详细信息
Cooperative and Competitive Multi-Agent Systems:From Optimization to Games
文献类型:期刊文献
中文题名:Cooperative and Competitive Multi-Agent Systems:From Optimization to Games
作者:Jianrui Wang[1];Yitian Hong[1];Jiali Wang[1];Jiapeng Xu[2];Yang Tang[1,3];Qing-Long Han[3,4];Jürgen Kurths[5,6]
机构:[1]Key Laboratory of Smart Manufacturing in Energy Chemical Process,Ministry of Education,East China University of Science and Technology,Shanghai 200237,China;[2]Department of Electrical and Computer Engineering,University of Windsor,Windsor,ON N9B 3P4,Canada;[3]IEEE;[4]School of Science,Computing and Engineering Technologies,Swinburne University of Technology,Melbourne,VIC 3122,Australia;[5]Potsdam Institute for Climate Impact Research,14473 Potsdam;[6]Institute of Physics,Humboldt University of Berlin,12489 Berlin,Germany
年份:2022
卷号:9
期号:5
起止页码:763
中文期刊名:IEEE/CAA Journal of Automatica Sinica
外文期刊名:自动化学报(英文版)
收录:CSTPCD;;Scopus;CSCD:【CSCD2021_2022】;
基金:supported in part by the National Natural Science Foundation of China(Basic Science Center Program:61988101);the Sino-German Center for Research Promotion(M-0066);the International(Regional)Cooperation and Exchange Project(61720106008);the Programme of Introducing Talents of Discipline to Universities(the 111 Project)(B17017);the Program of Shanghai Academic Research Leader(20XD1401300).
语种:英文
中文关键词:Cooperative games;counterfactual regret minimization;distributed optimization;federated optimization;fictitious
摘要:Multi-agent systems can solve scientific issues related to complex systems that are difficult or impossible for a single agent to solve through mutual collaboration and cooperation optimization.In a multi-agent system,agents with a certain degree of autonomy generate complex interactions due to the correlation and coordination,which is manifested as cooperative/competitive behavior.This survey focuses on multi-agent cooperative optimization and cooperative/non-cooperative games.Starting from cooperative optimization,the studies on distributed optimization and federated optimization are summarized.The survey mainly focuses on distributed online optimization and its application in privacy protection,and overviews federated optimization from the perspective of privacy protection me-chanisms.Then,cooperative games and non-cooperative games are introduced to expand the cooperative optimization problems from two aspects of minimizing global costs and minimizing individual costs,respectively.Multi-agent cooperative and non-cooperative behaviors are modeled by games from both static and dynamic aspects,according to whether each player can make decisions based on the information of other players.Finally,future directions for cooperative optimization,cooperative/non-cooperative games,and their applications are discussed.
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