Paper Abstract and Keywords |
Presentation |
2021-03-29 13:00
Construction of Nonlinear Large-Scale Network Simulator aiming for Emergence of Reservoir function Kento Igarashi, Tetsuya Asai, Megumi Akai (Hokkaido Univ.) CCS2020-21 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
A large-scale network simulator consisting of non-linear elements has been constructed for the physical implementation of reservoir computing, which has attracted much attention in recent years.
Nonlinearity has been confirmed in the response of various nanomaterials. In this study, we focus on the special nonlinear response of molecules and confirm that molecular networks have reservoir performance.
In this study, we focused on the special nonlinear response of molecules and confirmed that molecular networks have reservoir performance.
Furthermore, we found a guideline to improve the performance by various parameters such as network structure and nonlinear properties. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Artificial Intelligence / Reservoir Computing / Times series prediction / Nanomolecules / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 120, no. 438, CCS2020-21, pp. 1-6, March 2021. |
Paper # |
CCS2020-21 |
Date of Issue |
2021-03-22 (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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CCS2020-21 |
Conference Information |
Committee |
CCS |
Conference Date |
2021-03-29 - 2021-03-29 |
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(See Japanese page) |
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Online |
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Paper Information |
Registration To |
CCS |
Conference Code |
2021-03-CCS |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Construction of Nonlinear Large-Scale Network Simulator aiming for Emergence of Reservoir function |
Sub Title (in English) |
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Keyword(1) |
Artificial Intelligence |
Keyword(2) |
Reservoir Computing |
Keyword(3) |
Times series prediction |
Keyword(4) |
Nanomolecules |
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1st Author's Name |
Kento Igarashi |
1st Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
2nd Author's Name |
Tetsuya Asai |
2nd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
3rd Author's Name |
Megumi Akai |
3rd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
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Speaker |
Author-1 |
Date Time |
2021-03-29 13:00:00 |
Presentation Time |
25 minutes |
Registration for |
CCS |
Paper # |
CCS2020-21 |
Volume (vol) |
vol.120 |
Number (no) |
no.438 |
Page |
pp.1-6 |
#Pages |
6 |
Date of Issue |
2021-03-22 (CCS) |
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