Infrared and Laser Engineering, Volume. 52, Issue 3, 20220587(2023)

Identification of characteristics of slip signal based on fiber Bragg grating flexible sensor

Yan Wang, Dongsheng Cheng, Chao Jiang, Ziyang Ge, and Ping Jin
Author Affiliations
  • College of Electrical and Information Engineering, Anhui University of Technology, Maanshan 243000, China
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    Figures & Tables(16)
    Schematic diagram of FBG sensor slip
    FBG array distribution diagram
    Distributed FBG sensing experimental system
    Slip signal acquisition
    Comparison of denoising curves
    Characteristic value division of slip signal
    Comparison of wavelength curves corresponding to velocity and load changes
    Characteristic distribution of sample wavelength and time value
    Structural model of random forest
    Influence of decision tree number on MSE coefficient
    Structural model of neural network
    Effect of neuron number on prediction performance
    Results of velocity and load predictions by RF and BP regression
    • Table 1. Performance evaluation of denoising results

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      Table 1. Performance evaluation of denoising results

      FunctionParameterSNRRMSE
      EMD m=8 16.1259.606×10−4
      m=9 15.8539.912×10−4
      m=10 6.4042.942×10−3
      Wavelet Level716.1649.563×10−4
      Level816.1369.594×10−4
      Level915.9829.765×10−4
    • Table 2. Influence of activation functions on the system

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      Table 2. Influence of activation functions on the system

      Activation functionErrorR2RMSE
      Identity12.11%0.8111.715
      Sigmoid4.48%0.9670.650
      Tanh5.76%0.9420.888
      ReLU8.79%0.8861.516
    • Table 3. Performance evaluation of the two models

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      Table 3. Performance evaluation of the two models

      Physical quantityEvaluation criteriaBPRF
      Velocity /mm·s1Emax1.87221.3408
      Error4.31%5.22%
      R20.96810.9746
      RMSE0.66830.7287
      Pressure /N Emax0.06840.0142
      Error3.02%1.12%
      R20.98350.9982
      RMSE2.44140.8558
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    Yan Wang, Dongsheng Cheng, Chao Jiang, Ziyang Ge, Ping Jin. Identification of characteristics of slip signal based on fiber Bragg grating flexible sensor[J]. Infrared and Laser Engineering, 2023, 52(3): 20220587

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    Paper Information

    Category: Optical communication and sensing

    Received: Aug. 17, 2022

    Accepted: --

    Published Online: Apr. 12, 2023

    The Author Email:

    DOI:10.3788/IRLA20220587

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