Distributed optimization for discrete time-varying linear multi-agent systems with event-triggered communication

被引:2
作者
Gu, Mingxia [1 ]
Yu, Zhiyong [1 ]
Jiang, Haijun [1 ,2 ]
机构
[1] Xinjiang Univ, Coll Math & Syst Sci, Urumqi 830017, Peoples R China
[2] Yili Normal Univ, Sch Math & Stat, Yining, Peoples R China
基金
中国国家自然科学基金;
关键词
distributed optimization; discrete-time; event-triggered control; multi-agent systems; time-varying matrix; CONSENSUS; SCHEME;
D O I
10.1002/oca.3128
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper studies the distributed optimization problem (DOP) of discrete time-varying linear multi-agent systems (MASs), in which the global objective function is formed by a sum of local convex objective functions. Firstly, a DOP with discrete time-varying MASs is considered, in which the time-varying linear matrix satisfies a certain equality constraint. To solve this problem, a novel discrete-time distributed optimization algorithm (DOA) with event-triggered communication mechanism (ETCM) is proposed. Secondly, by constructing the error dynamical system and using a series of inequality techniques, some sufficient conditions for achieving consensus and obtaining the optimal solution are established. It is found that the considered MAS has generality and the proposed DOA has the advantage of reducing communication burden. Finally, a numerical simulation is presented to verify the validity of theoretical results. This paper studies the distributed optimization problem (DOP) of discrete time-varying linear multi-agent systems (MASs), in which the global objective function is formed by a sum of local convex objective functions. A novel discrete-time distributed optimization algorithm (DOA) with event-triggered communication mechanism (ETCM) is proposed, and some sufficient conditions for achieving consensus and obtaining the optimal solution are established. It is found that the considered MAS has generality and the proposed DOA has the advantage of reducing communication burden. image
引用
收藏
页码:1909 / 1924
页数:16
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