Combined adaptive learning control for a class of LTV systems

In this paper, a new combined adaptive iterative learning control algorithm is proposed for a class of high order linear time-varying (LTV) systems which is repeatable over a finite time interval. The structure of iterative learning control system based on model reference adaptive control scheme is given, and adaptive learning law in both time-domain and iteration-domain is designed for time-invariant and time-varying parameters by using Lyapunov stability theory. The proposed algorithm can be applied to linear systems with time-varying and time-invariant parameters simultaneously. The convergence performance and states tracking accuracy are analyzed in details. Finally the effectiveness of the proposed algorithm is demonstrated by simulations.

[1]  Chiang-Ju Chien,et al.  A new algorithm of adaptive iterative learning control for uncertain robotic systems , 2003, 2003 IEEE International Conference on Robotics and Automation (Cat. No.03CH37422).

[2]  G. Goodwin,et al.  Adaptive control of time-varying linear systems , 1988 .

[3]  Abdelhamid Tayebi Transient performance improvement in model reference adaptive control via iterative learning , 2004, 2004 43rd IEEE Conference on Decision and Control (CDC) (IEEE Cat. No.04CH37601).

[4]  A.G. Alleyne,et al.  A survey of iterative learning control , 2006, IEEE Control Systems.

[5]  Petros A. Ioannou,et al.  A new indirect adaptive control scheme for time-varying plants , 1990 .

[6]  Hu Wei-li Composite adaptive iterative learning identification for a class of linear time-varying systems , 2008 .

[7]  Petros A. Ioannou,et al.  Robust Discrete-Time Adaptive Control , 1986 .

[8]  Petros A. Ioannou,et al.  Adaptive control of linear time-varying plants: a new model reference controller structure , 1989 .

[9]  Hu Wei-li Model Reference Adaptive Iterative Learning Control for a Class of Time-varying Systems , 2007 .

[10]  Francis J. Doyle,et al.  Survey on iterative learning control, repetitive control, and run-to-run control , 2009 .

[11]  Akira Sano,et al.  Model reference adaptive control design for linear time-varying systems , 1996, Proceedings of 35th IEEE Conference on Decision and Control.

[12]  Ying Tan,et al.  A composite energy function-based learning control approach for nonlinear systems with time-varying parametric uncertainties , 2002, IEEE Trans. Autom. Control..

[13]  Liu Yusheng,et al.  MODEL REFERENCE ADAPTIVE CONTROL OF LINEAR TIME-VARYING PLANTS , 2000 .

[14]  M. French,et al.  Nonlinear iterative learning by an adaptive Lyapunov technique , 1998, Proceedings of the 37th IEEE Conference on Decision and Control (Cat. No.98CH36171).

[15]  M. French,et al.  Non-linear iterative learning by an adaptive Lyapunov technique , 2000 .

[16]  Kevin L. Moore,et al.  Iterative Learning Control: Brief Survey and Categorization , 2007, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[17]  Petros A. Ioannou,et al.  A robust direct adaptive controller , 1986 .

[18]  Liu Ping,et al.  Robust adaptive iterative learning control for a class of second order uncertain nonlinear systems , 2008, 2008 27th Chinese Control Conference.

[19]  Riccardo Marino,et al.  Robust adaptive regulation of linear time-varying systems , 2000, IEEE Trans. Autom. Control..