A voxel-based lidar method for estimating crown base height for deciduous and pine trees

被引:281
作者
Popescu, Sorin C. [1 ]
Zhao, Kaiguang [1 ]
机构
[1] Texas A&M Univ, Dept Ecosyst Sci & Management, Spatial Sci Lab, College Stn, TX 77845 USA
基金
美国国家航空航天局;
关键词
lidar; tree height; crown diameter; crown base height; height bins;
D O I
10.1016/j.rse.2007.06.011
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The overall goal of this study was to develop methods for assessing crown base height for individual trees using airborne lidar data in forest settings typical for the southeastern United States. More specific objectives are to: (1) develop new lidar-derived features as multiband height bins and processing techniques for characterizing the vertical structure of individual tree crowns; (2) investigate several techniques for filtering and analyzing vertical profiles of individual trees to derive crown base height, such as Fourier and wavelet filtering, polynomial fit, and percentile analysis; (3) assess the accuracy of estimating crown base height for individual trees, and (4) investigate which type of lidar data, point frequency or intensity, provides the most accurate estimate of crown base height. A lidar software application, TreeVaW, was used to locate individual trees and to obtain per tree measurements of height and crown width. Tree locations were used with lidar height bins to derive the vertical structure of tree crowns and measurements of crown base height. Lidar-derived crown base heights of individual trees were compared to field observations for 117 trees, including 94 pines and 23 deciduous trees. Linear regression models were able to explain up to 80% of the variability associated with crown base height for individual trees. Fourier filtering used for smoothing the vertical crown profile consistently provided the best results when estimating crown base height. (C) 2007 Elsevier Inc. All rights reserved.
引用
收藏
页码:767 / 781
页数:15
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