Network intrusion detection for IoT security based on learning techniques

N Chaabouni, M Mosbah, A Zemmari… - … Surveys & Tutorials, 2019 - ieeexplore.ieee.org
IoT security threats and challenges for IoT networks by evaluating existing defense techniques.
Our main focus is on network intrusion … and open-source network sniffing software. Then, …

Deep recurrent neural network for IoT intrusion detection system

M Almiani, A AbuGhazleh, A Al-Rahayfeh… - … Modelling Practice and …, 2020 - Elsevier
… In this paper, we have proposed a Fog computing-based intrusion detection model for
IoT network security. The proposed model adapts a recurrent neural network trained by an …

An efficient network intrusion detection model for IoT security using K-NN classifier and feature selection

M Mohy-Eddine, A Guezzaz, S Benkirane… - Multimedia Tools and …, 2023 - Springer
… to their critical role in maintaining network security. In this work, we integrate … network IDS
(NIDS) to enhance IoT security. This paper presents a network intrusion detection model for IoT

Anomaly-based intrusion detection system for IoT networks through deep learning model

T Saba, A Rehman, T Sadad, H Kolivand… - Computers and Electrical …, 2022 - Elsevier
… Thus, establishing an effective IoT security system was the research motivation of this …
neural network (CNN) based model to improve the IoT network's performance and security. We …

A hybrid model for intrusion detection in IoT applications

MI Alghamdi - Wireless Communications and Mobile …, 2022 - Wiley Online Library
intrusion detection outcomes of the PO-CFNN model on three distinct datasets with 80 : 20
for training and testing. … results of the PO-CFNN model with existing methods on the test NSL-…

[HTML][HTML] Enhancing IoT network security through deep learning-powered Intrusion Detection System

SA Bakhsh, MA Khan, F Ahmed, MS Alshehri, H Ali… - Internet of Things, 2023 - Elsevier
models have the potential to enhance intrusion detection in IoT networks by generating swift
responses to securityIntrusion detection models and an in-depth analysis of mathematical …

A novel anomaly network intrusion detection system for internet of things security

A Guezzaz, S Benkirane, M Azrour - IoT and smart devices for sustainable …, 2022 - Springer
detection technology to detect intrusions and stop attacks. This paper describes a novel network
intrusion detection model … to improve detection rate in the Internet of Things environment…

A two-layer fog-cloud intrusion detection model for IoT networks

S Roy, J Li, Y Bai - Internet of Things, 2022 - Elsevier
… resources of IoT devices make them vulnerable to cyber threats. In this paper, we investigate
intrusion detection techniques to mitigate attacks that exploit IoT security vulnerabilities. We …

An ensemble learning based intrusion detection model for industrial IoT security

M Mohy-Eddine, A Guezzaz… - Big Data Mining and …, 2023 - ieeexplore.ieee.org
… Azrour, A novel anomaly network intrusion detection system for internet of things security,
in IoT and Smart Devices for Sustainable Environment, M. Azrour, A. Irshad, and R. …

Intrusion detection in IoT networks using deep learning algorithm

B Susilo, RF Sari - Information, 2020 - mdpi.com
… and deep-learning methods (convolutional neural network: CNN; multi-layer perceptron…
network-based intrusion detection system (NIDS) to conduct anomaly detection on an IoT network