IRADA: integrated reinforcement learning and deep learning algorithm for attack detection in wireless sensor networks

V Shakya, J Choudhary, DP Singh - Multimedia Tools and Applications, 2024 - Springer
Abstract Wireless Sensor Networks (WSNs) play a vital role in various applications,
necessitating robust network security to protect sensitive data. Intrusion Detection Systems …

Detection and Mitigation of Vampire Attacks with Secure Routing in WSN using Weighted RNN and Optimal Path Selection

R Arunachalam - Computers & Security, 2024 - Elsevier
Abstract In Wireless Sensor Networks (WSNs), one of the most significant threats is vampire
attacks in sensor nodes. These attacks are marked by malicious behaviors within sensor …

Enhancing Intrusion Detection in Wireless Sensor Networks Using a GSWO-CatBoost Approach

TM Nguyen, HHP Vo, M Yoo - Sensors, 2024 - mdpi.com
Intrusion detection systems (IDSs) in wireless sensor networks (WSNs) rely heavily on
effective feature selection (FS) for enhanced efficacy. This study proposes a novel approach …

A Comparative Study of Datasets for Cyber-attacks Detection in Wireless Sensor Networks

S Ismail, DW Dawoud, H Reza - 2024 IEEE 3rd International …, 2024 - ieeexplore.ieee.org
Machine Learning (ML) is one of the effective security approaches to build cyber-attacks
detection systems in Wireless Sensor Networks (WSNs). ML leverages the power of data …

Enhancing security and efficiency in MANETs: a clustering-based approach with CGRUN and AGTO optimization for intrusion detection and path establishment

S Selvaraj, M Chakkaravarthy - International Journal of Information …, 2024 - Springer
Abstract Mobile Ad-Hoc Networks (MANETs) represent dynamic, infrastructure-less wireless
networks formed by self-configuring mobile devices, facing challenges in routing, security …

A Hybrid Framework to Secure IoT Sensor Networks Based on Blockchain and Machine Learning

S Ismail - 2024 - search.proquest.com
With the advances in sensor network technologies, more and more networked things, or
smart objects, are being evolved in cyber-physical-based systems including Internet of …