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DOI10.1029/2018JD029937
Direct Comparison and Triple Collocation: Which Is More Reliable in the Validation of Coarse-Scale Satellite Surface Albedo Products
Wu, Xiaodan1,2; Xiao, Qing2,3; Wen, Jianguang2,3,4; You, Dongqin2,3
2019-05-27
发表期刊JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES
ISSN2169-897X
EISSN2169-8996
出版年2019
卷号124期号:10页码:5198-5213
文章类型Article
语种英语
国家Peoples R China
英文摘要

A rigorous and reliable validation is the prerequisite and basis to properly understand the accuracy of satellite surface albedo products. However, the representativeness error of point scale in situ measurements, which mainly results from the spatial mismatch between in situ and satellite measurements as well as the surface heterogeneities, generally hinders an effective validation of satellite surface albedo products based on the conventional direct comparison method. Triple collocation technique has been recognized as a powerful tool to estimate the errors of satellite products without requiring the truth. Here, we evaluated the effectiveness of both the direct comparison and extended triple collocation (ETC) methods in tackling with the representativeness error of in situ measurements and characterizing the performances of satellite surface albedo products (MCD43A3 [V006], GLASS, and NPP VIIRS albedos) given whether the in situ-based pixel-scale albedo was available or not. The ETC method is shown to be advantageous over the direct comparison based on single point in situ measurements, because it is less affected by representativeness errors. However, it shall not substitute for the direct comparison method based on in situ-based pixel-scale albedo measurements, because its effectiveness in solving representativeness errors and estimating product errors is very limited and dependent on the choice of the data in the triplets. Furthermore, the ETC technique cannot be used to estimate the true physical errors of satellite surface albedo products.


英文关键词Validation albedo heterogeneity representativeness errors spatial scale ETC
领域气候变化
收录类别SCI-E
WOS记录号WOS:000471237200004
WOS关键词SOIL-MOISTURE ; IN-SITU ; MODIS ; ERRORS ; REFLECTANCE ; RETRIEVALS ; ALGORITHM ; BRDF
WOS类目Meteorology & Atmospheric Sciences
WOS研究方向Meteorology & Atmospheric Sciences
引用统计
被引频次:22[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/183337
专题气候变化
作者单位1.Lanzhou Univ, Coll Earth & Environm Sci, Lanzhou, Gansu, Peoples R China;
2.Chinese Acad Sci, Inst Remote Sensing & Digital Earth, State Key Lab Remote Sensing Sci, Beijing, Peoples R China;
3.Univ Chinese Acad Sci, Beijing, Peoples R China;
4.JCGCS, Beijing, Peoples R China
推荐引用方式
GB/T 7714
Wu, Xiaodan,Xiao, Qing,Wen, Jianguang,et al. Direct Comparison and Triple Collocation: Which Is More Reliable in the Validation of Coarse-Scale Satellite Surface Albedo Products[J]. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES,2019,124(10):5198-5213.
APA Wu, Xiaodan,Xiao, Qing,Wen, Jianguang,&You, Dongqin.(2019).Direct Comparison and Triple Collocation: Which Is More Reliable in the Validation of Coarse-Scale Satellite Surface Albedo Products.JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES,124(10),5198-5213.
MLA Wu, Xiaodan,et al."Direct Comparison and Triple Collocation: Which Is More Reliable in the Validation of Coarse-Scale Satellite Surface Albedo Products".JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES 124.10(2019):5198-5213.
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