Opto-Electronic Engineering, Volume. 51, Issue 4, 230279-1(2024)

A laser inertial SLAM approach based on planar expansion and constrained optimization

Wenxue Hu1... Zehua Wang2, Cheng Yu2, Kui Yang1 and Dongtai Liang1,* |Show fewer author(s)
Author Affiliations
  • 1School of Mechanical Engineering and Mechanics, Ningbo University, Ningbo, Zhejiang 315211, China
  • 2Quanhang Technology Co., Ltd., Ningbo, Zhejiang 315100, China
  • show less
    Figures & Tables(14)
    Algorithm flow chart
    Postural transformation
    Comparison chart of iPCA-based planar optimization
    Block diagram of tightly coupled nonlinear optimization
    Plane constraints
    Experimental hardware platform
    Realistic environments for different scenarios
    Plane extraction. (a) Before extraction; (b) After extraction
    Comparison of the estimated trajectories of room_02 and hall_01 sequence algorithms with the real trajectories
    Comparison between the estimated trajectory of the Indoor_01 sequence algorithm and the actual trajectory
    Running time analysis of each part of this algorithm
    • Table 1. Comparison of predicted and true values for planar extraction

      View table
      View in Article

      Table 1. Comparison of predicted and true values for planar extraction

      SceneParametersPredictedTrue
      Scene 1High/mm297729752972297829682970
      Width/mm176917701764175717581760
      Angle_h/°0.0590.0710.0780.0430.0270
      Angle_w/°0.4160.1550.0020.2640.0170
      Scene 2High/mm311931203117311731263125
      Width/mm180218111813180818021810
      Angle_h/°0.0990.0990.1550.0040.0030
      Angle_w/°1.2440.31500.0930.0510
    • Table 2. Comparison of absolute trajectory error and mean between this algorithm and the comparison algorithm (unit: m)

      View table
      View in Article

      Table 2. Comparison of absolute trajectory error and mean between this algorithm and the comparison algorithm (unit: m)

      SequenceRuntime/sfaster-lioLIO-SAMOurs
      RMSEMEANRMSEMEANRMSEMEAN
      room_01720.1620.2330.2130.1790.2370.210
      room_02750.3360.3130.4280.3350.3540.322
      hall_013510.2410.1920.2290.1890.1090.095
      hall_054021.0620.9801.2251.1221.0610.952
      room_dark_011110.1590.1460.2630.2440.1330.120
      room_dark_051590.3010.2640.5320.4490.3100.298
    • Table 3. Comparison of absolute trajectory error and mean between this algorithm and the comparison algorithm (unit: m)

      View table
      View in Article

      Table 3. Comparison of absolute trajectory error and mean between this algorithm and the comparison algorithm (unit: m)

      SequenceFaster-lioOurs
      RMSEMEANRMSEMEAN
      Indoor_010.8370.6870.3190.282
    Tools

    Get Citation

    Copy Citation Text

    Wenxue Hu, Zehua Wang, Cheng Yu, Kui Yang, Dongtai Liang. A laser inertial SLAM approach based on planar expansion and constrained optimization[J]. Opto-Electronic Engineering, 2024, 51(4): 230279-1

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: Article

    Received: Nov. 16, 2023

    Accepted: Feb. 8, 2024

    Published Online: Jul. 8, 2024

    The Author Email: Liang Dongtai (梁冬泰)

    DOI:10.12086/oee.2024.230279

    Topics