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
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;
Conference_Titel :
Decision and Control and European Control Conference (CDC-ECC), 2011 50th IEEE Conference on
Conference_Location :
Orlando, FL
Print_ISBN :
978-1-61284-800-6
Electronic_ISBN :
0743-1546
DOI :
10.1109/CDC.2011.6161239