Title :
Lyapunov function based design of heuristic fuzzy logic controllers
Author :
Wong, L.K. ; Leung, F.H.F. ; Tam, P.K.S.
Author_Institution :
Dept. of Electron. Eng., Hong Kong Polytech. Univ., Hung Hom, Hong Kong
Abstract :
A stability design of fuzzy logic controllers (FLCs) for nonlinear systems is proposed in this paper. In heuristic design of FLCs, we often have a lot of rules. Although each rule governing the control of the plant refers to a stable closed-loop subsystem, the overall system stability cannot be guaranteed when all of these rules are put together into a rule base for the FLC. This limitation is tackled in this paper. It is shown that on adding arbitrary rules to the FLC without any restriction on the form of membership functions, the system stability can be ensured if each individual rule applying to the plant results in a stable subsystem in the sense of Lyapunov subject to a common Lyapunov function for all rules. Analytical proof of the result is given and its application on designing a heuristic of FLC is illustrated through an example
Keywords :
Lyapunov methods; closed loop systems; control system synthesis; fuzzy control; heuristic programming; nonlinear control systems; stability; Lyapunov function based design; heuristic fuzzy logic controllers; membership functions; nonlinear systems; stability design; stable closed-loop subsystem; Control systems; Design engineering; Fuzzy logic; Fuzzy systems; Logic design; Lyapunov method; Nonlinear control systems; Stability analysis; Supervisory control; Takagi-Sugeno model;
Conference_Titel :
Fuzzy Systems, 1997., Proceedings of the Sixth IEEE International Conference on
Conference_Location :
Barcelona
Print_ISBN :
0-7803-3796-4
DOI :
10.1109/FUZZY.1997.616382