Adaptive control: where to now?

Adaptive control has been seen as an ultimate goal in control system research for approximately 50 years. Despite a significant number of practical applications and significant supporting theory, we are still a long way from having a full understanding of this important class of control strategies. The aim of the paper is to give a personal reflection on the status of adaptive control and to make some suggestions where future research effort might be profitably directed.

[1]  P. Ramadge,et al.  Discrete time stochastic adaptive control , 1979, 1979 18th IEEE Conference on Decision and Control including the Symposium on Adaptive Processes.

[2]  P. Ramadge,et al.  Discrete Time Stochastic Adaptive Control , 1981 .

[3]  A. Morse,et al.  Adaptive control of single-input, single-output linear systems , 1977, 1977 IEEE Conference on Decision and Control including the 16th Symposium on Adaptive Processes and A Special Symposium on Fuzzy Set Theory and Applications.

[4]  Graham C. Goodwin,et al.  Adaptive filtering prediction and control , 1984 .

[5]  Graham C. Goodwin,et al.  Analysis of a novel method of autotuning a multivariable plant based on quantisation , 1999, Proceedings of the 1999 American Control Conference (Cat. No. 99CH36251).

[6]  Graham C. Goodwin,et al.  Fundamental Limitations in Filtering and Control , 1997 .

[7]  Graham C. Goodwin,et al.  Continuous-time stochastic adaptive control , 1991 .

[8]  A. Morse,et al.  Global stability of parameter-adaptive control systems , 1979, 1979 18th IEEE Conference on Decision and Control including the Symposium on Adaptive Processes.

[9]  A. Morse Supervisory control of families of linear set-point controllers. 2. Robustness , 1997, IEEE Trans. Autom. Control..

[10]  I. Kanellakopoulos,et al.  Systematic Design of Adaptive Controllers for Feedback Linearizable Systems , 1991, 1991 American Control Conference.

[11]  Graham C. Goodwin,et al.  Control System Design , 2000 .

[12]  B. Egardt Stability analysis of discrete-time adaptive control schemes , 1980 .

[13]  K. Narendra,et al.  Stable adaptive controller design--Direct control , 1978 .

[14]  Brian D. O. Anderson,et al.  Fundamental Problems in Adaptive Control , 1998 .

[15]  Kumpati S. Narendra,et al.  Improving transient response of adaptive control systems using multiple models and switching , 1993, Proceedings of 32nd IEEE Conference on Decision and Control.

[16]  Graham C. Goodwin,et al.  A parameter estimation perspective of continuous time model reference adaptive control , 1987, Autom..

[17]  P. Ramadge,et al.  Discrete-time multivariable adaptive control , 1979 .

[18]  B. Barmish,et al.  Adaptive stabilization of linear systems via switching control , 1986, 1986 25th IEEE Conference on Decision and Control.

[19]  R. Monopoli Model reference adaptive control with an augmented error signal , 1974 .

[20]  Jianming Lu,et al.  Discrete-Time Multivariable Model Reference Adaptive Control with Disturbances , 1998 .