In this paper, a fuzzy control design method is be developed for the plant model whose structure is represented by the Takagi-Sugeno fuzzy model. In each rule of the Takagi-Sugeno fuzzy model, the system is characterized by linear dynamics given in the controllability canonical form. Replacing the Lyapunov inequality with a Lyapunov equation for stability analysis, the proposed method will make use of the inverse solution of Lyapunov equations to obtain a common Lyapunov function for all the subsystems. Based on this solution, the fuzzy controller can be constructed by using the parallel distributed compensation technique.
1.
Takagi
, T.
, and Sugeno
, M.
, 1985
, “Fuzzy Identification of Systems and Its Applications to Modeling and Control
,” IEEE Trans. Syst. Man Cybern.
, SMC-15
(1
), pp. 116
–132
.2.
Tanaka
, K.
, and Sugeno
, M.
, 1992
, “Stability Analysis and Design of Fuzzy Control Systems
,” Fuzzy Sets Syst.
, 45
(2
), pp. 135
–156
.3.
Wang
, H. O.
, Tanaka
, K.
, and Griffin
, M. F.
, 1996
, “An Approach to Fuzzy Control of Nonlinear Systems: Stability and Design Issues
,” Phys. Daten
, 4
(1
), pp. 14
–23
.4.
Tanaka
, K.
, Ikeda
, T.
, and Wang
, H. O.
, 1996
, “Robust Stabilization of a Class of Uncertain Nonlinear Systems via Fuzzy Control: Quadratic Stabilizability, H∞ Control Theory, and Linear Matrix Inequalities
,” IEEE Trans. Fuzzy Syst.
, 4
(1
), pp. 1
–13
.5.
Thathachar
, M. A. L.
, and Viswanath
, P.
, 1997
, “On the Stability of Fuzzy Systems
,” IEEE Trans. Fuzzy Syst.
, 5
(1
), pp. 145
–151
.6.
Joh
, J.
, Chen
, Y. H.
, and Langari
, R.
, 1998
, “On the Stability Issues of Linear Takagi-Sugeno Fuzzy Models
,” IEEE Trans. Fuzzy Syst.
, 6
(3
), pp. 402
–410
.7.
Wang, H. O., and Tanaka, K., 1996, “An LMI-based Stable Fuzzy Control of Nonlinear Systems and Its Application to Control of Chaos,” Proc. of 5th IEEE Int. Conf. on Fuzzy Systems, New Orleans, LA, pp. 1433–1438.
8.
Joh, J., Langari, R., Jeung, E. T., and Chung, W. J., 1997, “A New Design Method for Continuous Takagi-Sugeno Fuzzy Controller with Pole Placements: An LMI Approach,” IEEE Int. Conf. on Systems, Man, and Cybernetics, Orlando, FL, Oct. 12–15, pp. 2969–2974.
9.
Tanaka
, K.
, Ikeda
, T.
, and Wang
, H. O.
, 1998
, “Fuzzy Regulator and Fuzzy Observers: Relaxed Stability Conditions and LMI-Based Designs
,” IEEE Trans. Fuzzy Syst.
, 6
(2
), pp. 250
–265
.10.
Cao
, S. G.
, Rees
, N. W.
, and Feng
, G.
, 1997
, “Further Results About Quadratic Stability of Continuous-time Fuzzy Control Systems
,” Int. J. Syst. Sci.
, 28
(4
), pp. 397
–404
.11.
Guerra
, T. M.
, and Vermineiren
, L.
, 2001
, “Control Laws for Takagi-Sugeno Fuzzy Models
,” Fuzzy Sets Syst.
, 120
(1
), pp. 95
–108
.12.
Hertog, D. den, 1994, Interior Point Approach to Linear, Quadratic, and Convex Programming: Algorithms and Complexity, Kluwer Academic Publishers, Boston.
13.
Chang, W. J., and Sun, C. C., 1999, “Fuzzy Control with Common Observability Gramian Assignment for Continuous Takagi-Sugeno Models,” Proc. of 1999 American Control Conf., San Diego, CA, pp. 1366–1370.
14.
Chang, W. J., 1999, “Common Observability Gramian Assignment Using Discrete Fuzzy Control,” Proc. of 8th IEEE Int. Conf. on Fuzzy Systems, Seoul, Korea, pp. 84–89.
15.
Chang
, W. J.
, Sun
, C. C.
, and Fuh
, C. C.
, 2000, “Discrete Output Fuzzy Controller Design for Achieving Common Controllability Gramian,” Asian Journal of Control, 2(4), pp. 284–289.16.
Chang
, W. J.
, 2001
, “Model-Based Fuzzy Controller Design with Common Observability Gramian Assignment
,” ASME J. Dyn. Syst., Meas., Control
, 123
(1
), pp. 113
–116
.17.
Chang
, W. J.
, Sun
, C. C.
, and Fuh
, C. C.
, 2001, “Continuous Output Feedback Fuzzy Controller Design with A Specified Common Controllability Gramian,” Int. J. Fuzzy Systems, 3(1), pp. 356–363.18.
Xiao
, C. S.
, Feng
, Z. M.
, and Shan
, X. M.
, 1992
, “On the Solution of the Continuous-time Lyapunov Matrix Equation in Two Canonical Forms
,” Dev. Med. Child Neurol.
, 139
(3
), pp. 286
–290
.19.
Bergsten, P., 2001, “Observers and Controllers for Takagi-Sugeno Fuzzy Systems,” Ph.D. thesis, Orebro University, Sweden.
20.
Chang, W., Joo, Y. H., Park, J. B., and Chen, G., 1999, “Robust Fuzzy-Model-Based Controller for Uncertain Systems,” Proc. of 8th IEEE Int. Conf. on Fuzzy Systems, Seoul, Korea, pp. 486–491.
21.
Chang
, W. J.
, and Chung
, H. Y.
, 1996
, “A Covariance Controller Design Incorporating Optimal Estimation for Nonlinear Stochastic Systems
,” ASME J. Dyn. Syst., Meas., Control
, 118
(2
), pp. 346
–349
.22.
Chang
, W. J.
, and Chang
, K. Y.
, 2000
, “Multivariable Performance-Constrained Sliding Mode Control for Ship Yaw-Motion Systems with Perturbations
,” Int. J. Adapt. Control Signal Process.
, 14
(4
), pp. 393
–409
.Copyright © 2003
by ASME
You do not currently have access to this content.