• Laser & Optoelectronics Progress
  • Vol. 58, Issue 7, 0706006 (2021)
Hongquan Qu, Bingbing Wei, Zheng Zhang, and Zhiyong Sheng*
Author Affiliations
  • School of Information Science and Technology, North China University of Technology, Beijing 100144, China
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    DOI: 10.3788/LOP202158.0706006 Cite this Article Set citation alerts
    Hongquan Qu, Bingbing Wei, Zheng Zhang, Zhiyong Sheng. Feature Extraction Method Based on FDM Energy Entropy and its Application on Optical Fiber Vibration Recognition[J]. Laser & Optoelectronics Progress, 2021, 58(7): 0706006 Copy Citation Text show less
    Flowchart of feature extraction and recognition method for optical fiber vibration signals
    Fig. 1. Flowchart of feature extraction and recognition method for optical fiber vibration signals
    Decomposition results. (a) EEMD; (b) FDM
    Fig. 2. Decomposition results. (a) EEMD; (b) FDM
    Coefficient distribution of AMDF. (a) Manual signal; (b) mechanical signal
    Fig. 3. Coefficient distribution of AMDF. (a) Manual signal; (b) mechanical signal
    Two-dimensional feature distribution
    Fig. 4. Two-dimensional feature distribution
    Original signal and reconstructed signal by FDM. (a) Original signal; (b) reconstructed signal by FDM
    Fig. 5. Original signal and reconstructed signal by FDM. (a) Original signal; (b) reconstructed signal by FDM
    Sorting and distribution of FIBF with greater correlation with the original signal
    Fig. 6. Sorting and distribution of FIBF with greater correlation with the original signal
    FDM energy entropy distribution. (a) Tapping signal; (b) digging signal; (c) running signal; (d) electric drill signal; (e) noise
    Fig. 7. FDM energy entropy distribution. (a) Tapping signal; (b) digging signal; (c) running signal; (d) electric drill signal; (e) noise
    Flow chart of classification recognition
    Fig. 8. Flow chart of classification recognition
    FeatureTapping signalDigging signalRunning signalElectric drill signalNoise
    He89.932.172.631.384.2
    TAMDF16.778.218.481.462.5
    T96.591.889.39290
    Table 1. Recognition rate of optical fiber signal with different features processed by FDM
    FeatureTapping signalDigging signalRunning signalElectric drill signalNoise
    He81.562.461.931.576.2
    TAMDF18.978.218.481.458.5
    T86.985.285.792.882.5
    Table 2. Recognition rates of fiber optical signal with different features processed by EEMD
    Hongquan Qu, Bingbing Wei, Zheng Zhang, Zhiyong Sheng. Feature Extraction Method Based on FDM Energy Entropy and its Application on Optical Fiber Vibration Recognition[J]. Laser & Optoelectronics Progress, 2021, 58(7): 0706006
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