Mobility-Aware Cell Clustering Mechanism for Self-Organizing Networks
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Access"
DOI: 10.1109/access.2018.2876601
Abstract: Self-Organizing Networks (SON) which automate the mobile networks in a cost-efficient way can provide extensive benefits for mobile network operators that are facing several challenges, such as providing maximum coverage and balanced/efficient usage of spectrum… read more here.
Keywords: clustering mechanism; organizing networks; mobility; mobility aware ... See more keywords
Anomaly Detection in Self-Organizing Networks: Conventional Versus Contemporary Machine Learning
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3182014
Abstract: This paper presents a comparison of conventional and modern machine (deep) learning within the framework of anomaly detection in self-organizing networks. While deep learning has gained significant traction, especially in application scenarios where large volumes… read more here.
Keywords: machine; machine learning; detection; self organizing ... See more keywords
Unsupervised Technique for Automatic Selection of Performance Indicators in Self-Organizing Networks
Sign Up to like & getrecommendations! Published in 2017 at "IEEE Communications Letters"
DOI: 10.1109/lcomm.2017.2728012
Abstract: Self-organizing networks (SONs) aim at automating the management of cellular networks. However, tasks, such as the selection of the most appropriate performance indicators for SON functions, are still carried out by experts. In this letter,… read more here.
Keywords: organizing networks; selection; unsupervised technique; self organizing ... See more keywords
Automatic Feature Selection Technique for Next Generation Self-Organizing Networks
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Communications Letters"
DOI: 10.1109/lcomm.2018.2825392
Abstract: Despite self-organizing networks (SONs) pursue the automation of management tasks in current cellular networks, the selection of the most useful performance indicators (PIs), used as inputs for SON functions, is still performed by network experts.… read more here.
Keywords: technique; network; organizing networks; selection ... See more keywords
Data Analytics for Diagnosing the RF Condition in Self-Organizing Networks
Sign Up to like & getrecommendations! Published in 2017 at "IEEE Transactions on Mobile Computing"
DOI: 10.1109/tmc.2016.2601919
Abstract: The current trend in the management of mobile communication networks is to increase the level of automation in order to enhance network performance while reducing Operational Expenditure (OPEX). In this context, the 3rd Generation Partnership… read more here.
Keywords: data analytics; organizing networks; condition; analytics diagnosing ... See more keywords
Root Cause Analysis Based on Temporal Analysis of Metrics Toward Self-Organizing 5G Networks
Sign Up to like & getrecommendations! Published in 2017 at "IEEE Transactions on Vehicular Technology"
DOI: 10.1109/tvt.2016.2586143
Abstract: By 2020, mobile networks will support a wide range of communication services while at the same time, the number of user terminals will be enormous. To cope with such increased complexity in network management, innovative… read more here.
Keywords: organizing networks; cause analysis; analysis; self ... See more keywords
Self-Organizing Networks for 5G and Beyond: A View from the Top
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DOI: 10.3390/fi14030095
Abstract: We describe self-organizing network (SON) concepts and architectures and their potential to play a central role in 5G deployment and next-generation networks. Our focus is on the basic SON use case applied to radio access… read more here.
Keywords: beyond view; networks beyond; son; self organizing ... See more keywords