Stability Analysis of Distributed Scheduling using ADMM and Proposal of a Modified Algorithm

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, in many cases, the scheduling process oscillates and does not converge. In this...

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Veröffentlicht in:Shisutemu Seigyo Jouhou Gakkai rombunshi Control and Information Engineers, 2023/12/15, Vol.36(12), pp.418-428
Hauptverfasser: Niiya, Naoki, Miyamoto, Toshiyuki, Inoue, Daichi, Umeda, Toyohiro, Takai, Shigemasa
Format: Artikel
Sprache:eng ; jpn
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Zusammenfassung: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, in many cases, the scheduling process oscillates and does not converge. In this study, we present a theorem regarding the stability of distributed scheduling using ADMM. Additionally, we propose a modified ADMM algorithm to ensure that the algorithm reaches a stable state. The results of computer experiments demonstrate the effectiveness of the proposed method.
ISSN:1342-5668
2185-811X
DOI:10.5687/iscie.36.418