DocumentCode :
61113
Title :
Estimation of Daily Surface Shortwave Net Radiation From the Combined MODIS Data
Author :
Dongdong Wang ; Shunlin Liang ; Tao He ; Qinqing Shi
Author_Institution :
Dept. of Geogr. Sci., Univ. of Maryland, College Park, MA, USA
Volume :
53
Issue :
10
fYear :
2015
fDate :
Oct. 2015
Firstpage :
5519
Lastpage :
5529
Abstract :
Surface shortwave net radiation (SSNR) is a key component of the surface radiation budget. In this paper, we refined a direct estimation approach to retrieve daily SSNR estimates from combined Terra and Aqua Moderate Resolution Imaging Spectroradiometer (MODIS) data. The retrieved MODIS SSNR estimates were validated against measurements at seven stations of the Surface Radiation Budget Network. We also compared the MODIS retrievals with three existing SSNR products: the Clouds and the Earth´s Radiant Energy System (CERES) products, the North American Regional Reanalysis (NARR) data, and the ERA-Interim reanalysis data from the European Centre for Medium-Range Weather Forecasts. MODIS data at 1 km were upscaled to mitigate the mismatch between site measurements and satellite retrievals. Among the four data sets, the aggregated MODIS retrievals agreed best with in situ measurements, with a root-mean-square error (rmse) of 23.1 W/m2 and a negative bias of 6.7 W/m2. The CERES products have a slightly larger rmse of 24.2 W/m2 and a positive bias of 7.6 W/m2. Both reanalysis data (NARR and ERA-Interim) overestimate daily SSNR and have much larger uncertainties. Monthly satellite SSNR data are more accurate than daily values, and the scaling issue in validating monthly MODIS SSNR retrievals is also less prominent. Averaged with a window size of 23 km, the two MODIS sensors can estimate monthly SSNR with an rmse error of 11.6 W/m 2, representing an improvement of 2.4 W/m2 over the CERES products.
Keywords :
atmospheric radiation; atmospheric techniques; remote sensing; weather forecasting; Aqua MODIS data; CERES products; Clouds and the Earth Radiant Energy System; ERA-Interim reanalysis data; European Centre for Medium-Range Weather Forecasts; MODIS retrievals; Moderate Resolution Imaging Spectroradiometer; NARR data; North American Regional Reanalysis; SSNR products; Terra MODIS data; daily SSNR; daily surface shortwave net radiation estimation; surface radiation budget; surface radiation budget network; Aerosols; Atmospheric modeling; Clouds; Earth; Land surface; MODIS; Satellites; Clouds and the Earth´s Radiant Energy System (CERES); ERA-interim; Moderate Resolution Imaging Spectroradiometer (MODIS); North American Regional Reanalysis (NARR); shortwave net radiation; surface radiation budget;
fLanguage :
English
Journal_Title :
Geoscience and Remote Sensing, IEEE Transactions on
Publisher :
ieee
ISSN :
0196-2892
Type :
jour
DOI :
10.1109/TGRS.2015.2424716
Filename :
7105891
Link To Document :
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