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Robust control and maintenance of the grid relies on accurate data. Both PMUs and state estimators are prone to false data injection attacks. Thus, it is crucial to have a mechanism for fast and accurate detection of an agent maliciously…

机器学习 · 计算机科学 2014-03-10 Hanie Sedghi , Edmond Jonckheere

Artificial neural network (ANN) provides superior accuracy for nonlinear alternating current (AC) state estimation (SE) in smart grid over traditional methods. However, research has discovered that ANN could be easily fooled by adversarial…

机器学习 · 计算机科学 2019-06-28 Tian Liu , Tao Shu

In this paper, we consider a hierarchical control based DC microgrid (DCmG) equipped with unknown input observer (UIO) based detectors, where the potential false data injection (FDI) attacks and the distributed countermeasure are…

系统与控制 · 电气工程与系统科学 2021-07-29 Mengxiang Liu , Peng Cheng , Chengcheng Zhao , Ruilong Deng , Wenhai Wang , Jiming Chen

Graph signal processing (GSP) has emerged as a powerful tool for practical network applications, including power system monitoring. Recent research has focused on developing GSP-based methods for state estimation, attack detection, and…

信号处理 · 电气工程与系统科学 2024-10-28 Gal Morgenstern , Jip Kim , James Anderson , Gil Zussman , Tirza Routtenberg

Smart grid's objective is to enable electricity and information to flow two-way while providing effective, robust, computerized, and decentralized energy delivery. This necessitates the use of state estimation-based techniques and real-time…

密码学与安全 · 计算机科学 2021-10-22 Mostafa Mohammadpourfard , Istemihan Genc , Subhash Lakshminarayana , Charalambos Konstantinou

There is an upward trend of deploying distributed energy resource management systems (DERMS) to control modern power grids. However, DERMS controller communication lines are vulnerable to cyberattacks that could potentially impact…

The growing penetration of distributed energy resources (DERs) has increased the complexity of the power system due to their intermittent characteristics and lower inertial response, such as photovoltaic (PV) systems and wind turbines. This…

系统与控制 · 电气工程与系统科学 2019-06-25 Mohammad Khatibi , Sara Ahmed

Reliability and voltage quality in distribution networks have been achieved via a combination of transformer power rating satisfaction and voltage management asset control. To maintain reliable operation under this paradigm, however, future…

系统与控制 · 电气工程与系统科学 2020-10-01 Thomas Navidi , Chloe Leblanc , Abbas El Gamal , Ram Rajagopal

Smart grid is an alternative solution of the conventional power grid which harnesses the power of the information technology to save the energy and meet today's environment requirements. Due to the inherent vulnerabilities in the…

密码学与安全 · 计算机科学 2020-01-06 Zakaria El Mrabet , Mehdi Ezzari , Hassan Elghazi , Badr Abou El Majd

In the past years, power grids have become a valuable target for cyber-attacks. Especially the attacks on the Ukrainian power grid has sparked numerous research into possible attack vectors, their extent, and possible mitigations. However,…

密码学与安全 · 计算机科学 2022-04-26 Eric MSP Veith , Nils Wenninghoff , Stephan Balduin , Thomas Wolgast , Sebastian Lehnhoff

Electric power grids are evolving towards intellectualization such as Smart Grids or active-adaptive networks. Intelligent power network implies usage of sensors, smart meters, electronic devices and sophisticated communication network.…

密码学与安全 · 计算机科学 2018-07-17 Irina Lukicheva , David Pozo , Alexander Kulikov

Line current differential relays (LCDRs) are measurement-driven relays that rely on time-synchronized multi-phase current waveforms to infer internal faults in AC and DC power networks. In inverter-based microgrids, however, the increasing…

For a safe and reliable operation of the smart grid, timely detection of cyber-attacks is of critical importance. Moreover, considering smarter and more capable attackers, robust detection mechanisms are needed against a diverse range of…

信息论 · 计算机科学 2019-02-19 Mehmet Necip Kurt , Yasin Yilmaz , Xiaodong Wang

The digitization and decentralization of the electric power grid are key thrusts for an economically and environmentally sustainable future. Towards this goal, distributed energy resources (DER), including rooftop solar panels, battery…

密码学与安全 · 计算机科学 2023-10-03 Ioannis Zografopoulos , Nikos D. Hatziargyriou , Charalambos Konstantinou

The rapid development of information and communications technology has enabled the use of digital-controlled and software-driven distributed energy resources (DERs) to improve the flexibility and efficiency of power supply, and support grid…

系统与控制 · 电气工程与系统科学 2024-03-07 Mengxiang Liu , Fei Teng , Zhenyong Zhang , Pudong Ge , Ruilong Deng , Mingyang Sun , Peng Cheng , Jiming Chen

Physical consequences to power systems of false data injection cyber-attacks are considered. Prior work has shown that the worst-case consequences of such an attack can be determined using a bi-level optimization problem, wherein an attack…

系统与控制 · 计算机科学 2016-05-24 Zhigang Chu , Jiazi Zhang , Oliver Kosut , Lalitha Sankar

The integration of renewable energy sources (RES) is rapidly increasing in electric power systems (EPS). While the inclusion of intermittent RES coupled with the wide-scale deployment of communication and sensing devices is important…

系统与控制 · 电气工程与系统科学 2020-11-17 XiaoRui Liu , Juan Ospina , Charalambos Konstantinou

Smart grid (SG) systems enhance grid resilience and efficient operation, leveraging the bidirectional flow of energy and information between generation facilities and prosumers. For energy demand management (EDM), the SG network requires…

网络与互联网体系结构 · 计算机科学 2022-11-08 Shafkat Islam , Ioannis Zografopoulos , Md Tamjid Hossain , Shahriar Badsha , Charalambos Konstantinou

This paper presents a novel data-driven framework to aid in system state estimation when the power system is under unobservable false data injection attacks. The proposed framework dynamically detects and classifies false data injection…

机器学习 · 计算机科学 2022-12-02 Ehsan Hallaji , Roozbeh Razavi-Far , Meng Wang , Mehrdad Saif , Bruce Fardanesh

This paper introduces a novel two-stage framework for online mitigation of False Data Injection (FDI) signals to improve the resiliency of Networked Control Systems (NCSs) and ensure their safe operation in the presence of malicious…

系统与控制 · 电气工程与系统科学 2025-10-21 Mohammadamin Lari