Change detection techniques for canopy height growth measurements using airborne laser scanner data

被引:107
作者
Yu, Xiaowei
Hyyppa, Juha
Kukko, Antero
Maltamo, Matti
Kaartinen, Harr
机构
[1] Finnish Geodet Inst, FIN-02431 Masala, Finland
[2] Univ Joensuu, Fac Forestry, FIN-80101 Joensuu, Finland
关键词
D O I
10.14358/PERS.72.12.1339
中图分类号
P9 [自然地理学];
学科分类号
0705 ; 070501 ;
摘要
This paper analyzes the potential of airborne laser scanner data for measuring individual tree height growth in a boreal forest using 82 sample trees of Scots pine. Point clouds (10 points/m(2), beam size 40 cm) illuminating 50 percent of the treetops were acquired in September 1998 and May 2003 with the Toposys 83 kHz lidar system. The reference height and height growth of pines were measured with a tacheometer in the field. Three different types of features were extracted from the point clouds representing each tree; they were the difference between the highest z values, the difference between the DSMS of the tree crown, and the differences between the 85(th), 90(th) and 95(th) percentiles of the canopy height histograms corresponding to the crown. The best correspondence with the field measurements was achieved with an R-2 value of 0.68 and a RMSE of 43 cm. The results indicate that it is possible to measure the growth of an individual tree with multi-temporal laser surveys. We also demonstrated a new algorithm for tree-to-tree matching. It is needed in operational growth estimation based on individual trees, especially in dense spruce forests. The method is based on minimizing the distances between treetops in the N-dimensional data space. The experiments showed that the use of the location (derived from laser data) and height of the trees were together adequate to provide reliable tree-to-tree matching. In the future, a fourth dimension (the crown area) should also be included in the matching.
引用
收藏
页码:1339 / 1348
页数:10
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