• Acta Photonica Sinica
  • Vol. 51, Issue 4, 0406001 (2022)
Haiyan XU*, Qingkang KOU, Yingjuan XIE, Jun ZHU, and Min LI
Author Affiliations
  • College of Internet of Things,Hohai University,Changzhou,Jiangsu 430048,China
  • show less
    DOI: 10.3788/gzxb20225104.0406001 Cite this Article
    Haiyan XU, Qingkang KOU, Yingjuan XIE, Jun ZHU, Min LI. Feature Extraction Algorithm of Optical Fiber Vibration Signal Based on Compensation Distance Estimation[J]. Acta Photonica Sinica, 2022, 51(4): 0406001 Copy Citation Text show less
    MFCC 3 dimension feature map
    Fig. 1. MFCC 3 dimension feature map
    Time domain diagram of three kinds of signals
    Fig. 2. Time domain diagram of three kinds of signals
    CDET-score chart
    Fig. 3. CDET-score chart
    Classification accuracy under different dimensionality reduction dimensions of three kinds of signals
    Fig. 4. Classification accuracy under different dimensionality reduction dimensions of three kinds of signals
    Time consumption curve
    Fig. 5. Time consumption curve
    CDET-score chart under different signal-to-noise ratio
    Fig. 6. CDET-score chart under different signal-to-noise ratio
    Accuracy and accuracy difference under different signal-to-noise ratio
    Fig. 7. Accuracy and accuracy difference under different signal-to-noise ratio
    Disturbance signalNumber of testsCorrect numberNumber of errorsAccuracy
    Shaking20200100%
    Tapping2015575%
    Knocking2018290%
    Table 1. Classification accuracy of three types of signals
    Coefficient N0.10.150.20.250.30.350.40.450.50.550.60.7
    Dimension967361534637373024181510
    Table 2. Characteristic dimensions at different thresholds
    SNR/ dBMFCCMFCC+PCAProposed algorithm
    182430182430
    2078%87%85%82%88%87%90%
    1573%87%87%85%80%83%85%
    1072%85%83%80%80%83%87%
    5

    65%

    63%

    80%78%75%78%83%87%
    078%73%72%77%78%82%
    Table 3. Classification accuracy under different signal-to-noise ratio
    Haiyan XU, Qingkang KOU, Yingjuan XIE, Jun ZHU, Min LI. Feature Extraction Algorithm of Optical Fiber Vibration Signal Based on Compensation Distance Estimation[J]. Acta Photonica Sinica, 2022, 51(4): 0406001
    Download Citation