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Deterministic Optimality of the Steady-State Behavior of the Kalman-Bucy Filter

Articolo
Data di Pubblicazione:
2019
Abstract:
In this letter, we provide a deterministic characterization of optimality of the steady-state behavior of the Kalman-Bucy filter, via an inverse optimal control argument. The result is achieved in two steps, both interesting per se. First, a singular linear-quadratic (LQ) optimal control problem is formulated and solved with respect to the innovation term of a classic Luenberger observer, hence yielding a LQ optimal observer. Then, such a construction is employed to interpret the optimality of the steady-state behavior of the celebrated Kalman-Bucy filter in a purely deterministic sense.
Tipologia CRIS:
01.01 Articolo in rivista
Keywords:
Kalman filtering; Observers for linear systems; optimal control
Elenco autori:
Possieri, Corrado
Autori di Ateneo:
POSSIERI CORRADO
Link alla scheda completa:
https://iris.cnr.it/handle/20.500.14243/360598
Pubblicato in:
IEEE CONTROL SYSTEMS LETTERS
Journal
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http://www.scopus.com/record/display.url?eid=2-s2.0-85067100271&origin=inward
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