Title :
Research on genetic algorithms-based fuzzy neural network and realization of hardware
Author :
Xuming, Li ; Lenan, Wu ; Zhenxin, Coo
Author_Institution :
Dept. of Radio Eng., Southeast Univ., Nanjing, China
Abstract :
This paper proposes a design of fuzzy neural network (FNN) controller based on genetic algorithms optimization (GA). The parameters of FNN are optimized with GA. It optimizes control rules of the optimal controller - GA-FNN, with these optimized parameters to achieve the goal of structure optimization. The implementation of hardware and a simulation example is used to demonstrate excellent performance of the proposed controller.
Keywords :
fuzzy control; fuzzy neural nets; genetic algorithms; neurocontrollers; optimal control; fuzzy control; fuzzy neural network; genetic algorithms; hardware realization; optimal control; Control systems; Fuzzy control; Fuzzy logic; Fuzzy neural networks; Fuzzy systems; Genetic algorithms; Neural network hardware; Neural networks; Niobium; Optimal control;
Conference_Titel :
Neural Networks and Signal Processing, 2003. Proceedings of the 2003 International Conference on
Conference_Location :
Nanjing
Print_ISBN :
0-7803-7702-8
DOI :
10.1109/ICNNSP.2003.1279322