| Paper Abstract and Keywords |
| Presentation |
2022-12-03 15:50
A RISC-V Soft-core Processor with Custom VLIW Extension for Spiking Neural Network Accelerator Mingyang Li, Yuki Hayashida (Mie Univ.) MBE2022-40 NC2022-62 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
We aim to develop an embedded accelerator for spiking neural networks (SNN). In order to develop prototypes of various SNN models, which are still in the process of development, a programmable logic device, Field-Programmable Gate Array (FPGA) is considered effective for high-speed operation. However, implementation of an SNN model using a conventional state machine requires a lot of effort for the operation verification and debugging, and thus would not suitable for the prototype development. Therefore, we designed a soft-core microprocessor based on the RISC-V instruction set architecture, which can be used to implement various SNN models by programing and is independent from a specific hardware platform. In particular, it incorporated a custom-designed structure that enabled execution of up to four instructions in parallel with the Very Long Instruction Word extension. In this paper, we mainly explain its design. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Spiking Neural Network / RISC-V / Very Long Instruction Word / Field-Programmable Gate Array / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 122, no. 292, NC2022-62, pp. 86-91, Dec. 2022. |
| Paper # |
NC2022-62 |
| Date of Issue |
2022-11-26 (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 |
MBE2022-40 NC2022-62 |
| Conference Information |
| Committee |
MBE NC |
| Conference Date |
2022-12-03 - 2022-12-03 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Osaka Electro-Communication University |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
NC, ME, etc. |
| Paper Information |
| Registration To |
NC |
| Conference Code |
2022-12-MBE-NC |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A RISC-V Soft-core Processor with Custom VLIW Extension for Spiking Neural Network Accelerator |
| Sub Title (in English) |
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| Keyword(1) |
Spiking Neural Network |
| Keyword(2) |
RISC-V |
| Keyword(3) |
Very Long Instruction Word |
| Keyword(4) |
Field-Programmable Gate Array |
| Keyword(5) |
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| Keyword(6) |
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| Keyword(8) |
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| 1st Author's Name |
Mingyang Li |
| 1st Author's Affiliation |
Mie University (Mie Univ.) |
| 2nd Author's Name |
Yuki Hayashida |
| 2nd Author's Affiliation |
Mie University (Mie Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2022-12-03 15:50:00 |
| Presentation Time |
25 minutes |
| Registration for |
NC |
| Paper # |
MBE2022-40, NC2022-62 |
| Volume (vol) |
vol.122 |
| Number (no) |
no.291(MBE), no.292(NC) |
| Page |
pp.86-91 |
| #Pages |
6 |
| Date of Issue |
2022-11-26 (MBE, NC) |