A survey of machine learning techniques applied to self-organizing cellular networks
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 …
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 …
Networks (SONs), and it is a key driver for improving Operations, Administration, and …
A survey of 5G network systems: challenges and machine learning approaches
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 …
emerging services. These services bring new requirements and challenges that obstruct the …
Comprehensive survey on self-organizing cellular network approaches applied to 5G networks
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 …
behavior of the future mobile networks. The evolution of telecom infrastructures towards 5G …
Self-healing in emerging cellular networks: Review, challenges, and research directions
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 …
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 …
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 …
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 …
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
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 …
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
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 …
part of daily life. However, the present cloud infrastructure is insufficient to meet the …