Estimate the States of Multiagent Systems Under Homologous Attacks by Optimization Approaches

估计员 计算机科学 国家(计算机科学) 图形 无向图 多智能体系统 有向图 最优化问题 数学优化 理论计算机科学 信息交流 算法 数学 人工智能 电信 统计
作者
Mingming Shi,Neng Wan
出处
期刊:IEEE Transactions on Control of Network Systems [Institute of Electrical and Electronics Engineers]
卷期号:10 (1): 430-440 被引量:2
标识
DOI:10.1109/tcns.2022.3203356
摘要

This article revisits the problem of secure state estimation of multiagent systems under homologous attacks in [1]. We first characterize the condition on agents dynamics such that agents states can be uniquely solved from the attacked measurements of agents outputs. This condition implies that the conclusion in [1] that the attack signal and agents states can be uniquely reconstructed by adding longer time-windowed measurements is incomplete. Based on this condition, when the communication graph of agents is undirected, we propose two different distributed secure state estimators by reformulating the state reconstruction as optimization problems. The first estimator does not need agents to exchange with others their dynamics information, which is used by the second, but requires updating and exchanging more variables. Both estimators are much simpler and easier to understand than that proposed in [1]. Moreover, when the communication graph is directed and strongly connected, we also proposed two distributed state estimators, adjusted from the estimators for undirected graphs. Both of them require no global information of communication graphs but the network size. At last, we verify all the theoretical results with simulation examples.
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