Decentralized optimal H∞ fusion estimation for multi-sensor networked systems with two-channel hybrid attacks

IF 6.3 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS ISA transactions Pub Date : 2025-01-01 DOI:10.1016/j.isatra.2024.10.025
Lei Zhang, Shuli Sun
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Abstract

The article aims at the decentralized optimal H fusion estimation issue for multi-sensor networked systems with insecure network communications, where hybrid attacks consisting of stochastic deception and denial-of-service attacks happen on both the sensor-to-local filter channel and the local filter-to-fusion center channel simultaneously. Some random variables obeying Bernoulli distributions are utilized to depict the hybrid attacks existing in two classes of communication channels in a unified framework. Relying on a novel augmentation method, the fusion estimation error system with globally internal dynamics is obtained. Two sufficient conditions to assure the corresponding H performance and exponentially mean-square stability of the local and fusion estimation error systems are derived. To reduce the adverse effect of hybrid attacks, the decentralized optimal H fusion filter with better H performance index than each local H filter is presented by linear matrix inequality technique. An actual civil aircraft system demonstrates the algorithms to be valid.
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具有双通道混合攻击的多传感器网络系统的分散优化 H∞ 融合估计。
文章针对网络通信不安全的多传感器网络系统的分散优化H∞融合估计问题,在这种情况下,由随机欺骗和拒绝服务攻击组成的混合攻击同时发生在传感器到本地滤波器信道和本地滤波器到融合中心信道上。本文利用一些服从伯努利分布的随机变量,在一个统一的框架内描述了存在于两类通信信道中的混合攻击。依靠一种新颖的增强方法,得到了具有全局内部动力学的融合估计误差系统。推导出两个充分条件,以确保本地和融合估计误差系统具有相应的 H∞ 性能和指数均方稳定性。为减少混合攻击的不利影响,利用线性矩阵不等式技术提出了分散最优 H∞ 融合滤波器,其 H∞ 性能指标优于各局部 H∞ 滤波器。一个实际的民用飞机系统证明了算法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
ISA transactions
ISA transactions 工程技术-工程:综合
CiteScore
11.70
自引率
12.30%
发文量
824
审稿时长
4.4 months
期刊介绍: ISA Transactions serves as a platform for showcasing advancements in measurement and automation, catering to both industrial practitioners and applied researchers. It covers a wide array of topics within measurement, including sensors, signal processing, data analysis, and fault detection, supported by techniques such as artificial intelligence and communication systems. Automation topics encompass control strategies, modelling, system reliability, and maintenance, alongside optimization and human-machine interaction. The journal targets research and development professionals in control systems, process instrumentation, and automation from academia and industry.
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