Title :
A new fuzzy H∞ filter design for a class of nonlinear continuous-time dynamic systems
Author :
Lun, Shuxian ; Zhang, Huaguang
Author_Institution :
Sch. of Inf. Sci. & Eng., Northeastern Univ., Shenyang, China
Abstract :
This paper studies fuzzy hyperbolic H∞ filter for signal estimation of nonlinear continuous-time systems with state time delay. The fuzzy hyperbolic model (FHM) can be used to establish models for certain unknown complex systems. Furthermore, the main advantage of using the FHM over the Takagi-Sugeno fuzzy model are that no premise structure identification is needed and no completeness design of premise variables space is needed. Also an FHM is a kind of valid global description and nonlinear model in nature. And it is easy to design a filter based on an FHM since FHM satisfies Lipschitz condition. First, FHM is proposed to represent the state-space model for nonlinear continuous-time systems. Next, we design a stable fuzzy H∞ filter based on the FHM, which assures asymptotic stability and a prescribed H∞ index for the filtering error system. A sufficient condition for the existence of such a filter is established through seeking the feasible solutions of a linear matrix inequality (LMI). Simulation example is provided to illustrate the design procedure of the proposed method.
Keywords :
H∞ control; asymptotic stability; continuous time systems; delays; filtering theory; fuzzy control; linear matrix inequalities; nonlinear control systems; LMI; Takagi-Sugeno fuzzy model; asymptotic stability; filtering error system; fuzzy H∞ filter design; fuzzy hyperbolic model; linear matrix inequality; nonlinear continuous-time dynamic systems; signal estimation; state time delay; state-space model; Asymptotic stability; Estimation; Filtering; Fuzzy systems; Information science; Linear matrix inequalities; Noise robustness; Nonlinear filters; Nonlinear systems; Signal design;
Conference_Titel :
American Control Conference, 2005. Proceedings of the 2005
Print_ISBN :
0-7803-9098-9
Electronic_ISBN :
0743-1619
DOI :
10.1109/ACC.2005.1470409