5G Network Slicing: Analysis of Multiple Machine Learning Classifiers

M Malkoc, HA Kholidy - arXiv preprint arXiv:2310.01747, 2023 - arxiv.org
The division of one physical 5G communications infrastructure into several virtual network
slices with distinct characteristics such as bandwidth, latency, reliability, security, and service …

Ml-based 5g network slicing security: A comprehensive survey

R Dangi, A Jadhav, G Choudhary, N Dragoni… - Future Internet, 2022 - mdpi.com
Fifth-generation networks efficiently support and fulfill the demands of mobile broadband
and communication services. There has been a continuing advancement from 4G to 5G …

Consideration on automation of 5G network slicing with machine learning

VP Kafle, Y Fukushima, P Martinez-Julia… - … Learning for a 5G …, 2018 - ieeexplore.ieee.org
Machine learning has the capability to provide simpler solutions to complex problems by
analyzing a huge volume of data in a short time, learning for adapting its functionality to …

Machine learning-based QoS and traffic-aware prediction-assisted dynamic network slicing

N Kumar, A Ahmad - International Journal of …, 2022 - inderscienceonline.com
Over the last few years, network slicing has been presented as one of the key ingredients in
5G for efficiently specifying network services as per the heterogeneous quality and …

MANTA: Multi-lane capsule network assisted traffic classification for 5G network slicing

B Mareri, GO Boateng, R Ou, G Sun… - IEEE Wireless …, 2022 - ieeexplore.ieee.org
As network slicing is an enabling technology for the fifth-generation (5G) networks, it comes
with complex challenges to ensure that resource management is consistent with slice tenant …

Towards secure and intelligent network slicing for 5g networks

F Salahdine, Q Liu, T Han - IEEE Open Journal of the Computer …, 2022 - ieeexplore.ieee.org
Network slicing is one of the emerging technologies allowing resource sharing among
different network entities in 5G networks. It enables delivering smart, critical, and multi …

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

MH Abidi, H Alkhalefah, K Moiduddin, M Alazab… - Computer Standards & …, 2021 - Elsevier
Network slicing is predetermined to hold up the diversity of emerging applications with
enhanced performance and flexibility requirements in the way of splitting the physical …

Intelligent network slicing for V2X services toward 5G

J Mei, X Wang, K Zheng - Ieee Network, 2019 - ieeexplore.ieee.org
Benefiting from the widely deployed LTE infrastructures, 5G wireless networks are becoming
a critical enabler for the emerging V2X communications. However, existing LTE networks …

DeepSlice: A deep learning approach towards an efficient and reliable network slicing in 5G networks

A Thantharate, R Paropkari, V Walunj… - 2019 IEEE 10th …, 2019 - ieeexplore.ieee.org
Existing cellular communications and the upcoming 5G mobile network requires meeting
high-reliability standards, very low latency, higher capacity, more security, and high-speed …

Big data for 5G intelligent network slicing management

H Chergui, C Verikoukis - IEEE Network, 2020 - ieeexplore.ieee.org
Network slicing is a powerful tool to harness the full potential of 5G systems. It allows
verticals to own and exploit independent logical networks on top of the same physical …