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

Authors :
Ibrahim Turkoglu
Yakup Demir
Davut Hanbay
Source :
Expert Systems with Applications. 34:2278-2283
Publication Year :
2008
Publisher :
Elsevier BV, 2008.

Abstract

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.

Details

ISSN :
09574174
Volume :
34
Database :
OpenAIRE
Journal :
Expert Systems with Applications
Accession number :
edsair.doi...........f77509d1703d46876ffb624b2342da27
Full Text :
https://doi.org/10.1016/j.eswa.2007.03.002