| Paper Abstract and Keywords |
| Presentation |
2016-03-22 11:00
An STDP control circuit and its evaluation using a Cu-MoOx-Al resistance change memory fabricated on a Si MOSFET Kazumasa Tomizaki, Takashi Morie, Hideyuki Ando (Kyushu Inst. Tech.), Atsushi Fukuchi, Masashi Arita, Yasuo Takahashi (Hokkaido Univ.) NC2015-70 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
With the progress of practical implementation of deep learning in neural networks, high-speed and low-power neural hardware (very-large-scale integrated circuits) that performs learning operation is being developed. The circuit architecture of such hardware is classified into digital and analog. Several digital neural integrated circuits have already been developed, and analog neural integrated circuits, which are expected to achieve higher performance, are also being developed. The most crucial issue for analog neural circuits is development of analog memory devices. Recently, as promising such devices, resistance change memory devices are actively studied, and some analog neural circuits with learning mechanisms using such devices have been reported. Spike-timing dependent plasticity (STDP) is often tried to implement as a learning rule. In this paper, we report evaluation results of analog memory characteristics of resistance change memory devices including Molybdenum oxide, design of memory control circuits implementing STDP, and experimental results of memory operation with asymmetric STDP characteristics. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
resistance change memory / neural network hardware / STDP control circuit / SET/RESET operation / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 115, no. 514, NC2015-70, pp. 7-12, March 2016. |
| Paper # |
NC2015-70 |
| Date of Issue |
2016-03-15 (NC) |
| 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 |
NC2015-70 |
| Conference Information |
| Committee |
MBE NC |
| Conference Date |
2016-03-22 - 2016-03-23 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Tamagawa University |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
NC |
| Conference Code |
2016-03-MBE-NC |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
An STDP control circuit and its evaluation using a Cu-MoOx-Al resistance change memory fabricated on a Si MOSFET |
| Sub Title (in English) |
|
| Keyword(1) |
resistance change memory |
| Keyword(2) |
neural network hardware |
| Keyword(3) |
STDP control circuit |
| Keyword(4) |
SET/RESET operation |
| Keyword(5) |
|
| Keyword(6) |
|
| Keyword(7) |
|
| Keyword(8) |
|
| 1st Author's Name |
Kazumasa Tomizaki |
| 1st Author's Affiliation |
Kyushu Institute of Technology (Kyushu Inst. Tech.) |
| 2nd Author's Name |
Takashi Morie |
| 2nd Author's Affiliation |
Kyushu Institute of Technology (Kyushu Inst. Tech.) |
| 3rd Author's Name |
Hideyuki Ando |
| 3rd Author's Affiliation |
Kyushu Institute of Technology (Kyushu Inst. Tech.) |
| 4th Author's Name |
Atsushi Fukuchi |
| 4th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 5th Author's Name |
Masashi Arita |
| 5th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 6th Author's Name |
Yasuo Takahashi |
| 6th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 7th Author's Name |
|
| 7th Author's Affiliation |
() |
| 8th Author's Name |
|
| 8th Author's Affiliation |
() |
| 9th Author's Name |
|
| 9th Author's Affiliation |
() |
| 10th Author's Name |
|
| 10th Author's Affiliation |
() |
| 11th Author's Name |
|
| 11th Author's Affiliation |
() |
| 12th Author's Name |
|
| 12th Author's Affiliation |
() |
| 13th Author's Name |
|
| 13th Author's Affiliation |
() |
| 14th Author's Name |
|
| 14th Author's Affiliation |
() |
| 15th Author's Name |
|
| 15th Author's Affiliation |
() |
| 16th Author's Name |
|
| 16th Author's Affiliation |
() |
| 17th Author's Name |
|
| 17th Author's Affiliation |
() |
| 18th Author's Name |
|
| 18th Author's Affiliation |
() |
| 19th Author's Name |
|
| 19th Author's Affiliation |
() |
| 20th Author's Name |
|
| 20th Author's Affiliation |
() |
| 21st Author's Name |
|
| 21st Author's Affiliation |
() |
| 22nd Author's Name |
|
| 22nd Author's Affiliation |
() |
| 23rd Author's Name |
|
| 23rd Author's Affiliation |
() |
| 24th Author's Name |
|
| 24th Author's Affiliation |
() |
| 25th Author's Name |
|
| 25th Author's Affiliation |
() |
| 26th Author's Name |
/ / |
| 26th Author's Affiliation |
()
() |
| 27th Author's Name |
/ / |
| 27th Author's Affiliation |
()
() |
| 28th Author's Name |
/ / |
| 28th Author's Affiliation |
()
() |
| 29th Author's Name |
/ / |
| 29th Author's Affiliation |
()
() |
| 30th Author's Name |
/ / |
| 30th Author's Affiliation |
()
() |
| 31st Author's Name |
/ / |
| 31st Author's Affiliation |
()
() |
| 32nd Author's Name |
/ / |
| 32nd Author's Affiliation |
()
() |
| 33rd Author's Name |
/ / |
| 33rd Author's Affiliation |
()
() |
| 34th Author's Name |
/ / |
| 34th Author's Affiliation |
()
() |
| 35th Author's Name |
/ / |
| 35th Author's Affiliation |
()
() |
| 36th Author's Name |
/ / |
| 36th Author's Affiliation |
()
() |
| Speaker |
Author-1 |
| Date Time |
2016-03-22 11:00:00 |
| Presentation Time |
25 minutes |
| Registration for |
NC |
| Paper # |
NC2015-70 |
| Volume (vol) |
vol.115 |
| Number (no) |
no.514 |
| Page |
pp.7-12 |
| #Pages |
6 |
| Date of Issue |
2016-03-15 (NC) |