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 …

Machine learning for network slicing resource management: A comprehensive survey

B Han, HD Schotten - arXiv preprint arXiv:2001.07974, 2020 - arxiv.org
The emerging technology of multi-tenancy network slicing is considered as an essential
feature of 5G cellular networks. It provides network slices as a new type of public cloud …

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 …

5g e2e network slicing management with onap

VQ Rodriguez, F Guillemin… - 2020 23rd Conference …, 2020 - ieeexplore.ieee.org
Network slicing is one of the central features of 5G networks and beyond. Slicing enables
network operators to provide differentiated services to customers by dynamically allocating …

5G testbed development for network slicing evaluation

A Shorov - 2019 IEEE Conference of Russian Young …, 2019 - ieeexplore.ieee.org
5G networks supposed to be a solution for providing the ubiquity connectivity of wireless
devices. Network slicing is one of the major enablers of 5G networks. Network slice is a …

[HTML][HTML] A survey of deep reinforcement learning application in 5G and beyond network slicing and virtualization

C Ssengonzi, OP Kogeda, TO Olwal - Array, 2022 - Elsevier
Abstract The 5th Generation (5G) and beyond networks are expected to offer huge
throughputs, connect large number of devices, support low latency and large numbers of …

IBNSlicing: Intent-based network slicing framework for 5G networks using deep learning

K Abbas, M Afaq, TA Khan… - 2020 21st Asia …, 2020 - ieeexplore.ieee.org
Network slicing is an important pillar of 5G networks that empowers the network operators to
provide the different quality of services (QoS) to the users. It enables network operators to …

Deep reinforcement learning for resource management on network slicing: A survey

JA Hurtado Sánchez, K Casilimas… - Sensors, 2022 - mdpi.com
Network Slicing and Deep Reinforcement Learning (DRL) are vital enablers for achieving
5G and 6G networks. A 5G/6G network can comprise various network slices from unique or …

A reinforcement learning based approach for 5G network slicing across multiple domains

G Kibalya, J Serrat, JL Gorricho… - … on Network and …, 2019 - ieeexplore.ieee.org
Network Function Virtualization (NFV) and Machine Learning (ML) are envisioned as
possible techniques for the realization of a flexible and adaptive 5G network. ML will provide …

An end-to-end network slicing framework for 5G wireless communication systems

Q Li, G Wu, A Papathanassiou, U Mukherjee - arXiv preprint arXiv …, 2016 - arxiv.org
Wireless industry nowadays is facing two major challenges: 1) how to support the vertical
industry applications so that to expand the wireless industry market and 2) how to further …