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 …

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 …

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 …

Availability model for data center networks with dynamic migration and multiple traffic flows

J Zhu, N Huang, J Wang, X Qin - IEEE Transactions on Network …, 2023 - ieeexplore.ieee.org
The evaluation of application availability is a crucial step in ensuring functionality of the data
center network (DCN). The application of data center network is no more a chain of physical …

Petri net-based reliability assessment and migration optimization strategy of SFC

L Rui, X Chen, Z Gao, W Li, X Qiu… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
With the development of information technology, the network consists of various proprietary
hardware devices, and the use of these devices brings problems. To solve problems …

A survey of self-coordination in self-organizing network

A Bayazeed, K Khorzom, M Aljnidi - Computer Networks, 2021 - Elsevier
Self-organizing network (SON) is a well-known approach to reduce the complexity and the
cost of cellular network management. It aims at replacing the manual configuration and …

Fault prediction and reliability analysis in a real cellular network

Y Kumar, H Farooq, A Imran - 2017 13th International Wireless …, 2017 - ieeexplore.ieee.org
Today, the importance of cellular networks is ever-growing. The increasing complexity of
networks is expected to decrease reliability. In order to continue reliable operation in a cost …

Estimating 5G network service resilience against short timescale traffic variation

R Li, B Decocq, A Barros, YP Fang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
5G networks are designed to create a new ecosystem for vertical industries such as health
care, energy, and public transport. These novel applications, on the other hand, bring new …

Petri net-based model for 5g and beyond networks resilience evaluation

R Li, B Decocq, A Barros, Y Fang… - 2022 25th Conference …, 2022 - ieeexplore.ieee.org
The promise of telecommunication networks to deliver more demanding and complex
applications requires them to become more flexible and efficient. To achieve better …

Alarm prediction in cellular base stations using data-driven methods

M Boldt, S Ickin, A Borg, V Kulyk… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
The importance of cellular networks continuously increases as we assume ubiquitous
connectivity in our daily lives. As a result, the underlying core telecom systems have very …