Title :
Robustness of retrospective cost adaptive control to Markov-parameter uncertainty
Author :
Sumer, E. Dogan ; D´Amato, Anthony M. ; Morozov, Alexey V. ; Hoagg, Jesse B. ; Bernstein, Dennis S.
Abstract :
In this paper we investigate the robustness of an extended version of retrospective cost adaptive control (RCAC), in which less modeling information is required than in prior versions of this method. RCAC is applicable to MIMO possibly nonminimum-phase (NMP) plants without the need to know the locations of the NMP zeros. The only required modeling information is an FIR approximation of the plant, which may be based on a limited number of Markov parameters. In this paper we investigate the effect of phase mismatch between the true plant and the FIR approximation. Numerical examples demonstrate the relationship between phase mismatch at the command and disturbance frequencies as well as the required level of regularization in the controller update.
Keywords :
MIMO systems; Markov processes; adaptive control; FIR approximation; MIMO possibly nonminimum-phase plants; Markov-parameter uncertainty; NMP zeros; modeling information; phase mismatch; retrospective cost adaptive control; Adaptation models; Adaptive control; Approximation methods; Closed loop systems; Finite impulse response filter; Frequency conversion; Markov processes;
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.2011.6161472