Title :
Dissipativity-preserving model reduction based on generalized singular perturbation
Author :
Ishizaki, Takayuki ; Sandberg, Henrik ; Kashima, Kenji ; Imura, Jun-ichi ; Aihara, Kazuyuki
Author_Institution :
Dept. of Mech. & Environ. Inf., Tokyo Inst. of Technol., Tokyo, Japan
Abstract :
In this paper, we develop a dissipativity-preserving model reduction method based on a generalized singular perturbation approximation. This model reduction framework can deal with not only standard singular perturbation approximation but also projection-based model reduction as a special case. To develop such a model reduction method, we investigate a condition under which system dissipativity is appropriately preserved through the approximation. Moreover, deriving a novel factorization of the error system in the Laplace domain, we derive an a priori error bound in terms of the H2-norm. The efficiency of the model reduction is shown through an example of interconnected second-order systems.
Keywords :
H∞ control; approximation theory; interconnected systems; reduced order systems; H2-norm; Laplace domain; a priori error bound; dissipativity-preserving model reduction method; error system factorization; generalized singular perturbation approximation; interconnected second-order systems; projection-based model reduction; system dissipativity; Approximation error; Educational institutions; Linear systems; Reduced order systems; Standards; Symmetric matrices;
Conference_Titel :
Decision and Control (CDC), 2013 IEEE 52nd Annual Conference on
Conference_Location :
Firenze
Print_ISBN :
978-1-4673-5714-2
DOI :
10.1109/CDC.2013.6760762