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Advancing the PROSPECT-5 Model to Simulate the Spectral Reflectance of Copper-Stressed Leaves

机译:推进PROSPECT-5模型以模拟铜胁迫叶片的光谱反射率

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This paper proposes a modified model based on the PROSPECT-5 model to simulate the spectral reflectance of copper-stressed leaves. Compared with PROSPECT-5, the modified model adds the copper content of leaves as one of input variables, and the specific absorption coefficient related to copper ( K cu ) was estimated and fixed in the modified model. The specific absorption coefficients of other biochemical components (chlorophyll, carotenoid, water, dry matter) were the same as those in PROSPECT-5. Firstly, based on PROSPECT-5, we estimated the leaf structure parameters ( N ), using biochemical contents (chlorophyll, carotenoid, water, and dry matter) and the spectra of all the copper-stressed leaves (samples). Secondly, the specific absorption coefficient related to copper ( K cu ) was estimated by fitting the simulated spectra to the measured spectra using 22 samples. Thirdly, other samples were used to verify the effectiveness of the modified model. The spectra with the new model are closer to the measured spectra when compared to that with PROSPECT-5. Moreover, for all the datasets used for validation and calibration, the root mean square errors (RMSEs) from the new model are less than that from PROSPECT-5. The differences between simulated reflectance and measured reflectance at key wavelengths with the new model are nearer to zero than those with the PROSPECT-5 model. This study demonstrated that the modified model could get more accurate spectral reflectance from copper-stressed leaves when compared with PROSPECT-5, and would provide theoretical support for monitoring the vegetation stressed by copper using remote sensing.
机译:本文提出了一种基于PROSPECT-5模型的改进模型,以模拟铜胁迫叶片的光谱反射率。与PROSPECT-5相比,该改进模型将叶子中的铜含量作为输入变量之一,并估算并固定了与铜有关的比吸收系数(K cu)。其他生化成分(叶绿素,类胡萝卜素,水,干物质)的比吸收系数与PROSPECT-5中的相同。首先,基于PROSPECT-5,我们使用生化含量(叶绿素,类胡萝卜素,水和干物质)和所有铜胁迫叶片(样品)的光谱估计叶片结构参数(N)。其次,通过使用22个样品将模拟光谱拟合到实测光谱,估算与铜有关的比吸收系数(K cu)。第三,使用其他样本来验证改进模型的有效性。与PROSPECT-5相比,新模型的光谱更接近实测光谱。此外,对于用于验证和校准的所有数据集,新模型的均方根误差(RMSE)小于PROSPECT-5的均方根误差(RMSE)。与PROSPECT-5模型相比,新模型在关键波长处的模拟反射率与实测反射率之间的差异接近于零。这项研究表明,与PROSPECT-5相比,改进后的模型可以从铜胁迫的叶片上获得更准确的光谱反射率,并为遥感监测铜胁迫植物提供理论支持。

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