Presentation | 2008-11-08 Automatic generation of self organizing map hardware Akira ONOO, Hiroomi HIKAWA, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | This paper discusses the development of hardware Self-Organizing Map (SOM) generator, which generates VHSIC Hardware Description Language (VHDL) description of SOM. SOM proposed by T. Kohonen is a neural network with unsupervised leaning to classify multi-dimensional feature vector. SOM implemented in software has a problem that the performance decreases as the number of neurons increase. Hence hardware SOM is desired. The algorithm of SOM is suitable for parallel architecture, that can be implemented in hardware. However, the VHDL design tends to become large in proportion to the size of SOM. This paper discusses automatic generation of VHDL that describes the hardware SOM. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | SOM / Hardware / VHDL / generator |
Paper # | NC2008-65 |
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Committee | NC |
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Conference Date | 2008/10/31(1days) |
Place (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) | Automatic generation of self organizing map hardware |
Sub Title (in English) | |
Keyword(1) | SOM |
Keyword(2) | Hardware |
Keyword(3) | VHDL |
Keyword(4) | generator |
1st Author's Name | Akira ONOO |
1st Author's Affiliation | Oita University() |
2nd Author's Name | Hiroomi HIKAWA |
2nd Author's Affiliation | Kansai University |
Date | 2008-11-08 |
Paper # | NC2008-65 |
Volume (vol) | vol.108 |
Number (no) | 281 |
Page | pp.pp.- |
#Pages | 6 |
Date of Issue |