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基于机载激光雷达的输电线路通道树障在线识别方法OA

An Online Identification Method for Tree Barriers in Transmission Line Corridors Based on Airborne LiDAR

中文摘要英文摘要

受到点云数据不规则性的影响,树障点云特征提取可能存在一定的误差,影响非地面激光点云与地面激光点云的分类结果,从而增大输电线路通道树障识别的误差.为此,文中提出了一种基于机载激光雷达的输电线路通道树障在线识别方法.首先,针对输电线路通道激光点云中存在的各种错误,该方法采用适配算法进行校正和处理,并采用空间均匀化抽稀法对激光点云数据进行了精简;接着,引入最小二乘法来拟合激光点云的局部二次曲面,并基于二次曲面的曲率特征和局部多尺度特征,从激光点云中识别出了完整的电力线信息;然后,利用地面坡度分离算法实现了地面和非地面激光点云的区分,并通过基于 K-D 树搜索的欧氏聚类算法,在非地面点云中识别并分离出了植被激光点云;最后,设定树障识别距离阈值,完成了输电线路通道树障的在线识别.实验结果表明,该方法在输电线路通道树障的在线识别中表现出了良好的性能,能够有效识别并标记出潜在的树障问题.

Due to the irregularity of point cloud data,there may be certain errors in feature extraction of tree barrier point clouds,which degrades the classification accuracies of ground and non-ground laser point clouds and further increases the errors of tree bar-rier recognitions in transmission line corridors.Therefore,an online identification method for tree barriers in transmission line cor-ridors based on airborne LiDAR is proposed in this paper.Firstly,aiming at various abnormal problems existing in the laser point clouds of transmission line corridors,appropriate algorithms are adopted for data correction and processing,and the spatial homoge-nization thinning method is used to simplify the laser point cloud data.Secondly,the least square method is introduced to fit the lo-cal quadratic surface of point clouds.Based on the curvature features of quadratic surfaces and local multi-scale features,complete power line information is accurately extracted from laser point clouds.Then,the ground slope separation algorithm is applied to distinguish ground and non-ground laser point clouds.On this basis,the Euclidean clustering algorithm based on K-D tree search is used to identify and separate vegetation point clouds from non-ground point clouds.Finally,a distance threshold for tree obstacle recognition is set to achieve online recognition of tree barriers in transmission line corridors.The experimental results show that the proposed method has excellent comprehensive performance in online recognition of tree barriers in transmission line corridors,and can effectively identify and mark potential hidden tree barriers.

邓平;李斌

国网自贡供电公司,四川 自贡 643000四川轻化工大学 计算机科学与工程学院,四川 自贡 643000

信息技术与安全科学

机载激光雷达输电线路通道树障在线识别二次平面拟合

airborne LiDARtransmission line corridorstree barriersonline identificationquadratic plane fitting

《现代雷达》 2026 (6)

77-83,7

10.16592/j.cnki.1004-7859.20240806002

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