Estimation of downwelling surface longwave radiation for all-weather skies from FengYun-4A geostationary satellite data

被引:0
|
作者
Jiang, Yun [1 ,2 ]
Tang, Bo-Hui [1 ,3 ,4 ]
Zhang, Huanyu [1 ,2 ]
机构
[1] Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, State Key Lab Resources & Environm Informat Syst, Beijing, Peoples R China
[2] Univ Chinese Acad Sci, Coll Resources & Environm, Beijing, Peoples R China
[3] Kunming Univ Sci & Technol, Fac Land Resource Engn, Kunming, Peoples R China
[4] Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, State Key Lab Resources & Environm Informat Syst, Beijing 100101, Peoples R China
基金
中国国家自然科学基金;
关键词
Downwelling surface longwave radiation; FY-4A; ERA5; all-sky; DOWNWARD RADIATION; CLEAR-SKY; INTEGRATING MODIS;
D O I
10.1080/01431161.2023.2170194
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
Fengyun-4A (FY-4A) is the latest generation of China's geostationary satellite. The Advanced Geosynchronous Radiation Imager (AGRI) onboard FY-4A can provide high-precision, high-frequency observation data, which makes a new possibility for estimating the downwelling surface longwave radiation (DSLR) with high spatial and temporal resolution. This work presents a new method for estimating DSLRs under all-sky conditions using a genetic algorithm-artificial neural network (GA-ANN) algorithm based on brightness temperature (BT) from the FY-4A AGRI infrared channels and near-surface air temperature and dew point temperature from ERA5 reanalysis data. Based on the verification results of two independent observation sites, it is shown that the bias and RMSE are - 4.31 W/m(2) and 35.28 W/m(2), respectively. Compared the CERES SYN all-sky DSLR product with the DSLR estimated by the new method, the bias and RMSE are 0.86 W/m(2) and 26.87 W/m(2), respectively, and the new method has a higher spatial resolution (4 km), which can display more details of spatial variation.
引用
收藏
页码:6885 / 6898
页数:14
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