DocumentCode
841093
Title
Hierarchical aggregation of linear systems with multiple time scales
Author
Coderch, Marcel ; Willsky, Alan S. ; Sastry, Shankar S. ; Castanon, David A.
Author_Institution
Massachusetts Institute of Technology, Cambridge, MA, USA
Volume
28
Issue
11
fYear
1983
fDate
11/1/1983 12:00:00 AM
Firstpage
1017
Lastpage
1030
Abstract
In this paper we carry out a detailed analysis of the multiple time scale behavior of singularly perturbed linear systems of the form
where
is analytic in the small parameter ε. Our basic result is a uniform asymptotic approximation to
that we obtain under a certain multiple semistability condition. This asymptotic approximation gives a complete multiple time scale decomposition of the above system and specifies a set of reduced order models valid at each time scale. Our contribution is threefold. 1) We do not require that the state variables be chosen so as to display the time scale structure of the system. 2) Our formulation can handle systems with multiple ( > 2) time scales and we obtain uniform asymptotic expansions for their behavior on [
]. 3) We give an aggregation method to produce increasingly simplified models valid at progressively slower time scales.
where
is analytic in the small parameter ε. Our basic result is a uniform asymptotic approximation to
that we obtain under a certain multiple semistability condition. This asymptotic approximation gives a complete multiple time scale decomposition of the above system and specifies a set of reduced order models valid at each time scale. Our contribution is threefold. 1) We do not require that the state variables be chosen so as to display the time scale structure of the system. 2) Our formulation can handle systems with multiple ( > 2) time scales and we obtain uniform asymptotic expansions for their behavior on [
]. 3) We give an aggregation method to produce increasingly simplified models valid at progressively slower time scales.Keywords
Hierarchical systems; Linear systems; Reduced-order systems, linear; Singularly perturbed systems, linear; Bridges; Displays; Laboratories; Large-scale systems; Linear systems; Markov processes; Reduced order systems; Sufficient conditions;
fLanguage
English
Journal_Title
Automatic Control, IEEE Transactions on
Publisher
ieee
ISSN
0018-9286
Type
jour
DOI
10.1109/TAC.1983.1103170
Filename
1103170
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