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Smart metering networks are increasingly susceptible to cyber threats, where false data injection (FDI) appears as a critical attack. Data-driven-based machine learning (ML) methods have shown immense benefits in detecting FDI attacks via…

Machine Learning · Computer Science 2024-11-07 Md Raihan Uddin , Ratun Rahman , Dinh C. Nguyen

The false data injection (FDI) attack is a crucial form of cyber-physical security problems facing cyber-physical power systems. However, there is no research revealing the problem of FDI attacks facing voltage source converter based high…

Systems and Control · Electrical Eng. & Systems 2021-02-25 Tong Han , Yanbo Chen , Jin Ma

An unobservable false data injection (FDI) attack on AC state estimation (SE) is introduced and its consequences on the physical system are studied. With a focus on understanding the physical consequences of FDI attacks, a bi-level…

Systems and Control · Computer Science 2016-11-17 Jingwen Liang , Lalitha Sankar , Oliver Kosut

Recently, moving target defence (MTD) has been proposed to thwart false data injection (FDI) attacks in power system state estimation by proactively triggering the distributed flexible AC transmission system (D-FACTS) devices. One of the…

Systems and Control · Electrical Eng. & Systems 2022-12-22 Wangkun Xu , Imad M. Jaimoukha , Fei Teng

The rise of cyber-security concerns has brought significant attention to the analysis and design of cyber-physical systems (CPSs). Among the various types of cyberattacks, denial-of-service (DoS) attacks and false data injection (FDI)…

Systems and Control · Electrical Eng. & Systems 2024-06-06 Wenjie Liu , Lidong Li , Jian Sun , Fang Deng , Gang Wang , Jie Chen

This paper addresses the problem of detecting false data injection (FDI) attacks in a distributed network without a fusion center, represented by a connected graph among multiple agent nodes. Each agent node is equipped with a sensor, and…

Systems and Control · Electrical Eng. & Systems 2024-02-16 Saqib Abbas Baba , Arpan Chattopadhyay

Cyber-physical system (CPS) is the foundational backbone of modern critical infrastructures, so ensuring its security and resilience against cyber-attacks is of pivotal importance. This paper addresses the challenge of designing anomaly…

Dynamical Systems · Mathematics 2026-01-16 Yulin Feng , Dapeng Lan , Chao Shang

False Data Injection (FDI) attacks pose significant threats by manipulating measurement data, leading to incorrect state estimation. Although numerous studies have focused on designing DC FDI attacks, few have addressed AC FDI attacks due…

Optimization and Control · Mathematics 2024-09-30 Mohammadreza Iranpour , Mohammad Rasoul Narimani

State estimation is of considerable significance for the power system operation and control. However, well-designed false data injection attacks can utilize blind spots in conventional residual-based bad data detection methods to manipulate…

Systems and Control · Electrical Eng. & Systems 2022-12-16 Chenguang Wang , Simon Tindemans , Kaikai Pan , Peter Palensky

In this paper a new class of cyber attacks against state estimation in the electric power grid is considered. This class of attacks is named false data injection attacks. We show that with the knowledge of the system configuration an…

Cryptography and Security · Computer Science 2018-09-20 Muneer Mohammad

The rapid growth of AI-driven data centers and large-scale energy storage systems is increasing the reliance of power system operation on real-time measurement data and automated decision-making. However, many existing detection methods…

Machine Learning · Computer Science 2026-05-29 Xin Li , Chenhan Xiao , Jonathan Cohen , Aviad Elyashar , Yang Weng , Rami Puzis

Data injection attacks (DIAs) pose a significant cybersecurity threat to the Smart Grid by enabling an attacker to compromise the integrity of data acquisition and manipulate estimated states without triggering bad data detection…

Systems and Control · Electrical Eng. & Systems 2024-11-26 Ke Sun , Iñaki Esnaola , H. Vincent Poor

Modern electric power grid, known as the Smart Grid, has fast transformed the isolated and centrally controlled power system to a fast and massively connected cyber-physical system that benefits from the revolutions happening in the…

Cryptography and Security · Computer Science 2021-03-31 Haftu Tasew Reda , Adnan Anwar , Abdun Naser Mahmood , Zahir Tari

Smart Grid has rapidly transformed the centrally controlled power system into a massively interconnected cyber-physical system that benefits from the revolutions happening in the communications (e.g. 5G) and the growing proliferation of the…

Cryptography and Security · Computer Science 2022-05-10 Haftu Tasew Reda , Adnan Anwar , Abdun Mahmood

This paper outlines a cyber-physical authentication strategy to protect power system infrastructure against false data injection (FDI) attacks. We demonstrate that it is feasible to use small, low-cost, yet highly attack-resistant security…

Systems and Control · Electrical Eng. & Systems 2020-11-02 Martin Higgins , Keith Mayes , Fei Teng

Fast and accurate detection of cyberattacks is a key element for a cyber-resilient power system. Recently, data-driven detectors and physics-based Moving Target Defences (MTD) have been proposed to detect false data injection (FDI) attacks…

Systems and Control · Electrical Eng. & Systems 2022-12-22 Wangkun Xu , Martin Higgins , Jianhong Wang , Imad M. Jaimoukha , Fei Teng

The urgent need for the decarbonization of power girds has accelerated the integration of renewable energy. Concurrently the increasing distributed energy resources (DER) and advanced metering infrastructures (AMI) have transformed the…

Systems and Control · Electrical Eng. & Systems 2022-07-12 Jip Kim , Siddharth Bhela , James Anderson , Gil Zussman

False Data Injection (FDI) attacks against powersystem state estimation are a growing concern for operators.Previously, most works on FDI attacks have been performedunder the assumption of the attacker having full knowledge ofthe underlying…

Systems and Control · Electrical Eng. & Systems 2021-02-25 Martin Higgins , Jiawei Zhang , Ning Zhang , Fei Teng

As an important cyber-physical system (CPS), smart grid is highly vulnerable to cyber attacks. Amongst various types of attacks, false data injection attack (FDIA) proves to be one of the top-priority cyber-related issues and has received…

Cryptography and Security · Computer Science 2022-10-25 Yang Li , Xinhao Wei , Yuanzheng Li , Zhaoyang Dong , Mohammad Shahidehpour

False Data Injection (FDI) attacks are a significant threat to modern power systems. Although numerous research studies have focused on FDI attacks on power systems, these studies have primarily concentrated on designing or detecting DC FDI…

Optimization and Control · Mathematics 2025-03-03 Mohammadreza Iranpour , Mohammad Rasoul Narimani