Network slicing meets artificial intelligence: An AI-based framework for slice management

D Bega, M Gramaglia… - IEEE …, 2020 - ieeexplore.ieee.org
… by integrating artificial intelligence (AI) in the network. We outline a general framework for
AI-based network slice management, introducing AI in the different phases of the slice life cycle…

AI-assisted network-slicing based next-generation wireless networks

X Shen, J Gao, W Wu, K Lyu, M Li… - IEEE Open Journal …, 2020 - ieeexplore.ieee.org
… based architecture and explain why and where artificial intelligence (AI) should be incorporated
into this architecture. Second, the motivation, research challenges, existing works, and …

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
… dynamic slicing problems in 6G. In view of this, we provide a tutorial on AIassisted 6G network
slicing for network … service provisioning, aiming to show the prospect of 6G slicing and the …

Consideration on automation of 5G network slicing with machine learning

VP Kafle, Y Fukushima, P Martinez-Julia… - … : Machine Learning …, 2018 - ieeexplore.ieee.org
… We also discuss the status of artificial intelligence and machine learning related activities …
The main contribution of this paper is to highlight the essential functions of network slicing

AI-native network slicing for 6G networks

W Wu, C Zhou, M Li, H Wu, H Zhou… - IEEE Wireless …, 2022 - ieeexplore.ieee.org
… virtualization, and ubiquitous intelligence. This article … an artificial intelligence (AI)-native
network slicing architecture for 6G networks to enable the synergy of AI and network slicing, …

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
… weighted feature extraction (OWFE), and (c) Slicing classification. First, we collected the 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
… situations and network traffic groups that are operating on the same networks using a network
slicing architecture [4]. Because of network slicing, it is possible to build many 5G networks

Intelligence slicing: A unified framework to integrate artificial intelligence into 5G networks

W Jiang, SD Anton, HD Schotten - … and Mobile Networking …, 2019 - ieeexplore.ieee.org
… the flexibility to program the underlying networks. Taking advantage of SDN and NFV, network
slicing [12] that allows multiple virtual networks to provide dedicated functionality specific …

Machine learning for network slicing resource management: A comprehensive survey

B Han, HD Schotten - arXiv preprint arXiv:2001.07974, 2020 - arxiv.org
… the modern techniques of machine learning and artificial intelligence are applied to
assist … in network slicing, namely the slice admission control and the cross-slice resource …

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
… 4a, we predict the network load of each network slice based on the incoming connection
and keep track of which output ‘network slice’ is being utilized most. We then allocate incoming …