PowerPoint Presentation - Methods for dealing with spurious covariances arising from small samples in ensemble data assimilation

Hierarchical Ensemble Filter

•Proposed by Jeff Anderson (NCAR).

•Evolve K coupled N-member ensemble filters.

•Use differences between sample covariances to design a situation-dependent localization function.

•asymptotes to optimally localized N member ensemble (not K*N).

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