Distributed Nash equilibrium computation in aggregative games: An event-triggered algorithm

被引:45
作者
Shi, Chong-Xiao [1 ]
Yang, Guang-Hong [1 ,2 ]
机构
[1] Northeastern Univ, Coll Informat Sci & Engn, Shenyang 110819, Liaoning, Peoples R China
[2] Northeastern Univ, State Key Lab Synthet Automat Proc Ind, Shenyang 110819, Liaoning, Peoples R China
基金
中国国家自然科学基金;
关键词
Aggregative games; Distributed optimization; Event-triggered communication; Nash equilibrium; SEEKING; OPTIMIZATION; COORDINATION; CONSTRAINTS; CONSENSUS; SYSTEMS;
D O I
10.1016/j.ins.2019.03.047
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 is concerned with the problem of distributed Nash equilibrium computation in aggregative games. Note that the traditional computation algorithms are designed based on time-scheduled communication strategy, which may lead to high communication consumption of the whole network. To reduce the consumption, this paper proposes a novel distributed algorithm with an event-triggered mechanism, where the communication between any two agents is only carried out when an edge-based event condition is triggered. In the convergence analysis of the proposed algorithm, an important event-related error variable is firstly defined. Then, based on a zero-sum property of this event-related error, two key relations on the agents' estimates in the proposed algorithm are provided. Further, by using these relations, it is proven that the agents' estimates can achieve a Nash equilibrium under a proper event-triggering condition. Finally, examples on the demand response of power systems are presented to verify the theoretical findings. (C) 2019 Elsevier Inc. All rights reserved.
引用
收藏
页码:289 / 302
页数:14
相关论文
共 49 条
[1]  
[Anonymous], FINITE DIMENSIONAL V
[2]  
[Anonymous], FINITE DIMENSIONAL V
[3]  
[Anonymous], COMPLEXITY
[4]   Generalized Nash Equilibria for the Service Provisioning Problem in Multi-Cloud Systems [J].
Ardagna, Danilo ;
Ciavotta, Michele ;
Passacantando, Mauro .
IEEE TRANSACTIONS ON SERVICES COMPUTING, 2017, 10 (03) :381-395
[5]   Dynamic Incentives for Congestion Control [J].
Barrera, Jorge ;
Garcia, Alfredo .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2015, 60 (02) :299-310
[6]   Distributed Event-Triggered Control for Multi-Agent Systems [J].
Dimarogonas, Dimos V. ;
Frazzoli, Emilio ;
Johansson, Karl H. .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2012, 57 (05) :1291-1297
[7]   Nash Equilibrium Seeking in Noncooperative Games [J].
Frihauf, Paul ;
Krstic, Miroslav ;
Basar, Tamer .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2012, 57 (05) :1192-1207
[8]   Event-Based Set-Membership Leader-Following Consensus of Networked Multi-Agent Systems Subject to Limited Communication Resources and Unknown-But-Bounded Noise [J].
Ge, Xiaohua ;
Han, Qing-Long ;
Yang, Fuwen .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2017, 64 (06) :5045-5054
[9]   Distributed convergence to Nash equilibria in two-network zero-sum games [J].
Gharesifard, B. ;
Cortes, J. .
AUTOMATICA, 2013, 49 (06) :1683-1692
[10]   A distributed hierarchical algorithm for multi-cluster constrained optimization [J].
Guo, Fanghong ;
Wen, Changyun ;
Mao, Jianfeng ;
Li, Guoqi ;
Song, Yong-Duan .
AUTOMATICA, 2017, 77 :230-238