Abstract:
A robust stabilization problem for fuzzy systems is discussed in accordance with the definition of stability in the sense of Lyapunov. We consider two design problems: no...Show MoreMetadata
Abstract:
A robust stabilization problem for fuzzy systems is discussed in accordance with the definition of stability in the sense of Lyapunov. We consider two design problems: nonrobust controller design and robust controller design. The former is a design problem for fuzzy systems with no premise parameter uncertainty. The latter is a design problem for fuzzy systems with premise parameter uncertainty. To realize two design problems, we derive four stability conditions from a basic stability condition proposed by Tanaka and Sugeno: nonrobust condition, weak nonrobust condition, robust condition, and weak robust condition. We introduce concept of robust stability for fuzzy control systems with premise parameter uncertainty from the weak robust condition. To introduce robust stability, admissible region and variation region, which correspond to stability margin in the ordinary control theory, are defined. Furthermore, we develop a control system for backing up a computer simulated truck-trailer which is nonlinear and unstable. By approximating the truck-trailer by a fuzzy system with premise parameter uncertainty and by using concept of robust stability, we design a fuzzy controller which guarantees stability of the control system under a condition. The simulation results show that the designed fuzzy controller smoothly achieves backing up control of the truck-trailer from all initial positions.<>
Published in: IEEE Transactions on Fuzzy Systems ( Volume: 2, Issue: 2, May 1994)
DOI: 10.1109/91.277961
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1.
R. Langari and M. Tomizuka, "Analysis and synthesis of fuzzy linguistic control systems", 1990 ASME Winter Annual Meet., pp. 35-42, 1990.
2.
S. Kitamura and T. Kurozumi, "Extended circle criterion and stability analysis of fuzzy control systems", Ρroc. Int. Fuzzy Engin. Symp. '91, vol. 2, pp. 634-643, 1991.
3.
K. Tanaka and M. Sugeno, "Stability analysis and design of fuzzy control systems", Fuzzy Sets and Syst., vol. 45, no. 2, pp. 135-156, 1992.
4.
F. Hara and M. Ishibe, "Simulation study on the existence of limit cycle oscillation in a fuzzy control system", Proc. Korea-Japan Joint Conf. Fuzzy Systems and Engin., pp. 25-28, 1992.
5.
D. Nguyen and B. Widrow, "The truck backer-upper: An example of self-learning in neural networks", Proc. int. Joint Conf. Neural Networks (IJCNN-89), vol. 2, pp. 357-363, 1989-June.
6.
S. G. Kong and B. Kosko, "Adaptive fuzzy systems for backing up a truck-and-trailer", IEEE Trans. Neural Net., vol. 3, pp. 211-223, March 1992.
7.
G. K. Park and M. Sugeno, "Learning based on linguistic instructions using fuzzy theory", Proc. 8th Fuzzy System Symp., pp. 561-564, 1992-May.
8.
M. Tokunaga and H. Ichihashi, "Backer-upper control of a trailer truck by neuro-fuzzy optimal control", Proc. 8th Fuzzy System Symp., pp. 49-52, 1992-May.
9.
K. Tanaka and M. Sugeno, "Stability analysis of fuzzy systems using Lyapunov's direct method", Proc. ofNAFIPS'90, pp. 133-136, 1990.
10.
T. Takagi and M. Sugeno, "Fuzzy identification of systems and its applications to modeling and control", IEEE Trans. Syst. Man and Cyber., vol. 15, pp. 116-132, 1985.
11.
K. Tanaka and M. Sano, "A design method of fuzzy servo systems", Proc. 8th Fuzzy System Symp., pp. 501-504, 1992-May.
12.
K. Tanaka and M. Sugeno, "Stability of fuzzy systems and construction procedure for Lyapunov functions", Trans. JSME, vol. 58, no. 550, pp. 1766-1772, 1992.
13.
S. Kawamoto, "Construction of exact fuzzy system for nonlinear system and its stability analysis", Proc. 8th Fuzzy System Symp., pp. 517-520, 1992-May.
14.
L. A. Zadeh, "The concept of a linguistic variable and its application to approximate reasoning part 1", information Sciences, vol. 8, pp. 199-249, 1975.
15.
L. A. Zadeh, "The concept of a linguistic variable and its application to approximate reasoning part 2", Information Sciences, vol. 8, pp. 301-357, 1975.
16.
L. A. Zadeh, "The concept of a linguistic variable and its application to approximate reasoning part 3", Inform. Sci., vol. 9, pp. 43-80, 1975.