通过与原位测量光学特性的详尽比较,分析模拟冠层反射率的不确定性

Martin Danner, T. Hank, Matthias Locherer, W. Mauser
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引用次数: 0

摘要

本研究旨在通过PROSAIL模型反演冬小麦冠层物候与结构参数N之间的关系。在2014年进行的一项野外研究中,测量了11个冠层结构和叶片光学特性参数。同时记录光谱特征。随后将测量参数产生的PROSAIL光谱与测量的反射率进行比较。对大多数参数加入噪声进行了数值优化。同时,逐步增大N,寻找其最佳性能值。与优化后的数据相比,原始数据集的模拟光谱与实测光谱之间的偏差较大。在衰老状态下,可以显示出更高偏差的趋势。随着季节的增加,氮的优化值逐渐增加,但对物候的回归尚未证实是否有显著的趋势。
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Analyzing uncertainties in simulated canopy reflectance through exhaustive comparison with in-situ measured optical properties
The aim of this study is to find a relationship between phenology of winter wheat canopies and the structure parameter N by inversion of the PROSAIL model. In the course of a field campaign conducted in 2014, 11 parameters of canopy architecture and leaf optical properties were measured. Spectral signatures were recorded simultaneously. PROSAIL spectra resulting from the measured parameters were subsequently compared to the measured reflectances. A numerical optimization was performed in which noise was added to most parameters. At the same time, N was increased stepwise to find its best performing value. Deviations between modelled and measured spectra were higher for the original dataset in comparison to the optimized one. A tendency towards higher deviations at states of senescence could be shown. The optimized values for N increased over the season, but a significant trend could not yet be verified for regression against phenology.
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