Presentation 2010/6/11
Design Method of Space-Varying Cellular Neural Networks by Using Hopfield Neural Networks
Yasuhiro UEDA, Masakazu KAWAHARA, Takashi INOUE, Yoshifumi NISHIO,
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Abstract(in English) In this study, we propose a design method of space-varying cellular neural networks (CNN) by using Hopfield neural network (Hopfield NN). CNN is classified into two types of systems like space-invariant system and space-varying system. Space-invariant and space-varying mean that all cells have identical template and not identical templates, respectively. The processing of the former is simple. On the other hand, the latter carries out complicated processing. Therefore, the design method is not easy. However, our proposed method is easy because we need only some existing templates and the associated patterns. Some simulation results show the basic properties of the proposed CNN and its effectiveness.
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Keyword(in English) Cellular Neural Networks / Hopfield Neural Networks / Image Processing
Paper # NC2010-18,NLP2010-18
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Committee NC
Conference Date 2010/6/11(1days)
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Registration To Neurocomputing (NC)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Design Method of Space-Varying Cellular Neural Networks by Using Hopfield Neural Networks
Sub Title (in English)
Keyword(1) Cellular Neural Networks
Keyword(2) Hopfield Neural Networks
Keyword(3) Image Processing
1st Author's Name Yasuhiro UEDA
1st Author's Affiliation Dept. of Electrical and Electric Engineering Tokushima University()
2nd Author's Name Masakazu KAWAHARA
2nd Author's Affiliation Dept. of Electrical and Electric Engineering Tokushima University
3rd Author's Name Takashi INOUE
3rd Author's Affiliation Dept. of Electrical and Electric Engineering Tokushima University
4th Author's Name Yoshifumi NISHIO
4th Author's Affiliation Dept. of Electrical and Electric Engineering Tokushima University
Date 2010/6/11
Paper # NC2010-18,NLP2010-18
Volume (vol) vol.110
Number (no) 83
Page pp.pp.-
#Pages 4
Date of Issue