Title :
Online adaptive fuzzy neural identification based on direction basis function
Author :
Cao, Wenming ; Feng, Hao ; Fei, Lu ; Wang, Shoujue
Author_Institution :
Inst. of Intelligent Inf. Syst., Zhejiang Univ. of Technol., Hangzhou, China
Abstract :
This paper presents a robust adaptive fuzzy direction basis function neural controller (AFDBFNC) suitable for identification based on direction basis function. The proposed controller has the following salient features: (1) self-organizing fuzzy neural structure; (2) online learning ability of nonlinear systems; (3) fast learning speed; (4) adaptive control. Simulation example is included to confirm the validity and performance of the proposed control algorithm.
Keywords :
adaptive systems; algorithm theory; fuzzy control; neurocontrollers; nonlinear control systems; AFDBFNC; adaptive control; adaptive fuzzy direction basis function neural controller; nonlinear system; online adaptive fuzzy neural identification; online learning; self-organizing fuzzy neural structure; Adaptive control; Automatic control; Control systems; Fuzzy control; Fuzzy neural networks; MIMO; Neural networks; Nonlinear control systems; Nonlinear systems; Programmable control;
Conference_Titel :
Computational Intelligence and Multimedia Applications, 2003. ICCIMA 2003. Proceedings. Fifth International Conference on
Print_ISBN :
0-7695-1957-1
DOI :
10.1109/ICCIMA.2003.1238149