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María E. Dillon, Yanina García Skabar, Juan Ruiz, Eugenia Kalnay, Estela A. Collini, Pablo Echevarría, Marcos Saucedo, Takemasa Miyoshi, and Masaru Kunii

model and thus, in this sense, this approach is more consistent with assumptions made in data assimilation schemes. Over North America, Meng and Zhang (2007) showed that using a combination of different cumulus parameterization schemes improves the performance of the EnKF: this experiment had a smaller bias and a better background error covariance structure than the single scheme. They also found that including model uncertainties from planetary boundary layer (PBL) and microphysical processes had

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