Distributed optimization via dynamic event-triggered scheme with metric subregularity condition
Xin Yu , Xi Chen , Yuan Fan , Songsong Cheng
Autonomous Intelligent Systems ›› 2024, Vol. 4 ›› Issue (1) : 4
Distributed optimization via dynamic event-triggered scheme with metric subregularity condition
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.
National Natural Science Foundation of China,(62103003)
Natural Science Foundation of Anhui Province,(2008085J32)
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