Presentation | 2005/11/12 Hardware implementation of self organizing map with DPLL Hiroomi HIKAWA, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | The self-organizing map (SOM) has found applicability in a wide range of application areas. This paper proposes a new SOM hardware with digital phase-locked loop (DPLL) The system uses the DPLL as a computing element because the operation of the DPLL is very similar to that of SOM's computation. The system also uses square waveform phase to hold the value of the each input vector element. This paper discuss the hardware implementation of the DPLL SOM architecture. The proposed SOM architecture is described in VHDL and implemented on field programmable gate array (FPGA). Its feasibility is verified by experiments. Results show that the proposed SOM implemented on the FPGA has a good quantization capability, and its circuit size very small. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Self-organizing map / phase modulation / DPLL / pulse signal / FPGA |
Paper # | NC2005-73 |
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Committee | NC |
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Conference Date | 2005/11/12(1days) |
Place (in Japanese) | (See Japanese page) |
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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) | Hardware implementation of self organizing map with DPLL |
Sub Title (in English) | |
Keyword(1) | Self-organizing map |
Keyword(2) | phase modulation |
Keyword(3) | DPLL |
Keyword(4) | pulse signal |
Keyword(5) | FPGA |
1st Author's Name | Hiroomi HIKAWA |
1st Author's Affiliation | Oita University() |
Date | 2005/11/12 |
Paper # | NC2005-73 |
Volume (vol) | vol.105 |
Number (no) | 419 |
Page | pp.pp.- |
#Pages | 6 |
Date of Issue |