Distributed optimization via dynamic event-triggered scheme with metric subregularity condition

Autor: Xin Yu, Xi Chen, Yuan Fan, Songsong Cheng
Jazyk: angličtina
Rok vydání: 2024
Předmět:
Zdroj: Autonomous Intelligent Systems, Vol 4, Iss 1, Pp 1-10 (2024)
Druh dokumentu: article
ISSN: 2730-616X
DOI: 10.1007/s43684-024-00063-z
Popis: Abstract In this paper, we present a continuous-time algorithm with a dynamic event-triggered communication (DETC) mechanism for solving a class of distributed convex optimization problems that satisfy a metric subregularity condition. The proposed algorithm addresses the challenge of limited bandwidth in multi-agent systems by utilizing a continuous-time optimization approach with DETC. Furthermore, we prove that the distributed event-triggered algorithm converges exponentially to the optimal set, even without strong convexity conditions. Finally, we provide a comparison example to demonstrate the efficiency of our algorithm in communication resource-saving.
Databáze: Directory of Open Access Journals