The Ensemble Kalman filter: a signal processing perspective

Abstract The ensemble Kalman filter (EnKF) is a Monte Carlo-based implementation of the Kalman filter (KF) for extremely high-dimensional, possibly nonlinear, and non-Gaussian state estimation problems. Its ability to handle state dimensions in the order of millions has made the EnKF a popular algor...

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Bibliographic Details
Main Authors: Michael Roth, Gustaf Hendeby, Carsten Fritsche, Fredrik Gustafsson
Format: Article
Language:English
Published: SpringerOpen 2017-08-01
Series:EURASIP Journal on Advances in Signal Processing
Online Access:http://link.springer.com/article/10.1186/s13634-017-0492-x