Optics and Precision Engineering, Volume. 30, Issue 3, 274(2022)

FBG sensor of double-layer cross beam structure based on SSA-ELM three-dimensional force decoupling

Shizheng SUN1、*, Jingtong YU1, Yu HAN1, Chao LIAO1, and Xiaoyuan DANG2
Author Affiliations
  • 1School of Mechatronics and Vehicle Engineering, Chongqing Jiaotong University, Chongqing400074, China
  • 2School of Intelligent Engineering, Chongqing College of Mobile Communication, Chongqing40150, China
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    Figures & Tables(14)
    Three-dimensional force sensor structure
    Sensing principle of fiber Bragg grating
    Horizontal mechanical model of cross beam
    Axial mechanical model of cross beam
    Sensor calibration experimental system
    Coupling interference in all directions of force sensor
    ELM network structure
    Decoupling flow chart of SSA-ELM algorithm
    Influence of different parameters on decoupling accuracy and efficiency
    Relationship between hidden layer nodes, MSE and Td
    Overall situation comparison of coupling interference
    Comparison of coupling interference in all directions before and after decoupling
    Comparison of type I and Ⅱ errors of each decoupling algorithm
    • Table 1. Comparison of maximum type I and type II errors of decoupling algorithm

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      Table 1. Comparison of maximum type I and type II errors of decoupling algorithm

      Decoupling algorithmx-directiony-directionz-direction

      Type Ⅰ

      error

      Type Ⅱ

      error

      Type Ⅰ

      error

      Type Ⅱ

      error

      Type Ⅰ

      error

      Type Ⅱ

      error

      Before decoupling3.816.533.568.474.561.16
      LS0.703.002.356.213.281.88
      ELM1.421.011.371.911.651.47
      SSA-ELM1.180.801.141.141.160.84
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    Shizheng SUN, Jingtong YU, Yu HAN, Chao LIAO, Xiaoyuan DANG. FBG sensor of double-layer cross beam structure based on SSA-ELM three-dimensional force decoupling[J]. Optics and Precision Engineering, 2022, 30(3): 274

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    Paper Information

    Category: Modern Applied Optics

    Received: Aug. 25, 2021

    Accepted: --

    Published Online: Mar. 4, 2022

    The Author Email: Shizheng SUN (ssz091011@163.com)

    DOI:10.37188/OPE.2021.0549

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