An automatic extraction algorithm of high voltage transmission lines from airborne LIDAR point cloud data

被引:12
|
作者
Shen, Xiaojun [1 ]
Qin, Chuan [1 ]
Du, Yong [2 ]
Yu, Xinle [1 ]
Zhang, Rui [1 ]
机构
[1] Tongji Univ, Dept Elect Engn, Shanghai, Peoples R China
[2] State Grid Hubei Elect Power Co Maintenance Co, Wuhan, Hubei, Peoples R China
关键词
Transmission line; airborne LIDAR; point cloud data; extraction algorithm;
D O I
10.3906/elk-1801-23
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
To improve the effectiveness and generality of existing methods of high voltage (HV) transmission lines extraction, this paper proposes a novel automatic extraction method of HV transmission lines using airborne LIDAR point cloud data by incorporating the geography of transmission corridors and the distribution characteristics of airborne LIDAR point cloud data. The proposed method results in the separation of ground objects by using a differentiation height threshold segmentation algorithm based on subspace features, which divide long-distance space into several small-distance space sets to improve the generality of the algorithm. A height density segmentation algorithm is used to locate transmission towers and extract point cloud data of HV transmission lines to improve the efficiency of the algorithm. Feasibility test cases show that the proposed method can automatically extract HV transmission lines from airborne LIDAR point cloud data in flat terrains, canyon terrains, and steep slope terrains in an efficient manner, with high accuracy and generality.
引用
收藏
页码:2043 / 2055
页数:13
相关论文
共 50 条
  • [1] Voxel-Based Extraction of Transmission Lines From Airborne LiDAR Point Cloud Data
    Yang, Juntao
    Kang, Zhizhong
    [J]. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2018, 11 (10) : 3892 - 3904
  • [2] Automatic Extraction Algorithm of High Voltage Pylon Based on LiDAR Point Cloud
    Shan Lijie
    Yue Jianping
    [J]. LASER & OPTOELECTRONICS PROGRESS, 2021, 58 (24)
  • [3] Automatic Power Line Extraction Method Based on Airborne LiDAR Point Cloud Data
    Yang Ye
    Li Hongning
    [J]. LASER & OPTOELECTRONICS PROGRESS, 2020, 57 (09)
  • [4] An Ecological Irrigation Canal Extraction Algorithm Based on Airborne Lidar Point Cloud Data
    Wang, Guangqi
    Han, Yu
    Chen, Jian
    Pan, Yue
    Cao, Yi
    Meng, Hao
    Du, Nannan
    Zheng, Yongjun
    [J]. INTELLIGENT TECHNOLOGIES AND APPLICATIONS, INTAP 2018, 2019, 932 : 538 - 547
  • [5] Extraction of Forest Power lines From LiDAR point cloud Data
    Munir, Nosheen
    Awrangjeb, Mohammad
    Stantic, Bela
    [J]. 2021 INTERNATIONAL CONFERENCE ON DIGITAL IMAGE COMPUTING: TECHNIQUES AND APPLICATIONS (DICTA 2021), 2021, : 203 - 208
  • [6] Automatic Extraction of High-Voltage Bundle Subconductors Using Airborne LiDAR Data
    Munir, Nosheen
    Awrangjeb, Mohammad
    Stantic, Bela
    [J]. REMOTE SENSING, 2020, 12 (18)
  • [7] Automatic Extraction of High-Voltage Power Transmission Objects from UAV Lidar Point Clouds
    Zhang, Ruizhuo
    Yang, Bisheng
    Xiao, Wen
    Liang, Fuxun
    Liu, Yang
    Wang, Ziming
    [J]. REMOTE SENSING, 2019, 11 (22)
  • [8] Automatic Vehicle Extraction from Airborne LiDAR Data Using an Object-Based Point Cloud Analysis Method
    Zhang, Jixian
    Duan, Minyan
    Yan, Qin
    Lin, Xiangguo
    [J]. REMOTE SENSING, 2014, 6 (09) : 8405 - 8423
  • [9] Extracting transmission lines from airborne LIDAR data
    McLaughlin, RA
    [J]. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2006, 3 (02) : 222 - 226
  • [10] A Robust Model Fitting-based Method for Transmission Line Extraction from Airborne LiDAR Point Cloud Data
    Juntao YANG
    Zhizhong KANG
    Zhou YANG
    [J]. Journal of Geodesy and Geoinformation Science, 2021, 4 (03) : 60 - 71