Distributed Optimization of Nonlinear Multiagent Systems via Event-Triggered Communication

被引:14
|
作者
Liu, Dan [1 ]
Shen, Mouquan [1 ]
Jing, Yanhui [2 ]
Wang, Qing-Guo [3 ,4 ]
机构
[1] Nanjing Tech Univ, Coll Elect Engn & Control Sci, Nanjing 211816, Peoples R China
[2] Xinyang Normal Univ, Sch Math & Stat, Xinyang 464000, Peoples R China
[3] Beijing Normal Univ, Inst Artificial Intelligence & Future Networks, Zhuhai 519087, Peoples R China
[4] Beijing Normal Univ & Hong Kong Baptist Univ Unite, Guangdong Prov Key Lab Interdisciplinary Res & App, Zhuhai 519087, Peoples R China
基金
中国国家自然科学基金;
关键词
Laplace equations; Eigenvalues and eigenfunctions; Cost function; Backstepping; Communication networks; Behavioral sciences; Multi-agent systems; Event-triggered control; distributed optimization; multiagent systems; CONTINUOUS-TIME;
D O I
10.1109/TCSII.2022.3225800
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This brief is concerned with a distributed optimization problem over an undirected multi-agent network, where each agent is assigned a private cost function which is strongly convex with a Lipschitz gradient. First, an event-triggered communication strategy is adopted to reduce network communication, and an event-based auxiliary system is constructed to estimate the optimal solution. The estimation is used to generate a reference signal and its high-order derivatives, which is an approximation of the optimal solution. Then, a backstepping control algorithm is developed to drive all agents' output to the reference signal. In terms with the Lyapunov stability theory and the algebraic graph theory, it can be proved that the distributed optimization problem is solved by the developed control algorithm. Different from the existing algorithms, eigenvalues of the Laplacian matrix are not used in our proposed control design. Finally, a simulation example is presented to validate the theoretical result.
引用
收藏
页码:2092 / 2096
页数:5
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