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 …

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 …

A survey of 5G network systems: challenges and machine learning approaches

H Fourati, R Maaloul, L Chaari - International Journal of Machine Learning …, 2021 - Springer
Abstract 5G cellular networks are expected to be the key infrastructure to deliver the
emerging services. These services bring new requirements and challenges that obstruct the …

Comprehensive survey on self-organizing cellular network approaches applied to 5G networks

H Fourati, R Maaloul, L Chaari, M Jmaiel - Computer Networks, 2021 - Elsevier
Abstract Self-Organizing Network (SON) stands for a key concept characterizing the
behavior of the future mobile networks. The evolution of telecom infrastructures towards 5G …

Self-healing in emerging cellular networks: Review, challenges, and research directions

A Asghar, H Farooq, A Imran - IEEE Communications Surveys & …, 2018 - ieeexplore.ieee.org
Mobile cellular network operators spend nearly a quarter of their revenue on network
management and maintenance. Incidentally, a significant proportion of that budget is spent …

Real-time analysis of multiple root causes for anomalies assisted by digital twin in NFV environment

W Wang, L Tang, C Wang… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
Network Function Virtualization (NFV) is a promising paradigm that enables the employment
of novel service types with lower deployment cost and faster time-to-value, but it introduces …

Machine Reasoning in FCAPS: Towards Enhanced Beyond 5G Network Management

A Mekrache, A Ksentini… - … Surveys & Tutorials, 2024 - ieeexplore.ieee.org
The increasing complexity of telecommunication networks has highlighted the need for
robust network management frameworks. One such framework is FCAPS, which …

Improved self-healing technique for 5G networks using predictive analysis

TR Reshmi, M Azath - Peer-to-Peer Networking and Applications, 2021 - Springer
With the advent of IoT and the seamless advent of the ubiquitous network using the 5G
technologies, the ability to provide a continuous service is the requirement of every Internet …

Machine learning aided context-aware self-healing management for ultra dense networks with QoS provisions

M Qin, Q Yang, N Cheng, H Zhou… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
The self-organizing network is envisioned as a key technology to future wireless networks,
especially for densely deployed small cell scenarios. Self-healing (SH) is an essential …

Proactive Self-Healing Approaches in Mobile Edge Computing: A Systematic Literature Review

O Adeniyi, AS Sadiq, P Pillai, MA Taheir, O Kaiwartya - Computers, 2023 - mdpi.com
The widespread use of technology has made communication technology an indispensable
part of daily life. However, the present cloud infrastructure is insufficient to meet the …