Title :
On model reduction using LMI´s
Author :
Ebihara, Yoshio ; Hagiwara, Tomomichi
Author_Institution :
Dept. of Electr. Eng., Kyoto Univ., Japan
fDate :
June 30 2004-July 2 2004
Abstract :
We deal with the problem of approximating a given n-th order LTI system G by an r-th order system Gr where r < n. It is shown that lower bounds of the H/sub /spl infin// norm of the associated error system can be analyzed by using LMI-related techniques. These lower bounds are given in terms of the Hankel singular values of the system G and coincide with those obtained in the previous studies where the analysis of the Hankel operators plays a central role. Thus, this paper provides an alternative proof for those lower bounds via simple algebraic manipulations related to LMI´s. Moreover, when we reduce the system order by the multiplicity of the smallest Hankel singular value, we show that the problem is essentially convex and the optimal reduced-order models can be constructed via LMI optimization.
Keywords :
H/sup /spl infin// control; H/sup /spl infin// optimisation; Hankel matrices; linear matrix inequalities; reduced order systems; H/sub /spl infin// norm; Hankel operator; Hankel singular value; LMI optimization; algebraic manipulation; linear matrix inequalities; optimal reduced-order model;
Conference_Titel :
American Control Conference, 2004. Proceedings of the 2004
Conference_Location :
Boston, MA, USA
Print_ISBN :
0-7803-8335-4