A survey on industrial control system testbeds and datasets for security research

M Conti, D Donadel, F Turrin - IEEE Communications Surveys & …, 2021 - ieeexplore.ieee.org
The increasing digitization and interconnection of legacy Industrial Control Systems (ICSs)
open new vulnerability surfaces, exposing such systems to malicious attackers. Furthermore …

Machine learning for intrusion detection in industrial control systems: Applications, challenges, and recommendations

MA Umer, KN Junejo, MT Jilani, AP Mathur - International Journal of …, 2022 - Elsevier
Methods from machine learning are used in the design of secure Industrial Control Systems.
Such methods focus on two major areas: detection of intrusions at the network level using …

Deep learning based attack detection for cyber-physical system cybersecurity: A survey

J Zhang, L Pan, QL Han, C Chen… - IEEE/CAA Journal of …, 2021 - ieeexplore.ieee.org
With the booming of cyber attacks and cyber criminals against cyber-physical systems
(CPSs), detecting these attacks remains challenging. It might be the worst of times, but it …

An ensemble deep learning-based cyber-attack detection in industrial control system

A Al-Abassi, H Karimipour, A Dehghantanha… - Ieee …, 2020 - ieeexplore.ieee.org
The integration of communication networks and the Internet of Things (IoT) in Industrial
Control Systems (ICSs) increases their vulnerability towards cyber-attacks, causing …

Efficient cyber attack detection in industrial control systems using lightweight neural networks and pca

M Kravchik, A Shabtai - IEEE transactions on dependable and …, 2021 - ieeexplore.ieee.org
Industrial control systems (ICSs) are widely used and vital to industry and society. Their
failure can have severe impact on both the economy and human life. Hence, these systems …

Cybersecurity in industrial control systems: Issues, technologies, and challenges

MR Asghar, Q Hu, S Zeadally - Computer Networks, 2019 - Elsevier
Abstract Industrial Control Systems (ICSs) play an important role in today's industry by
providing process automation, distributed control, and process monitoring. ICS was …

CNN based method for the development of cyber-attacks detection algorithms in industrial control systems

D Nedeljkovic, Z Jakovljevic - Computers & Security, 2022 - Elsevier
Extensive communication between smart devices in contemporary Industrial Control
Systems (ICS) opens up a vast area for different cyber-attacks and malicious threats. The …

[图书][B] Data analytics for cybersecurity

VP Janeja - 2022 - books.google.com
As the world becomes increasingly connected, it is also more exposed to a myriad of cyber
threats. We need to use multiple types of tools and techniques to learn and understand the …

Sok: Explainable machine learning for computer security applications

A Nadeem, D Vos, C Cao, L Pajola… - 2023 IEEE 8th …, 2023 - ieeexplore.ieee.org
Explainable Artificial Intelligence (XAI) aims to improve the transparency of machine
learning (ML) pipelines. We systematize the increasingly growing (but fragmented) …

Toward detection and attribution of cyber-attacks in IoT-enabled cyber–physical systems

AN Jahromi, H Karimipour… - IEEE Internet of …, 2021 - ieeexplore.ieee.org
Securing Internet-of-Things (IoT)-enabled cyber-physical systems (CPS) can be challenging,
as security solutions developed for general information/operational technology (IT/OT) …