• DocumentCode
    3441928
  • Title

    On the minimum attention control problem for linear systems: A linear programming approach

  • Author

    Donkers, M.C.F. ; Tabuada, P. ; Heemels, W.P.M.H.

  • Author_Institution
    Dept. of Mech. Eng., Eindhoven Univ. of Technol., Eindhoven, Netherlands
  • fYear
    2011
  • fDate
    12-15 Dec. 2011
  • Firstpage
    4717
  • Lastpage
    4722
  • Abstract
    In this paper, we present a novel solution to the minimum attention control problem. In minimum attention control, the objective is to minimise the `attention´ that a control task requires, given certain performance requirements. Here, we interpret `attention´ as the inverse of the time elapsed between two consecutive executions of a control task. Instrumental for the solution will be a novel extension of the notion of a control Lyapunov function. By focussing on linear plants, by allowing for only a finite number of possible intervals between two subsequent executions of the control task and by taking the extended control Lyapunov function to be ∞-norm based, we can formulate the minimum attention control problem as a linear program, which can be solved efficiently online. Furthermore, we provide a technique to construct suitable ∞-norm-based (extended) control Lyapunov functions for our purposes. Finally, we illustrate the theory using a numerical example, showing that minimum attention control can outperform an alternative implementation-aware control law available in the literature.
  • Keywords
    Lyapunov methods; linear programming; linear systems; minimum principle; performance evaluation; ∞-norm-based control Lyapunov functions; control task; elapsed time inverse; implementation-aware control law; linear plants; linear programming approach; linear system; minimum attention control problem; performance requirements; Adaptive control; Closed loop systems; Convergence; Linear systems; Lyapunov methods; Optimization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control and European Control Conference (CDC-ECC), 2011 50th IEEE Conference on
  • Conference_Location
    Orlando, FL
  • ISSN
    0743-1546
  • Print_ISBN
    978-1-61284-800-6
  • Electronic_ISBN
    0743-1546
  • Type

    conf

  • DOI
    10.1109/CDC.2011.6161239
  • Filename
    6161239