Interference management in 5G and beyond networks: A comprehensive survey

N Trabelsi, LC Fourati, CS Chen - Computer Networks, 2023 - Elsevier
During the last decade, wireless data services have had an incredible impact on people's
lives in ways we could never have imagined. The number of mobile devices has increased …

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 …

Applications of machine learning in resource management for RAN-slicing in 5G and beyond networks: A survey

Y Azimi, S Yousefi, H Kalbkhani, T Kunz - IEEE Access, 2022 - ieeexplore.ieee.org
One of the key foundations of 5th Generation (5G) and beyond 5G (B5G) networks is
network slicing, in which the network is partitioned into several separated logical networks …

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 …

Optimal radio resource management in 5G NR featuring network slicing

K Boutiba, M Bagaa, A Ksentini - Computer Networks, 2023 - Elsevier
Abstract 3GPP 5G New Radio (NR) has introduced several new features that the network
slicing concept can leverage to guarantee the heterogeneous requirements in terms of …

Radio resource management in multi-numerology 5G new radio featuring network slicing

K Boutiba, M Bagaa, A Ksentini - ICC 2022-IEEE International …, 2022 - ieeexplore.ieee.org
5G New Radio (NR) introduces several key features to support the new emerging vertical
industry use-cases, mainly:(1) Different numerology that gives more flexibility in managing …

A Deep Reinforcement Learning-based Two-dimensional Resource Allocation Technique for V2I communications

H Jin, J Seo, J Park, SC Kim - IEEE Access, 2023 - ieeexplore.ieee.org
This paper proposes a two-dimensional resource allocation technique for vehicle-to-
infrastructure (V2I) communications. Vehicular communications requires high data rates, low …

Intelligent multi-branch allocation of spectrum slices for inter-numerology interference minimization

M Zambianco, G Verticale - Computer Networks, 2021 - Elsevier
Network slicing and mixed-numerology access schemes cover a central role to enable the
flexible multi-service connectivity that characterizes 5G radio access networks (RAN) …

Toward radio access network slicing enforcement in multi-cell 5G system

I Oussakel, P Owezarski, P Berthou… - Journal of Network and …, 2023 - Springer
The proliferation of sophisticated applications and services comes with diverse performance
requirements. The 5G cellular network is advocated to support this diversity through an end …

[PDF][PDF] Machine Learning in Network Slicing—A Survey

R STANICA - hal.science
ABSTRACT 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 …