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针对拒绝服务攻击的非线性网络物理系统安全状态估计:多观测器方法。

Secure State Estimation of Nonlinear Cyber-Physical Systems Against DoS Attacks: A Multiobserver Approach.

出版信息

IEEE Trans Cybern. 2023 Mar;53(3):1447-1459. doi: 10.1109/TCYB.2021.3100303. Epub 2023 Feb 15.

Abstract

This article focuses on the problem of secure state estimation for cyber-physical systems (CPSs), whose physical plants are modeled as nonlinear strict-feedback systems. The measured output is sent to the designed observer over a wireless communication network subject to denial-of-service (DoS) attacks. Due to the energy constraints of the attackers, the attack duration is upper bounded. Under DoS attacks, the transmission is prevented, which worsens the estimation accuracy of the existing nonlinear observers significantly. To maintain the estimation performance, a novel multiobserver scheme and a switched algorithm are proposed by introducing the hold-input mechanism and the cascade observer technique. In comparison to the existing results, where the estimation error systems may be unstable during the attack time interval, the estimation error of the designed observer converges exponentially, such that the estimation performance is improved effectively. Finally, the theoretical findings are illustrated by simulation results.

摘要

本文针对网络物理系统(CPSs)的安全状态估计问题进行研究,其物理部分被建模为非线性严格反馈系统。测量输出通过无线通信网络传输至所设计的观测器,同时该网络会受到拒绝服务(DoS)攻击。由于攻击者的能量约束,攻击持续时间具有上界。在 DoS 攻击下,传输被阻止,这会显著降低现有非线性观测器的估计精度。为了保持估计性能,通过引入保持输入机制和级联观测器技术,提出了一种新的多观测器方案和切换算法。与现有结果相比,在攻击时间间隔内,设计的观测器的误差系统可能不稳定,而所设计的观测器的估计误差呈指数收敛,从而有效地提高了估计性能。最后,通过仿真结果验证了理论研究结果。

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