Barycentric Coordinate-Based Distributed Localization for Wireless Sensor Networks Under False-Data-Injection Attacks

IF 10.5 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Cybernetics Pub Date : 2025-02-11 DOI:10.1109/TCYB.2025.3534781
Lei Shi;Xinming Chen;Yi Zhou
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Abstract

Localization security is crucial to the widespread applications of wireless sensor networks (WSNs) in various fields. This article mainly studies the issue of distributed localization in WSNs subject to deception attacks, in which the attacker randomly compromises communication channels and injects false data, resulting in the codification of data received by sensor nodes. A distributed iterative localization algorithm based on detection-holding strategy is proposed with the help of barycentric coordinate representations. This algorithm detects modified data in communication links through residual detection and communication encryption. It is proved theoretically that the proposed localization algorithm can achieve accurate convergence to the sensors’ locations under general random false-data-injection attacks. Finally, the algorithm performance is demonstrated through simulation examples.
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假数据注入攻击下基于重心坐标的无线传感器网络分布式定位
定位安全是无线传感器网络在各个领域广泛应用的关键。本文主要研究了欺骗攻击下WSNs的分布式定位问题,欺骗攻击是指攻击者随机破坏通信信道并注入虚假数据,导致传感器节点接收到的数据被编码。基于质心坐标表示,提出了一种基于检测保持策略的分布式迭代定位算法。该算法通过残留检测和通信加密来检测通信链路中的修改数据。从理论上证明,在一般的随机假数据注入攻击下,所提出的定位算法能够准确收敛到传感器的位置。最后,通过仿真算例验证了算法的性能。
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来源期刊
IEEE Transactions on Cybernetics
IEEE Transactions on Cybernetics COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE-COMPUTER SCIENCE, CYBERNETICS
CiteScore
25.40
自引率
11.00%
发文量
1869
期刊介绍: The scope of the IEEE Transactions on Cybernetics includes computational approaches to the field of cybernetics. Specifically, the transactions welcomes papers on communication and control across machines or machine, human, and organizations. The scope includes such areas as computational intelligence, computer vision, neural networks, genetic algorithms, machine learning, fuzzy systems, cognitive systems, decision making, and robotics, to the extent that they contribute to the theme of cybernetics or demonstrate an application of cybernetics principles.
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