Stable and optimal fuzzy control of linear systems

A number of stable and optimal fuzzy controllers are developed for linear systems. Based on some classical results in control theory, we design the structure and parameters of fuzzy controllers such that the closed-loop fuzzy control systems are stable, provided that the process under control is linear and satisfies certain conditions. It turns out that if stability is the only requirement, there is much freedom in choosing the fuzzy controller parameters. Therefore, a performance criterion is set to optimalize the parameters. Using the Pontryagin minimum principle, we design an optimal fuzzy controller for linear systems with quadratic cost function. Finally, the optimal fuzzy controller is applied to a ball-and-beam system.

[1]  Li-Xin Wang,et al.  A Course In Fuzzy Systems and Control , 1996 .

[2]  M. Tomizuka,et al.  Stability of fuzzy linguistic control systems , 1990, 29th IEEE Conference on Decision and Control.

[3]  Li-Xin Wang,et al.  Adaptive fuzzy systems and control - design and stability analysis , 1994 .

[4]  B. Anderson,et al.  Optimal control: linear quadratic methods , 1990 .

[5]  Thomas Kailath,et al.  Linear Systems , 1980 .

[6]  D. Dutta Majumder,et al.  L2-stability and the related design concept for SISO linear system associated with fuzzy logic controller , 1984, IEEE Transactions on Systems, Man, and Cybernetics.

[7]  Witold Pedrycz,et al.  Fuzzy control and fuzzy systems , 1989 .

[8]  Dr. Hans Hellendoorn,et al.  An Introduction to Fuzzy Control , 1996, Springer Berlin Heidelberg.

[9]  S. Chiu,et al.  Fuzzy logic for control of roll and moment for a flexible wing aircraft , 1991, IEEE Control Systems.

[10]  Ronald R. Yager,et al.  Essentials of fuzzy modeling and control , 1994 .

[11]  John Y. Cheung,et al.  Steady-state analysis of a three-term fuzzy controller , 1993, IEEE Trans. Syst. Man Cybern..

[12]  Chuen-Chien Lee FUZZY LOGIC CONTROL SYSTEMS: FUZZY LOGIC CONTROLLER - PART I , 1990 .

[13]  D. Dutta Majumder,et al.  Application of circle criteria for stability analysis of linear SISO and MIMO systems associated with fuzzy logic controller , 1984, IEEE Transactions on Systems, Man, and Cybernetics.

[14]  C. A. Desoer,et al.  Nonlinear Systems Analysis , 1978 .

[15]  Weiping Li,et al.  Applied Nonlinear Control , 1991 .

[16]  Madan M. Gupta,et al.  Energetistic stability of fuzzy dynamic systems , 1985, IEEE Transactions on Systems, Man, and Cybernetics.