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 …

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 …

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 …

Application of 5G network slicing technology in smart grid

R Liu, X Hai, S Du, L Zeng, J Bai… - 2021 IEEE 2nd …, 2021 - ieeexplore.ieee.org
With the development of power Internet of Things technology, the communication needs of
smart grid are increasing. Network slicing technology, as a key technology for 5G …

Secure5G: A deep learning framework towards a secure network slicing in 5G and beyond

A Thantharate, R Paropkari, V Walunj… - 2020 10th annual …, 2020 - ieeexplore.ieee.org
Network Slicing will play a vital role in enabling a multitude of 5G applications, use cases,
and services. Network slicing functions will provide an end-to-end isolation between slices …

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 …

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 networks are expected to be able to satisfy a variety of vertical services for mobile users,
business demands, and automotive industry. Network slicing is a promising technology for …

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 …

Machine learning aided network slicing

M Toscano, F Grunwald, M Richart… - 2019 21st …, 2019 - ieeexplore.ieee.org
Future 5G wireless networks will need to deal with increasing heterogeneity in offered
services, performance requirements, and communication technologies. Network slicing has …

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 …