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Accounting for Model Error from Unresolved Scales in Ensemble Kalman Filters by Stochastic Parameterization
Publisher: American Meteorological Society
Abstract: AbstractThe use of discrete-time stochastic parameterization to account for model error due to unresolved scales in ensemble Kalman filters is investigated by numerical experiments. The parameterization quantifies the model ...
Implicit Particle Methods and Their Connection with Variational Data Assimilation
Publisher: American Meteorological Society
Abstract: he implicit particle filter is a sequential Monte Carlo method for data assimilation that guides the particles to the high-probability regions via a sequence of steps that includes minimizations. A new and more general ...
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