Automated measurements of discontinuity geometric properties from a 3D-point cloud based on a modified region growing algorithm

不连续性分类 点云 间断(语言学) 算法 点(几何) 网格 激光雷达 度量(数据仓库) 测距 几何学 计算机科学 数学 遥感 数学分析 地质学 计算机视觉 数据挖掘 电信
作者
Yunfeng Ge,Huiming Tang,Ding Xia,Liangqing Wang,Binbin Zhao,Jenkins Wholda Teaway,Hongzhi Chen,Ting Zhou
出处
期刊:Engineering Geology [Elsevier BV]
卷期号:242: 44-54 被引量:94
标识
DOI:10.1016/j.enggeo.2018.05.007
摘要

An approach was proposed to automatically measure the discontinuity geometric properties from a point cloud acquired using Light Detection and Ranging (LiDAR). The procedure primarily includes the following features: (Assali et al., 2016) Grid data from the point cloud was created to enhance computational efficiency for data processing and retrieval; (Barton & Choubey, 1977) A modified region growing (MRG) algorithm, which is characterized by more efficient grow criterion, was used to recognize discontinuities from the point cloud; (Cao et al., 2017) Four geometric properties from identified discontinuities were calculated based on analytic geometry; (Chen et al., 2016) Influence of threshold T on the identified results was investigated through sensitivity analysis, and threshold T was suggested to be less than the minimum normal difference among all joints and larger than 0°. Two cases (regular polyhedrons and a tunnel in the Rumei hydropower station) were taken as case studies to validate the developed approach, and calculation results have good agreement with real situations.
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