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Hong Li, Eugenia Kalnay, Takemasa Miyoshi, and Christopher M. Danforth

, 2791 – 2808 . Miyoshi , T. , 2005 : Ensemble Kalman filter experiments with a primitive-equation global model. Ph.D. thesis, University of Maryland, College Park, 197 pp . Molteni , F. , 2003 : Atmospheric simulations using a GCM with simplified physical parametrizations. I: Model climatology and variability in multi-decadal experiments. Climate Dyn. , 20 , 175 – 191 . Onogi , K. , and Coauthors , 2007 : The JRA-25 Reanalysis. J. Meteor. Soc. Japan , 85 , 369 – 432 . Radakovich

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Andrew Tangborn, Robert Cooper, Steven Pawson, and Zhibin Sun

direct assimilation of observations accurately predicts the peak flux location using either in situ or satellite observations. The inversion using assimilated observations is successful in this regard only when satellite observations are used. Finally, the variability in the solution is far smaller when the observations are first assimilated, as indicated by the large error standard deviations in the direct inversions ( Table 1 ). In addition, the direct inversion created substantial spurious sources

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