基于wes的网络微电网对抗历史测量触发DoS攻击的安全动态估计

IF 2.3 4区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS
Xiao Hu, Xinghua Liu, Gaoxi Xiao, Zhongmei Pan, Peng Wang
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引用次数: 0

摘要

近年来,基于风能转换系统的网络化微电网得到了广泛的应用。如果测量数据受到非高斯干扰或极值的污染,均方误差(MSE)度量可能产生不精确的结果。为了解决这一问题,我们提出了一种新的鲁棒平方根立方卡尔曼滤波(SRCKF)方法,称为最大相关准则(MCC)-SRCKF,该方法将MCC融入到动态估计的SRCKF框架中。在MCC中,通过考虑误差分布的高阶矩,显示了对非高斯噪声的抗干扰能力,从而成为SRCKF的MSE代价函数领域的理想替代方案。在SRCKF框架内,引入统计线性回归模型和不动点迭代策略,求解MCC条件下的最优状态估计。因此,从攻击者的角度提出了一种历史测量触发DoS攻击模型,旨在破坏基于wws的网络化微电网的稳定性。得到了电力系统在这种攻击下的安全状况。在IEEE 39总线系统上对该方法进行了数值验证,结果表明了该方法的有效性和优越性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Secure Dynamic State Estimation of WECS-Based Networked Microgrids Against Historical Measurement Triggered DoS Attacks

Secure Dynamic State Estimation of WECS-Based Networked Microgrids Against Historical Measurement Triggered DoS Attacks

Secure Dynamic State Estimation of WECS-Based Networked Microgrids Against Historical Measurement Triggered DoS Attacks

Secure Dynamic State Estimation of WECS-Based Networked Microgrids Against Historical Measurement Triggered DoS Attacks

Secure Dynamic State Estimation of WECS-Based Networked Microgrids Against Historical Measurement Triggered DoS Attacks

Wind energy conversion systems (WECSs) based networked microgrids has been widely used in recent years. The mean square error (MSE) metric can yield imprecise outcomes if measurement data is polluted by non-Gaussian disturbances or extreme values. To address this problem, we propose a new robust square root cubature Kalman filter (SRCKF) method called maximum correlation criterion (MCC)-SRCKF, which incorporates MCC into the SRCKF framework of dynamic state estimation. In MCC, by considering the high-order moments of the error distribution, it demonstrates anti-interference ability against non-Gaussian noise, thus serving as an ideal alternative in the MSE cost function field of SRCKF. Furthermore, within the framework of SRCKF, this study introduces statistical linear regression models and non-moving point iteration strategies to solve the optimal state estimation under MCC conditions. Therefore, a historical measurement triggered DoS attack model is proposed from the attacker's perspective, aiming to destabilise the WECS-based networked microgrids. The security conditions of the power system under such attacks are obtained. The proposed method is validated numerically using an IEEE 39-bus system, and the results demonstrate its effectiveness and superiority.

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来源期刊
IET Control Theory and Applications
IET Control Theory and Applications 工程技术-工程:电子与电气
CiteScore
5.70
自引率
7.70%
发文量
167
审稿时长
5.1 months
期刊介绍: IET Control Theory & Applications is devoted to control systems in the broadest sense, covering new theoretical results and the applications of new and established control methods. Among the topics of interest are system modelling, identification and simulation, the analysis and design of control systems (including computer-aided design), and practical implementation. The scope encompasses technological, economic, physiological (biomedical) and other systems, including man-machine interfaces. Most of the papers published deal with original work from industrial and government laboratories and universities, but subject reviews and tutorial expositions of current methods are welcomed. Correspondence discussing published papers is also welcomed. Applications papers need not necessarily involve new theory. Papers which describe new realisations of established methods, or control techniques applied in a novel situation, or practical studies which compare various designs, would be of interest. Of particular value are theoretical papers which discuss the applicability of new work or applications which engender new theoretical applications.
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