A survey of intrusion detection techniques for cyber-physical systems

R Mitchell, IR Chen - ACM Computing Surveys (CSUR), 2014 - dl.acm.org
Pervasive healthcare systems, smart grids, and unmanned aircraft systems are examples of
Cyber-Physical Systems (CPSs) that have become highly integrated in the modern world. As …

[HTML][HTML] A new perspective towards the development of robust data-driven intrusion detection for industrial control systems

A Ayodeji, Y Liu, N Chao, L Yang - Nuclear engineering and technology, 2020 - Elsevier
Most of the machine learning-based intrusion detection tools developed for Industrial
Control Systems (ICS) are trained on network packet captures, and they rely on monitoring …

A unified deep learning anomaly detection and classification approach for smart grid environments

I Siniosoglou, P Radoglou-Grammatikis… - … on Network and …, 2021 - ieeexplore.ieee.org
The interconnected and heterogeneous nature of the next-generation Electrical Grid (EG),
widely known as Smart Grid (SG), bring severe cybersecurity and privacy risks that can also …

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 …

[HTML][HTML] Security of smart manufacturing systems

N Tuptuk, S Hailes - Journal of manufacturing systems, 2018 - Elsevier
A revolution in manufacturing systems is underway: substantial recent investment has been
directed towards the development of smart manufacturing systems that are able to respond …

Enhancing IIoT networks protection: A robust security model for attack detection in Internet Industrial Control Systems

IA Khan, M Keshk, D Pi, N Khan, Y Hussain, H Soliman - Ad Hoc Networks, 2022 - Elsevier
Abstract Industrial Internet of Things (IIoT) networks involves heterogeneous technological
and manufacturing services and devices. The communication and data exchange …

Multi-level anomaly detection in industrial control systems via package signatures and LSTM networks

C Feng, T Li, D Chana - 2017 47th Annual IEEE/IFIP …, 2017 - ieeexplore.ieee.org
We outline an anomaly detection method for industrial control systems (ICS) that combines
the analysis of network package contents that are transacted between ICS nodes and their …

Accurate modeling of Modbus/TCP for intrusion detection in SCADA systems

N Goldenberg, A Wool - international journal of critical infrastructure …, 2013 - Elsevier
The Modbus/TCP protocol is commonly used in SCADA systems for communications
between a human–machine interface (HMI) and programmable logic controllers (PLCs) …

Through the eye of the PLC: semantic security monitoring for industrial processes

D Hadžiosmanović, R Sommer, E Zambon… - Proceedings of the 30th …, 2014 - dl.acm.org
Off-the-shelf intrusion detection systems prove an ill fit for protecting industrial control
systems, as they do not take their process semantics into account. Specifically, current …

HML-IDS: A hybrid-multilevel anomaly prediction approach for intrusion detection in SCADA systems

IA Khan, D Pi, ZU Khan, Y Hussain, A Nawaz - IEEE Access, 2019 - ieeexplore.ieee.org
Critical infrastructures, eg, electricity generation and dispersal networks, chemical
processing plants, and gas distribution, are governed and monitored by supervisory control …