• Laser & Optoelectronics Progress
  • Vol. 56, Issue 20, 201502 (2019)
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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    DOI: 10.3788/LOP56.201502 Cite this Article Set citation alerts
    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 Copy Citation Text show less
    Flow chart of the proposed algorithm
    Fig. 1. Flow chart of the proposed algorithm
    Frame of global map and local graph optimization
    Fig. 2. Frame of global map and local graph optimization
    Platform of experiment
    Fig. 3. Platform of experiment
    Examples of two frame registration. (a) Point cloud before registration; (b) point cloud after registration
    Fig. 4. 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
    Fig. 5. 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
    Fig. 6. 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
    Fig. 7. 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
    Fig. 8. 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
    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
    Table 1. Time andaccuracy analysis of object mapping in indoor and outdoor environment
    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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