Presentation | 2010-11-20 A Modular Neural Network for Parallel Computation Daisuke SASAKI, Yoshihiro HAYAKAWA, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Some of combinatorial optimization problems cause exponential increases of calculation time in terms of a problem size. In case of using a neural network solver, faster calculation is prospective, because each neuron is updated in essentially parallel. In fact, however, a neural network solver is performed by using the ordinary differential equation on a computer, so that a calculation speed is not enough yet. Hence, in this presentation we propose a modular neural network for the purpose of implementing parallel computation using by PC-Cluster. Each module is assigned to each processor and is calculated in parallel in our proposed modular neural network and we discuss the possibility of improvement of calculation by decreasing communication frequency between processors. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Combinatorial optimization problems / Neural Network / Parallel Computation |
Paper # | NLP2010-110 |
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Committee | NLP |
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Conference Date | 2010/11/12(1days) |
Place (in Japanese) | (See Japanese page) |
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Registration To | Nonlinear Problems (NLP) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | A Modular Neural Network for Parallel Computation |
Sub Title (in English) | |
Keyword(1) | Combinatorial optimization problems |
Keyword(2) | Neural Network |
Keyword(3) | Parallel Computation |
1st Author's Name | Daisuke SASAKI |
1st Author's Affiliation | Advanced Course of Information and Electronic, Sendai National College of Technology() |
2nd Author's Name | Yoshihiro HAYAKAWA |
2nd Author's Affiliation | Department of Information System, Sendai National College of Technology |
Date | 2010-11-20 |
Paper # | NLP2010-110 |
Volume (vol) | vol.110 |
Number (no) | 299 |
Page | pp.pp.- |
#Pages | 6 |
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