An expert system based on wavelet decomposition and neural network for modeling Chua's circuit

被引：39

作者：

Hanbay, Davut ^{[1
]}

Turkoglu, Ibrahim ^{[1
]}

Demir, Yakup ^{[2
]}

机构：

[1] Firat Univ, Dept Elect & Comp Sci, TR-23119 Elazig, Turkey

[2] Firat Univ, Dept Elect Elect Engn, TR-23119 Elazig, Turkey

来源：

EXPERT SYSTEMS WITH APPLICATIONS | 2008年 / 34卷 / 04期

关键词：

expert systems; wavelet decomposition; neural networks; Chua circuits;

D O I：

10.1016/j.eswa.2007.03.002

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

This paper presents an expert system based on wavelet decomposition and neural network for modeling and simulation of Chua's circuit which is used for chaos studies. The problems which arise in modeling Chua's circuit by neural networks are high structural complexity and slow and difficult training. With this proposed method a new solutions is produced to solve these problems. Wavelet decomposition is used for new useful feature extracting from input signal and neural network is used for modeling. Test results of proposed wavelet decomposition and neural network model are compared with test results of neural network model. Desired performance is provided by this new model. Test results showed that the suggested method can be used efficiently for modeling nonlinear dynamical systems. (c) 2007 Elsevier Ltd. All rights reserved.

引用

页码：2278 / 2283

页数：6

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