Big data empowered self organized networks

N Baldo, L Giupponi… - European Wireless 2014 …, 2014 - ieeexplore.ieee.org
Mobile networks are generating a huge amount of data in the form of network measurements
as well as network control and management interactions, and 5G is expected to make it …

Experimental system for self-optimization of LTE networks

MZ Asghar, S Hamalainen, N Meinke - … of the 7th ACM workshop on …, 2012 - dl.acm.org
The aim of this paper is to present an experimental platform developed for 3GPP Long Term
Evolution (LTE) networks where the effectiveness of self-optimization algorithms can be …

Context-aware self-optimization: Evolution based on the use case of load balancing in small-cell networks

A Aguilar-Garcia, S Fortes, AF Duran… - ieee vehicular …, 2016 - ieeexplore.ieee.org
Self-organizing network (SON) mechanisms in cellular systems automate network
management procedures to improve performance while reducing operational expenditure …

[HTML][HTML] Machine learning-based dynamic frequency and bandwidth allocation in self-organized LTE dense small cell deployments

B Bojović, E Meshkova, N Baldo, J Riihijärvi… - EURASIP Journal on …, 2016 - Springer
Self-organizing networks (SONs) are expected to minimize operational and capital
expenditure of the operators while improving the end users' quality of experience. To …

Big data analytics, machine learning, and artificial intelligence in next-generation wireless networks

MG Kibria, K Nguyen, GP Villardi, O Zhao… - IEEE …, 2018 - ieeexplore.ieee.org
The next-generation wireless networks are evolving into very complex systems because of
the very diversified service requirements, heterogeneity in applications, devices, and …

A target-following regime using Similarity Measure for Coverage and Capacity Optimization in Self-Organizing Cellular Networks with hot-spot

H Peyvandi, A Imran, MA Imran… - European Wireless 2014 …, 2014 - ieeexplore.ieee.org
The Self-Organizing Network (SON) has been seen as one of the promising areas to save
OPerational EXpenditure (OPEX) and to bring real efficiency to the wireless networks …

Improving the performance of heterogeneous network systems in machine learning-based 5G mobile communication system

YH Kim, DY Lee, SH Bae, TY Kim - INTERNATIONAL JOURNAL OF …, 2021 - univagora.ro
Mobile traffic, which has increased significantly with the emergence of Fourth generation
longterm evolution (4G-LTE) communications and advances in video streaming services, is …

Big data analytics for 4.9 G and 5G mobile network optimization

P Chiu, J Reunanen, R Luostari… - 2017 IEEE 85th …, 2017 - ieeexplore.ieee.org
Smartphones and other devices connected to a mobile network typically create billions of
measurement samples every day. Those measurements are currently used for …

Application behaviors driven self-organizing network (SON) for 4G LTE networks

Y Ouyang, Z Li, L Su, W Lu, Z Lin - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Self-Organizing Networks (SON) is an automation technology in the wireless industry
implemented to simplify the planning, deployment, operation, optimization, and healing of …

Self-resource allocation and scheduling challenges for heterogeneous networks deployment

PT Semov, V Poulkov, A Mihovska… - Wireless Personal …, 2016 - Springer
A reliable solution for meeting the high demand of throughput in areas called hotspots is the
heterogeneous network. Heterogeneous networks are different depending on their …