Discrete-time piecewise linear filtering with small observation noise

A problem of discrete-time piecewise linear filtering with small observation noise is considered. The case in which the observation function is not one-to-one and has two intervals of linearity is studied, in particular when this function is symmetric. Under some detectability assumption, a procedur...

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Veröffentlicht in:IEEE transactions on automatic control 1995-12, Vol.40 (12), p.2149-2152
Hauptverfasser: Milheiro de Oliveira, P., Roubaud, M.C.
Format: Artikel
Sprache:eng
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Zusammenfassung:A problem of discrete-time piecewise linear filtering with small observation noise is considered. The case in which the observation function is not one-to-one and has two intervals of linearity is studied, in particular when this function is symmetric. Under some detectability assumption, a procedure is presented to detect the intervals of linearity of the observation function. During such time intervals, one can then approximate the optimal filter by the corresponding Kalman-Bucy filter.
ISSN:0018-9286
1558-2523
DOI:10.1109/9.478343