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Retrieving High-Resolution Aerosol Optical Depth from GF-4 PMS Imagery in Eastern China

文献类型： 外文期刊

作者： Sun, Zhendong 1 ; Wei, Jing 3 ; Zhang, Ning 1 ; He, Yulong 1 ; Sun, Yu 1 ; Liu, Xirong 1 ; Yu, Huiyong 1 ; Sun, Lin 1 ;

作者机构： 1.Shandong Univ Sci & Technol, Coll Geomat, Qingdao 266590, Peoples R China

2.Beijing Acad Agr & Forestry Sci, Informat Technol Res Ctr, Beijing 100097, Peoples R China

3.Univ Iowa, Ctr Global & Reg Environm Res, Iowa Technol Inst, Dept Chem & Biochem Engn, Iowa City, IA 52242 USA

关键词： aerosol optical depth (AOD); GF-4 PMS; MOD04; AERONET

期刊名称：REMOTE SENSING （ 影响因子：4.848； 五年影响因子：5.353 ）

ISSN：

年卷期： 2021 年 13 卷 18 期

页码：

收录情况： SCI

摘要： Gaofen 4 (GF-4) is a geostationary satellite, with a panchromatic and multispectral sensor (PMS) onboard, and has great potential in observing atmospheric aerosols. In this study, we developed an aerosol optical depth (AOD) retrieval algorithm for the GF-4 satellite. AOD retrieval was realized based on the pre-calculated surface reflectance database and 6S radiative transfer model. We customized the unique aerosol type according to the long time series aerosol parameters provided by the Aerosol Robotic Network (AERONET) site. The solar zenith angle, relative azimuth angle, and satellite zenith angle of the GF-4 panchromatic multispectral sensor image were calculated pixel-by-pixel. Our 1 km AOD retrievals were validated against AERONET Version 3 measurements and compared with MOD04 C6 AOD products at different resolutions. The results showed that our GF-4 AOD algorithm had a good robustness in both bright urban areas and dark rural areas. A total of 71.33% of the AOD retrievals fell within the expected errors of +/-(0.05% + 20%); root-mean-square error (RMSE) and mean absolute error (MAE) were 0.922 and 0.122, respectively. The accuracy of GF-4 AOD in rural areas was slightly higher than that in urban areas. In comparison with MOD04 products, the accuracy of GF-4 AOD was much higher than that of MOD04 3 km and 10 km dark target AOD, but slightly worse than that of MOD04 10 km deep blue AOD. For different values of land surface reflectance (LSR), the accuracy of GF-4 AOD gradually deteriorated with an increase in the LSR. These results have theoretical and practical significance for aerosol research and can improve retrieval algorithms using the GF-4 satellite.

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