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arxiv: 1701.05978 · v4 · pith:T2UFVA6Knew · submitted 2017-01-21 · 🧮 math.PR

Perturbations and projections of Kalman-Bucy semigroups

classification 🧮 math.PR
keywords projectionskalman-bucyperturbationsriccaticontrolcovarianceensemblefiltering
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We analyse various perturbations and projections of Kalman-Bucy semigroups and Riccati equations. For example, covariance inflation-type perturbations and localisation methods (projections) are common in the ensemble Kalman filtering literature. In the limit of these ensemble methods, the regularised sample covariance tends toward a solution of a perturbed/projected Riccati equation. With this motivation, results are given characterising the error between the nominal and regularised Riccati flows and Kalman-Bucy filtering distributions. New projection-type models are also discussed; e.g. Bose-Mesner projections. These regularisation models are also of interest on their own, and in, e.g., differential games, control of stochastic/jump processes, and robust control.

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