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This work presents two methodologies to enhance vulnerability assessment in power systems using bilevel attacker-defender network interdiction models. First, we introduce a systematic evaluation procedure for comparing different optimal…

Optimization and Control · Mathematics 2026-02-20 Eric Tönges , Martin Braun , Philipp Härtel

The integration of information and physical systems in modern power grids has heightened vulnerabilities to False Data Injection Attacks (FDIAs), threatening the secure operation of power cyber-physical systems (CPS). This paper reviews…

Cryptography and Security · Computer Science 2025-01-22 Xiaoyong Bo

Cyber-physical systems (CPSs) are subjected to attacks on both cyber and physical spaces. In reality, the attackers could launch exponentially unbounded false data injection (EU-FDI) attacks, which are more destructive and could lead to the…

Systems and Control · Electrical Eng. & Systems 2025-05-09 Yichao Wang , Mohamadamin Rajabinezhad , Yi Zhang , Shan Zuo

State estimation is a data processing algorithm for converting redundant meter measurements and other information into an estimate of the state of a power system. Relying heavily on meter measurements, state estimation has proven to be…

Systems and Control · Electrical Eng. & Systems 2021-08-27 Mingqiu Du , Georgia Pierrou , Xiaozhe Wang , Marthe Kassouf

This article introduces an anomaly detection based algorithm (AD-CPS) to detect false data injection attacks that fall under the category of data deception/integrity attacks, but with arbitrary information structure, in cyber-physical…

Optimization and Control · Mathematics 2025-11-25 Souvik Das , Avishek Ghosh , Debasish Chatterjee

In this paper, we propose a class of false analog data injection attack that can misguide the system as if topology errors had occurred. By utilizing the measurement redundancy with respect to the state variables, the adversary who knows…

Systems and Control · Computer Science 2019-07-11 Yuqi Zhou , Jorge Cisneros-Saldana , Le Xie

This work studies the modeling of false data injection attacks (FDIAs) in integrated electricity-gas systems (IEGSs). First, we introduce a static state estimation model and bad data detection method for IEGSs. Then, we develop FDIAs on…

Systems and Control · Electrical Eng. & Systems 2025-05-13 Rong-Peng Liu , Xiaozhe Wang , Zuyi Li , Rawad Zgheib

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…

Machine Learning · Computer Science 2019-06-28 Tian Liu , Tao Shu

Power system state estimation is being faced with different types of anomalies. These might include bad data caused by gross measurement errors or communication system failures. Sudden changes in load or generation can be considered as…

Systems and Control · Electrical Eng. & Systems 2023-08-11 Sajjad Asefi , Mile Mitrovic , Dragan Ćetenović , Victor Levi , Elena Gryazina , Vladimir Terzija

The application of Deep Learning-based Schemes (DLSs) for detecting False Data Injection Attacks (FDIAs) in smart grids has attracted significant attention. This paper demonstrates that adversarial attacks, carefully crafted FDIAs, can…

Machine Learning · Computer Science 2025-06-25 Ahmad Mohammad Saber , Aditi Maheshwari , Amr Youssef , Deepa Kundur

Active distribution networks facilitating bidirectional power exchange with renewable energy resources are susceptible to cyberattacks due to integration of a diverse array of cyber components. This study introduces a grid-level defense…

Systems and Control · Electrical Eng. & Systems 2025-11-18 Hampei Sasahara , Tatsuya Yamada , Jun-ichi Imura , Henrik Sandberg

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

The resilience of Supervisory Control and Data Acquisition (SCADA) systems for electric power networks for certain cyber-attacks is considered. We analyze the vulnerability of the measurement system to false data attack on communicated…

Optimization and Control · Mathematics 2013-02-18 Julien M. Hendrickx , Karl Henrik Johansson , Raphael M. Jungers , Henrik Sandberg , Kin Cheong Sou

The emergence of deep learning models has revolutionized various industries over the last decade, leading to a surge in connected devices and infrastructures. However, these models can be tricked into making incorrect predictions with high…

Machine Learning · Computer Science 2025-09-03 Pooja Krishan , Rohan Mohapatra , Sanchari Das , Saptarshi Sengupta

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

In the recent years cyberattacks to smart grids are becoming more frequent Among the many malicious activities that can be launched against smart grids False Data Injection FDI attacks have raised significant concerns from both academia and…

Cryptography and Security · Computer Science 2024-07-12 Muhammad Irfan , Alireza Sadighian , Adeen Tanveer , Shaikha J. Al-Naimi , Gabriele Oligeri

Load-altering attacks (LAAs) pose a significant threat to power systems with Internet of Things (IoT)-controllable load devices. This research examines the detrimental impact of LAAs on the voltage profile of distribution systems, taking…

Systems and Control · Electrical Eng. & Systems 2024-04-09 Sajjad Maleki , Shijie Pan , E. Veronica Belmega , Charalambos Konstantinou , Subhash Lakshminarayana

The dynamic performance of the generators is a critical factor for the safe operation of the power grid. To this extent, the stability of the frequency of generators is the target of cyber attacks since its instability may lead to sizable…

Signal Processing · Electrical Eng. & Systems 2018-07-25 Hossein Salehghaffari

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

Large language models play a crucial role in modern natural language processing technologies. However, their extensive use also introduces potential security risks, such as the possibility of black-box attacks. These attacks can embed…

Computation and Language · Computer Science 2025-02-25 Daniil Khomsky , Narek Maloyan , Bulat Nutfullin