Title :
Simulation study of structure optimization by combining fuzzy neural network (FNN) with genetic algorithm (GA)
Author :
Wang, Yahui ; Hao, Xuejun ; Chen, Zhixin ; Zhang, Wen ; Liu, Tongtong ; Zhang, Linlin
Author_Institution :
Beijing Inst. of Civil & Archit. Eng., China
Abstract :
The method of using genetic algorithm to optimize a fuzzy neural network (FNN) has been introduced in many papers, but most of these articles adopt different methods. This paper identifies the parameters of the controlled plant using a neural network; then it modifies the parameters with the genetic algorithm for optimization. Finally, it modulates and optimizes the membership function and control rules of the optimal controller-FNN with these optimized parameters to achieve the goal of structure optimization. The paper simulates the whole algorithm using the MATLAB 5.3.
Keywords :
air conditioning; fuzzy control; fuzzy neural nets; genetic algorithms; neurocontrollers; optimal control; air-conditioning; control rules; fuzzy neural network; genetic algorithm; intelligent control; membership function; optimal control; optimization; Artificial intelligence; Automation; Control systems; Fuzzy control; Fuzzy neural networks; Genetic algorithms; Inference algorithms; Intelligent control; Neural networks; Optimal control;
Conference_Titel :
Intelligent Control and Automation, 2002. Proceedings of the 4th World Congress on
Print_ISBN :
0-7803-7268-9
DOI :
10.1109/WCICA.2002.1020855