Change Detection Techniques for Canopy Height Growth Measurements Using Airborne Laser Scanner Data

激光扫描 遥感 天蓬 扫描仪 变更检测 地理 环境科学 激光雷达 激光器 光学 物理 考古
作者
Xiaowei Yu,Juha Hyyppä,Antero Kukko,Matti Maltamo,Harri Kaartinen
出处
期刊:Photogrammetric Engineering and Remote Sensing [American Society for Photogrammetry and Remote Sensing]
卷期号:72 (12): 1339-1348 被引量:134
标识
DOI:10.14358/pers.72.12.1339
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 Ndimensional 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-totree matching. In the future, a fourth dimension (the crown area) should also be included in the matching.
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