Title :
T-S Fuzzy Control for Uncertain Nonlinear Systems Using Adaptive Fuzzy Approach
Author :
Chien, Li-Hsuan ; Wang, Wei-Yen ; Li, I-Hsum ; Su, Shun-Feng
Author_Institution :
Fu-Jen Catholic Univ., Taipei
Abstract :
This paper proposes on-line modeling via Takagi-Sugeno (T-S) fuzzy models and robust adaptive control for a class of unknown nonlinear dynamic systems with external disturbances. The T-S fuzzy model is established to approximate an unknown nonlinear dynamic system in a linearized way. Fuzzy B-spline membership functions (BMFs) which possesses a fixed number of control points are developed for on-line tuning. In this paper, the closed-loop system which is controlled by the proposed controller can be stabilized and the tracking error will converge to zero. An example is simulated in order to confirm the effectiveness and applicability of the proposed methods in this paper.
Keywords :
adaptive control; closed loop systems; fuzzy control; nonlinear dynamical systems; robust control; splines (mathematics); BMF; T-S fuzzy control; closed-loop system; fuzzy B-spline membership function; on-line tuning; robust adaptive control; uncertain nonlinear dynamic system; Adaptive control; Adaptive systems; Control systems; Fuzzy control; Fuzzy systems; Nonlinear dynamical systems; Nonlinear systems; Programmable control; Robust control; Takagi-Sugeno model;
Conference_Titel :
Fuzzy Systems, 2006 IEEE International Conference on
Conference_Location :
Vancouver, BC
Print_ISBN :
0-7803-9488-7
DOI :
10.1109/FUZZY.2006.1681802