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Progress in retrieving canopy structural parameters and chlorophyll content using the refined hyperspectral and multi-angle measurement concept and CASI data

机译:使用精制的高光谱和多角度测量概念和CASI数据检索冠层结构参数和叶绿素含量的进展

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We attempt to test the refined concept of combining multi-angle and hyperspectral remote sensing proposed by [1] using airborne data. The concept proposes a system that acquires hyperspectral signals only in the nadir direction and measures in two additional directions in two spectral bands, red and NIR. It has been successfully demonstrated that the off-nadir hyperspectral simulations could be closely reconstructed based on the nadir hyperspectral reflectance and off-nadir multi-spectral reflectance in red and NIR bands. This is shown using the Compact Airborne Spectrographic Imager (CASI) data acquired over a forested area in the Sudbury region (Ontario, Canada). Through intensive validation using field data, it is demonstrated that the combination of the hotspot and darkspot reflectances has strong response to changes in vegetation clumping. Furthermore, the model inversion using a LUT approach is employed to retrieve chlorophyll content per unit leaf area. In order to explore the impact of clumping on the chlorophyll content retrieval, we compared the results of the inversion based on leaf area index (LAI) and based on effective LAI (Le). In the comparison with the field-measured data, the determination coefficient increases and RMSE decreases when LAI is considered.
机译:我们试图使用空气数据测试[1]提出的多角度和高光谱遥感的精致概念。该概念提出了一种系统,该系统仅在NADIR方向上获取高光谱信号,并在两个光谱频带,红色和NIR中在两个附加方向上测量。已经成功证明了基于红色和NIR带中的Nadir高光谱反射和离心多光谱反射和离心多光谱反射来密切重建偏离Nadir高光谱仿真。这是使用在萨德伯里地区(安大略省,加拿大)的森林区域上获取的紧凑空中光谱成像器(CASI)数据。通过使用现场数据的密集验证,据证明热点和暗点反射的组合对植被丛生的变化具有很强的反应。此外,使用使用LUT方法的模型反演来检索每单位叶面积的叶绿素含量。为了探讨丛集对叶绿素含量检索的影响,我们基于叶面积指数(LAI)进行了比较了反转的结果,并基于有效的LAI(L E )。在与现场测量数据的比较中,当考虑LAI时,确定系数增加和RMSE降低。

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