[PDF][PDF] Deep learning approaches for intrusion detection in IIoT networks–opportunities and future directions

T Vaiyapuri, Z Sbai, H Alaskar… - … Journal of Advanced …, 2021 - pdfs.semanticscholar.org
intrusion detection in IIoT. This survey offers various objectives. First, this research describes
the preliminary analysis of IIoT systems and Intrusion … for detecting intrusions in IIoT designs…

TON_IoT telemetry dataset: A new generation dataset of IoT and IIoT for data-driven intrusion detection systems

A Alsaedi, N Moustafa, Z Tari, A Mahmood… - Ieee …, 2020 - ieeexplore.ieee.org
… on interacting network elements and IoT/IIoT systems with … representation of IoT/IIoT network
configuration. 2) New … ’ data, and Network data from the testbed IoT/IIoT network. 3) A first-…

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
IIoT driven IICS networks in real-time. The proposed model is based on LSTM auto-encoder
design to identify invasive events from the IICS networks. … network-based intrusion detection

PWG-IDS: an intrusion detection model for solving class imbalance in IIoT networks using generative adversarial networks

L Zhang, S Jiang, X Shen, BB Gupta, Z Tian - arXiv preprint arXiv …, 2021 - arxiv.org
… makes intrusion detection in it very difficult. To address this imbalance, an intrusion detection
system called pretraining Wasserstein generative adversarial network intrusion detection

Anomaly detection methods for IIoT networks

L Zhou, H Guo - … on Service Operations and Logistics, and …, 2018 - ieeexplore.ieee.org
… Leckie, “Unsupervised anomaly detection in network intrusion detection using clusters,” in
Proc. 28th Australasian conference on Computer Science - Volume 38. Darlinghurst, Australia…

An advanced intrusion detection system for IIoT based on GA and tree based algorithms

SM Kasongo - IEEE Access, 2021 - ieeexplore.ieee.org
… of IIoT nodes and the security of IIoT networks are maintained, a lot of organizations are
implementing Intrusion Detection … An IDS plays a critical role in the IIoT by guaranteeing that the …

[HTML][HTML] A hybrid CNN+ LSTM-based intrusion detection system for industrial IoT networks

HC Altunay, Z Albayrak - … Science and Technology, an International Journal, 2023 - Elsevier
… proposed to detect intrusions in the IIoT network by using … detect these attacks and take the
system under protection. In this study, an intrusion detection system for industrial IoT networks

[HTML][HTML] An ensemble tree-based model for intrusion detection in industrial internet of things networks

JB Awotunde, SO Folorunso, AL Imoize, JO Odunuga… - Applied Sciences, 2023 - mdpi.com
… been applied in IIoT networks to secure network nodes and … to detect assaults because of
the diverse IIoT network traffic … classifier for Intrusion Detection in the IIoT network. The Chi-…

Intrusion Detection in Industrial Internet of Things Network‐Based on Deep Learning Model with Rule‐Based Feature Selection

JB Awotunde, C Chakraborty… - … and mobile computing, 2021 - Wiley Online Library
… A relation of the current approach to prior methods for intrusion detection in the IIoT
network is made. The proposed approach is stable, more efficient, and less resource-intensive, …

MAGRU-IDS: A multi-head attention-based gated recurrent unit for intrusion detection in IIoT networks

S Ullah, W Boulila, A Koubaa, J Ahmad - IEEE Access, 2023 - ieeexplore.ieee.org
… • This paper introduces a novel deep learning model for intrusion detection in IIoT networks,
named MAGRU, comprising multi-head attention and GRU layers. Multihead attention is …