Machine learning for cybersecurity in smart grids: A comprehensive review-based study on methods, solutions, and prospects

T Berghout, M Benbouzid, SM Muyeen - International Journal of Critical …, 2022 - Elsevier
Abstract In modern Smart Grids (SGs) ruled by advanced computing and networking
technologies, condition monitoring relies on secure cyberphysical connectivity. Due to this …

[HTML][HTML] Cyber threats to smart grids: Review, taxonomy, potential solutions, and future directions

J Ding, A Qammar, Z Zhang, A Karim, H Ning - Energies, 2022 - mdpi.com
Smart Grids (SGs) are governed by advanced computing, control technologies, and
networking infrastructure. However, compromised cybersecurity of the smart grid not only …

Differential evolution-based three stage dynamic cyber-attack of cyber-physical power systems

KD Lu, ZG Wu, T Huang - IEEE/ASME Transactions on …, 2022 - ieeexplore.ieee.org
With the rapid development of communication, control, and computer technology, traditional
power systems have evolved into cyber-physical power system (CPPS). However, CPPS not …

Localization of dummy data injection attacks in power systems considering incomplete topological information: A spatio-temporal graph wavelet convolutional neural …

Z Qu, Y Dong, Y Li, S Song, T Jiang, M Li, Q Wang… - Applied Energy, 2024 - Elsevier
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 …

Representation-learning-based CNN for intelligent attack localization and recovery of cyber-physical power systems

KD Lu, L Zhou, ZG Wu - IEEE Transactions on Neural Networks …, 2023 - ieeexplore.ieee.org
Enabled by the advances in communication networks, computational units, and control
systems, cyber-physical power systems (CPPSs) are anticipated to be complex and smart …

[HTML][HTML] Industrial cyber-physical systems protection: A methodological review

R Canonico, G Sperlì - Computers & Security, 2023 - Elsevier
Ubiquitous utilization of Information and Communication Technologies in modern
manufacturing plants has transformed them into Cyber-Physical Systems (CPSs), making …

Genetic algorithm-based cumulative sum method for jamming attack detection of cyber-physical power systems

KD Lu, ZG Wu - IEEE Transactions on Instrumentation and …, 2022 - ieeexplore.ieee.org
Jamming attack is one of the common malicious attacks in cyber-physical power systems
(CPPSs) to intervene measurements and systems. Timely detection of jamming attacks is …

Security risk models against attacks in smart grid using big data and artificial intelligence

YY Ghadi, T Mazhar, K Aurangzeb, I Haq… - PeerJ Computer …, 2024 - peerj.com
The need to update the electrical infrastructure led directly to the idea of smart grids (SG).
Modern security technologies are almost perfect for detecting and preventing numerous …

Constrained-differential-evolution-based stealthy sparse cyber-attack and countermeasure in an AC smart grid

KD Lu, ZG Wu - IEEE Transactions on Industrial Informatics, 2021 - ieeexplore.ieee.org
As the next-generation power grids, smart grids are integrated with advanced information
and communication technology (ICT) to make the grid more efficient and stable than …

Hybrid intelligent framework for carbon price prediction using improved variational mode decomposition and optimal extreme learning machine

J Wang, Q Cui, M He - Chaos, Solitons & Fractals, 2022 - Elsevier
As the climate problem continues to worsen, carbon trading markets for energy conservation
and emission reduction have been established in many countries. Accurate forecasting of …