Title :
Robust fuzzy filter design for nonlinear systems with persistent bounded disturbances
Author :
Tseng, Chung-Shi
Author_Institution :
Dept. of Electr. Eng., Ming Hsin Univ. of Sci. & Technol., Hsin Chu
Abstract :
To date, nonlinear Linfin-gain filtering problems have not been solved by conventional methods for nonlinear dynamic systems with persistent bounded disturbances. This study introduces a fuzzy filtering design to deal with the nonlinear Linfin-gain filtering problem. First, the Takagi and Sugeno fuzzy model is employed to approximate the nonlinear dynamic system. Next, based on the fuzzy model, a fuzzy filter is developed to minimize the upper bound of Linfin-gain of the estimation error under some linear matrix inequality (LMI) constraints. Therefore, the nonlinear Linfin-gain filtering problem is transformed into a suboptimal filtering problem, i.e., to minimize the upper bound of the Linfin-gain of the estimation error subject to some LMI constraints. In this situation, the nonlinear Linfin-gain filtering problem can be easily solved by an LMI-based optimization method. The proposed methods, which efficiently attenuate the peak of estimation error due to persistent bounded disturbances, extend the L infin-gain filtering problems from linear dynamic systems to nonlinear dynamic systems
Keywords :
fuzzy control; linear matrix inequalities; nonlinear dynamical systems; nonlinear filters; Takagi-Sugeno fuzzy model; linear matrix inequality; nonlinear Linfin-gain filtering; nonlinear dynamic system; persistent bounded disturbances; robust fuzzy filter design; suboptimal filtering; Estimation error; Filtering; Fuzzy systems; Linear matrix inequalities; Nonlinear dynamical systems; Nonlinear filters; Nonlinear systems; Optimization methods; Robustness; Upper bound; Fuzzy filter; Takagi–Sugeno (T–S) fuzzy model; linear matrix inequality (LMI) constraints; persistent bounded disturbances;
Journal_Title :
Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
DOI :
10.1109/TSMCB.2005.860131