[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 …

Federated learning and next generation wireless communications: A survey on bidirectional relationship

D Shome, O Waqar, WU Khan - Transactions on Emerging …, 2022 - Wiley Online Library
In order to meet the extremely heterogeneous requirements of the next generation wireless
communication networks, research community is increasingly dependent on using machine …

Machine learning in network slicing-a survey

HP Phyu, D Naboulsi, R Stanica - IEEE Access, 2023 - ieeexplore.ieee.org
5G and beyond networks are expected to support a wide range of services, with highly
diverse requirements. Yet, the traditional “one-size-fits-all” network architecture lacks the …

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
Network slicing (NS) is becoming an essential element of service management and
orchestration in communication networks, starting from mobile cellular networks and …

A survey on beyond 5g network slicing for smart cities applications

W Rafique, J Barai, AO Fapojuwo… - … Surveys & Tutorials, 2024 - ieeexplore.ieee.org
Beyond fifth generation (B5G) is expected to tremendously improve network capabilities by
using a higher frequency band compared to 5G, capable of delivering higher network …

Mobility aware and energy-efficient federated deep reinforcement learning assisted resource allocation for 5G-RAN slicing

Y Azimi, S Yousefi, H Kalbkhani, T Kunz - Computer Communications, 2024 - Elsevier
Network slicing is one of the foundations for the realization of 5G and beyond. However, due
to the mobility of the users and the network dynamics, flexible and efficient radio access …

Wireless network slice assignment with incremental random vector functional link network

Y He, X Ye, L Cui, P Fournier-Viger… - … on Network Science …, 2022 - ieeexplore.ieee.org
This paper presents an artificial intelligence-assisted network slice prediction method, which
utilizes a novel incremental random vector functional link (IRVFL) network to deal with the …

An adaptive heuristic algorithm to solve the network slicing resource management problem

YH Chen - International Journal of Communication Systems, 2023 - Wiley Online Library
Artificial intelligence‐based (AI‐based) network slicing bandwidth allocation enables the
5G/6G service providers to create multiple virtual networks atop a shared physical …

[HTML][HTML] Data traffic reduction for D2D communications in 5G networks using a multilink approach

W Zhao, M Wang, RO Yahya - Journal of King Saud University-Computer …, 2023 - Elsevier
With the increase in the number of devices connected to the network and the increase in
data rates, data traffic has also increased dramatically. This increase in traffic can lead to the …

Heterogeneous RAN slicing resource allocation using mathematical program with equilibrium constraints

T Ma, Y Zhang, Z Han, C Li - IET Communications, 2022 - Wiley Online Library
Network slicing is considered to be a key feature of the 5th generation mobile networks. It
permits multiple tenants, ie mobile virtual network operators, to share virtual resources …