SAFE CONSENSUS CONTROL OF COOPERATIVE-COMPETITIVE MULTI-AGENT SYSTEMS VIA DIFFERENTIAL PRIVACY

被引:84
|
作者
Ma, Jiayue [1 ]
Hu, Jiangping [2 ,3 ]
机构
[1] Univ Elect Sci & Technol China, Sch Automation Engn, Chengdu 611731, Peoples R China
[2] Univ Elect Sci & Technol China, Sch Automation Engn, Chengdu 611731, Peoples R China
[3] Univ Elect Sci & Technol China, Yangtze Delta Reg Inst Huzhou, Huzhou 313001, Peoples R China
基金
中国国家自然科学基金;
关键词
differential privacy; safe consensus; cooperative-competitive multi-agent sys-tems; Laplace distribution; (p; r)-accuracy; AVERAGE CONSENSUS; NETWORKS;
D O I
10.14736/kyb-2022-3-0426
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This paper investigates a safe consensus problem for cooperative-competitive multi-agent systems using a differential privacy (DP) approach. Considering that the agents simultaneously interact cooperatively and competitively, we propose a novel DP bipartite consensus algorithm, which guarantees that the DP strategy only works on competitive pairs of agents. We then prove that the proposed algorithm can achieve the mean square bipartite consensus and (p, r) -accuracy. Furthermore, a differential privacy analysis is conducted, which shows that the performance of privacy protection is positively correlated with the number of neighbors. Thus, a practical method is established for the agents to select their own privacy levels. Finally, the simulation results are presented to demonstrate the validity of the proposed safe consensus algorithm.
引用
收藏
页码:426 / 439
页数:14
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