Robust limits of risk sensitive nonlinear filters

Citation
Wh. Fleming et Wm. Mceneaney, Robust limits of risk sensitive nonlinear filters, MATH CONTR, 14(2), 2001, pp. 109-142
Citations number
28
Categorie Soggetti
Engineering Mathematics
Journal title
MATHEMATICS OF CONTROL SIGNALS AND SYSTEMS
ISSN journal
09324194 → ACNP
Volume
14
Issue
2
Year of publication
2001
Pages
109 - 142
Database
ISI
SICI code
0932-4194(2001)14:2<109:RLORSN>2.0.ZU;2-2
Abstract
Deterministic filter models are considered, and a criterion for a determini stic filter to be robust is introduced. Among the candidates for robust det erministic filters are so-called minimax estimators. In the second part of the paper, a risk sensitive stochastic approach to nonlinear filtering is c onsidered, in which the traditional expected mean squared error criterion i s replaced by an expected exponential-of-mean squared error. Minimax filter s are obtained as totally risk averse limits of risk sensitive filters.