Event-Triggered Differentially Private Average Consensus for Multi-agent Network

被引:52
作者
Wang, Aijuan [1 ,2 ,3 ]
Liao, Xiaofeng [1 ,4 ]
He, Haibo [3 ]
机构
[1] Chongqing Univ, Coll Comp Sci, Chongqing 400044, Peoples R China
[2] Southwest Univ, Sch Elect & Informat Engn, Chongqing 400715, Peoples R China
[3] Univ Rhode Isl, Dept Elect Comp & Biomed Engn, Kingston, RI 02881 USA
[4] Chongqing Key Lab Nonlinear Circuits & Intelligen, Chongqing, Peoples R China
关键词
Average consensus; differentially private; event-triggered communication; multi-agent network systems (MANSs); SYSTEMS; PROTOCOLS; DYNAMICS; DESIGN;
D O I
10.1109/JAS.2019.1911327
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 investigates the differentially private problem of the average consensus for a class of discrete-time multi-agent network systems (MANSs). Based on the MANSs, a new distributed differentially private consensus algorithm (DPCA) is developed. To avoid continuous communication between neighboring agents, a kind of intermittent communication strategy depending on an event-triggered function is established in our DPCA. Based on our algorithm, we carry out the detailed analysis including its convergence, its accuracy, its privacy and the trade-off between the accuracy and the privacy level, respectively. It is found that our algorithm preserves the privacy of initial states of all agents in the whole process of consensus computation. The trade-off motivates us to find the best achievable accuracy of our algorithm under the free parameters and the fixed privacy level. Finally, numerical experiment results testify the validity of our theoretical analysis.
引用
收藏
页码:75 / 83
页数:9
相关论文
共 47 条
[1]   Coordinated target assignment and intercept for unmanned air vehicles [J].
Beard, RW ;
McLain, TW ;
Goodrich, MA ;
Anderson, EP .
IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 2002, 18 (06) :911-922
[2]   A continuous leader-following consensus control strategy for a class of uncertain multi-agent systems [J].
Wang, Chuanrui ;
Wang, Xinghu ;
Ji, Haibo .
IEEE/CAA Journal of Automatica Sinica, 2014, 1 (02) :187-192
[3]   REACHING A CONSENSUS [J].
DEGROOT, MH .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1974, 69 (345) :118-121
[4]  
Dong T., 2018, ASIAN J CONTROL
[5]  
Duan XM, 2015, IEEE DECIS CONTR P, P4517, DOI 10.1109/CDC.2015.7402925
[6]  
Durrett R., 2010, PROBABILITY THEORY E
[7]   Information flow and cooperative control of vehicle formations [J].
Fax, JA ;
Murray, RM .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2004, 49 (09) :1465-1476
[8]  
Gao L., 2018, IEEE T CONTROL NETWO
[9]   Model-Based Event-Triggered Control for Systems With Quantization and Time-Varying Network Delays [J].
Garcia, Eloy ;
Antsaklis, Panos J. .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2013, 58 (02) :422-434
[10]   Leader-Following Consensus of Nonlinear Multiagent Systems With Stochastic Sampling [J].
He, Wangli ;
Zhang, Biao ;
Han, Qing-Long ;
Qian, Feng ;
Kurths, Juergen ;
Cao, Jinde .
IEEE TRANSACTIONS ON CYBERNETICS, 2017, 47 (02) :327-338