DocumentCode
630948
Title
A greedy rational Krylov method for ℋ2 -pseudooptimal model order reduction with preservation of stability
Author
Panzer, Heiko K. F. ; Jaensch, Stefan ; Wolf, Tilman ; Lohmann, B.
Author_Institution
Inst. of Autom. Control, Tech. Univ. Munchen, Garching, Germany
fYear
2013
fDate
17-19 June 2013
Firstpage
5512
Lastpage
5517
Abstract
We present a new approach to the problem of finding suitable expansion points in Krylov subspace methods for the model reduction of LTI systems. Using a factorized formulation of the resulting error model, we can efficiently apply a greedy algorithm and perform multiple reduction steps instead of looking for all shifts at once. An expedient globally convergent optimization algorithm delivers locally ℋ2-optimal two-dimensional ROMs in each step. The overall ROM, whose error decreases monotonically, is ℋ2-pseudooptimal and guaranteed to be stable; its order can be chosen on-the-fly. Ready-to-run Matlab demo code is provided in the Appendix.
Keywords
H∞ control; linear systems; optimisation; reduced order systems; stability; ℋ2-optimal two-dimensional ROM; ℋ2-pseudooptimal model order reduction; Krylov subspace method; LTI system; expansion point; expedient globally convergent optimization; factorized formulation; greedy algorithm; greedy rational Krylov method; linear time-invariant system; stability; Mathematical model; Mirrors; Optimization; Read only memory; Reduced order systems; Sparks; Vectors;
fLanguage
English
Publisher
ieee
Conference_Titel
American Control Conference (ACC), 2013
Conference_Location
Washington, DC
ISSN
0743-1619
Print_ISBN
978-1-4799-0177-7
Type
conf
DOI
10.1109/ACC.2013.6580700
Filename
6580700
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