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 …

Cyber ranges and security testbeds: Scenarios, functions, tools and architecture

MM Yamin, B Katt, V Gkioulos - Computers & Security, 2020 - Elsevier
The first line of defense against cyber threats and cyber crimes is to be aware and get ready,
eg, through cyber security training. Training can have two forms, the first is directed towards …

Deep learning for cyber security intrusion detection: Approaches, datasets, and comparative study

MA Ferrag, L Maglaras, S Moschoyiannis… - Journal of Information …, 2020 - Elsevier
In this paper, we present a survey of deep learning approaches for cyber security intrusion
detection, the datasets used, and a comparative study. Specifically, we provide a review of …

The duo of artificial intelligence and big data for industry 4.0: Applications, techniques, challenges, and future research directions

SK Jagatheesaperumal, M Rahouti… - IEEE Internet of …, 2021 - ieeexplore.ieee.org
The increasing need for economic, safe, and sustainable smart manufacturing combined
with novel technological enablers has paved the way for artificial intelligence (AI) and big …

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 …

SWaT: A water treatment testbed for research and training on ICS security

AP Mathur, NO Tippenhauer - 2016 international workshop on …, 2016 - ieeexplore.ieee.org
This paper presents the SWaT testbed, a modern industrial control system (ICS) for security
research and training. SWaT is currently in use to (a) understand the impact of cyber and …

A survey on smart grid cyber-physical system testbeds

MH Cintuglu, OA Mohammed, K Akkaya… - … Surveys & Tutorials, 2016 - ieeexplore.ieee.org
An increasing interest is emerging on the development of smart grid cyber-physical system
testbeds. As new communication and information technologies emerge, innovative cyber …

A novel approach for accurate detection of the DDoS attacks in SDN-based SCADA systems based on deep recurrent neural networks

H Polat, M Türkoğlu, O Polat, A Şengür - Expert Systems with Applications, 2022 - Elsevier
Abstract Supervisory Control and Data Acquisition (SCADA) systems supervise and monitor
critical infrastructures and industrial processes. However, SCADA systems running on …

A survey of cyber security management in industrial control systems

W Knowles, D Prince, D Hutchison, JFP Disso… - International journal of …, 2015 - Elsevier
Contemporary industrial control systems no longer operate in isolation, but use other
networks (eg, corporate networks and the Internet) to facilitate and improve business …

Industrial control system traffic data sets for intrusion detection research

T Morris, W Gao - Critical Infrastructure Protection VIII: 8th IFIP WG 11.10 …, 2014 - Springer
Supervisory control and data acquisition (SCADA) systems monitor and control physical
processes associated with the critical infrastructure. Weaknesses in the application layer …