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Comparison of four methods for estimating leaf area index based on terrestrial three-dimensional laser scanning

机译:基于地面三维激光扫描的叶片区域指数估算四种方法的比较

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The leaf area index (LAI) of 16 sample plots was estimated based on terrestrial three-dimensional laser scanning. The point-cloud data of stand canopy were first scaled and projected onto a hemisphere according to Lambert azimuthal equal-area projection or stereo-graphic projection, and the resulting hemispherical point-cloud images were used to extract the canopy porosity coefficients. Then, single-angle inversion and Miller formula inversion methods were used, respectively, to calculate the effective leaf area indices with canopy porosity coefficients. Results showed that the effective LAIs estimated by single-angle inversion method with Lambert projection and stereographic projection were within the range of 2.14-5.36 and 1.83~4.67, respectively.The effective LAIs obtained by Miller formula inversion method with Lambert projection and stereographic projection were within the range of 1.84~4.67 and 1.68-4.34, respectively. As a comparison, the LAI measured with a fish-eye camera ranged from 1.55to 3.87. The LAI values estimated with four different calculation methods were linearly correlated with those measured by a fish-eye camera. The highest coefficient of determination (ft2) 90.28% was obtained by the Miller formula inversion method combined with stereographic projection, and Duncan's new multiple range test also further showed that this method had a relatively higher precision compared to other three methods.
机译:基于地面三维激光扫描估计了16个样品图的叶面指数(LAI)。首先将支架冠层的点云数据缩放并根据Lambert方位角等区域投影或立体图突出投影到半球上,并且使用得到的半球形点云图像来提取冠层孔隙度系数。然后,分别使用单角度反转和米勒式反转方法,以计算具有冠层孔隙率系数的有效叶面积指标。结果表明,采用朗伯投影和立体投影的单角度反转方法估计的有效借调分别在2.14-5.36和1.83〜4.67的范围内。通过米勒配方反转方法与Lambert投影和立体投影获得的有效LAIS在1.84〜4.67和1.68-4.34的范围内。作为比较,用鱼眼相机测量的LAI从1.55to 3.87测量。用四种不同的计算方法估计的LAI值与鱼眼相机测量的那些线性相关。通过与立体投影结合的米勒式转换方法获得的最高判定系数(FT2)90.28%,并且还进一步表明该方法与其他三种方法相比具有相对较高的精度。

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