Secure impulsive tracking of multi-agent systems with directed hypergraph topologies against hybrid deception attacks

被引:0
|
作者
Yang, Zonglin [1 ]
Ling, Guang [1 ]
Ge, Ming-Feng [2 ]
机构
[1] Wuhan Univ Technol, Sch Math & Stat, Wuhan 430070, Peoples R China
[2] China Univ Geosci, Sch Mech Engn & Elect Informat, Wuhan 430074, Peoples R China
关键词
Multi-agent systems; Secure tracking; Directed hypergraph; Hybrid deception attacks; Impulsive control; DIFFUSION NEURAL-NETWORKS; CONSENSUS; DELAY; SYNCHRONIZATION; LEADER;
D O I
10.1016/j.neunet.2024.106691
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This research delves into the challenges of achieving secure consensus tracking within multi-agent systems characterized by directed hypergraph topologies, in the face of hybrid deception attacks. The hybrid discrete and continuous deception attacks are targeted at the controller communication channels and the hyperedges, respectively. To overcome these threats, an impulsive control mechanism based on hypergraph theory are introduced, and sufficient conditions are established, under which consensus can be maintained in a mean- square bounded sense, supported by rigorous mathematical proofs. Furthermore, the investigation quantifies the relationship between the mean-square bounded consensus of the multi-agent system and the intensity of the deception attacks, delineating a specific range for this error metric. The robustness and effectiveness of the proposed control method are verified through comprehensive simulation experiments, demonstrating its applicability in varied scenarios influenced by these sophisticated attacks. This study underscores the potential of hypergraph-based strategies in enhancing system resilience against complex hybrid attacks.
引用
收藏
页数:13
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