Data-Driven Estimation of Throughput Performance in Sliced Radio Access Networks via Supervised Learning

C Gijón, M Toril, S Luna-Ramírez - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
In 5G systems, Network Slicing (NS) feature allows to deploy several logical networks
customized for specific verticals over a common physical infrastructure. To make the most of …

Leveraging machine learning for industrial wireless communications

I Malanchini, P Agostini, K Alam, M Baumgart… - arXiv preprint arXiv …, 2021 - arxiv.org
Two main trends characterize today's communication landscape and are finding their way
into industrial facilities: the rollout of 5G with its distinct support for vertical industries and the …

5G network slice-a URLLC resource allocation perspective

CAP Rodrigues, D Vieira… - 2021 11th IFIP …, 2021 - ieeexplore.ieee.org
The fifth generation wireless network, known as 5G, is the first network that was considered
to meet some requirements to help IoT become a reality. 5G is also envisioned as a network …

Applications of artificial intelligence, machine learning and related techniques for computer networking systems

KM Sivalingam - arXiv preprint arXiv:2105.15103, 2021 - arxiv.org
This article presents a primer/overview of applications of Artificial Intelligence and Machine
Learning (AI/ML) techniques to address problems in the domain of computer networking. In …

Optimizing network slicing in 6G networks through a hybrid deep learning strategy

R Dangi, P Lalwani - The Journal of Supercomputing, 2024 - Springer
The sixth generation (6G) networks demand high security, low latency, and highly
dependable standards and capacity. One of the essential components of 6G networks is …

A review of network slicing in 5g and beyond: Intelligent approaches and challenges

G Rahmanian, HS Shahhoseini… - 2021 ITU Kaleidoscope …, 2021 - ieeexplore.ieee.org
Artificial intelligence has the ability to provide simple solutions to complex problems by
analyzing huge volumes of data in a short amount of time with appropriate accuracy. With …

Overview of AI-based Algorithms for Network Slicing Resource Management in B5G and 6G

F Debbabi, J Rihab, L Chaari… - 2022 International …, 2022 - ieeexplore.ieee.org
We are now in the early stage of the Fifth Generation (5G) commercialization, and its
improved capabilities and unique features will revolutionize the present wireless network …

[HTML][HTML] Multi-Domain Network Slicing in Satellite–Terrestrial Integrated Networks: A Multi-Sided Ascending-Price Auction Approach

W Jiang, Y Zhan, X Xiao - Aerospace, 2023 - mdpi.com
With the growing demand for massive access and data transmission requests, terrestrial
communication systems are inefficient in providing satisfactory services. Compared with …

Joint Demand Forecasting and Network Slice Pricing for Profit Maximization in Network Slicing

Q Li, Y Wang, G Sun, L Luo, H Yu - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
As a key technology of next-generation networks, network slicing enables networks to
flexibly and efficiently fulfill the heterogeneous requirements of various services. In the slice …

An LSTM-based network slicing classification future predictive framework for optimized resource allocation in C-V2X

MS Abood, H Wang, D He, M Fathy, SA Rashid… - IEEE …, 2023 - ieeexplore.ieee.org
With the advent of 5G communication networks, many novel areas of research have
emerged and the spectrum of communicating objects has been diversified. Network …