| Paper Abstract and Keywords |
| Presentation |
2026-01-29 10:45
Digital Circuit Design of a High-Throughput Spike Communication Module Toward Large-Scale Spiking Neural Network Hardware Yuki Majima, Satoshi Moriya, Hideaki Yamamoto, Shigeo Sato (Tohoku Univ.) NLP2025-101 MBE2025-41 NC2025-63 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
One promising approach to increasing the network scale of spiking neural network (SNN) hardware is the interconnection of multiple SNN chips. However, at high operating speeds, the communication traffic between SNN chips scales with the number of spike events, leading to a performance bottleneck. In this research, we designed a high-speed digital-circuit-based AER (Address Event Representation) module that enables the transmission and reception of spike events within a specified time window. The module consists of a transmitter and a receiver. We optimized the communication protocol to efficiently transmit spike events from 256 neurons over a 16-bit data bus. The transmitter communicates using the minimum number of clock cycles proportional to the number of spike events, while the receiver converts AER packets into spikes and transmits them to an analog SNN circuit. The proposed circuit was implemented at the RTL level using SystemVerilog. Logic simulations verified that AER packet transmission and reception are completed even under the worst-case condition in which all neurons generate spikes simultaneously. These results demonstrate the feasibility of scaling network size in analog SNN circuits through high-speed multi-chip implementation. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Spiking neural network / digital circuit / address event representation / neuromorphic hardware / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 125, no. 346, NC2025-63, pp. 74-74, Jan. 2026. |
| Paper # |
NC2025-63 |
| Date of Issue |
2026-01-21 (NLP, MBE, NC) |
| ISSN |
Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
| Download PDF |
NLP2025-101 MBE2025-41 NC2025-63 |
| Conference Information |
| Committee |
NC MBE NLP IEE-MBE |
| Conference Date |
2026-01-28 - 2026-01-30 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Kyushu Institute of Technology, Wakamatsu Campus |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
NC, NLP, ME, etc. |
| Paper Information |
| Registration To |
NC |
| Conference Code |
2026-01-NC-MBE-NLP-MBE |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Digital Circuit Design of a High-Throughput Spike Communication Module Toward Large-Scale Spiking Neural Network Hardware |
| Sub Title (in English) |
|
| Keyword(1) |
Spiking neural network |
| Keyword(2) |
digital circuit |
| Keyword(3) |
address event representation |
| Keyword(4) |
neuromorphic hardware |
| Keyword(5) |
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| 1st Author's Name |
Yuki Majima |
| 1st Author's Affiliation |
Tohoku University (Tohoku Univ.) |
| 2nd Author's Name |
Satoshi Moriya |
| 2nd Author's Affiliation |
Tohoku University (Tohoku Univ.) |
| 3rd Author's Name |
Hideaki Yamamoto |
| 3rd Author's Affiliation |
Tohoku University (Tohoku Univ.) |
| 4th Author's Name |
Shigeo Sato |
| 4th Author's Affiliation |
Tohoku University (Tohoku Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2026-01-29 10:45:00 |
| Presentation Time |
25 minutes |
| Registration for |
NC |
| Paper # |
NLP2025-101, MBE2025-41, NC2025-63 |
| Volume (vol) |
vol.125 |
| Number (no) |
no.344(NLP), no.345(MBE), no.346(NC) |
| Page |
p.74 |
| #Pages |
1 |
| Date of Issue |
2026-01-21 (NLP, MBE, NC) |