Estimating Error Covariance and Correlation Region in UV Irradiance Data Fusion by Combining TOMS-OMI and UVMRP Ground Observations
作者： Zhibin Sun , John Davis , Wei Gao
DOI: 10.1109/TGRS.2017.2748031
关键词: Covariance and correlation 、 Kalman filter 、 Data integration 、 Remote sensing 、 Irradiance 、 Total Ozone Mapping Spectrometer 、 Sensor fusion 、 Satellite 、 Atmospheric model 、 Environmental science
摘要: Surface ultraviolet (UV) observations can be obtained from satellite or ground observations. This paper uses one data fusion technique (similar to Kalman filter) combine the advantages both sources of observations, aiming at achieving a better estimate surface UV. In this paper, new mathematical methods and algorithms were developed error covariance correlation region, which are most important components in technique. was applied Total Ozone Mapping Spectrometer (TOMS)-Ozone Monitoring Instrument (OMI) combined with measurements UV-B Research Program (UVMRP) within region continental U.S. 2005 2015. Numerical experiments showed that is effective, TOMS-OMI improved by combining UVMRP data. addition, innovative ensemble-based method generic other fields for fusion/assimilation.
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sci-hub.se 参考文章(18)
Wei Gao, John M. Davis, Roger Tree, James R. Slusser, Daniel Schmoldt, An Ultraviolet Radiation Monitoring and Research Program for Agriculture Springer, Berlin, Heidelberg. pp. 205- 243 ,(2010) , 10.1007/978-3-642-03313-1_8
Zhibin Sun, John Davis, Wei Gao, Combined UV irradiance from TOMS-OMI satellite and UVMRP ground measurements across the continental U.S. Proceedings of SPIE. ,vol. 9610, pp. 961004- ,(2015) , 10.1117/12.2188760
Xuejun Zhang, Qiuhong Tang, Combining satellite precipitation and long-term ground observations for hydrological monitoring in China Journal of Geophysical Research. ,vol. 120, pp. 6426- 6443 ,(2015) , 10.1002/2015JD023400
J Scotto, G Cotton, F Urbach, D Berger, T Fears, Biologically effective ultraviolet radiation: surface measurements in the United States, 1974 to 1985 Science. ,vol. 239, pp. 762- 764 ,(1988) , 10.1126/SCIENCE.3340857
J. X. Warner, R. Yang, Z. Wei, F. Carminati, A. Tangborn, Z. Sun, W. Lahoz, J.-L. Attié, L. El Amraoui, B. Duncan, Global carbon monoxide products from combined AIRS, TES and MLS measurements on A-train satellites Atmospheric Chemistry and Physics. ,vol. 14, pp. 103- 114 ,(2014) , 10.5194/ACP-14-103-2014
D. S. Bigelow, J. R. Slusser, A. F. Beaubien, J. H. Gibson, The USDA Ultraviolet Radiation Monitoring Program Bulletin of the American Meteorological Society. ,vol. 79, pp. 601- 615 ,(1998) , 10.1175/1520-0477(1998)079<0601:TUURMP>2.0.CO;2
Brent N Holben, D Tanré, A Smirnov, TF Eck, I Slutsker, N Abuhassan, WW Newcomb, JS Schafer, B Chatenet, FJJOGRA Lavenu, YJ Kaufman, J Vande Castle, A Setzer, B Markham, D Clark, R Frouin, R Halthore, A Karneli, NT O'neill, C Pietras, RT Pinker, K Voss, G Zibordi, None, An emerging ground-based aerosol climatology: Aerosol optical depth from AERONET Journal of Geophysical Research: Atmospheres. ,vol. 106, pp. 12067- 12097 ,(2001) , 10.1029/2001JD900014
J. Sabburg, J. E. Rives, R. S. Meltzer, T. Taylor, G. Schmalzle, S. Zheng, N. Huang, A. Wilson, P. M. Udelhofen, Comparisons of corrected daily integrated erythemal UVR data from the U.S. EPA/UGA network of Brewer spectroradiometers with model and TOMS-inferred data Journal of Geophysical Research: Atmospheres. ,vol. 107, pp. ACL 5- 1 ,(2002) , 10.1029/2001JD001565
J. C. Farman, B. G. Gardiner, J. D. Shanklin, Large losses of total ozone in Antarctica reveal seasonal ClOx/NOx interaction Nature. ,vol. 315, pp. 207- 210 ,(1985) , 10.1038/315207A0
Tamer Basar, A New Approach to Linear Filtering and Prediction Problems Journal of Basic Engineering. ,vol. 82, pp. 35- 45 ,(1960) , 10.1115/1.3662552