| Paper Abstract and Keywords |
| Presentation |
2025-12-11 13:40
Daiki Matsui (Chukyo Univ.), Yoshitaka Itoh (Hokkaido Univ. Sci.), Kaito Kato, Takuji Kousaka (Chukyo Univ.) NLP2025-61 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This study proposes a bifurcation analysis method, which can be applied directly to data-driven models. These models include Support-vector machine (SVM) and Regularized extreme learning machine (RELM), and can train on time-series data from switched discrete dynamical systems. First, we define the n-dimensional switched discrete dynamical systems. Next, we propose an attractor estimation method and a bifurcation analysis method based on the data-driven models. Finally, to confirm the effectiveness of the proposed method, we apply it to a 2-dimensional switched discrete dynamical system. Our results show that the proposed method predicts the system's bifurcation points with sufficient accuracy, demonstrating its effectiveness. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Bifurcation analysis / Support-vector machine / Regularized extreme learning machine / Switched dynamical systems / Time-series data / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 125, no. 283, NLP2025-61, pp. 44-47, Dec. 2025. |
| Paper # |
NLP2025-61 |
| Date of Issue |
2025-12-04 (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 |
NLP2025-61 |
| Conference Information |
| Committee |
NLP |
| Conference Date |
2025-12-11 - 2025-12-12 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Kochi Castle Museum of History |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Nonlinear problem, etc |
| Paper Information |
| Registration To |
NLP |
| Conference Code |
2025-12-NLP |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
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| Sub Title (in English) |
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| Keyword(1) |
Bifurcation analysis |
| Keyword(2) |
Support-vector machine |
| Keyword(3) |
Regularized extreme learning machine |
| Keyword(4) |
Switched dynamical systems |
| Keyword(5) |
Time-series data |
| Keyword(6) |
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| Keyword(7) |
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| 1st Author's Name |
Daiki Matsui |
| 1st Author's Affiliation |
Chukyo University (Chukyo Univ.) |
| 2nd Author's Name |
Yoshitaka Itoh |
| 2nd Author's Affiliation |
Hokkaido University of Science (Hokkaido Univ. Sci.) |
| 3rd Author's Name |
Kaito Kato |
| 3rd Author's Affiliation |
Chukyo University (Chukyo Univ.) |
| 4th Author's Name |
Takuji Kousaka |
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Chukyo University (Chukyo Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2025-12-11 13:40:00 |
| Presentation Time |
20 minutes |
| Registration for |
NLP |
| Paper # |
NLP2025-61 |
| Volume (vol) |
vol.125 |
| Number (no) |
no.283 |
| Page |
pp.44-47 |
| #Pages |
4 |
| Date of Issue |
2025-12-04 (NLP) |