DocumentCode
838135
Title
Moving horizon estimation for hybrid systems
Author
Ferrari-Trecate, Giancarlo ; Mignone, Domenico ; Morari, Manfred
Author_Institution
Inst. fur Automatik, Eidgenossische Tech. Hochschule, Zurich, Switzerland
Volume
47
Issue
10
fYear
2002
fDate
10/1/2002 12:00:00 AM
Firstpage
1663
Lastpage
1676
Abstract
We propose a state-smoothing algorithm for hybrid systems based on moving-horizon estimation (MHE) by exploiting the equivalence between hybrid systems modeled in the mixed logic dynamical form and piecewise affine systems. We provide sufficient conditions on the time horizon and the penalties on the state at the beginning of the estimation horizon to guarantee asymptotic convergence of the MHE scheme. Moreover, we propose two practical algorithms for the computation of penalties that allow us to implement MHE by solving a mixed-integer quadratic program.
Keywords
convergence; integer programming; observers; quadratic programming; asymptotic convergence; hybrid systems; mixed logic dynamical form; mixed-integer quadratic program; moving horizon estimation; observability; piecewise affine systems; state estimation; state-smoothing algorithm; sufficient conditions; time horizon; Control systems; Controllability; Convergence; Fault detection; Logic; Observability; Observers; Quadratic programming; State estimation; Sufficient conditions;
fLanguage
English
Journal_Title
Automatic Control, IEEE Transactions on
Publisher
ieee
ISSN
0018-9286
Type
jour
DOI
10.1109/TAC.2002.802772
Filename
1039801
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