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 …

On the potential of handover parameter optimization for self-organizing networks

P Muñoz, R Barco… - IEEE Transactions on …, 2013 - ieeexplore.ieee.org
Self-organizing networks (SONs) aim to raise the level of automated operation in next-
generation networks. One of the use cases defined in this field is the optimization of the …

Fuzzy rule-based reinforcement learning for load balancing techniques in enterprise LTE femtocells

P Muñoz, R Barco, JM Ruiz-Avilés… - IEEE Transactions …, 2012 - ieeexplore.ieee.org
Mobile-broadband traffic has experienced a large increase over the past few years.
Femtocells are envisioned to cope with such a demand of capacity in indoor environments …

Optimization of load balancing using fuzzy Q-learning for next generation wireless networks

P Muñoz, R Barco, I de la Bandera - Expert systems with applications, 2013 - Elsevier
Load balancing is considered by the 3GPP as an important issue in Self-Organizing
Networks due to its effectiveness to increase network capacity. In next generation wireless …

Performance evaluation of mobility robustness optimization (MRO) in 5G network with various mobility speed scenarios

WK Saad, I Shayea, BJ Hamza, A Azizan… - IEEE …, 2022 - ieeexplore.ieee.org
The massive deployment of small-sized cells for the Fifth Generation (5G) mobile network
will increase the Handover Probability (HOP), potentially causing higher Handover Ping …

Optimization of a fuzzy logic controller for handover-based load balancing

P Munoz, R Barco, I de la Bandera… - 2011 IEEE 73rd …, 2011 - ieeexplore.ieee.org
In Self-Organizing Networks (SON), load balancing has been recognized as an effective
means to increase network performance. In cellular networks, cell load balancing can be …

A femtocell location strategy for improving adaptive traffic sharing in heterogeneous LTE networks

JM Ruiz Aviles, M Toril, S Luna-Ramírez - EURASIP Journal on Wireless …, 2015 - Springer
Femtocells have been suggested as a promising solution for the provision of indoor
coverage and capacity. In this paper, a new planning strategy for placing femtocell access …

Analysis of limitations of mobility load balancing in a live LTE system

JM Ruiz-Aviles, M Toril, S Luna-Ramírez… - IEEE wireless …, 2015 - ieeexplore.ieee.org
Mobility load balancing (MLB) is a common technique to deal with the uneven traffic
distribution in mobile networks. The aim of MLB is to alleviate congestion problems by …

A QoE-driven traffic steering algorithm for LTE networks

ML Marí-Altozano, S Luna-Ramírez… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Due to the diversity of mobile services and raising user expectations, mobile network
management has changed its focus from Quality of Service (QoS) to Quality of Experience …

Traffic steering by self-tuning controllers in enterprise LTE femtocells

JM Ruiz-Avilés, S Luna-Ramírez, M Toril… - EURASIP Journal on …, 2012 - Springer
Femtocells have been suggested as a promising solution for the provision of indoor
coverage and capacity. This article investigates the problem of re-distributing traffic demand …