气候变化领域集成服务门户(CCPortal): Estimations of Global Horizontal Irradiance and Direct Normal Irradiance by Using Fengyun-4A Satellite Data in Northern China

CCPortal

DOI	10.3390/rs13040790
	Estimations of Global Horizontal Irradiance and Direct Normal Irradiance by Using Fengyun-4A Satellite Data in Northern China
	Jia, Dongyu; Hua, Jiajia; Wang, Liping; Guo, Yitao; Guo, Hong; Wu, Pingping; Liu, Min; Yang, Liwei
通讯作者	Hua, JJ (通讯作者)，Hebei Xiongan New Area Meteorol Serv, Xiongan 071700, Peoples R China. ; Hua, JJ (通讯作者)，Hebei Key Lab Meteorol & Ecoenvironm, Shijiazhuang 050000, Hebei, Peoples R China.
发表日期	2021
EISSN	2072-4292
卷号	13 期号:4
英文摘要	Accurate solar radiation estimation is very important for solar energy systems and is a precondition of solar energy utilization. Due to the rapid development of new energy sources, the demand for surface solar radiation estimation and observation has grown. Due to the scarcity of surface radiation observations, high-precision remote sensing data are trying to fill this gap. In this paper, a global solar irradiance estimation method (in different months, seasons, and weather conditions), using data from the advanced geosynchronous radiation imager (AGRI) sensor onboard the FengYun-4A satellite with cloud index methodology (CSD-SI), was tested. It was found that the FengYun-4A satellite data could be used to calculate the clear sky index through the Heliosat-2 method. Combined with McClear, the global horizontal irradiance (GHI) and the direct normal irradiance (DNI) in northeast China could be accurately obtained. The estimated GHI accuracy under clear sky was slightly affected by the seasons and the normalized root mean square error (nRMSE) values (in four sites) were higher in summer and autumn (including all weather conditions). Compared to the estimated GHI, the estimated DNI was less accurate. It was found that the estimated DNI in October had the best performance. In the meantime, the nRMSE, the normalized mean absolute error (nMAE), and the normalized mean bias error (nMBE) of Zhangbei were 35.152%, 27.145%, and -8.283%, while for Chengde, they were 43.150%, 28.822%, and -13.017%, respectively. In addition, the estimated DNI at ground level was significantly higher than the actual observed value in autumn and winter. Considering that the error mainly came from the overestimation of McClear, a new DNI radiation algorithm during autumn and winter is proposed for northern China. After applying the new algorithm, the nRMSE decreased from 49.324% to 48.226% for Chengde and from 48.342% to 41.631% for Zhangbei. Similarly, the nMBE decreased from -32.351% to -18.823% for Zhangbei and from -26.211% to -9.107% for Chengde.
英文关键词	FengYun-4A; surface solar irradiance; satellite image; McClear
语种	英语
WOS研究方向	Environmental Sciences & Ecology ; Geology ; Remote Sensing ; Imaging Science & Photographic Technology
WOS类目	Environmental Sciences ; Geosciences, Multidisciplinary ; Remote Sensing ; Imaging Science & Photographic Technology
WOS记录号	WOS:000624414400001
来源期刊	REMOTE SENSING
来源机构	中国科学院西北生态环境资源研究院
文献类型	期刊论文
条目标识符	http://gcip.llas.ac.cn/handle/2XKMVOVA/254951
作者单位	[Jia, Dongyu] Lanzhou City Univ, Coll Geog & Environm Engn, Lanzhou 730070, Peoples R China; [Jia, Dongyu; Liu, Min] East China Normal Univ, Sch Geog Sci, Key Lab Geog Informat Sci, Minist Educ, Shanghai 200241, Peoples R China; [Hua, Jiajia] Hebei Xiongan New Area Meteorol Serv, Xiongan 071700, Peoples R China; [Hua, Jiajia] Hebei Key Lab Meteorol & Ecoenvironm, Shijiazhuang 050000, Hebei, Peoples R China; [Wang, Liping] Hengshui Meteorol Bur, Hengshui 053000, Peoples R China; [Guo, Yitao] Laoting Meteorol Bur, Tangshan 063600, Peoples R China; [Guo, Hong] Zhangjiakou Meteorol Bur, Zhangjiakou 075000, Peoples R China; [Wu, Pingping] Weichang Manchu Mongolia Autonmous Cty Meteorol B, Chengde 068450, Peoples R China; [Yang, Liwei] Chinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Key Lab Land Surface Proc & Climate Change Cold &, Lanzhou 730000, Peoples R China
推荐引用方式 GB/T 7714	Jia, Dongyu,Hua, Jiajia,Wang, Liping,et al. Estimations of Global Horizontal Irradiance and Direct Normal Irradiance by Using Fengyun-4A Satellite Data in Northern China[J]. 中国科学院西北生态环境资源研究院,2021,13(4).
APA	Jia, Dongyu.,Hua, Jiajia.,Wang, Liping.,Guo, Yitao.,Guo, Hong.,...&Yang, Liwei.(2021).Estimations of Global Horizontal Irradiance and Direct Normal Irradiance by Using Fengyun-4A Satellite Data in Northern China.REMOTE SENSING,13(4).
MLA	Jia, Dongyu,et al."Estimations of Global Horizontal Irradiance and Direct Normal Irradiance by Using Fengyun-4A Satellite Data in Northern China".REMOTE SENSING 13.4(2021).