Paper Abstract and Keywords |
Presentation |
2022-03-27 14:50
Examination of neuromorphic circuit architecture consisting of 3D wiring memory devices Naruki Hagiwara, Yoshiki Amemiya, Ali Emiliano Jose, Tetsuya Asai (Hokkaido Univ.), Megumi Akai-Kasaya (Hokkaido Univ./Osaka Univ.) CCS2021-46 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Analog neural network circuits using non-volatile analog resistance change memory devices have been developed mainly based on a structure called crossbar array. In this research, we propose a new circuit architecture that can implement locally-connected models such as convolutional neural networks (CNNs) with higher integration and lower power than crossbar arrays, and show its feasibility by evaluating its performance through simulations. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Neuromorphic hardware / Neural network / CBRAM / Feature extraction / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 121, no. 442, CCS2021-46, pp. 60-65, March 2022. |
Paper # |
CCS2021-46 |
Date of Issue |
2022-03-20 (CCS) |
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) |
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CCS2021-46 |
Conference Information |
Committee |
CCS |
Conference Date |
2022-03-27 - 2022-03-27 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
RUSUTSU RESORT HOTEL & CONVENTION |
Topics (in Japanese) |
(See Japanese page) |
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Paper Information |
Registration To |
CCS |
Conference Code |
2022-03-CCS |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Examination of neuromorphic circuit architecture consisting of 3D wiring memory devices |
Sub Title (in English) |
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Keyword(1) |
Neuromorphic hardware |
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Neural network |
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CBRAM |
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Feature extraction |
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1st Author's Name |
Naruki Hagiwara |
1st Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
2nd Author's Name |
Yoshiki Amemiya |
2nd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
3rd Author's Name |
Ali Emiliano Jose |
3rd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
4th Author's Name |
Tetsuya Asai |
4th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
5th Author's Name |
Megumi Akai-Kasaya |
5th Author's Affiliation |
Hokkaido University/Osaka University (Hokkaido Univ./Osaka Univ.) |
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Speaker |
Author-1 |
Date Time |
2022-03-27 14:50:00 |
Presentation Time |
25 minutes |
Registration for |
CCS |
Paper # |
CCS2021-46 |
Volume (vol) |
vol.121 |
Number (no) |
no.442 |
Page |
pp.60-65 |
#Pages |
6 |
Date of Issue |
2022-03-20 (CCS) |
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