English

Perturbations and projections of Kalman-Bucy semigroups

Probability 2018-12-04 v4

Abstract

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.

Keywords

Cite

@article{arxiv.1701.05978,
  title  = {Perturbations and projections of Kalman-Bucy semigroups},
  author = {Adrian N. Bishop and Pierre Del Moral and Sahani D. Pathiraja},
  journal= {arXiv preprint arXiv:1701.05978},
  year   = {2018}
}