Intercomparisons of Cloud Mask Products Among Fengyun-4A, Himawari-8, and MODIS

被引:107
作者
Wang, Xi [1 ]
Min, Min [2 ,3 ,4 ]
Wang, Fu [1 ]
Guo, Jianping [5 ]
Li, Bo [1 ]
Tang, Shihao [1 ]
机构
[1] CMA, NSMC, Key Lab Radiometr Calibrat & Validat Environm Sat, Beijing 100081, Peoples R China
[2] Sun Yat Sen Univ, Sch Atmospher Sci, Zhuhai 519082, Peoples R China
[3] Sun Yat Sen Univ, Guangdong Prov Key Lab Climate Change & Nat Disas, Zhuhai 519082, Peoples R China
[4] Southern Lab Ocean Sci & Engn, Zhuhai 519082, Guangdong, Peoples R China
[5] Chinese Acad Meteorol Sci, State Key Lab Severe Weather, Beijing 100081, Peoples R China
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2019年 / 57卷 / 11期
基金
中国国家自然科学基金;
关键词
Clouds; Cloud computing; MODIS; Satellite broadcasting; Real-time systems; Spatial resolution; Satellites; Cloud mask; Fengyun-4A; Moderate Resolution Imaging Spectroradiometer (MODIS); radiative transfer; RADIATIVE-TRANSFER MODEL; ALGORITHM; AEROSOL; CLIMATOLOGY; SIMULATION; RADIOSONDE; CALIPSO; HEIGHT; REGION; CHINA;
D O I
10.1109/TGRS.2019.2923247
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
In this paper, we developed a unified and operational cloud mask algorithm for the new-generation geostationary (GEO) meteorological satellite imagers of the Advanced Geostationary Radiation Imager (AGRI) aboard Fengyun-4A (FY-4A) and the Advanced Himawari Imager (AHI) aboard Himawari-8 (H08). We investigated the all-round performance of the cloud mask algorithm. Spatiotemporally, the algorithm matches the official Collection-6 cloud mask products of a Moderate Resolution Imaging Spectroradiometer (MODIS) from both the Terra and Aqua platforms, which we employed as the benchmark for performing intercomparisons and validations. The robust cloud mask algorithm can show high consistency between FY-4A/AGRI and H08/AHI. The MODIS-based validation results suggest that cloudy scene identification is better than that observed for clear skies for both FY-4A/AGRI and H08/AHI; there is also a relatively low false-alarm ratio (FAR). Moreover, the algorithm is more reliable during daytime hours, with a hit rate (HR) of approximately 92 for both FY-4A/AGRI and H08/AHI. We found slightly higher accuracy in cloud-masking results over water than those over land. Furthermore, we found that more than 67 of the matched pixels for both advanced GEO imagers had no bias when taking MODIS as the benchmark. Overall, HR values were approximately 91.04 and 91.82 for FY-4A/AGRI and H08/AHI, respectively. These results confirm the high quality of the algorithm for retrieving real-time cloud mask products.
引用
收藏
页码:8827 / 8839
页数:13
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