DocumentCode
2201672
Title
Some properties of the nonlinear filter: Markovity and ergodicity
Author
Bhatt, A.G. ; Budhiraja, A. ; Karandikar, R.L.
Author_Institution
Indian Stat. Inst., New Delhi, India
Volume
2
fYear
2001
fDate
2001
Firstpage
1699
Abstract
In this paper we first prove, under quite general conditions, that the nonlinear filter and the pair: (signal,filter) are Feller-Markov processes. The state space of the signal is allowed to be non locally compact and the only condition on the observation function, h, is that it be continuous. Our proofs in contrast to those of H. Kunita (1971,1991), L. Stettner (1989) do not depend upon the uniqueness of the solutions to the filtering equations. Indeed, in the generality we consider, the uniqueness of the solutions may not hold. We then obtain conditions for existence and uniqueness of invariant measures for the nonlinear filter and the pair process. These results extend those of Kunita and Stettner, which hold for locally compact state space and bounded h, to our general framework. Finally we show that the recent results of D. Ocone and E. Pardoux (1996) on asymptotic stability of the nonlinear filter, which use the Kunita-Stettner setup, hold for the general situation considered in this paper
Keywords
Markov processes; asymptotic stability; nonlinear filters; probability; state-space methods; Feller-Markov processes; Kunita-Stettner setup; Markovity; asymptotic stability; ergodicity; nonlinear filter; state space method; uniqueness; Asymptotic stability; Extraterrestrial measurements; Filtering; Markov processes; Nonlinear equations; Nonlinear filters; Signal processing; State-space methods; Statistics; Topology;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control, 2001. Proceedings of the 40th IEEE Conference on
Conference_Location
Orlando, FL
Print_ISBN
0-7803-7061-9
Type
conf
DOI
10.1109/.2001.981146
Filename
981146
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