A survey of machine learning techniques applied to self-organizing cellular networks

PV Klaine, MA Imran, O Onireti… - … Surveys & Tutorials, 2017 - ieeexplore.ieee.org
In this paper, a survey of the literature of the past 15 years involving machine learning (ML)
algorithms applied to self-organizing cellular networks is performed. In order for future …

Coordinated multi-point clustering schemes: A survey

S Bassoy, H Farooq, MA Imran… - … Surveys & Tutorials, 2017 - ieeexplore.ieee.org
Mobile data traffic grew by 74% in 2015 and it is expected to grow eight-fold by 2020. Future
wireless networks will need to deploy massive number of small cells to cope with this …

A survey and future directions on clustering: From WSNs to IoT and modern networking paradigms

A Shahraki, A Taherkordi, Ø Haugen… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Many Internet of Things (IoT) networks are created as an overlay over traditional ad-hoc
networks such as Zigbee. Moreover, IoT networks can resemble ad-hoc networks over …

A survey of clustering techniques in WSNs and consideration of the challenges of applying such to 5G IoT scenarios

L Xu, R Collier, GMP O'Hare - IEEE Internet of Things Journal, 2017 - ieeexplore.ieee.org
Wireless sensor network (WSN) systems are typically composed of thousands of sensors
that are powered by limited energy resources. To extend the networks longevity, clustering …

Load aware joint CoMP clustering and inter-cell resource scheduling in heterogeneous ultra dense cellular networks

L Liu, Y Zhou, V Garcia, L Tian… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
For coordinated multipoint transmission in heterogeneous ultra dense networks (HUDN),
clustering and multicell resource scheduling should be carried out jointly. Based on the α …

[HTML][HTML] Routing schemes in FANETs: A survey

MF Khan, KLA Yau, RM Noor, MA Imran - Sensors, 2019 - mdpi.com
Flying ad hoc network (FANET) is a self-organizing wireless network that enables
inexpensive, flexible, and easy-to-deploy flying nodes, such as unmanned aerial vehicles …

Comprehensive survey on self-organizing cellular network approaches applied to 5G networks

H Fourati, R Maaloul, L Chaari, M Jmaiel - Computer Networks, 2021 - Elsevier
Abstract Self-Organizing Network (SON) stands for a key concept characterizing the
behavior of the future mobile networks. The evolution of telecom infrastructures towards 5G …

A survey of online data-driven proactive 5G network optimisation using machine learning

B Ma, W Guo, J Zhang - IEEE access, 2020 - ieeexplore.ieee.org
In the fifth-generation (5G) mobile networks, proactive network optimisation plays an
important role in meeting the exponential traffic growth, more stringent service requirements …

The race to 5G era; LTE and Wi-Fi

I Selinis, K Katsaros, M Allayioti, S Vahid… - IEEE Access, 2018 - ieeexplore.ieee.org
We are on the brink of a new era for the wireless telecommunications, an era that will
change the way that business is done. The fifth generation (5G) systems will be the first …

Mobility-aware load balancing for reliable self-organization networks: Multi-agent deep reinforcement learning

A Mohajer, M Bavaghar, H Farrokhi - Reliability Engineering & System …, 2020 - Elsevier
Abstract Self-Organizing Networks (SON) is a collection of functions for automatic
configuration, optimization, and healing of networks and mobility optimization is one of the …