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CAR-EnKF: A Covariance-Adaptive and Recalibrated Ensemble Kalman Filter Framework

Jiang, Shida et al.
arXiv (All) · Papers
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The ensemble Kalman filter (EnKF) is widely used for nonlinear and high-dimensional state estimation because it replaces explicit covariance propagation with ensemble statistics. However, conventional EnKFs can become overconfident under nonlinear measurements, while covariance inflation is only an
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