A single-tree volume non-destructive measurement method based on ground-based laser radar
CN120672830BActive Publication Date: 2026-10-16国家林业和草原局中南调查规划院 +1
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Patent Information
- Application Number
- CN202510763805.X
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- Filing Date
- 2025-06-09
- Publication Date
- 2026-10-16
- Estimated Expiration
- 2045-06-09
AI Technical Summary
Technical Problem
然而,复杂的林下环境、树木空间分布的不规则性、茎干交错遮挡以及点云数据中的噪声问题,均为单株树干的自动提取带来了显著挑战
Benefits of technology
本申请基于TLS(Terrain LiDAR Systems)数据,提出一种基于地基激光雷达的单木材积无损测量方法,重点聚焦不同形态的树干结构特征提取并计算树干材积。该方法主要以马尾松为研究对象,以52株单木为样本,破坏性的采集了不同高度直径的真实值并计算单木材积,同时利用地基激光雷达系统扫描高密度三维激光点云。首先对原始点云数据进行采样处理,利用法向量与角度约束种子点的生长,精准提取树干点云;接着通过点云切片模拟真实圆盘的截取,利用改进的凸包算法计算单层点云面积;在受遮挡区域,利用局部点云构建拟合圆计算该层面积;最终通过微元法的思想求得单木材积。本发明所计算材积与真实计算材积相关性R2达0.995,RMSE为0.017m3,nRMSE为2.38%,表明该发明能在无接触的情况下精准提取树干并计算单木材积,结果可靠。
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Abstract
This invention provides a non-destructive measurement method for single-tree volume based on ground-based lidar, belonging to the field of single-tree volume measurement. It focuses on extracting structural features of tree trunks with different morphologies and calculating trunk volume. The method uses Masson pine as the research object, with 52 individual trees as samples. Real values of different heights and diameters were collected and the single-tree volume was calculated. Simultaneously, a ground-based lidar system was used to scan a high-density three-dimensional lidar point cloud. First, the original point cloud data was sampled and processed. The growth of seed points was constrained by normal vectors and angles to accurately extract the tree trunk point cloud. Then, point cloud slicing was used to simulate the cutting of a real disk, and an improved convex hull algorithm was used to calculate the area of a single layer of point cloud. In occluded areas, a fitted circle was constructed using local point cloud data to calculate the area of that layer. Finally, the single-tree volume was obtained using the method of infinitesimal elements. The correlation between the calculated volume and the actual calculated volume is R. 2 The value reached 0.995, and the RMSE was 0.017m. 3 The nRMSE is 2.38%, indicating that the trunk can be accurately extracted and the volume of a single piece of wood can be calculated without contact.
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