Machine learning for wireless sensor networks security: An overview of challenges and issues

R Ahmad, R Wazirali, T Abu-Ain - Sensors, 2022 - mdpi.com
Energy and security are major challenges in a wireless sensor network, and they work
oppositely. As security complexity increases, battery drain will increase. Due to the limited …

Machine learning solution for the security of wireless sensor network

YY Ghadi, T Mazhar, T Al Shloul, T Shahzad… - IEEE …, 2024 - ieeexplore.ieee.org
Energy efficiency and safety are two essential factors that play a significant role in operating
a wireless sensor network. However, it is claimed that these two factors are naturally …

Machine learning prediction approach to enhance congestion control in 5G IoT environment

IA Najm, AK Hamoud, J Lloret, I Bosch - Electronics, 2019 - mdpi.com
The 5G network is a next-generation wireless form of communication and the latest mobile
technology. In practice, 5G utilizes the Internet of Things (IoT) to work in high-traffic networks …

Traffic and energy aware optimization for congestion control in next generation wireless sensor networks

SL Yadav, RL Ujjwal, S Kumar, O Kaiwartya… - Journal of …, 2021 - Wiley Online Library
Congestion in wireless sensor networks (WSNs) is an unavoidable issue in today's scenario,
where data traffic increased to its aggregated capacity of the channel. The consequence of …

An improved congestion-aware routing mechanism in sensor networks using fuzzy rule sets

G Sangeetha, M Vijayalakshmi, S Ganapathy… - Peer-to-Peer Networking …, 2020 - Springer
Congestion-free routing of packets across a Wireless Sensor Network (WSN) is an important
issue to be addressed for quick response applications such as disaster management …

An enhanced distributed congestion control method for classical 6LowPAN protocols using fuzzy decision system

MH Homaei, F Soleimani, S Shamshirband… - IEEE …, 2020 - ieeexplore.ieee.org
The classical Internet of things routing and wireless sensor networks can provide more
precise monitoring of the covered area due to the higher number of utilized nodes. Because …

Congestion‐Aware Routing Algorithm for NoC Using Data Packets

K Ahmad, MAJ Sethi, R Ullah, I Ahmed… - Wireless …, 2021 - Wiley Online Library
Network on Chip (NoC) is a communication framework for the Multiprocessor System on
Chip (MPSoC). It is a router‐based communication system. In NoC architecture, nodes of …

A novel fuzzy PID congestion control model based on cuckoo search in WSNs

L Lin, Y Shi, J Chen, S Ali - Sensors, 2020 - mdpi.com
Wireless Sensor Networks (WSNs) consist of multiple sensor nodes, each of which has the
ability to collect, receive and send data. However, irregular data sources can lead to severe …

Congestion Control Prediction Model for 5G Environment Based on Supervised and Unsupervised Machine Learning Approach

MBM Kamel, IA Najm, AK Hamoud - IEEE Access, 2024 - ieeexplore.ieee.org
With the emergence of 5G technology, congestion control become a vital and main
challenge to be addressed in order to have efficient communication. There are several …

A Congestion-Aware Routing System in Wireless Sensor Networks Based on Bee Colonies and Intelligent Butterfly Optimisation

S Panimalar, TP Jacob - Wireless Personal Communications, 2024 - Springer
Data is sent by multi-hop communication in Wireless Sensor Networks (WSNs), where each
sensor node transmits data to its neighbouring nodes until it reaches the target node, which …