DocumentCode
3550527
Title
Schur stability radius bounds for robust iterative learning controller design
Author
Ahn, Hyo-Sung ; Moore, Kevin L. ; Chen, YangQuan
Author_Institution
Dept. of Electr. & Comput. Eng., Utah State Univ., Logan, UT, USA
fYear
2005
fDate
8-10 June 2005
Firstpage
178
Abstract
This paper computes bounds on the Schur stability radius for use in designing robust iterative learning controllers. The discrete Lyapunov equation is used to compute the Schur stability radius of the ILC system for the case of parametric or interval perturbations in the system Markov parameters. This paper is distinct from the existing ILC works in that the interval robustness concepts are integrated with asymptotic stability and monotonic convergence conditions to suggest design of the learning gain matrix that makes the system robust against interval model uncertainties up to a computable bound. After derivations of the analytical stability radius, optimization schemes are suggested to design the learning gain matrix. The proposed approach allows design of causal/noncausal time-varying learning matrix gains.
Keywords
Lyapunov methods; Markov processes; adaptive control; asymptotic stability; discrete systems; iterative methods; learning systems; optimisation; robust control; time-varying systems; ILC system; Markov parameters; Schur stability radius; analytical stability radius; asymptotic stability; causal time-varying learning matrix gains; discrete Lyapunov equation; interval model uncertainties; interval perturbations; interval robustness; iterative learning controller design; monotonic convergence; noncausal time-varying learning matrix gains; optimization; parametric perturbations; robust control; Asymptotic stability; Convergence; Equations; Intelligent systems; Linear matrix inequalities; Physics computing; Robust control; Robust stability; Stability analysis; Uncertainty;
fLanguage
English
Publisher
ieee
Conference_Titel
American Control Conference, 2005. Proceedings of the 2005
ISSN
0743-1619
Print_ISBN
0-7803-9098-9
Electronic_ISBN
0743-1619
Type
conf
DOI
10.1109/ACC.2005.1469928
Filename
1469928
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