Presentation | 2005/11/12 Analog VLSI Implementation of a Resonate-and-Fire Neuron Model Kazuki NAKADA, Tetsuya ASAI, Hatsuo HAYASHI, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In this report, we propose analog VLSI implementation of a resonate-and-fire neuron (RFN) model. RFN model is a spiking neuron model that has second-order membrane dynamics, and thus exhibits fast damped subthreshold oscillation, resulting in the coincidence detection and frequency preference. The RFN circuit was derived from the Lotka-Volterra model to mimic the subthreshold membrane dynamics of RFN model. Through SPICE simulations, we will show that the RFN circuit can act as a coincidence detector and a band-pass filter at circuit level. Furthermore, we will also show the noise effects of the performance of the signal detection in the RFN circuit. These results show that the RFN circuit are expected to be useful for large-scale integrated circuit implementation of silicon spiking neural networks. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Spiking neuron / resonate-and-fire neuron (RFN) model / analog VLSI implementation / coincidence detection / frequency preference |
Paper # | NC2005-69 |
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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) | Analog VLSI Implementation of a Resonate-and-Fire Neuron Model |
Sub Title (in English) | |
Keyword(1) | Spiking neuron |
Keyword(2) | resonate-and-fire neuron (RFN) model |
Keyword(3) | analog VLSI implementation |
Keyword(4) | coincidence detection |
Keyword(5) | frequency preference |
1st Author's Name | Kazuki NAKADA |
1st Author's Affiliation | Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology() |
2nd Author's Name | Tetsuya ASAI |
2nd Author's Affiliation | Graduate School of Information Science and Technology |
3rd Author's Name | Hatsuo HAYASHI |
3rd Author's Affiliation | Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology |
Date | 2005/11/12 |
Paper # | NC2005-69 |
Volume (vol) | vol.105 |
Number (no) | 419 |
Page | pp.pp.- |
#Pages | 6 |
Date of Issue |