Network management automation in 5G: Challenges and opportunities

S Mwanje, G Decarreau, C Mannweiler… - 2016 IEEE 27th …, 2016 - ieeexplore.ieee.org
The development of 5G cellular networks is driven by several architectural and radio
technology evolutions; and by requirements of diverse uses cases from the vertical …

Experimental results for artificial intelligence-based self-organized 5G networks

W Jiang, M Strufe, HD Schotten - 2017 IEEE 28th Annual …, 2017 - ieeexplore.ieee.org
Until now, mobile networks are still managed in a manual and semi-automatic manner,
which are costly and time-consuming. For the forthcoming Fifth Generation (5G) system, its …

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 …

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 …

Self-organizing cellular network approaches applied to 5G networks

H Fourati, R Maaloul, L Chaari - 2019 Global Information …, 2019 - ieeexplore.ieee.org
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 …

Conceptual design of proactive SONs based on the big data framework for 5G cellular networks: A novel machine learning perspective facilitating a shift in the son …

B Keshavamurthy, M Ashraf - 2016 International Conference …, 2016 - ieeexplore.ieee.org
Self-Organizing Networks (SONs) are being researched extensively in the existing 3G and
4G landscape primarily to facilitate a convenient yet cost-effective approach in the …

Self-organizing networks in 3GPP: standardization and future trends

L Jorguseski, A Pais, F Gunnarsson… - IEEE …, 2014 - ieeexplore.ieee.org
Self-Organizing Networks (SON) is a common term for mobile network automation, critical to
the cost-efficient deployment, operation and maintenance of mobile networks. This article …

Orchestration Procedures for the Network Intelligence Stratum in 6G Networks

LE Chatzieleftheriou, M Gramaglia… - 2023 Joint European …, 2023 - ieeexplore.ieee.org
The quest for autonomous mobile networks introdu-ces the need for fully native support for
Network Intelligence (NI) algorithms, typically based on Artificial Intelligence tools like …

Requirements and Specifications for the Orchestration of Network Intelligence in 6G

M Camelo, L Cominardi, M Gramaglia… - 2022 IEEE 19th …, 2022 - ieeexplore.ieee.org
Next-generation mobile networks are expected to flaunt highly (if not fully) automated
management. To achieve such a vision, Artificial Intelligence (AI) and Machine Learning …

Daemon: A network intelligence plane for 6g networks

M Camelo, M Gramaglia, P Soto… - 2022 IEEE …, 2022 - ieeexplore.ieee.org
While there is a clear trend towards network automation through the usage of Artificial
Intelligence (AI) and Machine Learning (ML) solutions, the major reference network …