학술논문
Structural Relaxation Approach to H∞ Control With Quadratic Fuzzy Lyapunov Function for Continuous-Time Takagi–Sugeno Fuzzy Systems
Document Type
Periodical
Source
IEEE Transactions on Fuzzy Systems IEEE Trans. Fuzzy Syst. Fuzzy Systems, IEEE Transactions on. 32(4):2235-2245 Apr, 2024
Subject
Language
ISSN
1063-6706
1941-0034
1941-0034
Abstract
This article presents an investigation of the stability analysis and $H_\infty$ control synthesis for Takagi–Sugeno fuzzy systems based on a quadratic fuzzy Lyapunov function, which incorporates second-degree information of membership functions. Instead of a multiple summation expression, the Lyapunov function and controller are designed within the structure of the membership-quadratic framework , which is a quadratic form with membership-dependent outfactors. A structural relaxation lemma is established based on zero-equality conditions through orthogonal complements and characteristics of the matrix of the quadratic form. On the basis of the proposed structural relaxation approach, the stability conditions for the analysis and $H_\infty$ synthesis are achieved through linear matrix inequalities with elaborate matrix manipulation techniques. Conceptual foundations employing high-degree membership functions are provided to generalize the structural relaxation approach. Comprehensive numerical examples that demonstrate the efficacy of the proposed approach are detailed.