An intelligent two-layer intrusion detection system for the internet of things

MM Alani, AI Awad - IEEE Transactions on Industrial …, 2022 - ieeexplore.ieee.org
Intrusion detection has been the subject of a considerable amount of published research. …
models to achieve high detection accuracy. However, intrusion detection for the IoT is still a …

Construing attacks of internet of things (IoT) and a prehensile intrusion detection system for anomaly detection using deep learning approach

M Akter, GD Dip, MS Mira, M Abdul Hamid… - … : Proceedings of ICICC …, 2020 - Springer
… designed a system of intrusion detection system using deep learning method in which
malicious attacks like DoS, DDoS, U2L, R2L, and probe have been detected and demolished. Our …

[HTML][HTML] Evaluating Federated Learning for intrusion detection in Internet of Things: Review and challenges

EM Campos, PF Saura, A González-Vidal… - Computer Networks, 2022 - Elsevier
… widely considered for the detection and mitigation of these attacks in IoT scenarios. Indeed,
the … to improve the detection capabilities of the well-known intrusion detection systems (IDS) …

A review of intrusion detection system in IoT with machine learning approach: current and future research

EP Nugroho, T Djatna, IS Sitanggang… - … on science in …, 2020 - ieeexplore.ieee.org
intrusion detection system that involves machine learning techniques is needed. Intrusion
Detection System (IDS) is targeted to get intrusion in … characteristics of the IoT network involved …

Intelligent intrusion detection in low-power IoTs

A Saeed, A Ahmadinia, A Javed, H Larijani - ACM Transactions on …, 2016 - dl.acm.org
IoT in a secure manner, the system must be able to detect and prevent any kind of intrusions
… In this article, we have presented an intrusion detection and prevention mechanism by …

Intrusion detection for IoT based on improved genetic algorithm and deep belief network

Y Zhang, P Li, X Wang - IEEE Access, 2019 - ieeexplore.ieee.org
… little research on the optimization of the IoT intrusion detection model based on deep learning.
And, … A new IoT intrusion detection model is proposed in this paper by introducing genetic …

Intrusion detection protocols in wireless sensor networks integrated to Internet of Things deployment: Survey and future challenges

S Pundir, M Wazid, DP Singh, AK Das… - IEEE …, 2019 - ieeexplore.ieee.org
… • We then particularly focus on intrusion detection protocols associated with WSN and IoT. •
We provide a comparative study of intrusion detection protocols associated with WSN and IoT

An ensemble intrusion detection technique based on proposed statistical flow features for protecting network traffic of internet of things

N Moustafa, B Turnbull… - IEEE Internet of Things …, 2018 - ieeexplore.ieee.org
intrusion detection technique is proposed to mitigate malicious events, in particular botnet
attacks against DNS, HTTP, and MQTT protocols utilized in IoT … features and detect malicious …

[HTML][HTML] Intrusion detection models for IOT networks via deep learning approaches

B Madhu, MVG Chari, R Vankdothu, AK Silivery… - Measurement …, 2023 - Elsevier
… learning and deep learning shallow learning intrusion detection technologies. The second
portion of this article examines current hybrid intrusion detection systems. Finally, we present …

A hybrid model for intrusion detection in IoT applications

MI Alghamdi - Wireless Communications and Mobile …, 2022 - Wiley Online Library
… This section investigates the intrusion detection outcomes of the PO-CFNN model on three
distinct datasets with 80 : 20 for training and testing. Table 1 and Figures 3 and 4 report the …