A Continuous-Time Algorithm for Distributed Optimization With Nonuniform Time-Delay Under Switching and Unbalanced Digraphs

被引:0
作者
Zhu, Wenbo [1 ,2 ]
Wu, Wenqiang [1 ,2 ]
Wang, Qingling [1 ,2 ]
机构
[1] Southeast Univ, Sch Automat, Nanjing 210096, Peoples R China
[2] Southeast Univ, Minist Educ, Key Lab Measurement & Control Complex Syst Engn, Nanjing 210096, Peoples R China
来源
IEEE TRANSACTIONS ON SIGNAL AND INFORMATION PROCESSING OVER NETWORKS | 2024年 / 10卷
基金
中国国家自然科学基金;
关键词
Optimization; Switches; Smart grids; Delays; Vectors; Costs; Communication channels; Laplace equations; Information processing; Optimization methods; Distributed optimization; multi-agent systems; nonuniform time-delay; switching digraphs; ECONOMIC-DISPATCH; COMMUNICATION DELAYS; CONVEX-OPTIMIZATION; MULTIAGENT SYSTEMS; CONSENSUS; STABILITY; AGENTS; TCP;
D O I
10.1109/TSIPN.2024.3485549
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 paper studies the distributed optimization of continuous-time multi-agent systems with time-delay under switching digraphs. An auxiliary system which only requires the information of the number of adjacent agents is first constructed, then a class of new distributed optimization algorithms are proposed. As an application, we extend above algorithms to address distributed economic dispatch issues for smart grids. It is theoretically shown that the new illustrated distributed control strategies can asymptotically realize optimal consensus for multi-agent systems and optimal economic dispatch for smart grids, where the communication time-delay can be nonuniform, and the switching digraphs are uniformly jointly strongly connected. Finally, two simulation examples are provided to validate theoretical results.
引用
收藏
页码:765 / 775
页数:11
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