Paper Abstract and Keywords |
Presentation |
2020-08-04 13:50
Availability of nonlinear response of materials using in the construction of simple reservoir computing Shaohua Kan (Osaka Univ.), Kohei Nakajima (Univ. of Tokyo), Tetsuya Asai, Megumi Akai-Kasaya (Hokkaido Univ.) CCS2020-16 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Non-linear dynamical systems serving as the reservoir has attracted much attention in physical reservoir computing. Here we propose a circuit-based system with the simplest form of nonlinearity, which is the I-V response of many materials. We show that insufficient dynamics in our reservoir system with independent node-processors can be assisted by external control to perform like complex dynamical systems. Moreover, we compared the performance of this system with traditional echo state network (ESN) in different tasks, divulging the correlation between structures of reservoir and training mechanisms. Our results are expected to generate application prospects of material-based devices for informational processing. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Physical RC / single node / parallel structure / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 120, no. 124, CCS2020-16, pp. 23-28, Aug. 2020. |
Paper # |
CCS2020-16 |
Date of Issue |
2020-07-27 (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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CCS2020-16 |
Conference Information |
Committee |
IN CCS |
Conference Date |
2020-08-03 - 2020-08-04 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Online |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Network Science, Future Network, Cloud/SDN/Virtualization, Contents Delivery/Contents Exchange, and others |
Paper Information |
Registration To |
CCS |
Conference Code |
2020-08-IN-CCS |
Language |
English |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Availability of nonlinear response of materials using in the construction of simple reservoir computing |
Sub Title (in English) |
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Physical RC |
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single node |
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parallel structure |
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1st Author's Name |
Shaohua Kan |
1st Author's Affiliation |
Osaka University (Osaka Univ.) |
2nd Author's Name |
Kohei Nakajima |
2nd Author's Affiliation |
The University of Tokyo (Univ. of Tokyo) |
3rd Author's Name |
Tetsuya Asai |
3rd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
4th Author's Name |
Megumi Akai-Kasaya |
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Hokkaido University (Hokkaido Univ.) |
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Speaker |
Author-1 |
Date Time |
2020-08-04 13:50:00 |
Presentation Time |
25 minutes |
Registration for |
CCS |
Paper # |
CCS2020-16 |
Volume (vol) |
vol.120 |
Number (no) |
no.124 |
Page |
pp.23-28 |
#Pages |
6 |
Date of Issue |
2020-07-27 (CCS) |
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