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直流网络化微电网中传感器虚假数据注入攻击的实时检测与定位

Real-Time Detection and Location of Sensor FDI Attacks in DC Networked Microgrids Under Distributed Layered Control Architecture

作者 Weitao Yao · Yan Xu · Junkai Huang · Zhao Shi
期刊 IEEE Transactions on Industry Applications
出版日期 2025年10月
卷/期 第 62 卷 第 2 期
技术分类 控制与算法
技术标签 微电网 故障诊断 模型预测控制MPC 下垂控制
相关度评分 ★★★★ 4.0 / 5.0
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中文摘要

本文针对直流网络化微电网在分层控制下易受传感器虚假数据注入(FDI)攻击的问题,提出基于动态水印卡尔曼滤波的双层实时检测与定位方案:上层MG检测器识别微网级攻击,下层DG检测器精确定位恶意传感器,并通过OPAL-RT硬件在环实验验证有效性。

English Abstract

A networked microgrid (NMG) system can integrate individual microgrids (MGs) to further enhance system resilience against extreme events. However, due to the widespread use of sensors and the close interaction between cyber and physical layers, the NMG system is vulnerable to sensor attacks. This paper proposes a new detection and location scheme for sensor false data injection (FDI) attacks in DC NMG. Firstly, a DC NMG system and the adopted layered control are introduced. Then, the sensor FDI attack model is developed, and the attack impact is systematically analyzed by time-domain simulation. Based on a dynamic watermarking-based Kalman filter detection method, a real-time detection and location scheme that contains two-layer detectors is proposed. The upper-layer MG detector is implemented in each MG, enabling each MG to judge whether there is a sensor FDI attack within the MG, and the lower-layer DG detector is implemented in each DG, which can further locate the malicious sensor FDI attack. The proposed scheme utilizes the NMG dynamic characteristics to design the detectors by selecting a certain sub-module model as the plant. Through theoretical analysis, the detection effectiveness is validated and improved over the existing method. The controller-hardware-in-loop experiment based on the OPAL-RT platform fully validates the designed scheme’s effectiveness and superiority.
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SunView 深度解读

该研究对阳光电源PowerTitan、PowerStack等储能系统在微电网场景下的安全运行具有重要价值。其分层检测架构可嵌入iSolarCloud智能运维平台,增强ST系列PCS在多微网协同中的抗攻击能力;建议将动态水印检测算法集成至PCS固件升级包,并在光储一体化项目中试点部署,提升系统在电力市场环境下的网络安全韧性。