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
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