| 引用本文: | 王龙,卢开红,关永强.分布式优化的多智能体方法[J].控制理论与应用,2019,36(11):1820~1833.[点击复制] |
| WANG Long,LU Kai-hong,GUAN Yong-qiang.Distributed optimization via multi-agent systems[J].Control Theory and Technology,2019,36(11):1820~1833.[点击复制] |
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| 分布式优化的多智能体方法 |
| Distributed optimization via multi-agent systems |
| 摘要点击 3929 全文点击 1269 投稿时间：2019-06-30 修订日期：2019-10-25 |
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| DOI编号 10.7641/CTA.2019.90502 |
| 2019,36(11):1820-1833 |
| 中文关键词 多智能体系统 分布式优化 协调控制 |
| 英文关键词 Multi-agent systems distributed optimization coordination control |
| 基金项目 国家自然科学基金项目(61751301, 61533001, 61603288). |
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| 中文摘要 |
| 分布式优化作为分布式协调控制领域中的一个基本而重要的研究课题, 近年来, 不同领域的众多学者对其
产生了广泛的研究兴趣. 本文总结归纳了分布式优化的研究现状和近期的研究成果, 重点对离线分布式优化和在
线分布式优化进行了阐述, 并从算法设计和收敛性分析这两个角度进行了剖析. 特别地, 针对一类混合均衡问题, 本
文介绍了一类分布式求解算法. 最后, 阐述了当前尚未解决的问题和未来的研究方向. |
| 英文摘要 |
| As a basic and significant topic in the field of distributed coordination control, distributed optimization via
multi-agent systems has attracted great interest in recent years. An overview on the state-of-the-art of the distributed
optimization is presented in this paper, where results on offline/online distributed optimization are introduced, respectively.
In the study of distributed optimization, algorithm design and convergence analysis are two key issues, which are discussed
in detail. Furthermore, we introduce a related work: distributed strategies for solving mixed equilibrium problems. Finally,
open problems and future research directions are presented. |
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