使用随机通信协议对传感器饱和及欺骗攻击的非线性系统进行分布式故障估计

IF 15.3 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS Ieee-Caa Journal of Automatica Sinica Pub Date : 2024-07-19 DOI:10.1109/JAS.2023.124161
Weiwei Sun;Xinci Gao;Lusong Ding;Xiangyu Chen
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摘要

本文针对的是与传感器饱和的离散时间非线性系统的潜在执行器效率损失相关的分布式故障估计问题。在本文所考虑的分布式估计结构中,不需要估计中心,估计器从自身和邻近节点获取信息,从而融合状态向量和测量向量。为了减少通信网络中的数据冲突,采用了随机通信协议(SCP),以便选择传感器的输出信号。此外,由于攻击者会随机向所选数据中注入恶意信号,因此还创建了一个递归安全估计器方案。在此基础上,提出了具有较低保守性的故障估计器的充分条件,确保估计误差协方差的上限和估计误差的均方指数有界。最后,通过一个数值示例说明了所考虑的分布式估计算法的可靠性和有效性。
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Distributed Fault Estimation for Nonlinear Systems With Sensor Saturation and Deception Attacks Using Stochastic Communication Protocols
This paper is aimed at the distributed fault estimation issue associated with the potential loss of actuator efficiency for a type of discrete-time nonlinear systems with sensor saturation. For the distributed estimation structure under consideration, an estimation center is not necessary, and the estimator derives its information from itself and neighboring nodes, which fuses the state vector and the measurement vector. In an effort to cut down data conflicts in communication networks, the stochastic communication protocol (SCP) is employed so that the output signals from sensors can be selected. Additionally, a recursive security estimator scheme is created since attackers randomly inject malicious signals into the selected data. On this basis, sufficient conditions for a fault estimator with less conservatism are presented which ensure an upper bound of the estimation error covariance and the mean-square exponential boundedness of the estimating error. Finally, a numerical example is used to show the reliability and effectiveness of the considered distributed estimation algorithm.
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来源期刊
Ieee-Caa Journal of Automatica Sinica
Ieee-Caa Journal of Automatica Sinica Engineering-Control and Systems Engineering
CiteScore
23.50
自引率
11.00%
发文量
880
期刊介绍: The IEEE/CAA Journal of Automatica Sinica is a reputable journal that publishes high-quality papers in English on original theoretical/experimental research and development in the field of automation. The journal covers a wide range of topics including automatic control, artificial intelligence and intelligent control, systems theory and engineering, pattern recognition and intelligent systems, automation engineering and applications, information processing and information systems, network-based automation, robotics, sensing and measurement, and navigation, guidance, and control. Additionally, the journal is abstracted/indexed in several prominent databases including SCIE (Science Citation Index Expanded), EI (Engineering Index), Inspec, Scopus, SCImago, DBLP, CNKI (China National Knowledge Infrastructure), CSCD (Chinese Science Citation Database), and IEEE Xplore.
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Inside front cover Inside back cover Back cover Front cover On Zero Dynamics and Controllable Cyber-Attacks in Cyber-Physical Systems and Dynamic Coding Schemes as Their Countermeasures
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