| Presentation | 2005/3/23 Synthesis of Cellular Automata based on Binary Neural Networks Takashi YAMAMICHI, Toshimichi SAITO, Hiroyuki TORIKAI, Keisuke TAGUACHI, |
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| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper studies a simple synthesis algorithm of desired cellular automata (ab. CAs) based on a binary neural network (ab. BNN). The CAs have binary state variable and the BNN has bipolar connection parameters. In order to realize dynamics of the CA, the bipolar parameters of BNN are determined using the genetic algorithm. Performing basic numerical experiments we show that the BNN can realize desired dynamics with small number of hidden layers for a class of CAs. We also consider the case of noisy teacher signals. These results provide basic information for application to signal processing, analysis of digital nonlinear phenomena, and so on. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Cellular automata / Binary Neural Networks / Boolean function / noise reduction |
| Paper # | NC2004-205 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2005/3/23(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Neurocomputing (NC) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Synthesis of Cellular Automata based on Binary Neural Networks |
| Sub Title (in English) | |
| Keyword(1) | Cellular automata |
| Keyword(2) | Binary Neural Networks |
| Keyword(3) | Boolean function |
| Keyword(4) | noise reduction |
| 1st Author's Name | Takashi YAMAMICHI |
| 1st Author's Affiliation | Department of electronics, Electrical and Computer Engineering, Hosei University() |
| 2nd Author's Name | Toshimichi SAITO |
| 2nd Author's Affiliation | Department of electronics, Electrical and Computer Engineering, Hosei University |
| 3rd Author's Name | Hiroyuki TORIKAI |
| 3rd Author's Affiliation | Department of electronics, Electrical and Computer Engineering, Hosei University |
| 4th Author's Name | Keisuke TAGUACHI |
| 4th Author's Affiliation | Department of electronics, Electrical and Computer Engineering, Hosei University |
| Date | 2005/3/23 |
| Paper # | NC2004-205 |
| Volume (vol) | vol.104 |
| Number (no) | 760 |
| Page | pp.pp.- |
| #Pages | 5 |
| Date of Issue | |