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The Influence of Underlying Land Cover on the Accuracy of MODIS C6.1 Aerosol Products-A Case Study over the Yangtze River Delta Region of China

文献类型:期刊论文

作者Sun, Kun1; Gao, Yang1,2; Qi, Bing3; Yu, Zhifeng4,5,6
刊名REMOTE SENSING
出版日期2022-02-01
卷号14期号:4页码:18
关键词Yangtze River Delta aerosol optical depth validation MODIS sun photometer land cover
DOI10.3390/rs14040938
通讯作者Yu, Zhifeng(yu@hznu.edu.cn)
英文摘要Due to the significant spatial variation of the performance of Moderate Resolution Imaging Spectrometer (MODIS) aerosol optical depth (AOD) retrievals, validation is very important for applications of MODIS AOD products at regional scales. This study presents a comparative analysis of Collection 6.1 MODIS AOD retrievals and ground measurements from five local sites and one Aerosol Robotic Network (AERONET) site in the Yangtze River Delta (YRD) region, which significantly complements the previous validation that utilized limited AERONET measurements. Generally, MODIS AOD retrievals showed a reasonable agreement with collocated ground measurements (R-2 > 0.7), with 66% of Dark Target (DT) 10 km retrievals, 56% of Deep Blue (DB) 10 km retrievals, and 69% of DT 3 km retrievals falling within the expected error (EE = +/-(0.05 + 0.2 x AOD)). Nevertheless, it was found that the DT AOD retrievals tended to be overestimated over urbanized and lakeside sites, while the DB AOD retrievals tended to be underestimated over all ground sites except for lakeside sites. Such patterns appeared to be linked with the systematic biases of the single-scattering albedo estimation in the AOD retrieval algorithms. Another significant finding of this study is that the uncertainties of the MODIS AOD retrievals were highly correlated with the land cover proportions of urbanized features and water (LCP_UW) in the surrounding region, especially for the DT products. An empirical correction method based on these correlations could substantially reduce the uncertainties of DT AOD products over high LCP_UW areas. The results not only highlight the significant impacts of both urban and water areas on the MODIS AOD retrieval algorithms but also create new possibilities to correct such impacts once the universal correlations between LCP_UW and the uncertainty measures are established.
WOS关键词OPTICAL DEPTH ; AIR-QUALITY ; ATMOSPHERIC CORRECTION ; PM2.5 CONCENTRATIONS ; VALIDATION ; RESOLUTION ; RETRIEVAL ; ALGORITHM ; AERONET ; TRENDS
资助项目National Nature Science Foundation of China[42141015] ; Key Laboratory of Marine Ecological Conservation and Restoration ; Ministry of Natural Resources/Fujian Provincial Key Laboratory of Marine Ecological Conservation and Restoration[EPR2021005] ; Agriculture and Social Development Research Project of Hangzhou[20201203B155] ; Key Project of Science and Technology Plan of Zhejiang Meteorological Bureau[2021ZD13] ; Zhejiang Provincial Basic Public Welfare Research Project[LGF22D050004]
WOS研究方向Environmental Sciences & Ecology ; Geology ; Remote Sensing ; Imaging Science & Photographic Technology
语种英语
WOS记录号WOS:000765163100001
出版者MDPI
资助机构National Nature Science Foundation of China ; Key Laboratory of Marine Ecological Conservation and Restoration ; Ministry of Natural Resources/Fujian Provincial Key Laboratory of Marine Ecological Conservation and Restoration ; Agriculture and Social Development Research Project of Hangzhou ; Key Project of Science and Technology Plan of Zhejiang Meteorological Bureau ; Zhejiang Provincial Basic Public Welfare Research Project
源URL[http://ir.igsnrr.ac.cn/handle/311030/171859]  
专题中国科学院地理科学与资源研究所
通讯作者Yu, Zhifeng
作者单位1.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Key Lab Ecosystem Network Observat & Modeling, Beijing 100101, Peoples R China
2.Univ Chinese Acad Sci, Coll Resources & Environm, Beijing 100049, Peoples R China
3.Hangzhou Meteorol Bur, Hangzhou 310051, Peoples R China
4.Hangzhou Normal Univ, Inst Remote Sensing & Earth Sci, Hangzhou 311121, Peoples R China
5.Ohio State Univ, Sch Earth Sci, Div Geodet Sci, Columbus, OH 43210 USA
6.Zhejiang Prov Key Lab Urban Wetlands & Reg Change, Hangzhou 311121, Peoples R China
推荐引用方式
GB/T 7714
Sun, Kun,Gao, Yang,Qi, Bing,et al. The Influence of Underlying Land Cover on the Accuracy of MODIS C6.1 Aerosol Products-A Case Study over the Yangtze River Delta Region of China[J]. REMOTE SENSING,2022,14(4):18.
APA Sun, Kun,Gao, Yang,Qi, Bing,&Yu, Zhifeng.(2022).The Influence of Underlying Land Cover on the Accuracy of MODIS C6.1 Aerosol Products-A Case Study over the Yangtze River Delta Region of China.REMOTE SENSING,14(4),18.
MLA Sun, Kun,et al."The Influence of Underlying Land Cover on the Accuracy of MODIS C6.1 Aerosol Products-A Case Study over the Yangtze River Delta Region of China".REMOTE SENSING 14.4(2022):18.

入库方式: OAI收割

来源:地理科学与资源研究所

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