CPPS中基于卡尔曼滤波和模型预测控制的DoS攻击检测与防御
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武汉工程大学电气信息学院 武汉 430205

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TN919

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国家自然科学基金(52107122)、武汉工程大学研究生教育创新基金(CX2024567)项目资助


Detection and defense of DoS attacks based on MAFFKF-MPC in CPPS
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School of Electrical and Information Engineering, Wuhan Institute of Technology,Wuhan 430205, China

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    摘要:

    针对电力信息物理系统(cyber physical power system,CPPS)网络层容易遭受拒绝服务(denial of service,DoS)攻击的问题,提出融合状态估计和模型预测控制(model predictive control,MPC)的DoS攻击检测与防御方法。在传感器侧,采用多渐消因子自适应卡尔曼滤波进行状态估计,该算法克服了传统卡尔曼滤波易发散和单渐消因子自适应卡尔曼滤波估计精度低的缺陷,并基于估计结果设计残差检测算法实现攻击检测。在控制器侧,引入MPC,利用最新接收到状态估计信号计算未来时段的控制信号,补偿DoS攻击导致的数据丢失,同时基于Lyapunov稳定性理论和线性矩阵不等式(dlinear matrix inequalities,LMI)设计预测控制序列,解决了数据丢失导致系统不稳定的问题。最后,在IEEE 9节点和IEEE 30节点中展开仿真验证,结果表明所提检测方法能及时检测DoS攻击,防御方法可有效维持攻击下CPPS的稳定运行。

    Abstract:

    In response to the problem of the denial-of-service (DoS) attacks that the network layer of cyber physical power system (CPPS) is prone to, a DoS attack detection and defense method integrating state estimation and model predictive control (MPC) is proposed. On the sensor side, a multi fading factors adaptive Kalman filter is adopted for state estimate. This algorithm overcomes the drawbacks of the traditional Kalman filter which is prone to divergence and the single fading factor adaptive Kalman filter which has low estimation accuracy, and a residual detection algorithm is designed based on the estimation results to realize attack detection. On the controller side, MPC is introduced, which calculates the control signals for the future period by using the newly received state estimation signals to compensate for the data loss caused by DoS attacks. Meanwhile the predictive control sequence is designed on the basis of Lyapunov stability theory and linear matrix inequalities (LMI), which solves the problem of system instability caused by data loss. Finally, simulation verifications are conducted on the IEEE 9-bus and IEEE 30-bus test systems. The results show that the proposed detection method can detect DoS attacks in a timely manner, and the defense method can effectively maintain the stable operation of CPPS under DoS attacks.

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张艾玲,王后能,廖小兵,李自成. CPPS中基于卡尔曼滤波和模型预测控制的DoS攻击检测与防御[J].电子测量技术,2026,49(14):149-159

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  • 在线发布日期: 2026-10-15
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