• 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