| Paper Abstract and Keywords |
| Presentation |
2024-09-27 15:40
Analog CMOS circuit implementation of STDP and its application to classification tasks Yosuke Iida, Satoshi Moriya, Hideaki Yamamoto, Shigeo Sato (Tohoku Univ) NC2024-37 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
STDP, a learning rule suitable for spiking neural networks, learns from local spike timing differences between neurons. We designed an analog circuit that reproduces the STDP function with flexibly and adaptively to external inputs, and succeeded in reproducing a biologically effective STDP curve while minimizing the number of elements by utilizing the analog characteristics of transistors. We implemented this circuit in an LSI and showed that the desired STDP characteristics were obtained by measuring the circuit. We also demonstrated that this circuit can be applied to classification tasks by simulation. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Neuromorphic computing / spiking neural network / spike-timing-dependent plasticity (STDP) / analog circuit / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 124, no. 194, NC2024-37, pp. 29-32, Sept. 2024. |
| Paper # |
NC2024-37 |
| Date of Issue |
2024-09-20 (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 |
NC2024-37 |
| Conference Information |
| Committee |
NC MBE |
| Conference Date |
2024-09-27 - 2024-09-28 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Tohoku Univ. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
NC, ME |
| Paper Information |
| Registration To |
NC |
| Conference Code |
2024-09-NC-MBE |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Analog CMOS circuit implementation of STDP and its application to classification tasks |
| Sub Title (in English) |
|
| Keyword(1) |
Neuromorphic computing |
| Keyword(2) |
spiking neural network |
| Keyword(3) |
spike-timing-dependent plasticity (STDP) |
| Keyword(4) |
analog circuit |
| Keyword(5) |
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| Keyword(6) |
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| 1st Author's Name |
Yosuke Iida |
| 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 |
2024-09-27 15:40:00 |
| Presentation Time |
25 minutes |
| Registration for |
NC |
| Paper # |
NC2024-37 |
| Volume (vol) |
vol.124 |
| Number (no) |
no.194 |
| Page |
pp.29-32 |
| #Pages |
4 |
| Date of Issue |
2024-09-20 (NC) |