arrow
返回

Efficient neural network learning using second order information with fuzzy control

delete2002-03-01
delete2
PRE
AI
W
Wu, PS
S
Shu‐Cherng Fang *
H
Henry L. W. Nuttle
DOI:10.1016/S0925-2312(01)00336-8delete
delete原文链接
delete原文求助
delete分享
delete收藏
摘要

摘要

En 中文
In this paper, we present a new learning method for back propagation training algorithms for neural networks. With the objective of reducing training time, we first introduce a curved search method with a fixed step size for determining weight adjustments. We then introduce a fuzzy controller for adjusting the step size to further reduce the training time and avoid the spikes in the training curve which sometimes occur with the fixed step size. Computational results indicate a strong potential for significant reduction in training time. (C) 2002 Elsevier Science B.V. All rights reserved.
Keyword:
neural network learning
curved search algorithm
non-linear optimization
fuzzy controller

期刊

Neurocomputing 封面图
Neurocomputing
IF:
6.5
论文数:
2.5W
被引数:
6.5W

机构

暂无机构信息
引用论文

引用论文

Caracterização da interface azulejo/argamassa de fachadas históricas
err2014-01-30
err0
errOAAI
errP. Japiassú; H. Carasek; O. Cascudo; A. L. Velosa; M. C. B. De Oliveira; F. F. Chotoli; V. A. Quarcioni
err分享
err收藏
err
IF0
err
err0
PREAI
err
err分享
err收藏
没有更多内容