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 …

Safeguard network slicing in 5G: A learning augmented optimization approach

X Cheng, Y Wu, G Min, AY Zomaya… - IEEE Journal on …, 2020 - ieeexplore.ieee.org
Network slicing, as a key 5G enabling technology, is promising to support with more
flexibility, agility, and intelligence towards the provisioned services and infrastructure …

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 …

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 …

Algorithmics and modeling aspects of network slicing in 5G and beyonds network: Survey

F Debbabi, R Jmal, LC Fourati, A Ksentini - IEEE Access, 2020 - ieeexplore.ieee.org
One of the key goals of future 5G networks is to incorporate many different services into a
single physical network, where each service has its logical network isolated from other …

Artificial intelligence-assisted network slicing: Network assurance and service provisioning in 6G

J Wang, J Liu, J Li, N Kato - IEEE Vehicular Technology …, 2023 - ieeexplore.ieee.org
6G networks are expected to provide instant global connectivity and enable the transition
from “connected things” to “connected intelligence,” where promising network slicing can …

[HTML][HTML] 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 …

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

R Singh, A Mehbodniya, JL Webber… - Wireless …, 2022 - Wiley Online Library
Consumer expectations and demands for quality of service (QoS) from network service
providers have risen as a result of the proliferation of devices, applications, and services. An …

DeepSlicing: Deep reinforcement learning assisted resource allocation for network slicing

Q Liu, T Han, N Zhang, Y Wang - GLOBECOM 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
Network slicing enables multiple virtual networks run on the same physical infrastructure to
support various use cases in 5G and beyond. These use cases, however, have very diverse …