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Generation of new cloud masks from MODIS land surface reflectance products

机译:利用MODIS地面反射产品生成新的云掩模

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MODIS land surface reflectance product (MOD09) is one of the most popular data sources for characterizing land surface environments. Because those cloudy observations should be excluded from further analysis, the reliable cloud screening is important for downstream applications. In this paper, an approach is proposed to generate cloud masks from time series of MOD09 products. It is found that an inflexion point exists between the clear-sky and cloudy observations if time series of reflectances assembled from the same location are sorted. The maximum surface reflectance can be composited from these inflexions and those observations with reflectance values larger than the inflexion are identified as cloudy. To the best of our knowledge, this is the first method to composite the maximum snow-free surface reflectance. And a new method is proposed to objectively compare cloud detection results derived from different approaches. Comparisons show that this inflexion-based cloud detection algorithm performs generally better than the cloud masks accompanying with the MOD09 products. The new cloud masks are valuable for those applications relying on the MOD09 products as input and for analysis of the uncertainty of the MODIS cloud mask products.
机译:MODIS地表反射率产品(MOD09)是用于表征地表环境的最受欢迎的数据源之一。由于应将那些浑浊的观测结果排除在进一步分析之外,因此可靠的云筛查对于下游应用至关重要。本文提出了一种从MOD09产品的时间序列生成云掩码的方法。如果对从同一位置聚集的反射率的时间序列进行排序,则会发现在晴空观测和阴天观测之间存在拐点。可以从这些弯曲度合成最大表面反射率,并且将反射率值大于弯曲度的那些观测值识别为浑浊。据我们所知,这是合成最大无雪表面反射率的第一种方法。提出了一种新方法来客观比较不同方法得出的云检测结果。比较表明,这种基于变形的云检测算法通常比MOD09产品随附的云掩码更好。对于依赖MOD09产品作为输入的那些应用以及分析MODIS云掩模产品的不确定性,新的云掩模是有价值的。

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