Comparative study of ML models for IIoT intrusion detection: impact of data preprocessing and balancing

AM Eid, B Soudan, AB Nassif, MN Injadat - Neural Computing and …, 2024 - Springer
This study investigates the effectiveness of six prominent machine learning models—
random forest, decision trees, K-nearest neighbor, logistic regression, support vector …

Enhancing intrusion detection in IIoT: optimized CNN model with multi-class SMOTE balancing

AM Eid, B Soudan, AB Nassif, MN Injadat - Neural Computing and …, 2024 - Springer
This work introduces an intrusion detection system (IDS) tailored for industrial internet of
things (IIoT) environments based on an optimized convolutional neural network (CNN) …

VANET Intrusion Investigation Based Forensics Technology: A New Framework

MY AlKhanafseh, OM Surakhi - 2022 International Conference …, 2022 - ieeexplore.ieee.org
VANET is an Ad-hoc vehicular network that refers to a group of vehicles that are connected
to each other through a wireless network. It is vulnerable to various network attacks due to its …

Analyzing and contrasting machine learning algorithms for Intrusion Detection System

S Al-Daja, MR Al-Mousa, A Al-Qammaz… - … Arab Conference on …, 2023 - ieeexplore.ieee.org
As the prevalence of sophisticated network attacks continues to rise, enhancing
conventional intrusion detection systems (IDS) methods presents a significant challenge …

[PDF][PDF] Intrusion Detection System using CNNs and GANs

NR Al-Milli, YA Al-Khassawneh - WSEAS Transactions on Computer …, 2024 - wseas.com
This study investigates the effectiveness of deep learning models, namely Generative
Adversarial Networks (GANs), Convolutional Neural Networks with three layers (CNN-3L) …

An Effective Anomaly Detection Model Combined Feature Selection with Improved CNN in SDN

Y Wang, X Yi, Z Bao, B Yu - 2023 3rd Asia-Pacific Conference …, 2023 - ieeexplore.ieee.org
The frequent intrusion of anomalous traffic has consistently remained a critical concern in
the domain of network security. Software-Defined Networking (SDN) is an innovative …