Machine learning for network slicing resource management: A comprehensive survey

B Han, HD Schotten - arXiv preprint arXiv:2001.07974, 2020 - arxiv.org
… Beyond the successes that have already been made, there are still many open issues and
potentials for further successes of machine learning in the field of network slicing resource …

Optimal 5G network slicing using machine learning and deep learning concepts

MH Abidi, H Alkhalefah, K Moiduddin, M Alazab… - Computer Standards & …, 2021 - Elsevier
… the network slicing performance. This work aims to design an efficient network slicing using
a hybrid learning … extraction (OWFE), and (c) Slicing classification. First, we collected the 5G …

Consideration on automation of 5G network slicing with machine learning

VP Kafle, Y Fukushima, P Martinez-Julia… - … : Machine Learning …, 2018 - ieeexplore.ieee.org
… (AI) and machine learning based network control and management technologies [4]. …
5G network slicing and elaborate the necessity of automation of network functions for the …

Analysis of network slicing for management of 5G networks using machine learning techniques

R Singh, A Mehbodniya, JL Webber… - Wireless …, 2022 - Wiley Online Library
… variety of business situations and network traffic groups that are operating on the same
networks using a network slicing architecture [4]. Because of network slicing, it is possible to build …

Machine learning aided network slicing

M Toscano, F Grunwald, M Richart… - 2019 21st …, 2019 - ieeexplore.ieee.org
… With this information, added to the deterministic allocation function, we can aid the
network slice provider to determine if a new slice will fulfill with the SLA requirements. …

Machine learning in network slicing-a survey

HP Phyu, D Naboulsi, R Stanica - IEEE Access, 2023 - ieeexplore.ieee.org
… That being said, before delving deeper in the machine learning techniques applied to network
slicing resource control and management problems, we briefly summarise them in Table 2…

Survey on Machine Learning-Enabled Network Slicing: Covering the Entire Life Cycle

A Donatti, SL Correa, JSB Martins… - … on Network and …, 2023 - ieeexplore.ieee.org
… intelligent network slice LCM, from the slice preparation to their decommissioning, after the
3rd Generation Partnership Project (3GPP) life cycle [29] and covering all network domains (…

SDN/NFV, machine learning, and big data driven network slicing for 5G

LV Le, BSP Lin, LP Tung, D Sinh - 2018 IEEE 5G World Forum …, 2018 - ieeexplore.ieee.org
… 5G, especially, for network slicing. This study aims to integrate various machine learning (ML) …
an experimental framework for the future SONs and network slicing. Finally, based on this …

Machine Learning‐Based Resource Allocation Strategy for Network Slicing in Vehicular Networks

Y Cui, X Huang, D Wu, H Zheng - … Communications and Mobile …, 2020 - Wiley Online Library
… use machine learning to predict the services traffic of each slice, so as to allocate radio
resources to each slice to … allocation with machine learning methods in vehicular network slicing. …

Integration of network slicing and machine learning into edge networks for low-latency services in 5G and beyond systems

A Domeke, B Cimoli, IT Monroy - Applied Sciences, 2022 - mdpi.com
network capabilities more efficiently and effectively, this paper provides a comprehensive
study on edge-enabled network slicing … on the application of machine learning in edge-sliced …