| Presentation | 2002/3/13 FPGA Implementation of Pulsed Neural Network with GHA Learning Rule Based on ΔΣ Modulation Yoshimitsu MURAHASHI, Shinji DOKI, Shigeru OKUMA, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Pulsed Neural Network model based on Delta-Sigma modulation (DSM-PNN) with GHA learning rule had been proposed and shown its availability by hardware simulation. In this article, we proposed hardware implementation methods of DSM-PNN which is suitable for digital hardware implementation. DSM-PNN was implemented in FPGA and evaluated its performance. Neural networks which consist of multi-bit commection (M-NN) also were constructed and compared to the proposed method from the viewpoint of circuit scale and signal processing. The experimental results of the proposed mnethod were comparable to one by floating-point calculation. And the proposed method could be implemented more compact than M-NN. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Delta-Sigma Modulation / Pulsed Neural Network / FPGA Implementation / PCA / GHA |
| Paper # | NC2001-212 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2002/3/13(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | |
| Vice Chair | |
| Secretary | |
| Assistant | |
| 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) | FPGA Implementation of Pulsed Neural Network with GHA Learning Rule Based on ΔΣ Modulation |
| Sub Title (in English) | |
| Keyword(1) | Delta-Sigma Modulation |
| Keyword(2) | Pulsed Neural Network |
| Keyword(3) | FPGA Implementation |
| Keyword(4) | PCA |
| Keyword(5) | GHA |
| 1st Author's Name | Yoshimitsu MURAHASHI |
| 1st Author's Affiliation | Dept.of Electrical Eng.,Graduate School of Eng.,Nagoya University() |
| 2nd Author's Name | Shinji DOKI |
| 2nd Author's Affiliation | Dept.of Electrical and Electronic Eng., Fac.of Eng.,Mie University |
| 3rd Author's Name | Shigeru OKUMA |
| 3rd Author's Affiliation | Dept.of Electrical Eng.,Graduate School of Ebg.,Nagoya University |
| Date | 2002/3/13 |
| Paper # | NC2001-212 |
| Volume (vol) | vol.101 |
| Number (no) | 737 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |