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- W2215106682 abstract "Data assimilation is the task to combine evolution models and observational data in order to produce reliablepredictions. In this paper, we focus on ensemble-based recursive data assimilation problems. Our main contribution is a hybrid filter that allows one to adaptively bridge between ensemble Kalman and particle filters. While ensemble Kalman filters are robust and applicable to high dimensional problems, particle filters are asymptotically consistent in the large ensemble size limit. We demonstrate numerically that our hybrid approach can improve the performance of both Kalman and particle filters at moderateensemble sizes. We also show how to implement the concept of localisation into a hybrid filter, which is key to their applicability to high dimensional problems." @default.
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- W2215106682 date "2015-09-22" @default.
- W2215106682 modified "2023-09-27" @default.
- W2215106682 title "A HYBRID ENSEMBLE TRANSFORM FILTER FOR HIGH DIMENSIONAL DYNAMICAL SYSTEMS" @default.
- W2215106682 hasPublicationYear "2015" @default.
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