ICS anomaly detection based on sensor patterns and actuator rules in spatiotemporal dependency

J Cai, Z Wei, J Luo - IEEE Transactions on Industrial Informatics, 2024 - ieeexplore.ieee.org
Data-driven methods, such as deep learning, are widely adopted to detect cyberattacks for
Industrial control systems (ICSs). Due to the neglect of entity spatial relationships (ESR) …

Process-Oriented heterogeneous graph learning in GNN-Based ICS anomalous pattern recognition

L Shuaiyi, K Wang, L Zhang, B Wang - Pattern Recognition, 2023 - Elsevier
Over the past few years, massive penetrations targeting an Industrial Control System (ICS)
network intend to compromise its core industrial processes. So far, numerous advanced …

EL-NAHL: Exploring labels autoencoding in augmented hidden layers of feedforward neural networks for cybersecurity in smart grids

T Berghout, M Benbouzid - Reliability Engineering & System Safety, 2022 - Elsevier
Reliability and security of power distribution and data traffic in smart grid (SG) are very
important for industrial control systems (ICS). Indeed, SG cyber-physical connectivity is …

AI for cyberbiosecurity in water systems—A survey

D Sobien, MO Yardimci, MBT Nguyen, WY Mao… - … : A new field to deal with …, 2023 - Springer
Abstract The use of Artificial Intelligence (AI) is growing in areas where decisions and
consequences have high-stakes such as larger scale software, critical infrastructure, and …

Comparative analysis of dimensionality reduction techniques for cybersecurity in the SWaT dataset

M Bozdal, K Ileri, A Ozkahraman - The Journal of Supercomputing, 2024 - Springer
Abstract The Internet of Things (IoT) has revolutionized the functionality and efficiency of
distributed cyber-physical systems, such as city-wide water treatment systems. However, the …

Security through Digital Twin-Based Intrusion Detection: A SWaT Dataset Analysis

M Bozdal - 2023 16th International Conference on Information …, 2023 - ieeexplore.ieee.org
Digital twin, as a virtual replica of physical entity, offer valuable insights into Industrial
Control System (ICS) behavior and characteristics. Leveraging the convergence of digital …

A Data-Driven Cyber Resilience Assessment for Industrial Plants

F Simone, C Cilli, G Di Gravio, R Patriarca - World Conference on …, 2023 - Springer
Abstract Cyber-Physical Systems (CPSs) are becoming more integrated into smart industrial
assets. CPS however are increasingly exposed to external vulnerabilities, beyond technical …