Dimensional reduction in nonlinear filtering: A homogenization approach

Citation
Imkeller, Peter et al., Dimensional reduction in nonlinear filtering: A homogenization approach, Annals of applied probability , 23(6), 2013, pp. 2290-2326
ISSN journal
10505164
Volume
23
Issue
6
Year of publication
2013
Pages
2290 - 2326
Database
ACNP
SICI code
Abstract
We propose a homogenized filter for multiscale signals, which allows us to reduce the dimension of the system. We prove that the nonlinear filter converges to our homogenized filter with rate ... This is achieved by a suitable asymptotic expansion of the dual of the Zakai equation, and by probabilistically representing the correction terms with the help of BDSDEs.