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 …

Threat analysis of IoT networks using artificial neural network intrusion detection system

E Hodo, X Bellekens, A Hamilton… - … on Networks …, 2016 - ieeexplore.ieee.org
… This paper presents a threat analysis of the IoT and uses an Artificial Neural Network (ANN)
to … a neural network based approach for intrusion detection on IoT network to identify DDoS/…

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

Deep learning for intrusion detection and security of Internet of things (IoT): current analysis, challenges, and possible solutions

AR Khan, M Kashif, RH Jhaveri, R Raut… - … Networks, 2022 - Wiley Online Library
… identification of networks. This research aims to provide an inclusive analysis of intrusion
detection based on deep learning techniques followed by different intrusion detection systems. …

A survey of intrusion detection in Internet of Things

BB Zarpelão, RS Miani, CT Kawakani… - Journal of Network and …, 2017 - Elsevier
IoT represents a significant challenge for information security researchers, we present a survey
about intrusion detection in IoT. … addressed the challenges that IoT particularities pose for …

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 … to improve detection rate in the Internet of Things environment. The …

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

Realguard: A lightweight network intrusion detection system for IoT gateways

XH Nguyen, XD Nguyen, HH Huynh, KH Le - Sensors, 2022 - mdpi.com
… -based intrusion detection system operated directly on an IoT edge gateway. The proposed
NIDS not only automatically distinguishes between normal and abnormal network traffic but …

Adversarial attacks against network intrusion detection in IoT systems

H Qiu, T Dong, T Zhang, J Lu… - IEEE Internet of Things …, 2020 - ieeexplore.ieee.org
… Although a variety of methods have been designed to leverage DL models for security
attack against DL-based network intrusion detection systems (NIDSs) in the Internet-ofThings