Application of data‐driven methods in power systems analysis and control

O Bertozzi, HR Chamorro… - IET Energy Systems …, 2024 - Wiley Online Library
The increasing integration of variable renewable energy resources through power
electronics has brought about substantial changes in the structure and dynamics of modern …

Benchmark of machine learning algorithms on transient stability prediction in renewable rich power grids under cyber-attacks

K Aygul, M Mohammadpourfard, M Kesici… - Internet of Things, 2024 - Elsevier
This study addresses the problem of ensuring accurate online transient stability prediction in
modern power systems that are increasingly dependent on smart grid technology and are …

Power System Stability Analysis from Cyber Attacks Perspective

I Semertzis, A Ştefanov, A Presekal, B Kruimer… - IEEE …, 2024 - ieeexplore.ieee.org
Power grid digitalization introduces new vulnerabilities and cyber security threats. The
impact of cyber attacks on power system stability is a topic of growing concern, which is yet …

Resilient fuzzy control synthesis of nonlinear DC microgrid via a time-constrained DoS attack model

F Yang, S Hu, X **e, D Yue… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In this article, the exponential stability (ES) and fuzzy control problem is addressed for DC
microgrid (DC-MG) system based on TS fuzzy model under denial-of-service (DoS) attacks …

A reinforcement learning approach to undetectable attacks against automatic generation control

E Shereen, K Kazari, G Dán - IEEE Transactions on Smart Grid, 2023 - ieeexplore.ieee.org
Automatic generation control (AGC) is an essential functionality for ensuring the stability of
power systems, and its secure operation is thus of utmost importance to power system …

On the use of reinforcement learning for attacking and defending load frequency control

AS Mohamed, D Kundur - IEEE Transactions on Smart Grid, 2023 - ieeexplore.ieee.org
The electric grid is an attractive target for cyberattackers given its critical nature in society.
With the increasing sophistication of cyberattacks, effective grid defense will benefit from …

Enhancing Cyber-Resilience of Power Systems' AGC Sensor Data by Time Series to Image Domain Encoding

SD Roy, S Debbarma - IEEE Transactions on Smart Grid, 2024 - ieeexplore.ieee.org
The shift to wide area networks (WANs) in power systems has introduced security
challenges. While research has focused on attack detection, adversaries can outsmart even …

Securing Power System Data in Motion by Timestamped Digital Text Watermarking

SD Roy, A Sharma, S Chakrabarti… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Modern power systems rely on Wide Area Network (WAN) for real-time data transmission
and control. However, integrating WAN introduces vulnerabilities that adversaries can …

Misguide: Security-aware attack analytics for smart grid load frequency control

NI Haque, P Mali, MZ Haider, MA Rahman… - arxiv preprint arxiv …, 2024 - arxiv.org
Incorporating advanced information and communication technologies into smart grids (SGs)
offers substantial operational benefits while increasing vulnerability to cyber threats like …

Detection, differentiation and localization of replay attack and false data injection attack based on random matrix

Y Shen, Z Qin - Scientific Reports, 2024 - nature.com
Replay attack and false data injection attack (FDIA) are two common types of cyber-attacks
against supervisory control and data acquisition systems, aiming to disrupt the normal …