| Paper Abstract and Keywords |
| Presentation |
2022-01-11 16:40
Study on Stability of Distributed Scheduling Using Alternating Direction Method of Multipliers Naoki Niiya, Toshiyuki Miyamoto (Osaka Univ.), Daichi Inoue, Toyohiro Umeda (KOBELCO), Shigemasa Takai (Osaka Univ.) MSS2021-42 SS2021-29 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In recent years, the development of optimization methods in multi-agent systems has been remarkable. We have proposed a distributed scheduling method using the alternating direction method of multipliers (ADMM). However, there are many cases where the scheduling process oscillates and does not converge; there are still issues of convergence. In this study, we analyze the stability of the ADMM algorithm using the first-order necessary condition for optimality and derive a condition that the dual variables should satisfy. In addition, we propose a modified ADMM algorithm so that the ADMM algorithm reaches a stable dual variable distribution. The results of computer experiments show the effectiveness of the proposed method. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
multi agent system / ADMM / distributed scheduling / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 121, no. 317, MSS2021-42, pp. 64-69, Jan. 2022. |
| Paper # |
MSS2021-42 |
| Date of Issue |
2022-01-04 (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) |
| Notes on Review |
This article is a technical report without peer review, and its polished version will be published elsewhere. |
| Download PDF |
MSS2021-42 SS2021-29 |
| Conference Information |
| Committee |
SS MSS |
| Conference Date |
2022-01-11 - 2022-01-12 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Nagasakiken-Kensetsu-Sogo-Kaikan Bldg. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Mathematical Systems Science and its Applications, Software Science, etc. |
| Paper Information |
| Registration To |
MSS |
| Conference Code |
2022-01-SS-MSS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Study on Stability of Distributed Scheduling Using Alternating Direction Method of Multipliers |
| Sub Title (in English) |
|
| Keyword(1) |
multi agent system |
| Keyword(2) |
ADMM |
| Keyword(3) |
distributed scheduling |
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| 1st Author's Name |
Naoki Niiya |
| 1st Author's Affiliation |
Graduate School of Engineering, Osaka University (Osaka Univ.) |
| 2nd Author's Name |
Toshiyuki Miyamoto |
| 2nd Author's Affiliation |
Graduate School of Engineering, Osaka University (Osaka Univ.) |
| 3rd Author's Name |
Daichi Inoue |
| 3rd Author's Affiliation |
Kobe Steel, Ltd. (KOBELCO) |
| 4th Author's Name |
Toyohiro Umeda |
| 4th Author's Affiliation |
Kobe Steel, Ltd. (KOBELCO) |
| 5th Author's Name |
Shigemasa Takai |
| 5th Author's Affiliation |
Graduate School of Engineering, Osaka University (Osaka Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2022-01-11 16:40:00 |
| Presentation Time |
25 minutes |
| Registration for |
MSS |
| Paper # |
MSS2021-42, SS2021-29 |
| Volume (vol) |
vol.121 |
| Number (no) |
no.317(MSS), no.318(SS) |
| Page |
pp.64-69 |
| #Pages |
6 |
| Date of Issue |
2022-01-04 (MSS, SS) |