A Novel Piecewise Affine Filtering Design for T-S Fuzzy Affine Systems Using Past Output Measurements
Research output: Journal Publications and Reviews (RGC: 21, 22, 62) › 21_Publication in refereed journal › peer-review
Author(s)
Related Research Unit(s)
Detail(s)
Original language | English |
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Pages (from-to) | 1509-1518 |
Journal / Publication | IEEE Transactions on Cybernetics |
Volume | 50 |
Issue number | 4 |
Online published | 11 Dec 2018 |
Publication status | Published - Apr 2020 |
Link(s)
Abstract
This paper tackles the problem of piecewise affine memory filtering design for the discrete-time norm-bounded uncertain Takagi-Sugeno fuzzy affine systems. The objective is to design an admissible filter using past output measurements of the system, guaranteeing the asymptotic stability of the filtering error system with a given H∞ performance index. Based on the piecewise fuzzy Lyapunov functions and the projection lemma, a new sufficient condition for H∞ filtering performance analysis is first derived, and then the filter synthesis is carried out. It is shown that the filter gains can be obtained by solving a set of linear matrix inequalities. In addition, it is also shown that the filtering performance can be improved with the increasing number of past output measurements used in the filtering design. Finally, two examples are presented to show the advantages and effectiveness of the proposed approach.
Research Area(s)
- Fuzzy systems, Linear systems, Lyapunov methods, Measurement uncertainty, Memory filtering, Nonlinear systems, piecewise affine (PWA) filters, piecewise fuzzy Lyapunov functions, Silicon, Symmetric matrices, Takagi-Sugeno (T-S) fuzzy affine systems
Citation Format(s)
A Novel Piecewise Affine Filtering Design for T-S Fuzzy Affine Systems Using Past Output Measurements. / Wang, Meng; Qiu, Jianbin; Feng, Gang.
In: IEEE Transactions on Cybernetics, Vol. 50, No. 4, 04.2020, p. 1509-1518.
In: IEEE Transactions on Cybernetics, Vol. 50, No. 4, 04.2020, p. 1509-1518.
Research output: Journal Publications and Reviews (RGC: 21, 22, 62) › 21_Publication in refereed journal › peer-review