Chinese Journal of Lasers, Volume. 44, Issue 8, 806001(2017)

Tactile Sensing of Fiber Bragg Grating Based on Back Propagation Neural Network

Qian Muyun* and Yu Youlong
Author Affiliations
  • [in Chinese]
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    Figures & Tables(13)
    Distribution diagram of FBG sensing elements. (a) Three-dimensional distribution; (b) sectional view
    Displacement contours of x-axis simulated by ANSYS
    Displacement diagram of x-axis of packaging material when F=5.2 N
    Contours of temperature field distribution
    Temperature sensing curves of FBG under different initial temperatures
    Pressure response curves of FBG obtained by experiment and simulation
    Tactile response curves of FBG
    Center wavelength drift of FBG at different load positions
    Center wavelength drift of FBG at different temperatures and pressures
    Relationship between number of hidden nodes and performance of BP neural network training
    Error performance curves of BP neural network training process
    Absolute error of output pressure of BP neural network. (a) FBG1; (b) FBG2
    • Table 1. Embedded parameter optimization results of FBG sensor

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      Table 1. Embedded parameter optimization results of FBG sensor

      MaterialFBGz1ΔλBz1 /nmFBGz3ΔλBz3 /nmFBGz4ΔλBz4 /nmContact state(FBGz1/FBGz3/FBGz4)
      Cu0.0590.1650.013Y/Y/Y
      Al0.0240.0340.007Y/Y/Y
      Wood0.0070.0290.002Y/Y/N
      Plastic0.0220.0070.001Y/Y/N
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    Qian Muyun, Yu Youlong. Tactile Sensing of Fiber Bragg Grating Based on Back Propagation Neural Network[J]. Chinese Journal of Lasers, 2017, 44(8): 806001

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    Paper Information

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    Received: Mar. 16, 2017

    Accepted: --

    Published Online: Sep. 13, 2017

    The Author Email: Muyun Qian (nemo_my@163.com)

    DOI:10.3788/CJL201744.0806001

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