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Published July 2007 | Published
Book Section - Chapter Open

Frequency-Weighted Model Reduction with Applications to Structured Models

Abstract

In this paper, a frequency-weighted extension of a recently proposed model reduction method for linear systems is presented. The method uses convex optimization and can be used both with sample data and exact models. We also obtain bounds on the frequency-weighted error. The method is combined with a rank-minimization heuristic to approximate multiinput– multi-output systems.We also present two applications— environment compensation and simplification of interconnected models — where we argue the proposed methods are useful.

Additional Information

© 2007 IEEE. Issue Date: 9-13 July 2007; Date of Current Version: 30 July 2007. This work was supported by the Hans Werthén foundation and a postdoctoral grant from the Swedish Research Council. The authors would like to thank Maryam Fazel for useful discussions.

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Published - Sandberg2007p85702009_American_Control_Conference_Vols_1-9.pdf

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Created:
August 19, 2023
Modified:
January 13, 2024