• Laser & Optoelectronics Progress
  • Vol. 59, Issue 4, 0401001 (2022)
Zhumao Lu1, Na Wu1, Yaning Zhao1, Yang Bai1, Yu Han1, and Haiyue Gao2、*
Author Affiliations
  • 1Electric Power Research Institute of Shanxi Electric Power Company, State Grid, Taiyuan , Shanxi 030001, China
  • 2North China Electric Power University (Baoding), Baoding , Hebei 071003, China
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    DOI: 10.3788/LOP202259.0401001 Cite this Article Set citation alerts
    Zhumao Lu, Na Wu, Yaning Zhao, Yang Bai, Yu Han, Haiyue Gao. Location of Unmanned Aerial Vehicle Based on Lidar Near Electric Tower[J]. Laser & Optoelectronics Progress, 2022, 59(4): 0401001 Copy Citation Text show less
    Framework of proposed algorithm
    Fig. 1. Framework of proposed algorithm
    Point clouds before and after filtering. (a) Before filtering; (b) after filtering
    Fig. 2. Point clouds before and after filtering. (a) Before filtering; (b) after filtering
    Effect comparison of loop optimization. (a) Loop-free optimization; (b) loop optimization
    Fig. 3. Effect comparison of loop optimization. (a) Loop-free optimization; (b) loop optimization
    Experimental hardware diagram
    Fig. 4. Experimental hardware diagram
    Experimental environment 1
    Fig. 5. Experimental environment 1
    Effect comparison of data 1. (a) NDT algorithm; (b) NDT-ICP algorithm; (c) LOAM algorithm; (d) double filter VGICP algorithm
    Fig. 6. Effect comparison of data 1. (a) NDT algorithm; (b) NDT-ICP algorithm; (c) LOAM algorithm; (d) double filter VGICP algorithm
    Effect comparison of data 2. (a) NDT algorithm; (b) NDT-ICP algorithm; (c) LOAM algorithm; (d) double filter VGICP algorithm
    Fig. 7. Effect comparison of data 2. (a) NDT algorithm; (b) NDT-ICP algorithm; (c) LOAM algorithm; (d) double filter VGICP algorithm
    Effect comparison of data 3. (a) NDT algorithm; (b) NDT-ICP algorithm; (c) LOAM algorithm; (d) double filter VGICP algorithm
    Fig. 8. Effect comparison of data 3. (a) NDT algorithm; (b) NDT-ICP algorithm; (c) LOAM algorithm; (d) double filter VGICP algorithm
    AlgorithmX direction data /mY direction data /mZ direction data /m
    ValueErrorValueErrorValueError
    NDT1.26510.48510.45290.2026-0.7855-0.7855
    NDT-ICP0.1515-0.62850.31210.0621-0.3691-0.3691
    LOAM1.26570.48570.32030.0703-0.3276-0.3276
    Double filter VGICP0.67200.10980.21380.0362-0.2950-0.2950
    Table 1. Running results of each algorithm in data 1
    AlgorithmX direction data /mY direction data /mZ direction data /m
    ValueErrorValueErrorValueError
    NDT0.17900.05900.0064-0.0136-0.0337-0.0337
    NDT-ICP0.30280.18280.02340.00340.17270.1727
    LOAM0.0900-0.03000.02820.0082-0.0203-0.0203
    Double filter VGICP0.13110.01110.02290.0029-0.0098-0.0098
    Table 2. Running results of each algorithm in data 2
    AlgorithmX direction data /mY direction data /mZ direction data /m
    ValueErrorValueErrorValueError
    NDT4.49360.09360.9988-0.0188-0.4727-0.4727
    NDT-ICP4.2068-0.19320.99270.0127-2.0676-2.0676
    LOAM4.4025-0.00250.9793-0.0007-0.2128-0.2128
    Double filter VGICP4.40090.00090.98090.0009-0.0183-0.0183
    Table 3. Running results of each algorithm in data 3
    Zhumao Lu, Na Wu, Yaning Zhao, Yang Bai, Yu Han, Haiyue Gao. Location of Unmanned Aerial Vehicle Based on Lidar Near Electric Tower[J]. Laser & Optoelectronics Progress, 2022, 59(4): 0401001
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