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 …

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
… We briefly introduce 5G network slicing and deep learning concepts in Section II, some
background work details are in Section III, we explain our DeepSlice model in Section IV and in …

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

R Singh, A Mehbodniya, JL Webber… - Wireless …, 2022 - Wiley Online Library
Network slicing is a smart application idea for the Internet of Things that … network design
must be improved to meet network slicing model needs. Adapting the 5G network slicing concept

[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
… of machine learning tools in solving complex mobile network … the gap between Deep RL
and the 5G network slicing research, by … First, the basic concepts of Deep RL framework are …

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
… 5G networks embrace the concept of Network Slicing (NS) [4]… for intelligent network slice
LCM, from the slice preparation to … cycle [29] and covering all network domains (RAN, TN, and …

Consideration on automation of 5G network slicing with machine learning

VP Kafle, Y Fukushima, P Martinez-Julia… - … : Machine Learning …, 2018 - ieeexplore.ieee.org
… the envisioned 5G network slicing and elaborate the necessity of automation of network
functions for the … Network slicing is the key design concept being introduced in 5G/IMT-2020 …

An end-to-end network slicing algorithm based on deep Q-learning for 5G network

T Li, X Zhu, X Liu - IEEE Access, 2020 - ieeexplore.ieee.org
… ) network slicing resource allocation algorithm based on Deep Q-Networks (DQN), which is
suitable for multi-slice … introduces the concept of network slicing into mobile communication …

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

R Dangi, A Jadhav, G Choudhary, N Dragoni… - Future Internet, 2022 - mdpi.com
… This paper outlines the 5G network slicing concept, its layers … represent how network slicing
influences the 5G network. This … emphasizes Machine Learning-based Network Slicing and …

[HTML][HTML] 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
… different definitions and specifications of network slicing concepts of different institutes such
concepts, they discussed some use cases on the support for MEC-enabled network slicing

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
… a Neural Network based ‘Secure5G’ Network Slicing model to … before they infest the 5G core
network. ‘Secure5G’ is a resilient … The 5G Network Slicing concept is fully utilized to manage …