration events. (a) Hammering; (b) air pick operation; (c) excavator operation; (d) ambient noise
    Fig. 2. Time domain curves of different vibration events. (a) Hammering; (b) air pick operation; (c) excavator operation; (d) ambient noise
    Time-frequency rotation characteristics of FrFT[17]
    Fig. 3. Time-frequency rotation characteristics of FrFT[17]
    Time-frequency graphs of different vibration events. (a) Hammering; (b) air pick operation; (c) excavator operation; (d) ambient noise
    Fig. 4. Time-frequency graphs of different vibration events. (a) Hammering; (b) air pick operation; (c) excavator operation; (d) ambient noise
    Residual CNN structure
    Fig. 5. Residual CNN structure
    ClassEvent typePRf

    Time-domain

    A=0.978

    Ambient noise0.9810.9940.987
    Hammering0.9590.9760.967
    Air pick0.9890.9920.990
    Excavator0.9810.9470.964

    STFT

    A=0.971

    Ambient noise0.9800.9970.988
    Hammering0.9440.9530.949
    Air pick0.9970.9670.982
    Excavator0.9600.9650.963

    FrFT

    A=0.985

    Ambient noise0.9940.9910.993
    Hammering0.9760.9820.979
    Air pick0.9840.9950.989
    Excavator0.9870.9710.979
    Table 1. Comparison of the recognition results of the three methods in the test set
    ClassEvent typePRf

    Time-domain

    A=0.938

    Ambient noise0.9931.0000.996
    Hammering0.9510.8020.870
    Air pick0.9090.9700.938
    Excavator0.9050.9640.934

    STFT

    A=0.929

    Ambient noise0.9870.9800.983
    Hammering0.8350.9660.896
    Air pick0.9740.8090.884
    Excavator0.9280.9820.954

    FrFT

    A=0.980

    Ambient noise0.9800.9970.988
    Hammering0.9780.9740.976
    Air pick0.9910.9730.982
    Excavator0.9710.9780.975
    Table 2. Comparison of recognition results of the three methods on the generalized test set
    Xiaohong Kong, Ming Zhang, Hanlin Guan, Ling Jiang, Chuang Guo. Distributed Fiber Optic Vibration Recognition Based on Fractional Fourier Transform[J]. Laser & Optoelectronics Progress, 2024, 61(5): 0506003
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