Title :
A Simultaneous Balanced Truncation Approach to Model Reduction of Switched Linear Systems
Author :
Monshizadeh, Nima ; Trentelman, Harry L. ; Camlibel, M. Kanat
Author_Institution :
Johann Bernoulli Inst. for Math. & Comput. Sci., Univ. of Groningen, Groningen, Netherlands
Abstract :
This paper deals with model reduction by balanced truncation of switched linear systems (SLS). We consider switched linear systems whose dynamics, depending on the switching signal, switches between finitely many linear systems with a common state space. These linear systems are called the modes of the SLS. The idea is to seek for conditions under which there exists a single state space transformation that brings all modes of the SLS in balanced coordinates. As a measure of reachability and observability of the state components of the SLS, we take the average of the diagonal gramians. We then perform balanced truncation by discarding the state components corresponding to the smallest diagonal elements of this average balanced gramian. In order to carry out this program, we derive necessary and sufficient conditions under which a finite collection of linear systems with common state space can be balanced by a single state space transformation. Among other things, we derive sufficient conditions under which global uniform exponential stability of the SLS is preserved under simultaneous balanced truncation. Likewise, we derive conditions for preservation of positive realness or bounded realness of the SLS. Finally, in case that the conditions for simultaneous balancing do not hold, or we simply do not want to check these conditions, we propose to compute a suitable state space transformation on the basis of minimization of an overall cost function associated with the modes of the SLS. We show that in case our conditions do hold, this transformation is in fact simultaneously balancing, bringing us back to the original method described in this paper.
Keywords :
cost reduction; linear systems; matrix algebra; observability; reachability analysis; reduced order systems; signal processing; state-space methods; time-varying systems; SLS modes; average balanced gramian; bounded realness preservation; common state space; model reduction; observability measure; overall cost function minimization; positive realness preservation; reachability measure; simultaneous balanced truncation approach; single state space transformation; switched linear systems; switching signal; Eigenvalues and eigenfunctions; Linear systems; Matrix decomposition; Reduced order systems; Stability analysis; Switches; Symmetric matrices; Model reduction; simultaneous balanced truncation; switched linear systems;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.2012.2202031