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Investigation of Atmospheric Effects on Retrieval of Sun-Induced Fluorescence Using Hyperspectral Imagery

机译:利用高光谱图像研究大气对太阳诱导荧光的反演作用

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Significant research progress has recently been made in estimating fluorescence in the oxygen absorption bands, however, quantitative retrieval of fluorescence data is still affected by factors such as atmospheric effects. In this paper, top-of-atmosphere (TOA) radiance is generated by the MODTRAN 4 and SCOPE models. Based on simulated data, sensitivity analysis is conducted to assess the sensitivities of four indicators—depth_absorption_band, depth_nofs-depth_withfs, radiance and Fs/radiance—to atmospheric parameters (sun zenith angle (SZA), sensor height, elevation, visibility (VIS) and water content) in the oxygen absorption bands. The results indicate that the SZA and sensor height are the most sensitive parameters and that variations in these two parameters result in large variations calculated as the variation value/the base value in the oxygen absorption depth in the O 2 -A and O 2 -B bands (111.4% and 77.1% in the O 2 -A band; and 27.5% and 32.6% in the O 2 -B band, respectively). A comparison of fluorescence retrieval using three methods (Damm method, Braun method and DOAS) and SCOPE Fs indicates that the Damm method yields good results and that atmospheric correction can improve the accuracy of fluorescence retrieval. Damm method is the improved 3FLD method but considering atmospheric effects. Finally, hyperspectral airborne images combined with other parameters (SZA, VIS and water content) are exploited to estimate fluorescence using the Damm method and 3FLD method. The retrieval fluorescence is compared with the field measured fluorescence, yielding good results ( R 2 = 0.91 for Damm vs. SCOPE SIF; R 2 = 0.65 for 3FLD vs. SCOPE SIF). Five types of vegetation, including ailanthus, elm, mountain peach, willow and Chinese ash, exhibit consistent associations between the retrieved fluorescence and field measured fluorescence.
机译:最近在估计氧吸收带中的荧光方面已经取得了重要的研究进展,但是,荧光数据的定量检索仍然受到诸如大气效应等因素的影响。本文通过MODTRAN 4和SCOPE模型生成了大气顶部(TOA)辐射。基于模拟数据,进行灵敏度分析以评估四个指标(depth_absorption_band,depth_nofs-depth_withfs,辐射度和Fs /辐射度)对大气参数(太阳天顶角(SZA),传感器高度,仰角,能见度(VIS)和水分含量)在氧气吸收带中。结果表明,SZA和传感器高度是最敏感的参数,并且这两个参数的变化导致较大的变化,该变化被计算为O 2 -A和O 2 -B中氧气吸收深度的变化值/基值。 (在O 2 -A波段中为111.4%和77.1%;在O 2 -B波段中分别为27.5%和32.6%)。使用三种方法(Damm方法,Braun方法和DOAS)和SCOPE Fs进行荧光检索的比较表明,Damm方法产生了良好的结果,并且大气校正可以提高荧光检索的准确性。 Damm方法是改进的3FLD方法,但考虑了大气影响。最后,利用Damm方法和3FLD方法,结合其他参数(SZA,VIS和水含量)的高光谱机载图像来估计荧光。将检索荧光与现场测量的荧光进行比较,得出了很好的结果(Damm与SCOPE SIF的R 2 = 0.91; 3FLD与SCOPE SIF的R 2 = 0.65)。五种植被,包括臭椿,榆树,山桃,柳树和中国灰,在检索到的荧光与现场测得的荧光之间表现出一致的联系。

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