An enhanced fuzzy neuron controller for curved search neural network learning

Author

Wu, Peitsang ; Fang, Shu-Cherng ; Nuttle, Henry L W

Author_Institution

Dept. of Ind. Manage., I-Shou Univ., Kaohsiung, Taiwan

Volume

6

fYear

2000

fDate

2000

Firstpage

535

Abstract

The performance of the fuzzy-controlled curved search method depends heavily on the membership functions of the categories of output error and step length used in the controller. We present a fuzzy neuron controller of backpropagation training algorithms for neural networks. With the objective of reducing tuning time, we introduce a self-adaptive fuzzy neuron controller for determining the size of step length. Computational results indicate a strong potential for reduction in tuning time for the fuzzy neuron controller in the neural network learning

Keywords

adaptive control; backpropagation; fuzzy control; multilayer perceptrons; search problems; self-adjusting systems; tuning; backpropagation training algorithms; curved search neural network learning; enhanced fuzzy neuron controller; membership functions; output error; self-adaptive fuzzy neuron controller; step length; tuning time; Computer networks; Error correction; Fuzzy control; Fuzzy neural networks; Industrial control; Neural networks; Neurons; Search methods; Size control; Tuning;

fLanguage

English

Publisher

ieee

Conference_Titel

Neural Networks, 2000. IJCNN 2000, Proceedings of the IEEE-INNS-ENNS International Joint Conference on

Conference_Location

Como

ISSN

1098-7576

Print_ISBN

0-7695-0619-4

Type

conf

DOI

10.1109/IJCNN.2000.859450

Filename

859450