Estimation of monthly-mean global solar radiation using MODIS atmospheric product over China
Chen J. L. ; Xiao B. B. ; Chen C. D. ; Wen Z. F. ; Jiang Y. ; Lv M. Q. ; Wu S. J. ; Li G. S.
2014
关键词Month-mean global solar radiation Models MODIS Atmosphere constituents surface shortwave radiation air-temperature data daily net-radiation clear-sky days satellite data sunshine duration model cloud irradiance cover
英文摘要This paper investigated the potential of MOD08-M3 atmospheric product in estimation of monthly-mean solar radiation. 8 models were developed using cloud fraction (CF), cloud optical thickness (COT), precipitable water vapor (PWV) and aerosol optical thickness (AOT) at 50 stations across China. All the models give reasonable results with average RMSE of 1.247 MJ m(-2) and MAPE of 9.9%. Models have lower RMSE in cool temperature (CT) and warm temperate (WT) zones. In terms of MAPE, models perform better in Qinghai-Tibet plateau climate (QT) zone. Model accuracy can be significantly improved by introducing COT and PWV. The improvements by introducing COT are more pronounced in summer for CT, WT and ST regions. While inclusion of PWV is more effective in summer, autumn, and winter for CT, QT, and ST regions, respectively. However, introducing AOT does not contribute to the improvement in estimation accuracy. The performances of models show seasonal behavior. In terms of MAPE, models perform best in summer for CT and WT regions, and in autumn for ST region. Lowest RMSE are observed in autumn and winter for CT and QT regions, respectively. Models have lower RMSE in both autumn and winter for WT and ST regions. (C) 2014 Elsevier Ltd. All rights reserved.
出处Journal of Atmospheric and Solar-Terrestrial Physics
110
63-80
收录类别SCI
语种英语
ISSN号1364-6826
内容类型SCI/SSCI论文
源URL[http://ir.igsnrr.ac.cn/handle/311030/29949]  
专题地理科学与资源研究所_历年回溯文献
推荐引用方式
GB/T 7714
Chen J. L.,Xiao B. B.,Chen C. D.,et al. Estimation of monthly-mean global solar radiation using MODIS atmospheric product over China. 2014.
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