分布式合作优化及其应用

被引:94
作者
衣鹏
洪奕光
机构
[1] 中国科学院数学与系统科学研究院系统控制重点实验室
基金
北京市自然科学基金;
关键词
分布式优化; 多智能体系统; 网络系统优化; 信息-物理系统; 合作控制;
D O I
暂无
中图分类号
O224 [最优化的数学理论];
学科分类号
070105 [运筹学与控制论];
摘要
本文对近年来国内外系统控制领域中的热点研究问题之一—分布式优化算法及其应用进行了简明的介绍,分别从优化问题提法、信息分享模型、优化算法设计和优化应用研究四个角度对分布式优化的理论研究结果进行了梳理.通过这种系统化整理和多角度介绍,本文在以上四个维度上基本呈现了国内外分布式优化理论研究的现状,并给出了对该领域发展的一些浅见.特别地,为了强调国内学者的贡献,本文虽无法全面但仍着重地介绍了国内有关学者在该领域的研究成果.
引用
收藏
页码:1547 / 1564
页数:18
相关论文
共 11 条
[1]
Distributed multi-agent optimization subject to nonidentical constraints and communication delays.[J].Peng Lin;Wei Ren;Yongduan Song.Automatica.2016,
[2]
Distributed gradient algorithm for constrained optimization with application to load sharing in power systems.[J].Peng Yi;Yiguang Hong;Feng Liu.Systems & Control Letters.2015,
[3]
Gradient-free method for distributed multi-agent optimization via push-sum algorithms [J].
Yuan, Deming ;
Xu, Shengyuan ;
Lu, Junwei .
INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 2015, 25 (10) :1569-1580
[4]
Distributed convex optimization via continuous-time coordination algorithms with discrete-time communication.[J].Solmaz S. Kia;Jorge Cortés;Sonia Martínez.Automatica.2015,
[5]
Continuous-time proportional-integral distributed optimisation for networked systems [J].
Droge, Greg ;
Kawashima, Hiroaki ;
Egerstedt, Magnus B. .
Journal of Control and Decision, 2014, 1 (03) :191-213
[6]
Dynamic optimization for multi-agent systems with external disturbances [J].
Wang X. ;
Yi P. ;
Hong Y. .
Control Theory and Technology, 2014, 12 (02) :132-138
[7]
Potential game design for a class of distributed optimisation problems [J].
Yi, Peng ;
Zhang, Yanqiong ;
Hong, Yiguang .
Journal of Control and Decision, 2014, 1 (02) :166-179
[8]
Convergence of random sleep algorithms for optimal consensus [J].
Lou, Youcheng ;
Shi, Guodong ;
Johansson, Karl Henrik ;
Hong, Yiguang .
SYSTEMS & CONTROL LETTERS, 2013, 62 (12) :1196-1202
[9]
Distributed dual averaging method for multi-agent optimization with quantized communication [J].
Yuan, Deming ;
Xu, Shengyuan ;
Zhao, Huanyu ;
Rong, Lina .
SYSTEMS & CONTROL LETTERS, 2012, 61 (11) :1053-1061
[10]
Distributed Stochastic Subgradient Projection Algorithms for Convex Optimization [J].
Ram, S. Sundhar ;
Nedic, A. ;
Veeravalli, V. V. .
JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 2010, 147 (03) :516-545