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False data injection attacks (FDIAs) pose a persistent challenge to AC power system state estimation. In current practice, detection relies primarily on topology-aware residual-based tests that assume malicious measurements can be…

Cryptography and Security · Computer Science 2026-02-12 Chenhan Xiao , Yang Weng

Modern advances in sensor, computing, and communication technologies enable various smart grid applications. The heavy dependence on communication technology has highlighted the vulnerability of the electricity grid to false data injection…

Cryptography and Security · Computer Science 2018-09-18 Xiangyu Niu Jiangnan Li , Jinyuan Sun

Power systems are moving towards hybrid AC/DC grids with the integration of HVDC links, renewable resources and energy storage modules. New models of frequency control have to consider the complex interactions between these components.…

Optimization and Control · Mathematics 2020-06-02 Kaikai Pan , Elyas Rakhshani , Peter Palensky

Detection of cyber attacks in smart power distribution grids with unbalanced configurations poses challenges due to the inherent nonlinear nature of these uncertain and stochastic systems. It originates from the intermittent characteristics…

Cryptography and Security · Computer Science 2024-04-05 Mehdi Jabbari Zideh , Mohammad Reza Khalghani , Sarika Khushalani Solanki

The advent of smart power grid which plays a vital role in the upcoming smart city era is accompanied with the implementation of a monitoring tool, called state estimation. For the case of the unbalanced residential distribution grid, the…

Cryptography and Security · Computer Science 2021-02-02 Nam N. Tran , Hemanshu R. Pota , Quang N. Tran , Jiankun Hu

The false data injection (FDI) attack cannot be detected by the traditional anomaly detection techniques used in the energy system state estimators. In this paper, we demonstrate how FDI attacks can be constructed blindly, i.e., without…

Cryptography and Security · Computer Science 2016-05-23 Adnan Anwar , Abdun Naser Mahmood , Mark Pickering

Power grids increasingly need real-time situational awareness under the ever-evolving cyberthreat landscape. Advances in snapshot-based system identification approaches have enabled accurately estimating states and topology from a snapshot…

Systems and Control · Electrical Eng. & Systems 2025-10-17 Shimiao Li , Guannan Qu , Bryan Hooi , Vyas Sekar , Soummya Kar , Larry Pileggi

This paper presents a hybrid data-driven physics model-based framework for real time monitoring in smart grids. As the power grid transitions to the use of smart grid technology, it's real time monitoring becomes more vulnerable to cyber…

Systems and Control · Electrical Eng. & Systems 2020-01-28 Cody Ruben , Surya Dhulipala , Keerthiraj Nagaraj , Sheng Zou , Allen Starke , Arturo Bretas , Alina Zare , Janise McNair

The smart grid combines the classical power system with information technology, leading to a cyber-physical system. In such an environment the malicious injection of data has the potential to cause severe consequences. Classical…

Signal Processing · Electrical Eng. & Systems 2019-08-26 Elisabeth Drayer , Tirza Routtenberg

The emergence of novel the dummy data injection attack (DDIA) poses a severe threat to the secure and stable operation of power systems. These attacks are particularly perilous due to the minimal Euclidean spatial separation between the…

Systems and Control · Electrical Eng. & Systems 2024-02-09 Zhaoyang Qu , Yunchang Dong , Yang Li , Siqi Song , Tao Jiang , Min Li , Qiming Wang , Lei Wang , Xiaoyong Bo , Jiye Zang , Qi Xu

Power system functionality is determined on the basis of the power system state estimation (PSSE). Thus, corruption of the PSSE may lead to severe consequences, such as financial losses, maintenance damage, and disruptions in electricity…

Signal Processing · Electrical Eng. & Systems 2022-08-29 Gal Morgenstern , Tirza Routtenberg

This paper studies physical consequences of unobservable false data injection (FDI) attacks designed only with information inside a sub-network of the power system. The goal of this attack is to overload a chosen target line without being…

Systems and Control · Computer Science 2018-05-03 Jiazi Zhang , Zhigang Chu , Lalitha Sankar , Oliver Kosut

The evolution of the traditional power system towards the modern smart grid has posed many new cybersecurity challenges to this critical infrastructure. One of the most dangerous cybersecurity threats is the False Data Injection (FDI)…

Cryptography and Security · Computer Science 2020-03-12 Nam N. Tran , Hemanshu R. Pota , Quang N. Tran , Xuefei Yin , Jiankun Hu

Automatic generation control (AGC) systems play a crucial role in maintaining system frequency across power grids. However, AGC systems' reliance on communicated measurements exposes them to false data injection attacks (FDIAs), which can…

Cryptography and Security · Computer Science 2025-04-15 Nour M. Shabar , Ahmad Mohammad Saber , Deepa Kundur

The reliable operation of power grid is supported by energy management systems (EMS) that provide monitoring and control functionalities. Contingency analysis is a critical application of EMS to evaluate the impacts of outages and prepare…

Systems and Control · Electrical Eng. & Systems 2021-09-21 Xiaorui Liu , Yaodan Hu , Charalambos Konstantinou , Yier Jin

Utility companies are increasingly leveraging residential demand flexibility and the proliferation of smart/IoT devices to enhance the effectiveness of residential demand response (DR) programs through automated device scheduling. However,…

Systems and Control · Electrical Eng. & Systems 2023-12-15 Thusitha Dayaratne , Carsten Rudolph , Ariel Liebman , Mahsa Salehi

The cybersecurity of microgrid has received widespread attentions due to the frequently reported attack accidents against distributed energy resource (DER) manufactures. Numerous impact mitigation schemes have been proposed to reduce or…

Systems and Control · Electrical Eng. & Systems 2024-07-10 Mengxiang Liu , Xin Zhang , Rui Zhang , Zhuoran Zhou , Zhenyong Zhang , Ruilong Deng

Influenced by deep penetration of the new generation of information technology, power systems have gradually evolved into highly coupled cyber-physical systems (CPS). Among many possible power CPS network attacks, a false data injection…

Systems and Control · Electrical Eng. & Systems 2022-05-03 Zhaoyang Qu , Xiaoyong Bo , Tong Yu , Yaowei Liu , Yunchang Dong , Zhongfeng Kan , Lei Wang , Yang Li

The increasing deployment of Internet-of-Things (IoT)-enabled measurement devices in modern power systems has expanded the cyberattack surface of the grid. As a result, this critical infrastructure is increasingly exposed to cyberattacks,…

Machine Learning · Computer Science 2026-01-28 Ruslan Abdulin , Mohammad Rasoul Narimani

In this study, we introduce a novel unsupervised countermeasure for smart grid power systems, based on generative adversarial networks (GANs). Given the pivotal role of smart grid systems (SGSs) in urban life, their security is of…

Signal Processing · Electrical Eng. & Systems 2020-09-14 Mohammad Adiban , Arash Safari , Giampiero Salvi