The Application of Fuzzy-Neural Network Based on HGA in the Washing Machine Control System

Author

Gui-Juan Wang ; Zuo-Xun Wang ; Hong-dong Xu ; Xu-guang Zhang

Author_Institution

Sch. of Inf. & Electr. Eng., Shandong Jianzhu Univ., Jinan, China

Volume

3

fYear

2010

fDate

11-12 May 2010

Firstpage

702

Lastpage

705

Abstract

This paper has combined neural network with fuzzy control and achieved the self-learning and adaptive of fuzzy-controller, has realized the control of washing machines by a fuzzy-neural network optimization algorithms based on Hierarchical Genetic Algorithm (HGA). In addition, fuzzy-neural network structure and weight parameters have been optimized and the optimal control of the washing machine with characteristics of non-linear, time-varying, interference and pure -delay has been achieved.

Keywords

adaptive control; fuzzy control; fuzzy neural nets; genetic algorithms; laundering; neurocontrollers; optimal control; washing machines; HGA; adaptive fuzzy controller; fuzzy neural network application; genetic algorithm; optimal control; optimization algorithms; self learning fuzzy controller; washing machine control system; Biological cells; Control engineering; Control systems; Electrical equipment industry; Fuzzy control; Genetic algorithms; Lighting control; Nonlinear control systems; Optimal control; Washing machines; Fuzzy-neural network; Hierarchical Genetic Algorithm (HGA); Washing machine control system;

fLanguage

English

Publisher

ieee

Conference_Titel

Intelligent Computation Technology and Automation (ICICTA), 2010 International Conference on

Conference_Location

Changsha

Print_ISBN

978-1-4244-7279-6

Electronic_ISBN

978-1-4244-7280-2

Type

conf

DOI

10.1109/ICICTA.2010.49

Filename

5523036