Asymptotic stability of the Wonham filter: Ergodic and nonergodic signals

The stability problem of the Wonham filter with respect to initial conditions is addressed. The case of ergodic signals is revisited in view of a gap in the classic work of H. Kunita (1971). We give new bounds for the exponential stability rates, which do not depend on the observations. In the noner...

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Veröffentlicht in:SIAM journal on control and optimization 2004-01, Vol.43 (2), p.643-669
Hauptverfasser: BAXENDALE, Peter, CHIGANSKY, Pavel, LIPTSER, Robert
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Sprache:eng
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Zusammenfassung:The stability problem of the Wonham filter with respect to initial conditions is addressed. The case of ergodic signals is revisited in view of a gap in the classic work of H. Kunita (1971). We give new bounds for the exponential stability rates, which do not depend on the observations. In the nonergodic case, the stability is implied by identifiability conditions, formulated explicitly in terms of the transition intensities matrix and the observation structure.
ISSN:0363-0129
1095-7138
DOI:10.1137/S0363012902416924