Differentially Private Consensus Control for Discrete-Time Multiagent Systems: Encoding-Decoding Schemes

被引:7
|
作者
Gao, Chen [1 ]
Wang, Zidong [2 ]
He, Xiao [3 ]
Liu, Yang [4 ]
Yue, Dong [5 ]
机构
[1] Nanjing Univ Sci & Technol, Sch Automat, Nanjing 210094, Peoples R China
[2] Brunel Univ London, Dept Comp Sci, Uxbridge UB8 3PH, Middx, England
[3] Tsinghua Univ, Dept Automat, Beijing 100084, Peoples R China
[4] Univ Huddersfield, Sch Comp & Engn, Huddersfield HD1 3DH, W Yorkshire, England
[5] Nanjing Univ Posts & Telecommun, Inst Adv Technol, Nanjing 210023, Peoples R China
基金
中国国家自然科学基金;
关键词
Consensus control; differential privacy; encoding-decoding scheme (EDS); mean-square consensus; multiagent system (MAS); AVERAGE CONSENSUS; COORDINATION;
D O I
10.1109/TAC.2024.3367803
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 article is concerned with the differentially private consensus control (DPCC) problem for linear discrete-time multiagent systems (MASs) under dynamic encoding-decoding schemes (EDSs), where the agents' initial states are the sensitive data to be protected from potential eavesdroppers. The EDS is deployed on each agent to compress the data before transmission so as to better utilize the limited network bandwidth. Differential privacy, as a performance metric, is introduced to evaluate the level of privacy, and an EDS-based DPCC scheme is proposed to ensure the ultimate mean-square consensus with preserved differential privacy. A set of criteria is first established for the EDS-embedded DPCC problem in terms of the performance of consensus, the size of transmitted data, and the level of privacy. Subsequently, the codesign issue is discussed for the EDS, the differentially private mechanism, and the consensus controller. Finally, the effectiveness of the developed algorithm is illustrated via numerical simulations.
引用
收藏
页码:5554 / 5561
页数:8
相关论文
共 50 条
  • [21] A new approach to consensus problems in discrete-time multiagent systems with time-delays
    WANG Long & XIAO Feng Intelligent Control Laboratory
    Science in China(Series F:Information Sciences), 2007, (04) : 625 - 635
  • [22] A new approach to consensus problems for discrete-time multiagent systems with time-delays
    Wang, Long
    Xiao, Feng
    2006 AMERICAN CONTROL CONFERENCE, VOLS 1-12, 2006, 1-12 : 2118 - +
  • [23] A new approach to consensus problems in discrete-time multiagent systems with time-delays
    Wang Long
    Xiao Feng
    SCIENCE IN CHINA SERIES F-INFORMATION SCIENCES, 2007, 50 (04): : 625 - 635
  • [24] State Consensus for Discrete-Time Multiagent Systems Over Time-Varying Graphs
    Zhang, Ji-Lie
    Chen, Xiang
    Gu, Guoxiang
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2021, 66 (01) : 346 - 353
  • [25] Consensus of Linear Multivariable Discrete-Time Multiagent Systems: Differential Privacy Perspective
    Wang, Yamin
    Lam, James
    Lin, Hong
    IEEE TRANSACTIONS ON CYBERNETICS, 2022, 52 (12) : 13915 - 13926
  • [26] Consensus of Discrete-Time Linear Multiagent Systems With Communication, Input and Output Delays
    Xu, Xiang
    Liu, Lu
    Feng, Gang
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2018, 63 (02) : 492 - 497
  • [27] Group Consensus for Discrete-Time Heterogeneous Multiagent Systems with Input and Communication Delays
    Jiang, Yiliu
    Ji, Lianghao
    Pu, Xingcheng
    Liu, Qun
    COMPLEXITY, 2018,
  • [28] Robust distributed adaptive consensus for discrete-time multiagent systems with uncertain topologies
    Lin, Chengrong
    Hu, Bo
    Huang, Wenchao
    Niu, Tao
    NEUROCOMPUTING, 2021, 449 (449) : 100 - 107
  • [29] Scaled consensus for asynchronous high-order discrete-time multiagent systems
    Cheng, Yuhua
    Zhou, Quan
    Bai, Libing
    Zhang, Xilin
    Qiu, Gen
    INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 2020, 30 (01) : 443 - 456
  • [30] Consensus of High-Order Discrete-Time Multiagent Systems With Switching Topology
    Zhang, Yinyan
    Li, Shuai
    Liao, Liefa
    IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2021, 51 (02): : 721 - 730