Control Design for Interval Type-2 Fuzzy Systems Under Imperfect Premise Matching

Lam, Hak-Keung and Li, H and Deters, Christian and Secco, Emanuele Lindo and Wurdemann, Helge A and Althoefer, Kaspar (2013) Control Design for Interval Type-2 Fuzzy Systems Under Imperfect Premise Matching. IEEE Transactions on Industrial Electronics, 61 (2). pp. 956-968.

[img]
Preview
Text
12-TIE-0625_finalversion.pdf

Download (6MB) | Preview
Official URL: http://ieeexplore.ieee.org/xpl/articleDetails.jsp?...

Abstract

Abstract—This paper focuses on designing interval type-2 (IT2) control for nonlinear systems subject to parameter uncertainties. To facilitate the stability analysis and control synthesis, an IT2 TS fuzzy model is employed to represent the dynamics of nonlinear systems of which the parameter uncertainties are captured by IT2 membership functions characterized by the lower and upper membership functions. A novel IT2 fuzzy controller is proposed to perform the control process, where the membership functions and number of rules can be freely chosen and different from those of the IT2 T-S fuzzy model. Consequently, the IT2 fuzzymodel- based (FMB) control system is with imperfectly matched membership functions, which hinders the stability analysis. To relax the stability analysis for this class of IT2 FMB control systems, the information of footprint of uncertainties, and the lower and upper membership functions are taken into account for the stability analysis. Based on the Lyapunov stability theory, some stability conditions in terms of linear matrix inequalities are obtained to determine the system stability and achieve the control design. Finally, simulation and experimental examples are provided to demonstrate the effectiveness and the merit of the proposed approach.

Item Type: Article
Additional Information and Comments: "(c) 2014 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other users, including reprinting/ republishing this material for advertising or promotional purposes, creating new collective works for resale or redistribution to servers or lists, or reuse of any copyrighted components of this work in other works."
Faculty / Department: Faculty of Science > Mathematics and Computer Science
Depositing User: Emanuele Secco
Date Deposited: 14 Apr 2016 14:18
Last Modified: 14 Apr 2016 14:18
URI: http://hira.hope.ac.uk/id/eprint/1187

Actions (login required)

View Item View Item