Distributed interval estimation for sensor networks with energy-limited attacks and stochastic communication protocols

IF 1.7 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Transactions of the Institute of Measurement and Control Pub Date : 2024-04-14 DOI:10.1177/01423312241239029
Xin Li, Ruiqi Gong, Liangkuan Zhu
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Abstract

In this paper, the problem of the distributed interval estimation is investigated for wireless sensor networks under the energy-limited attack and the stochastic communication protocol (SCP). A model with randomness and restrictions is constructed to describe the energy-limited attack, which is considered to occur in two positions, one is the transmission process of sensors and local estimators (LEs), and another is the transmission process of LEs and their neighbor nodes. Furthermore, to mitigate the communication burden, the SCP is adopted to distribute network access rights to sensor nodes. All in all, the objective of this paper is to develop a distributed interval estimator (DIE) which can use local and neighbor information to generate an interval that covers all potential estimation states when SCP, bounded noises, and energy-limited attacks are all present at the same time. To achieve this, the positive system theory and the stability analysis theory are used to obtain some sufficient conditions for the error dynamic system to be positive system and stable, and the needed DIE gains are achieved by solving the linear matrix inequality. Finally, an example is presented to demonstrate the effectiveness and superiority of the offered method.
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具有能量限制攻击和随机通信协议的传感器网络的分布式区间估计
本文研究了无线传感器网络在能量限制攻击和随机通信协议(SCP)下的分布式区间估计问题。本文构建了一个具有随机性和限制性的模型来描述能量限制攻击,认为攻击发生在两个位置,一个是传感器和本地估计器(LE)的传输过程,另一个是本地估计器和其邻居节点的传输过程。此外,为了减轻通信负担,还采用了 SCP 来向传感器节点分配网络访问权。总之,本文的目的是开发一种分布式区间估计器(DIE),当 SCP、有界噪声和能量受限攻击同时存在时,该估计器可利用本地和邻居信息生成一个覆盖所有潜在估计状态的区间。为此,利用正系统理论和稳定性分析理论获得了误差动态系统为正系统且稳定的一些充分条件,并通过求解线性矩阵不等式获得了所需的 DIE 增益。最后,通过一个实例证明了所提供方法的有效性和优越性。
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来源期刊
CiteScore
4.10
自引率
16.70%
发文量
203
审稿时长
3.4 months
期刊介绍: Transactions of the Institute of Measurement and Control is a fully peer-reviewed international journal. The journal covers all areas of applications in instrumentation and control. Its scope encompasses cutting-edge research and development, education and industrial applications.
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