A systematic review of quality of service in wireless sensor networks using machine learning: Recent trend and future vision

M Pundir, JK Sandhu - Journal of Network and Computer Applications, 2021 - Elsevier
… A systematic review is presented in this paper based on QoS parameters in the light of
Machine Learning (ML) techniques. It also provides a methodological framework for the …

When optimization meets machine learning: The case of IRS-assisted wireless networks

S Gong, J Lin, B Ding, D Niyato, DI Kim… - IEEE Network, 2022 - ieeexplore.ieee.org
… surface (IRS) can reshape the wireless channels by controlling the scattering elements’ …
machine learning (ML) approaches for complex optimization problems in wireless networks. …

Machine learning based localization in large-scale wireless sensor networks

G Bhatti - Sensors, 2018 - mdpi.com
machine learning algorithms for network-wide localization in large wireless sensor networks
reported work related to localization in wireless sensor networks in the next section. Section …

From federated to fog learning: Distributed machine learning over heterogeneous wireless networks

S Hosseinalipour, CG Brinton… - IEEE …, 2020 - ieeexplore.ieee.org
Machine learning (ML) tasks are becoming ubiquitous in today's network applications.
Federated learning has emerged recently as a technique for training ML models at the …

Security enhancement in wireless sensor networks using machine learning

AB Raj, MV Ramesh, RV Kulkarni… - 2012 IEEE 14th …, 2012 - ieeexplore.ieee.org
… This paper compares two machine learning techniques namely: Neural Network (NN) and
Support Vector Machine (SVM), for detecting and counteracting to the DoS attacks launched …

A survey on model-based, heuristic, and machine learning optimization approaches in RIS-aided wireless networks

H Zhou, M Erol-Kantarci, Y Liu… - … Surveys & Tutorials, 2023 - ieeexplore.ieee.org
… optimization techniques for RISaided wireless networks, ranging from problem formulations
to … Our work aims to be a roadmap for researchers to optimize RISaided wireless networks. …

Machine learning in wireless sensor networks: a retrospective

A Mehta, JK Sandhu, L Sapra - 2020 Sixth International …, 2020 - ieeexplore.ieee.org
Machine Learning techniques that can be applied on these networks is presented. These …
In context by adopting various Machine Learning techniques in Wireless Sensor Networks we …

Machine learning for wireless connectivity and security of cellular-connected UAVs

U Challita, A Ferdowsi, M Chen… - IEEE Wireless …, 2019 - ieeexplore.ieee.org
network. Although many approaches exist for addressing the aforementioned challenges, we
… on machine learning solutions3 due to their inherent ability to predict future network states, …

Machine learning techniques for 5G and beyond

J Kaur, MA Khan, M Iftikhar, M Imran, QEU Haq - IEEE Access, 2021 - ieeexplore.ieee.org
Machine Learning (ML) for such wireless networks. Every component and building block of
a wireless … our knowledge of wireless technologies up to 5G, such as physical, network and …

A framework of machine learning based intrusion detection for wireless sensor networks

Z Yu, JJP Tsai - … International conference on sensor networks …, 2008 - ieeexplore.ieee.org
… a framework of machine learning based intrusion detection system for wireless sensor
networks. Our system will not be limited on particular attacks, while machine learning algorithm …