Title :
A Descriptor System Approach to Fuzzy Control System Design via Fuzzy Lyapunov Functions
Author :
Tanaka, Kazuo ; Ohtake, Hiroshi ; Wang, Hua O.
Author_Institution :
Univ. of Electro-Commun., Tokyo
fDate :
6/1/2007 12:00:00 AM
Abstract :
There has been a flurry of research activities in the analysis and design of fuzzy control systems based on linear matrix inequalities (LMIs). This paper presents a descriptor system approach to fuzzy control system design using fuzzy Lyapunov functions. The design conditions are still cast in terms of LMIs but the proposed approach takes advantage of the redundancy of descriptor systems to reduce the number of LMI conditions which leads to less computational requirement. To obtain relaxed LMI conditions, new types of fuzzy controller and fuzzy Lyapunov function are proposed. A salient feature of the LMI conditions derived in this paper is to relate the feasibility of the LMIs to the switching speed of each linear subsystem (to be exact, to the lower bounds of time derivatives of membership functions). To illustrate the validity and applicability of the proposed approach, two design examples are provided. The first example shows that the LMI conditions based on the fuzzy Lyapunov function are less conservative than those based on a common (standard) Lyapunov function. The second example illustrates the utility of the fuzzy Lyapunov function approach in comparison with a piecewise Lyapunov function approach.
Keywords :
control system synthesis; fuzzy control; linear matrix inequalities; linear systems; time-varying systems; LMI; descriptor system approach; fuzzy Lyapunov functions; fuzzy control system design; linear matrix inequalities; linear subsystem; switching speed; Control design; Control system synthesis; Control systems; Fuzzy control; Fuzzy systems; Linear matrix inequalities; Lyapunov method; Mechanical engineering; Stability; System analysis and design; Descriptor representation; fuzzy Lyapunov function; fuzzy control; redundancy;
Journal_Title :
Fuzzy Systems, IEEE Transactions on
DOI :
10.1109/TFUZZ.2006.880005