首页|激光点云中导线提取及无人机路径规划研究

激光点云中导线提取及无人机路径规划研究

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激光点云技术有助于输电通道的三维建模,如何正确高效得从冗杂的激光点云数据中提取导线坐标供无人机巡检路径规划成为研究热点.本文以某市 220 kV输电线路的激光点云数据作为研究数据,基于导线点云的空间结构特征,通过降采样、高程滤波、多分段线性拟合、平面投影密度确定杆塔、空间坐标转换等流程提取避雷线坐标,确定导线位置,随后将CGCS2000 坐标系下的激光点云坐标转换为经纬坐标,最后进行连续塔基的无人机三维路径规划.结论如下:①体素下采样和高程滤波适用于导线提取前的预处理,时间成本低,大幅降低点云数量.②本文的导线提取流程具有较好的适用性,可快速提取避雷线坐标并确定导线位置.③激光点云的精度在10 cm内,本文的航迹规划基于精确的导线坐标,往外侧偏移 2 米,配合RTK技术,可有效保证无人机的飞行安全.本文的导线提取方法可快速完整得从几亿冗杂的点云数据中确定导线位置,精准地为无人机进行三维路径规划.
Research on Wire Extraction from Laser Point Cloud and UAV Path Planning
Laser point cloud is helpful for the three-dimensional modeling of power transmission channels.How to correctly and efficiently extract the coordinates of the conductors from the redundant laser point cloud data for the UAV inspection path planning has become a research hotspot.The laser point cloud data of 220 kV transmission line in a certain city is used as the research data.Based on the spatial structure characteristics of the conductor point cloud,the coordinates of the lightning conductor are extracted through down-sampling,elevation filtering,multi-segment linear fitting,plane projection density to determine the tower,spatial coordinate conversion and other processes to determine the position of the conductor.Then,the laser point cloud coordinates in the CGCS2000 coordinate system are converted into longitude and latitude coordinates,and finally the three-dimensional path planning of the UAV of the continuous tower base is carried out.The conclusions are as follows:① Voxel downsampling and elevation filtering are suitable for preprocessing before conductor extraction,with low time cost and greatly reducing the number of points.② The conductor extraction process in this paper has good applicability and can quickly extract the coordinates of the lightning conductor and determine the position of the conductor.③ The accuracy of the laser point cloud is within 10 cm.The trajectory planning in this article is based on the precise wire coordinates,offset 2 meters to the outside,and combined with RTK technology,it can effectively ensure the flight safety of the UAV.The wire extraction method in this paper can quickly and completely determine the wire position from hundreds of millions of redundant point cloud data,and accurately perform three-dimensional path planning for drones.

laser point cloudUAVpower inspectionpath planning

徐林、束庆霏

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国网江苏省电力有限公司张家港市供电分公司,江苏 张家港 215600

激光点云 无人机 电力巡检 路径规划

2024

山东工业技术

山东工业技术

ISSN:
年,卷(期):2024.(4)