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A Simulation Study Using Terrestrial LiDAR Point Cloud Data to Quantify Spectral Variability of a Broad-Leaved Forest Canopy

机译:利用地面LiDAR点云数据量化阔叶林冠层光谱变异性的模拟研究

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摘要

In this analysis, a method for construction of forest canopy three-dimensional (3D) models from terrestrial LiDAR was used for assessing the influence of structural changes on reflectance for an even-aged forest in Belgium. The necessary data were extracted by the developed method, as well as it was registered the adjacent point-clouds, and the canopy elements were classified. Based on a voxelized approach, leaf area index (LAI) and the vertical distribution of leaf area density (LAD) of the forest canopy were derived. Canopy–radiation interactions were simulated in a ray tracing environment, giving suitable illumination properties and optical attributes of the different canopy elements. Canopy structure was modified in terms of LAI and LAD for hyperspectral measurements. It was found that the effect of a 10% increase in LAI on NIR reflectance can be equal to change caused by translating 50% of leaf area from top to lower layers. As presented, changes in structure did affect vegetation indices associated with LAI and chlorophyll content. Overall, the work demonstrated the ability of terrestrial LiDAR for detailed canopy assessments and revealed the high complexity of the relationship between vertical LAD and reflectance.
机译:在此分析中,使用了一种基于陆地LiDAR的森林冠层三维(3D)模型构建方法,以评估结构变化对比利时均匀老化森林的反射率的影响。通过开发的方法提取必要的数据,并将其记录在相邻的点云中,并对冠层元素进行分类。基于体素化方法,得出森林冠层的叶面积指数(LAI)和叶面积密度的垂直分布(LAD)。在射线追踪环境中模拟了冠层与辐射的相互作用,从而给出了不同冠层元素的合适照明特性和光学属性。根据LAI和LAD对冠层结构进行了修改,以进行高光谱测量。已经发现,LAI增加10%对NIR反射率的影响可以等同于将50%的叶子面积从上层平移到下层所引起的变化。如图所示,结构的变化确实影响了与LAI和叶绿素含量有关的植被指数。总体而言,这项工作证明了地面LiDAR能够进行详细的冠层评估,并揭示了垂直LAD与反射率之间关系的高度复杂性。

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