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Probe Sets for Nonlinear Kalman Filtering: Multi-Center Gains and Covariance Recalibration

Jiang, Shida et al.
arXiv (OAI Expanded) · Papers
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signal-processingsystems-and-control
Kalman filters (KFs) choose the gain as the product of the state--measurement cross-covariance and the inverse of the innovation covariance. In nonlinear systems, the predictive distribution generally changes shape, and these covariances require approximation. Conventional nonlinear KFs approximate
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