| Paper Abstract and Keywords |
| Presentation |
2022-01-20 16:15
[Invited Talk]
When Deep Unfolding Meets Control Engineering Masaki Ogura (Osaka Univ.) IT2021-45 SIP2021-53 RCS2021-213 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Deep unfolding is a technique for tuning parameters for accelerating the convergence of iterative algorithms, and has been actively studied in various fields including wireless communications. In this talk, we provide an overview of the speaker's work on the use of the deep unfolding technique in the field of control engineering. We specifically talk about some recent results on feedback control system design and model predictive control. Furthermore, we will review how the speaker came to know about deep unfolding technique from the perspective of interdisciplinary research, and also try to discuss the affinity between deep unfolding and control theory research. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Deep unfolding / Feedback control / Model predictive control / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 121, no. 328, SIP2021-53, pp. 95-95, Jan. 2022. |
| Paper # |
SIP2021-53 |
| Date of Issue |
2022-01-13 (IT, SIP, RCS) |
| 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 |
IT2021-45 SIP2021-53 RCS2021-213 |
| Conference Information |
| Committee |
RCS SIP IT |
| Conference Date |
2022-01-20 - 2022-01-21 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Online |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
SIP |
| Conference Code |
2022-01-RCS-SIP-IT |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
When Deep Unfolding Meets Control Engineering |
| Sub Title (in English) |
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| Keyword(1) |
Deep unfolding |
| Keyword(2) |
Feedback control |
| Keyword(3) |
Model predictive control |
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| 1st Author's Name |
Masaki Ogura |
| 1st Author's Affiliation |
Osaka University (Osaka Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2022-01-20 16:15:00 |
| Presentation Time |
50 minutes |
| Registration for |
SIP |
| Paper # |
IT2021-45, SIP2021-53, RCS2021-213 |
| Volume (vol) |
vol.121 |
| Number (no) |
no.327(IT), no.328(SIP), no.329(RCS) |
| Page |
p.95 |
| #Pages |
1 |
| Date of Issue |
2022-01-13 (IT, SIP, RCS) |