| Paper Abstract and Keywords |
| Presentation |
2025-01-12 16:40
[Invited Talk]
Exploring the Role of System and Control in the IoT/AI Era Ryosuke Adachi (Yamaguchi Univ.) MSS2024-54 SS2024-33 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
With the rapid spread of IoT, social systems such as electric power systems, transportation systems, and urban systems become increasingly complex and sophisticated. In addition, the explosive increase in information obtained from various systems has led to the need to further optimize and improve social systems based on artificial intelligence (AI). This presentation introduces two results of the author's work on the contribution of system control to the advancement of social systems in the context of IoT and AI. The first is the analysis framework for dynamic systems on complex network systems based on network centrality. The analysis based on network centrality can provide the important nodes of the dynamical network system in the context of control or stabilization of the system. The second is an analysis and design method for recurrent neural networks (RNN) that contain memory units denoted by state-space representation. Some recent work indicates that RNN with memory units based on state-space representation can learn long-term dependencies of time-series data. This presentation introduces a method for designing memory units based on frequency analysis. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Network centrality / Recurrent Neural Network / State Space Representation / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 124, no. 325, MSS2024-54, pp. 65-65, Jan. 2025. |
| Paper # |
MSS2024-54 |
| Date of Issue |
2025-01-05 (MSS, SS) |
| 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 |
MSS2024-54 SS2024-33 |
| Conference Information |
| Committee |
MSS SS |
| Conference Date |
2025-01-12 - 2025-01-13 |
| Place (in Japanese) |
(See Japanese page) |
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(See Japanese page) |
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| Paper Information |
| Registration To |
MSS |
| Conference Code |
2025-01-MSS-SS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Exploring the Role of System and Control in the IoT/AI Era |
| Sub Title (in English) |
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| Keyword(1) |
Network centrality |
| Keyword(2) |
Recurrent Neural Network |
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State Space Representation |
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| 1st Author's Name |
Ryosuke Adachi |
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Ymaguchi University (Yamaguchi Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2025-01-12 16:40:00 |
| Presentation Time |
45 minutes |
| Registration for |
MSS |
| Paper # |
MSS2024-54, SS2024-33 |
| Volume (vol) |
vol.124 |
| Number (no) |
no.325(MSS), no.326(SS) |
| Page |
p.65 |
| #Pages |
1 |
| Date of Issue |
2025-01-05 (MSS, SS) |