| Paper Abstract and Keywords |
| Presentation |
2023-03-17 13:10
Periodic Memory and Learning Chaotic Dynamical Systems in Hysteresis Reservoir Computing Tsukasa Saito, Kenya Jin'no (Tokyo City Univ.) MSS2022-100 NLP2022-145 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Hysteresis Reservoir Computing, which applies a simple hysteresis network to the reservoir layer of reservoir computing, generates complex dynamics. In this paper, we confirm experimentally that hysteresis reservoir computing has periodic memory for its input by utilizing complex periodic solutions generated in the reservoir layer. We also show that it can learn complex signals such as chaotic dynamical systems by treating the chaotic mapping of the Lorenz model. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
reservoir computing / time series / oscillator / dynamical system / complex / learning / / |
| Reference Info. |
IEICE Tech. Rep., vol. 122, no. 436, NLP2022-145, pp. 178-181, March 2023. |
| Paper # |
NLP2022-145 |
| Date of Issue |
2023-03-08 (MSS, NLP) |
| 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) |
| Download PDF |
MSS2022-100 NLP2022-145 |
| Conference Information |
| Committee |
NLP MSS |
| Conference Date |
2023-03-15 - 2023-03-17 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
|
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
NLP |
| Conference Code |
2023-03-NLP-MSS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Periodic Memory and Learning Chaotic Dynamical Systems in Hysteresis Reservoir Computing |
| Sub Title (in English) |
|
| Keyword(1) |
reservoir computing |
| Keyword(2) |
time series |
| Keyword(3) |
oscillator |
| Keyword(4) |
dynamical system |
| Keyword(5) |
complex |
| Keyword(6) |
learning |
| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Tsukasa Saito |
| 1st Author's Affiliation |
Tokyo City University (Tokyo City Univ.) |
| 2nd Author's Name |
Kenya Jin'no |
| 2nd Author's Affiliation |
Tokyo City University (Tokyo City Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2023-03-17 13:10:00 |
| Presentation Time |
20 minutes |
| Registration for |
NLP |
| Paper # |
MSS2022-100, NLP2022-145 |
| Volume (vol) |
vol.122 |
| Number (no) |
no.435(MSS), no.436(NLP) |
| Page |
pp.178-181 |
| #Pages |
4 |
| Date of Issue |
2023-03-08 (MSS, NLP) |