基于分布式投影算子的未知输入观测器在直流微电网攻击估计与缓解中的应用。

IF 10.5 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS
Hamidreza Shafei,Majid Farhangi,Subrata K Sarker,Li Li,Ricardo P Aguilera,Hassan Haes Alhelou
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引用次数: 0

摘要

对传输信号的网络攻击是现代微电网(MG)系统面临的最严重威胁,应准确应对,以确保安全可靠运行。本文研究了直流MGs对FDI攻击的网络安全问题,并开发了一种基于模型的观察者系统。所提出的基于投影算子(PO)的UIO被独特地设计用于检测对其他分布式发电机组传输数据的攻击。为此,在每个分布式发电单元中建立一组PO观测器来估计所有相邻单元的动态状态。网络攻击重建将远程观察到的状态值与测量到的状态值进行比较。然后,利用检测到的攻击信号值恢复被入侵信号的完整性,有效减轻网络攻击的有害影响。该方案区别于类似方法的最重要的特点是不需要安全通道或额外的信息传输。进行了大量的实时数值模拟,以评估所提出的方法在各种攻击场景下的实用性和效率,证明其优于其他方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Distributed Projection Operator-Based Unknown Input Observer for Attack Estimation and Mitigation on DC Microgrids.
Cyberattacks on transmitted signals are the most critical threats to modern microgrid (MG) systems and should be accurately addressed to ensure safe and reliable operation. This article investigates the cybersecurity of dc MGs against FDI attacks and develops a novel model-based observer system. The proposed projection operator (PO)-based UIO is uniquely designed to detect attacks on the transmitted data from other distributed generation units. For this purpose, a bank of PO observers is developed in each distributed generation unit to estimate all neighbor units' dynamic states. Cyberattack reconstruction compares the remotely observed state values with the measured ones. Afterwards, the detected attack signal values are utilized to restore the integrity of the compromised signals, effectively mitigating the harmful effects of cyberattacks. The most important feature of this scheme, which distinguishes it from similar methods, is that there is no need for a secure channel or additional information transfer in this method. Extensive real-time numerical simulations are performed to assess the practicality and efficiency of the proposed approach when subjected to various attack scenarios, demonstrating its advantages over other methods.
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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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