| Paper Abstract and Keywords |
| Presentation |
2015-03-07 09:20
A Study on a Power Efficient Neurochip with Non-Volatile Memory Jun Tomii, Masaaki Kondo, Hiroshi Nakamura (Univ. Tokyo) CPSY2014-176 DC2014-102 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Along with the evolution of machine learning techniques, neurochips, which are designed for fast neural network processing, are getting important. Specially for large scale networks, reducing power consumption of neurochips is indispensable. In neurochips, leakage energy accounts for a large portion of total energy consumption. Therefore, in this paper, we study a neurochip with non-volatile memories to reduce leakage power of the neurochip. We develop a newrochip simulator and evaluate energy efficiency of the proposed neurochip compared with that with traditional SRAMs. From the evaluation results, we found out that non-volatile memory is effective for neurochips. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Neurochip / Lower Power Consumption / Non-Volatile Memory / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 114, no. 506, CPSY2014-176, pp. 83-88, March 2015. |
| Paper # |
CPSY2014-176 |
| Date of Issue |
2015-02-27 (CPSY, DC) |
| ISSN |
Print edition: ISSN 0913-5685 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 |
CPSY2014-176 DC2014-102 |
| Conference Information |
| Committee |
CPSY IPSJ-EMB IPSJ-SLDM DC |
| Conference Date |
2015-03-06 - 2015-03-07 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
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| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
CPSY |
| Conference Code |
2015-03-CPSY-EMB-SLDM-DC |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Study on a Power Efficient Neurochip with Non-Volatile Memory |
| Sub Title (in English) |
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| Keyword(1) |
Neurochip |
| Keyword(2) |
Lower Power Consumption |
| Keyword(3) |
Non-Volatile Memory |
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| 1st Author's Name |
Jun Tomii |
| 1st Author's Affiliation |
The University of Tokyo (Univ. Tokyo) |
| 2nd Author's Name |
Masaaki Kondo |
| 2nd Author's Affiliation |
The University of Tokyo (Univ. Tokyo) |
| 3rd Author's Name |
Hiroshi Nakamura |
| 3rd Author's Affiliation |
The University of Tokyo (Univ. Tokyo) |
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| Speaker |
Author-1 |
| Date Time |
2015-03-07 09:20:00 |
| Presentation Time |
25 minutes |
| Registration for |
CPSY |
| Paper # |
CPSY2014-176, DC2014-102 |
| Volume (vol) |
vol.114 |
| Number (no) |
no.506(CPSY), no.507(DC) |
| Page |
pp.83-88 |
| #Pages |
6 |
| Date of Issue |
2015-02-27 (CPSY, DC) |