Chinese Journal of Lasers, Volume. 44, Issue 10, 1010004(2017)

Step-By-Step Automatic Calibration Algorithm for Exterior Parameters of 3D Lidar Mounted on Vehicle

Chen Guibin*, Gao Zhenhai, and He Lei
Author Affiliations
  • [in Chinese]
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    Figures & Tables(13)
    Relative position of lidar coordinate system and vehicle coordinate system
    Uncalibrated lidar coordinate system
    The second step calibration algorithm principle. (a) Clustering center of calibration rod; (b) multi-frame same calibration rod clustering center with reference to the lidar coordinate system
    Calibration error
    Ground levelness function f value
    Extraction of ground point cloud
    Results of the first step calibration
    Scene of the second step calibration
    Calibration pole extraction and clustering
    Results of the second step calibration
    • Table 1. PSO parameters selected in simulation

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      Table 1. PSO parameters selected in simulation

      ParameterContentValue
      NmaxMaximum number of iteration200
      NpNumber of particles40
      E0Threshold of f value10-5
      C1Individual learning factor2.0
      C2Social learning factor2.0
      WInertia weight0.6
      vmaxMaximum flight speed0.8
    • Table 2. Results of multiple simulation

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      Table 2. Results of multiple simulation

      Number of experimentParameterTarget valueExperimental valueDeviationf valueNumber of iteration
      α /(°)5.05.00080.0008
      1β /(°)1.00.99630.00371.824×10-661
      Δz /m1.01.00010.0001
      α /(°)7.57.50370.0037
      2β /(°)1.81.78470.01531.778×10-658
      Δz /m1.41.39980.0002
      α /(°)10.010.00940.0094
      3β /(°)2.52.46210.03791.934×10-671
      Δz /m1.71.70040.0004
    • Table 3. Adjusted PSO Parameters

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      Table 3. Adjusted PSO Parameters

      ParameterContentValue
      NmaxMaximum number of iteration500
      NpNumber of particles60
      E0Threshold of f value10-8
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    Chen Guibin, Gao Zhenhai, He Lei. Step-By-Step Automatic Calibration Algorithm for Exterior Parameters of 3D Lidar Mounted on Vehicle[J]. Chinese Journal of Lasers, 2017, 44(10): 1010004

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    Paper Information

    Category: Remote Sensing and Sensors

    Received: May. 22, 2017

    Accepted: --

    Published Online: Oct. 18, 2017

    The Author Email: Guibin Chen (cgbcgb22@qq.com)

    DOI:10.3788/CJL201744.1010004

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