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Paper Abstract and Keywords
Presentation 2020-01-24 16:30
Electronic implementation of a physical reservoir composed of discrete semiconductor devices
Shunya Suzuki, Koyo Minamikawa, Megumi Akai-Kasaya, Tetuya Asai (Hokkaido Univ.) NLP2019-99
Abstract (in Japanese) (See Japanese page) 
(in English) Reservoir computing is a recurrent neural network that has loop structures. The main difference from typical recurrent neural networks is that only the output weight is determined by learning. The structure of the middle layer (called the reservoir) is initially given randomly and is not changed. Therefore, it is considered that the reservoir has a high affinity for physical dynamics, and its implementation using various physical systems, such as optics, spin, elastic body, and memristor is studied. In this study, we propose a high-accuracy reservoir with a simple structure using electronic circuits as a new physical reservoir.
Keyword (in Japanese) (See Japanese page) 
(in English) Reservoir Computing / Electronic circuit / Discrete time / Time series prediction / / / /  
Reference Info. IEICE Tech. Rep., vol. 119, no. 381, NLP2019-99, pp. 73-78, Jan. 2020.
Paper # NLP2019-99 
Date of Issue 2020-01-16 (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 NLP2019-99

Conference Information
Committee NLP NC  
Conference Date 2020-01-23 - 2020-01-25 
Place (in Japanese) (See Japanese page) 
Place (in English) Miyakojima Marine Terminal 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To NLP 
Conference Code 2020-01-NLP-NC 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Electronic implementation of a physical reservoir composed of discrete semiconductor devices 
Sub Title (in English)  
Keyword(1) Reservoir Computing  
Keyword(2) Electronic circuit  
Keyword(3) Discrete time  
Keyword(4) Time series prediction  
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1st Author's Name Shunya Suzuki  
1st Author's Affiliation Hokkaido University (Hokkaido Univ.)
2nd Author's Name Koyo Minamikawa  
2nd Author's Affiliation Hokkaido University (Hokkaido Univ.)
3rd Author's Name Megumi Akai-Kasaya  
3rd Author's Affiliation Hokkaido University (Hokkaido Univ.)
4th Author's Name Tetuya Asai  
4th Author's Affiliation Hokkaido University (Hokkaido Univ.)
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Speaker Author-1 
Date Time 2020-01-24 16:30:00 
Presentation Time 20 minutes 
Registration for NLP 
Paper # NLP2019-99 
Volume (vol) vol.119 
Number (no) no.381 
Page pp.73-78 
#Pages 6 
Date of Issue 2020-01-16 (NLP) 

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