[PDF][PDF] IoBTSec-RPL: A Novel RPL Attack Detecting Mechanism Using Hybrid Deep Learning Over Battlefield IoT Environment

K Kowsalyadevi, NV Balaji - International Journal of Computer Networks …, 2023 - ijcna.org
The emerging digital world has recently utilized the massive power of the emerging Internet
of Things (IoT) technology that fuels the growth of many intelligent applications. The Internet …

Machine learning-based multiple attack detection in RPL over IoT

MD Momand, MK Mohsin - 2021 International Conference on …, 2021 - ieeexplore.ieee.org
By connecting the low-power smart embedded devices through the internet, the Internet of
Things (IoT) is a prominent technology in smart world construction. The IoT has numerous …

[PDF][PDF] Securing IoT Networks: RPL Attack Detection with Deep Learning GRU Networks

R Bokka, T Sadasivam - International Journal of Recent …, 2023 - ijresonline.com
The Internet of Things (IoT) can be defined as the internet-based connectivity of
heterogeneous intelligent devices to control and run them. Smart gadgets and wireless …

An ensemble learning framework for the detection of RPL attacks in IoT networks based on the genetic feature selection approach

M Osman, J He, N Zhu, FMM Mokbal - Ad Hoc Networks, 2024 - Elsevier
The rapid proliferation of Internet of Things (IoT) devices has raised critical concerns
regarding the security of corresponding IoT networks. The Routing Protocol for Low-Power …

An Intrusion Detection System using Deep Cellular Learning Automata and Semantic Hierarchy for Enhancing RPL Protocol Security

M Shirafkan, A Shahidinejad, M Ghobaei-Arani - Cluster Computing, 2023 - Springer
The internet of things (IoT) is a collection of systems connected to an online network
consisting of things. Routing Protocol for Low-Power and Lossy Networks (RPL) is a …

Deep learning-based early stage detection (DL-ESD) for routing attacks in Internet of Things networks

M Albishari, M Li, R Zhang, E Almosharea - The Journal of …, 2023 - Springer
Security represents one of the main critical issues in the Internet of Things (IoT), especially
the routing attacks in the core network where the loss of information becomes very harmful …

Deep learning-based reliable routing attack detection mechanism for industrial Internet of Things

S Nayak, N Ahmed, S Misra - Ad Hoc Networks, 2021 - Elsevier
An enormous amount of data processing occurs at the cloud and edge to carry out different
kinds of analytics in Industrial Internet of Things (IIoT). To deal with the analytics using such …

[HTML][HTML] Routing attack induced anomaly detection in IoT network using RBM-LSTM

R Sahay, A Nayyar, RK Shrivastava, M Bilal, SP Singh… - ICT Express, 2024 - Elsevier
The network of resource constraint devices, also known as the Low power and Lossy
Networks (LLNs), constitutes the edge tire of the Internet of Things applications like smart …

Threat analysis model to control IoT network routing attacks through deep learning approach

K Janani, S Ramamoorthy - Connection Science, 2022 - Taylor & Francis
Most of the recent research has focused on the Internet of Things (IoT) and its applications.
The open interface and network connectivity of the interconnected systems under the IoT …

[PDF][PDF] Artificial neural network model for decreased rank attack detection in RPL based on IoT networks

M Osman, J He, FMM Mokbal, N Zhu - Int. J. Netw. Secur, 2021 - ijns.jalaxy.com.tw
Abstract Internet of Things (IoT) cyber-attacks are growing day by day because of the
constrained nature of the IoT devices and the lack of effective security countermeasures …