Title :
Fuzzy Filter Design for Nonlinear Systems in Finite-Frequency Domain
Author :
Ding, Da-Wei ; Yang, Guang-hong
Abstract :
This paper is concerned with the problem of fuzzy-filter design for discrete-time nonlinear systems in the Takagi-Sugeno (T-S) form. Different from existing fuzzy filters, the proposed ones are designed in finite-frequency domain. First, a so-called finite-frequency l2 gain is defined that extends the standard l2 gain. Then, a sufficient condition for the filtering-error system with a finite-frequency l2 gain is derived. Based on the obtained condition, three fuzzy filters are designed to deal with noises in the low-, middle-, and high-frequency domain, respectively. The proposed fuzzy-filtering method can get a better noise-attenuation performance when frequency ranges of noises are known beforehand. An example about a tunnel-diode circuit is given to illustrate its effectiveness.
Keywords :
discrete time systems; filtering theory; fuzzy systems; nonlinear systems; tunnel diodes; Takagi Sugeno form; discrete time nonlinear systems; filtering error system; finite frequency domain; finite frequency l2 gain; fuzzy filter design; noise attenuation performance; tunnel diode circuit; Circuit noise; Educational institutions; Filtering; Filters; Frequency domain analysis; Fuzzy control; Fuzzy systems; Lyapunov method; Nonlinear systems; Takagi-Sugeno model; Basis-dependent Lyapunov function; Takagi–Sugeno (T–S) fuzzy systems; finite frequency; fuzzy filter;
Journal_Title :
Fuzzy Systems, IEEE Transactions on
DOI :
10.1109/TFUZZ.2010.2058807