• Laser & Optoelectronics Progress
  • Vol. 59, Issue 11, 1106005 (2022)
Yong Deng* and Gan Liu
Author Affiliations
  • School of Mechatronic Engineering, Southwest Petroleum University, Chengdu 610500, Sichuan , China
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    DOI: 10.3788/LOP202259.1106005 Cite this Article Set citation alerts
    Yong Deng, Gan Liu. Indoor Visible Light Fingerprint Location Method Based on BAS-LSSVM[J]. Laser & Optoelectronics Progress, 2022, 59(11): 1106005 Copy Citation Text show less
    Visible light fingerprint location system model
    Fig. 1. Visible light fingerprint location system model
    Establishment process of BAS-LSSVM fingerprint location model
    Fig. 2. Establishment process of BAS-LSSVM fingerprint location model
    Experimental platform
    Fig. 3. Experimental platform
    LSSVM hyperparameter optimized by iterative BAS algorithm reaches the optimal value
    Fig. 4. LSSVM hyperparameter optimized by iterative BAS algorithm reaches the optimal value
    Cumulative distributions of the positioning errors
    Fig. 5. Cumulative distributions of the positioning errors
    Positioning error probability histogram
    Fig. 6. Positioning error probability histogram
    Performance comparison of three algorithms
    Fig. 7. Performance comparison of three algorithms
    Positioning error probability histogram
    Fig. 8. Positioning error probability histogram
    ParameterValue
    Voltage /V220
    Power /W3
    Luminous flux /lm250
    Initial light efficiency /(lm·W-170
    Half power half angle /(°)37.5
    Table 1. LED lamp parameters
    GY-39Parameter
    Light intensity measurement range /lx0.045‒188000
    Response frequency /Hz10
    Working voltage /V3‒5
    Working current /mA5
    Table 2. Technical parameters of GY-39
    Location algorithmMaximum positioning error /mAverage positioning error /mNumber of iterations
    BAS-LSSVM0.1400.03123
    PSO-LSSVM0.2170.07447
    GA-LSSVM0.1930.06136
    Table 3. Positioning error and number of iterations of different location algorithms
    Yong Deng, Gan Liu. Indoor Visible Light Fingerprint Location Method Based on BAS-LSSVM[J]. Laser & Optoelectronics Progress, 2022, 59(11): 1106005
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