Extraction of terrain ridge lines and valley lines based on agglomeration analysis of terrain points: a cluster analysis method

被引:0
|
作者
Zhang, Cheng [1 ]
Dou, Wanfeng [2 ,3 ]
Pang, Yuan [3 ]
机构
[1] Jiangsu Open Univ, Informat Construction Dept, Nanjing 210036, Peoples R China
[2] Nanjing Normal Univ, Sch Comp & Elect Informat, Nanjing 210023, Peoples R China
[3] Nanjing Normal Univ, Jiangsu Intelligent Informat Technol & Software En, Nanjing 210023, Peoples R China
基金
中国国家自然科学基金;
关键词
Terrain feature line extraction; DBSCAN clustering algorithm; Ridge line; Valley line; PROFILE-RECOGNITION; NETWORKS;
D O I
10.1007/s12145-023-00943-7
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Terrain feature extraction is one of the critical issues in geographic information science. As important terrain feature lines, ridge lines and valley lines play an important role in hydrological analysis, terrain reconstruction and automatic integration of contour lines. But the extraction of terrain feature lines is complicated and time-consuming task. In this paper, a terrain feature line extraction method is proposed based on clustering technique. The terrain feature points are automatically extracted according to the agglomeration of terrain points, and the similar points are automatically identified according to the DBSCAN clustering algorithm. The points with high similarity are clustered along the direction of ridge or valley, and the whole terrain will be clustered into multiple sub-regions. The nearest sub-regions are found by calculating the minimum distance between these sub-regions, the adjacent sub-regions are connected orderly by their center line to obtain terrain feature lines. Compared with other methods, the cluster analysis method in this paper has simple process and high efficiency.
引用
收藏
页码:345 / 356
页数:12
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