Title :
Adaptive control with loop transfer recovery: A Kalman filter approach
Author :
Yucelen, T. ; Calise, A.J.
Author_Institution :
Sch. of Aerosp. Eng., Georgia Inst. of Technol., Atlanta, GA, USA
fDate :
June 29 2011-July 1 2011
Abstract :
In this paper we develop a Kalman filter based adaptive controller for multivariable uncertain systems with loop transfer recovery of an associated reference system. This approach increases the level of confidence of adaptive control systems by providing a means for preserving stability margins even under uncertainty and failures. In addition, it results in an optimization based time-varying adaptation gain. An example is provided to illustrate the efficacy of the proposed approach.
Keywords :
Kalman filters; adaptive control; multivariable control systems; optimisation; stability; time-varying systems; uncertain systems; Kalman filter approach; adaptive control; loop transfer recovery; multivariable uncertain system; optimization based time varying adaptation gain; stability margin; Adaptation models; Adaptive control; Kalman filters; Lyapunov methods; Uncertain systems; Uncertainty;
Conference_Titel :
American Control Conference (ACC), 2011
Conference_Location :
San Francisco, CA
Print_ISBN :
978-1-4577-0080-4
DOI :
10.1109/ACC.2011.5991140