A Genetic Algorithm for Constructing Wavelet Neural Networks

被引:2
作者
Xu, Jinhua [1 ]
机构
[1] E China Normal Univ, Dept Comp Sci, Shanghai, Peoples R China
来源
INTELLIGENT COMPUTING, PART I: INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING, ICIC 2006, PART I | 2006年 / 4113卷
关键词
D O I
10.1007/11816157_29
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, a new algorithm is proposed for the design of WNNs. The design is performed in an evolutionary way, which allowed us to construct a parsimonious model to satisfy the design requirement. A genetic algorithm (GA) is used to select a wavelet basis, and the fitness of a wavelet is evaluated according to the residue reduction. Output weights are updated using least square techniques. Simulations demonstrate the effectiveness of the proposed algorithm.
引用
收藏
页码:286 / 291
页数:6
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