Model reduction in limited time and frequency intervals
- 1 February 1990
- journal article
- research article
- Published by Taylor & Francis in International Journal of Systems Science
- Vol. 21 (2) , 349-376
- https://doi.org/10.1080/00207729008910366
Abstract
The controllability and observability gramians in limited time and frequency intervals are studied, and used for model reduction. In balanced and modal coordinates, a near – optimal reduction procedure is used, vielding the reduction error (norm of the different between the output of the orginal system and the reduced model) almost minimal. Several examples are given to illustrate the concept of model reduction in limited time or/and frequency intervals, for continuous- and discrete-time systems, as well as stable and unstable systems. In modal coordinates, the reduced model obtained from a stable system is always stable. In balanced coordinates it is not necessarily true, and stability conditions for the balanced reduced model are presented. Finally, model reduction is applied to advanced supersonic transport and a flexible truss structure.Keywords
This publication has 9 references indexed in Scilit:
- Balancing linear systemsInternational Journal of Systems Science, 1987
- The optimal projection equations for model reduction and the relationships among the methods of Wilson, Skelton, and MooreIEEE Transactions on Automatic Control, 1985
- Linear system approximation via covariance equivalent realizationsJournal of Mathematical Analysis and Applications, 1985
- All optimal Hankel-norm approximations of linear multivariable systems and theirL,∞-error bounds†International Journal of Control, 1984
- Component cost analysis of large scale systemsInternational Journal of Control, 1983
- Model reduction via balanced state space representationsIEEE Transactions on Automatic Control, 1982
- Principal component analysis in linear systems: Controllability, observability, and model reductionIEEE Transactions on Automatic Control, 1981
- Cost decomposition of linear systems with application to model reductionInternational Journal of Control, 1980
- Optimum solution of model-reduction problemProceedings of the Institution of Electrical Engineers, 1970