Development of a hybrid method for estimating land surface shortwave net radiation from MODIS data

被引:91
作者
Kim, Hye-Yun [1 ,2 ]
Liang, Shunlin [1 ]
机构
[1] Univ Maryland, Dept Geog, College Pk, MD 20742 USA
[2] IM Syst Grp Inc, Camp Srpings, MD 20746 USA
关键词
Land surface; Shortwave net radiation; MODIS; Multispectral; Daily integrated shortwave net radation; SOLAR-RADIATION; SPATIAL-RESOLUTION; NEURAL-NETWORK; SATELLITE; MODEL; SENSITIVITY; ABSORPTION; IRRADIANCE; PIXEL; FLUX;
D O I
10.1016/j.rse.2010.05.012
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Accurate estimation of shortwave net radiation (S-n) at a high spatial resolution is critical for regional and global land surface models. Current surface radiation budget products have fine temporal resolutions, but only coarse spatial resolutions that are not suitable for land applications. A hybrid algorithm was developed in this study to estimate S-n from MODIS data under both clear and cloudy sky conditions without requiring coarser resolution ancillary data. This algorithm was validated using ground measurements at seven sites of the SURFace RADiation budget observing network (SURFRAD) in the United States. Instantaneous S-n estimated by this method was also compared with GEWEX/SRB and ISCCP data, and other methods. The results indicate that our algorithm can produce S-n at 1-km resolution with improved accuracy and is easily implemented to generate operational global products. Daily integrated S-n is estimated at 1-km resolution using instantaneous S-n. These finer spatial resolution datasets capture the specific sequence of the redistribution of the available energy at the Earth's surface. Therefore, they support recent high resolution land surface models. (C) 2010 Elsevier Inc. All rights reserved.
引用
收藏
页码:2393 / 2402
页数:10
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