测绘通报 ›› 2024, Vol. 0 ›› Issue (5): 24-28.doi: 10.13474/j.cnki.11-2246.2024.0505

• 学术研究 • 上一篇    

面向复杂山区微地貌的手持LiDAR点云滤波方法比较

徐亚静1, 袁希平2,3,4, 甘淑1,2, 李绕波1, 叶俊民1   

  1. 1. 昆明理工大学国土资源工程学院, 云南 昆明 650093;
    2. 云南省高校高原山地空间信息测绘技术 应用工程研究中心, 云南 昆明 650093;
    3. 滇西应用技术大学地球科学与工程学院, 云南 大理 671006;
    4. 滇西应用技术大学云南省高校山地实景点云数据处理及应用重点实验室, 云南 大理 671006
  • 收稿日期:2023-10-07 发布日期:2024-06-12
  • 通讯作者: 甘淑。E-mail:n1480@qq.com
  • 作者简介:徐亚静(1997—),女,硕士生,研究方向为三维激光扫描技术。E-mail:2329958595@qq.com
  • 基金资助:
    国家自然科学基金(62266026)

Comparison of handheld LiDAR point cloud filtering methods for complex mountain microtopography

XU Yajing1, YUAN Xiping2,3,4, GAN Shu1,2, LI Raobo1, YE Junmin1   

  1. 1. School of Land and Resources Engineering, Kunming University of Science and technology, Kunming 650093, China;
    2. Application Engineering Research Center of Spatial Information Surveying and Mapping Technology in Plateau and Mountainous Areas Set by Universities in Yunnan Province, Kunming 650093, China;
    3. School of Earth Sciences and Engineering, West Yunnan University of Applied Sciences, Dali 671006, China;
    4. West Yunnan University of Applied Sciences, Key Laboratory of Mountain Real Scene Point Cloud Data Processing and Application for Universities in Yunnan Province, Dali 671006, China
  • Received:2023-10-07 Published:2024-06-12

摘要: 本文以手持激光点云数据是否可用于进行复杂山地土壤侵蚀和地表剥蚀测量为典型实例,试验对比分析了渐进加密三角网滤波算法、坡度滤波算法及布料模拟滤波算法在地面激光雷达点云分类中的性能。具体分别采用了3种滤波对应的参数对试验数据集进行测试以获得最高性能,并对比分析而获得每种算法的最优滤波。试验结果表明:对于平缓裸露地貌的滤波处理,布料模拟滤波效果最好,渐进加密三角网滤波次之,坡度滤波算法效果最差;对于复杂山地地貌的滤波处理,渐进加密三角网滤波算法滤波效果最好,布料模拟滤波次之,坡度滤波算法效果最差。试验研究成果为优化滤波算法的参数以提高其检测微地形变化的性能提供了有价值的信息,并验证了渐进加密三角网滤波在复杂地区滤波效果的有效性。

关键词: 手持三维激光点云, 渐进加密三角网滤波, 坡度滤波, 布料模拟滤波, 平缓裸露地貌, 复杂山地地貌

Abstract: In this paper,a typical use case of hand-held laser point cloud data for measuring soil erosion and surface erosion in complex mountainous areas is presented,the performance of delta filter algorithm,slope filter algorithm and cloth simulation filter algorithm in point cloud classification of ground-based LiDAR is compared and analyzed. In order to obtain the highest performance,the parameters corresponding to three kinds of filters are used to test the test data set,and the optimal filtering of each algorithm is obtained through comparative analysis,the experimental results show that for smooth bare landform filtering,cloth simulation filtering is the best,progressive densification triangle filtering is the second,and slope filtering algorithm is the worst,the progressive encrypted triangle filter algorithm has the best filtering effect,the cloth simulation filter is the second,and the slope filter algorithm has the worst filtering effect. The experimental results provide valuable information for optimizing the parameters of the filtering algorithm to improve its performance in detecting micro-terrain changes,and verify the effectiveness of the progressive encrypted triangle filter in complex areas.

Key words: hand-held 3D laser point cloud, progressive encryption triangle filter, slope filter, cloth simulation filter, smooth bare landform, complex mountain landform

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