Machine learning (ML) in a 5G standalone (SA) self organizing network (SON)
S Sridharan - arXiv preprint arXiv:2011.12288, 2020 - arxiv.org
Machine learning (ML) is included in Self-organizing Networks (SONs) that are key drivers
for enhancing the Operations, Administration, and Maintenance (OAM) activities. It is …
for enhancing the Operations, Administration, and Maintenance (OAM) activities. It is …
From 4G to 5G: Self-organized network management meets machine learning
J Moysen, L Giupponi - Computer Communications, 2018 - Elsevier
Self-organization as applied to cellular networks is usually referred to Selforganizing
Networks (SONs), and it is a key driver for improving Operations, Administration, and …
Networks (SONs), and it is a key driver for improving Operations, Administration, and …
User-centric approaches for next-generation self-organizing wireless communication networks using machine learning
CV Murudkar, RD Gitlin - 2019 IEEE international conference …, 2019 - ieeexplore.ieee.org
With the ever-increasing rise of a wide range of data-driven applications and services, as
well as the synergies of gigabit wireless connectivity and pervasive broadband connectivity …
well as the synergies of gigabit wireless connectivity and pervasive broadband connectivity …
Intelligent SON Coordination in the 5G-and-beyond era
G Stamatelatos, A Sgora… - 2022 Global Information …, 2022 - ieeexplore.ieee.org
Self-Organizing Networks (SON) was proposed as a concept to improve network
management via automating certain operations. The evolution of wireless systems to the fifth …
management via automating certain operations. The evolution of wireless systems to the fifth …
Self-organizing networks for 5g and beyond: A view from the top
AG Papidas, GC Polyzos - Future Internet, 2022 - mdpi.com
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 …
play a central role in 5G deployment and next-generation networks. Our focus is on the basic …
Assessment of deep learning methodology for self-organizing 5g networks
MZ Asghar, M Abbas, K Zeeshan, P Kotilainen… - Applied Sciences, 2019 - mdpi.com
In this paper, we present an auto-encoder-based machine learning framework for self
organizing networks (SON). Traditional machine learning approaches, for example, K …
organizing networks (SON). Traditional machine learning approaches, for example, K …
[图书][B] 5G heterogeneous networks: Self-organizing and optimization
B Rong, X Qiu, M Kadoch, S Sun, W Li - 2016 - Springer
The wireless industry has already been preparing for the emerging fifth-generation (5G)
standards in recent years. A 5G system is featured by (1) addressing the demands and …
standards in recent years. A 5G system is featured by (1) addressing the demands and …
Self-organizing cellular network approaches applied to 5G networks
SON is an interesting topic in today's cellular networks. Indeed, heterogeneous networks,
ultra-dense deployments and diverse Radio Access Technologies in the same operating …
ultra-dense deployments and diverse Radio Access Technologies in the same operating …
[PDF][PDF] Self-organization for 5g and beyond mobile networks using reinforcement learning
PH Valente Klaine - 2019 - theses.gla.ac.uk
The next generations of mobile networks 5G and beyond, must overcome current networks
limitations as well as improve network performance. Some of the requirements envisioned …
limitations as well as improve network performance. Some of the requirements envisioned …
Application behaviors driven self-organizing network (SON) for 4G LTE networks
Self-Organizing Networks (SON) is an automation technology in the wireless industry
implemented to simplify the planning, deployment, operation, optimization, and healing of …
implemented to simplify the planning, deployment, operation, optimization, and healing of …