Title :
ℒ1 adaptive control for positive LTI systems
Author :
Hui Sun ; Quanyan Zhu ; Hovakimyan, N. ; Basar, T.
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Illinois at Urbana-Champaign, Urbana, IL, USA
fDate :
June 29 2011-July 1 2011
Abstract :
Positive systems represent a class of systems whose state variables are nonnegative. This paper presents an L1 adaptive controller for such systems. The control objective is to force the system output track a given nonnegative reference signal. In the analysis of the L1 adaptive controller, we first show the positivity of the constructed reference system, and then demonstrate that the controlled system states track those of the reference system. We provide the uniform transient and steady-state performance bounds on the system state and the control signals, which can be systematically improved by increasing the adaptation rate, under the assumption that the unknown system parameters are positive. Simulations are presented to corroborate our results.
Keywords :
adaptive control; control system analysis; linear systems; matrix algebra; performance index; tracking; L1 adaptive controller analysis; control signals; nonnegative matrix; nonnegative reference signal tracking; nonnegative state variables; positive LTI system; reference system; steady-state performance bound; system output; system parameters; uniform transient bound; Adaptation models; Adaptive control; Control systems; Equations; Lyapunov methods; Transient analysis;
Conference_Titel :
American Control Conference (ACC), 2011
Conference_Location :
San Francisco, CA
Print_ISBN :
978-1-4577-0080-4
DOI :
10.1109/ACC.2011.5991472