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Zhiyong Meng and Fuqing Zhang

ensemble (EnKF_m; solid red) to account for model error originating from physical parameterization schemes on the performance of a WRF-EnKF in comparison to a single-physics ensemble (EnKF_s; dashed red,), 3DVar (solid blue), and FNL_GFS (solid black) in terms of month-averaged RMSEs of 12-h forecast of (a) horizontal wind speed, (b) temperature, and (c) water vapor mixing ratio for the entire month of June 2003 [adapted from Meng and Zhang (2008b) ]. e. Sampling error, covariance inflation, and

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