Laser & Optoelectronics Progress, Volume. 56, Issue 20, 201502(2019)

Simultaneous Localization and Mapping Strategy of Graph Optimization Based on Three-Dimensional Laser

Tianxi Zhang*, Jun Zhou, Huali Liao, and Gen Yang
Author Affiliations
  • College of Mechanical and Electrical Engineering, Hohai University, Changzhou, Jiangsu 213022, China
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    Figures & Tables(9)
    Flow chart of the proposed algorithm
    Frame of global map and local graph optimization
    Platform of experiment
    Examples of two frame registration. (a) Point cloud before registration; (b) point cloud after registration
    Analysis of extended Kalman filter fusion location accuracy. (a) Error of x-axis; (b) error of y-axis; (c) error of z-axis
    Comparison of three different algorithms in indoor scene. (a) Results from 3D-NDT algorithm; (b) results from BLAM SLAM; (c) results from LOAM SLAM
    Comparison of three different algorithms in outdoor scene. (a) Results from 3D-NDT algorithm; (b) results from BLAM SLAM; (c) results from LOAM SLAM
    Effect of 3D-NDT mapping. (a) Real indoor scene; (b) point cloud map of indoor scene; (c) point cloud map of outdoor scene; (d) real outdoor scene
    • Table 1. Time andaccuracy analysis of object mapping in indoor and outdoor environment

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      Table 1. Time andaccuracy analysis of object mapping in indoor and outdoor environment

      EnvironmentsalgorithmIndoorOutdoor
      Size /(m×m)Time /sSize /(m×m)Time /s
      3D-NDT83.2×39.1189.913.2×3.2103.3
      BLAM SLAM82.5×38.3177.512.7×2.592.8
      LOAM SLAM86.4×42.3181.813.6×3.497.2
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    Tianxi Zhang, Jun Zhou, Huali Liao, Gen Yang. Simultaneous Localization and Mapping Strategy of Graph Optimization Based on Three-Dimensional Laser[J]. Laser & Optoelectronics Progress, 2019, 56(20): 201502

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    Paper Information

    Category: Machine Vision

    Received: Mar. 12, 2019

    Accepted: May. 7, 2019

    Published Online: Oct. 22, 2019

    The Author Email: Tianxi Zhang (1617709246@qq.com)

    DOI:10.3788/LOP56.201502

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