| Paper Abstract and Keywords |
| Presentation |
2014-06-30 16:25
Study on the hardware of the Bidirectional Associative Memories by using the Inverse Function Delayless model Chunyu Bao, Takeshi Onomi, Yoshihiro Hayakawa, Shigeo Sato, Koji Nakajima (Tohoku Univ.) NLP2014-26 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In conventional macro models such as the Hopfield model, the problems that are caused by the solution of the network not to escape from a local minimum such as spurious memory has been known. As Inverse Function Delayless model, we proved that the problem can be avoided by realizing the destabilization due to acceleration region. Moreover, by allowing a discrete operation, the convergence speed of the network is sufficiently fast. In this study, We introduce the effect of IDL to the associative memory system of hetero associative type and analyse the performance of the neural network. It is proved that the the effects of the IDL can be fulfilled. In this system the Basin size is expanded and the speed of convergence time to the memory state is improved. Then, in order to utilize, we try to implement the BAM System with the IDL effect by FPGA. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Neural network / IDL model / BAM system / FPGA / Associative memory / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 114, no. 113, NLP2014-26, pp. 31-36, June 2014. |
| Paper # |
NLP2014-26 |
| Date of Issue |
2014-06-23 (NLP) |
| 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 |
NLP2014-26 |
| Conference Information |
| Committee |
NLP |
| Conference Date |
2014-06-30 - 2014-07-01 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Tohoku Univ. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Nonlinear Problems, etc. |
| Paper Information |
| Registration To |
NLP |
| Conference Code |
2014-06-NLP |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Study on the hardware of the Bidirectional Associative Memories by using the Inverse Function Delayless model |
| Sub Title (in English) |
|
| Keyword(1) |
Neural network |
| Keyword(2) |
IDL model |
| Keyword(3) |
BAM system |
| Keyword(4) |
FPGA |
| Keyword(5) |
Associative memory |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Chunyu Bao |
| 1st Author's Affiliation |
Tohoku University (Tohoku Univ.) |
| 2nd Author's Name |
Takeshi Onomi |
| 2nd Author's Affiliation |
Tohoku University (Tohoku Univ.) |
| 3rd Author's Name |
Yoshihiro Hayakawa |
| 3rd Author's Affiliation |
Tohoku University (Tohoku Univ.) |
| 4th Author's Name |
Shigeo Sato |
| 4th Author's Affiliation |
Tohoku University (Tohoku Univ.) |
| 5th Author's Name |
Koji Nakajima |
| 5th Author's Affiliation |
Tohoku University (Tohoku Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2014-06-30 16:25:00 |
| Presentation Time |
25 minutes |
| Registration for |
NLP |
| Paper # |
NLP2014-26 |
| Volume (vol) |
vol.114 |
| Number (no) |
no.113 |
| Page |
pp.31-36 |
| #Pages |
6 |
| Date of Issue |
2014-06-23 (NLP) |