• Acta Photonica Sinica
  • Vol. 52, Issue 12, 1206003 (2023)
Yan WANG*, Junliang WANG, Wei ZHU, Haoyu XU, and Chao JIANG
Author Affiliations
  • School of Electrical Information and Engineering,Anhui University of Technology,Ma'anshan 243032,China
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    DOI: 10.3788/gzxb20235212.1206003 Cite this Article
    Yan WANG, Junliang WANG, Wei ZHU, Haoyu XU, Chao JIANG. Human Posture Recognition Based on FBG Flexible Sensors[J]. Acta Photonica Sinica, 2023, 52(12): 1206003 Copy Citation Text show less
    Basic working principle of FBG
    Fig. 1. Basic working principle of FBG
    Model meshing and simulated plantar pressure distribution cloud map
    Fig. 2. Model meshing and simulated plantar pressure distribution cloud map
    K fold cross verification
    Fig. 3. K fold cross verification
    Specific flow of KCV-SVR
    Fig. 4. Specific flow of KCV-SVR
    Location and spectral diagram of FBG sensor
    Fig. 5. Location and spectral diagram of FBG sensor
    Relationship between FBG sensors and pressure
    Fig. 6. Relationship between FBG sensors and pressure
    Different postures of participants
    Fig. 7. Different postures of participants
    The center wavelength deviation of FBG in standing and one-legged standing posture
    Fig. 8. The center wavelength deviation of FBG in standing and one-legged standing posture
    Parameter selection of KCV method(K=5)
    Fig. 9. Parameter selection of KCV method(K=5)
    Prediction results of SVR and KCV-SVR chart
    Fig. 10. Prediction results of SVR and KCV-SVR chart
    SVR and KCV-SVR prediction errors
    Fig. 11. SVR and KCV-SVR prediction errors
    MaterialYoung's modulus/MPaPoisson' ratioDensity/(kg·m-3
    Soft tissue0.450.49937
    Skeleton7 3000.301 500
    Silica gel1 2000.481 084
    Table 1. Material parameter
    ModelRMSEMAER2
    SVR0.510 60.132 30.967 7
    KCV-SVR0.050 20.044 60.999 6
    Table 2. Evaluation indexes of the two models
    Yan WANG, Junliang WANG, Wei ZHU, Haoyu XU, Chao JIANG. Human Posture Recognition Based on FBG Flexible Sensors[J]. Acta Photonica Sinica, 2023, 52(12): 1206003
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