[HTML][HTML] A comparative evaluation of intrusion detection systems on the edge-IIoT-2022 dataset

T Al Nuaimi, S Al Zaabi, M Alyilieli, M AlMaskari… - Intelligent Systems with …, 2023 - Elsevier
We propose and evaluate a data-driven intrusion detection system (IDS) for the Internet of
Things (IoT) and Industrial IoT (IIoT) environments using the Edge-IIoT-2022 dataset. We …

[HTML][HTML] CBF-IDS: Addressing Class Imbalance Using CNN-BiLSTM with Focal Loss in Network Intrusion Detection System

H Peng, C Wu, Y Xiao - Applied Sciences, 2023 - mdpi.com
The importance of network security has become increasingly prominent due to the rapid
development of network technology. Network intrusion detection systems (NIDSs) play a …

[HTML][HTML] Performance Evaluation of Deep Learning Models for Classifying Cybersecurity Attacks in IoT Networks

FL Becerra-Suarez, VA Tuesta-Monteza… - Informatics, 2024 - mdpi.com
The Internet of Things (IoT) presents great potential in various fields such as home
automation, healthcare, and industry, among others, but its infrastructure, the use of open …

[PDF][PDF] Next-gen security in IIoT: integrating intrusion detection systems with machine learning for industry 4.0 resilience.

L Idouglid, S Tkatek, K Elfayq… - International Journal of …, 2024 - researchgate.net
In the dynamic landscape of Industry 4.0, characterized by the integration of smart
technologies and the industrial internet of things (IIoT), ensuring robust security measures is …

[HTML][HTML] Modeling of Intrusion Detection System Using Double Adaptive Weighting Arithmetic Optimization Algorithm with Deep Learning on Internet of Things …

VK Kalimuthu, R Velumani - Brazilian Archives of Biology and …, 2024 - SciELO Brasil
Abstract The Internet of Things (IoT) has experienced rapid development in area-specific
applications, including smart transportation systems, healthcare, industries, and smart …

Securing the Industrial IoT: A Novel Network Intrusion Detection Models

M Ramaiah, MY Rahamathulla - 2024 3rd International …, 2024 - ieeexplore.ieee.org
The growth of automation in the industry makes securing IoT networks a critical priority. A
resilient network intrusion detection system (NIDS) can reduce cyber threats. Detecting …

[PDF][PDF] Innovative Machine Learning Model Design for Predictive IoT Security Attacks Advances in Artificial Intelligence and Machine Learning. 2024; 4 (2): 139

A Buja - 2022 - oajaiml.com
The research focuses on designing a predictive model for Internet of Things (IoT) attack
identification using historical IoT data from the Global Cyber Alliance's (GCA) Automated IoT …