控制理论与应用2024,Vol.41Issue(11) :2121-2130.DOI:10.7641/CTA.2023.30322

基于分布式检测与告警切换的多传感器CPS安全状态估计

Secure state estimation for multi-sensor CPS with distributed detection and alarm switching

杨彪 贺光 辛亮 龙志强
控制理论与应用2024,Vol.41Issue(11) :2121-2130.DOI:10.7641/CTA.2023.30322

基于分布式检测与告警切换的多传感器CPS安全状态估计

Secure state estimation for multi-sensor CPS with distributed detection and alarm switching

杨彪 1贺光 1辛亮 1龙志强1
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作者信息

  • 1. 国防科技大学智能科学学院,湖南长沙 410073
  • 折叠

摘要

针对多传感器信息物理系统(CPS)在执行器和传感器遭受隐蔽性攻击情况下的安全状态估计问题,本文提出一种基于分布式检测与告警切换的安全状态估计方法.首先,利用卡尔曼滤波器组,构建基于状态差异的残差信号,用于多传感器的分布式检测;其次,定义传感器置信因子,建立基于检测告警切换的安全状态估计框架,设计攻击情况下的攻击隔离与状态估计一体化算法;最后,利用四驱麦克纳姆轮移动机器人,搭建了多传感器CPS实验平台,并分别在零动态攻击、隐蔽攻击和重放攻击场景下进行实验验证,结果表明,本文提出的安全估计方法具有较好的可行性和有效性.

Abstract

A method for secure state estimation of multi-sensor cyber-physical systems(CPS)under stealthy attacks on the actuators and sensors is proposed based on distributed detection and alarm switching.By using a group of Kalman filters,a novel residual signal based on state differences is constructed for distributed detection of multiple sensors.The sensor confidence factor is defined,and a secure state estimation framework based on detection and alarm switching is established.Based on this,an integrated algorithm for attack isolation and state estimation is designed under attack scenarios.Finally,a multi-sensor CPS experimental platform is built using a four-wheel mobile robot,and experiments are performed in zero-dynamics attack,covert attack,and replay attack scenarios,respectively.The results show that the secure state estimation method proposed in this paper has good feasibility and effectiveness.

关键词

多传感器CPS/隐蔽性攻击/状态差异残差/分布式检测/安全状态估计

Key words

multi-sensor CPS/stealthy attacks/state difference residual/distributed detection/secure state estimation

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出版年

2024
控制理论与应用
华南理工大学 中国科学院数学与系统科学研究院

控制理论与应用

CSTPCD北大核心
影响因子:1.076
ISSN:1000-8152
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