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ESTIMATION OF TROPICAL FOREST TREE DIAMETER AT BREAST HEIGHT FROM AIRBORNE LIDAR METRICS

机译:利用机载激光雷达估测热带高度的热带森林树木直径

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LiDAR is limited to getting the height of forest canopies. This paper describes methods and results to estimate the average diameter at breast height (DBH) by regressing parameters that were derived from airborne LIDAR. Specifically it aims to estimate the DBH of trees at the study area using derivative metrics from airborne LiDAR data. The study site is at Molawin-Dampalit, a two-hectare plot managed by Makiling Center for Mountain Ecosystems, Los Banos, Laguna. The plot was divided to 20m, 10m and 5m subplots or grids. The field DBH data and coordinates were also obtained. Linear and log-linear regression models were developed depending on these grid sizes to estimate the average DBH per grid. After applying data transformation to improve each model, all three grid sizes showed promising results in estimating DBH. Linear regression analysis showed an r~2 of 0.72, 0.83, 0.70 for 20×20m, 10×10m, 5×5m grids, respectively. For the log-linear, 10×10m grid showed the highest r~2 of 0.67 followed by 20×20m (r~2=0.56) and 5×5m grid (r~2=0.05). The method poses a compliment alternative to forest inventory plots as a means of assessing forest conditions.
机译:激光雷达仅限于获得林冠的高度。本文描述了通过回归从机载LIDAR得出的参数来估算乳房高度(DBH)的平均直径的方法和结果。具体来说,它旨在使用机载LiDAR数据的衍生指标来估算研究区域树木的DBH。研究地点位于莫拉温-丹帕利特(Molawin-Dampalit),这是一个两公顷的土地,由拉古纳(Log Banos)的洛斯巴诺斯(Los Banos)马克林山区生态系统中心管理。该地块分为20m,10m和5m子图或网格。还获得了现场DBH数据和坐标。根据这些网格大小,开发了线性和对数线性回归模型,以估计每个网格的平均DBH。在应用数据转换来改进每个模型之后,所有三个网格大小在估计DBH方面都显示出令人鼓舞的结果。线性回归分析显示,对于20×20m,10×10m,5×5m网格,r〜2分别为0.72、0.83、0.70。对于对数线性,10×10m网格显示最高r〜2为0.67,其次是20×20m(r〜2 = 0.56)和5×5m网格(r〜2 = 0.05)。该方法替代了森林清查用地,以此作为评估森林状况的一种手段。

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