| Paper Abstract and Keywords |
| Presentation |
2025-11-13 16:25
Controller Design for Augmented Systems with Symbolic Inputs and Outputs Using Feedforward Neural Network Kotaro Hibino, Eiji Konaka (Meijo Univ.) CAS2025-44 MSS2025-26 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In recent years, data-driven control systems-where controllers are designed solely based on input-output data without
relying on explicit mathematical models of the plant-have attracted considerable attention. Previous studies have proposed
data-driven control methods for systems with low-resolution or discrete/symbolic inputs. Extending these studies, this paper
investigates control systems in which both inputs and outputs are represented symbolically. Using output symbol time series
obtained from randomly selected input symbols during the learning phase, we train a neural network-based controller to generate
desired output symbols. The effectiveness of the proposed approach is demonstrated through numerical experiments. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
symbolization / data-driven control / neural network / discrete-valued input system / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 125, no. 244, MSS2025-26, pp. 50-54, Nov. 2025. |
| Paper # |
MSS2025-26 |
| Date of Issue |
2025-11-06 (CAS, MSS) |
| 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 |
CAS2025-44 MSS2025-26 |
| Conference Information |
| Committee |
CAS MSS IPSJ-AL |
| Conference Date |
2025-11-13 - 2025-11-14 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Ogiya Build |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
MSS |
| Conference Code |
2025-11-CAS-MSS-AL |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Controller Design for Augmented Systems with Symbolic Inputs and Outputs Using Feedforward Neural Network |
| Sub Title (in English) |
|
| Keyword(1) |
symbolization |
| Keyword(2) |
data-driven control |
| Keyword(3) |
neural network |
| Keyword(4) |
discrete-valued input system |
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| 1st Author's Name |
Kotaro Hibino |
| 1st Author's Affiliation |
Meijo University (Meijo Univ.) |
| 2nd Author's Name |
Eiji Konaka |
| 2nd Author's Affiliation |
Meijo University (Meijo Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2025-11-13 16:25:00 |
| Presentation Time |
25 minutes |
| Registration for |
MSS |
| Paper # |
CAS2025-44, MSS2025-26 |
| Volume (vol) |
vol.125 |
| Number (no) |
no.243(CAS), no.244(MSS) |
| Page |
pp.50-54 |
| #Pages |
5 |
| Date of Issue |
2025-11-06 (CAS, MSS) |