QoS aware resource allocation for coexistence mechanisms between eMBB and URLLC: Issues, challenges, and future directions in 5G

R Kumar, D Sinwar, V Singh - Computer Communications, 2024‏ - Elsevier
Abstract 5G NR enables three types of use case scenarios viz. enhance mobile broadband
(eMBB), ultra-reliable low latency communication (URLLC), and massive machine type …

Spatial deep learning-based dynamic TDD control for UAV-assisted 6G hotspot networks

W Noh, S Cho - IEEE Transactions on Industrial Informatics, 2024‏ - ieeexplore.ieee.org
Compared to static time-division duplexing (TDD), dynamic TDD (D-TDD) has significantly
increased the spectral efficiency of cellular networks. However, conventional systems …

Optimal resource allocation for GAA users in spectrum access system using Q-learning algorithm

W Abbass, R Hussain, J Frnda, IL Khan… - IEEE …, 2022‏ - ieeexplore.ieee.org
Spectrum access system (SAS) is a three-tier layered spectrum sharing architecture
proposed by the Federal Communications Commission (FCC) for Citizens Broadband Radio …

[HTML][HTML] 5G technology: ML hyperparameter tuning analysis for subcarrier spacing prediction model

FS Samidi, NA Mohamed Radzi, KH Mohd Azmi… - Applied Sciences, 2022‏ - mdpi.com
Resource optimisation is critical because 5G is intended to be a major enabler and a
leading infrastructure provider in the information and communication technology sector by …

Intelligent Empirical Model for Interference Mitigation in 5G Mobile Network at Sub-6 GHz Transmission Frequency

AO Akande, CK Agubor, FA Semire, OK Akinde… - International Journal of …, 2023‏ - Springer
The quality of the signal received at any location in communication channel depends on the
degree of losses and attenuation experience along its path. The existing models are not …

An Innovation Development of Resource Management in 5G Wireless Local Area Network (5G-Wlan) Using Machine Learning Model

R Gayathri, D Palanikkumar, N Nalini… - 2023 International …, 2023‏ - ieeexplore.ieee.org
In general, the various devices on the fifth generation 5G wireless local area network
currently in use must have the right amount of resource applications. This means that any …

Dynamic network slicing based resource management and service aware Virtual Network Function (VNF) migration in 5G networks

P Vidhya, K Subashini, R Sathishkannan, S Gayathri - Computer Networks, 2025‏ - Elsevier
Abstract Achieving the Quality of Service need of the various slice use cases in 5G Slice
Networks will depend heavily on the multi-tenant multi-tier hybrid system. In the context of …

Resource Allocation in 5G NR Networks via Hybrid Lyrebird‐Red Panda Optimization Model

Jyoti, A Noliya, D Kumar - International Journal of …, 2025‏ - Wiley Online Library
Radio resource management in a dynamic 5G HWAN, which includes several RATs like LTE
and 5G NR, is examined in this work. A unique resource allocation strategy for 5G NR …

Packet delay budget-based scheduling approach for 5G time division duplex

A Mamane, M Fattah, M El Ghazi… - … Conference on Digital …, 2022‏ - Springer
The fifth generation of mobile networks offers a flexible architecture and allows for various
use cases and scenarios to meet the diverse demands of end-users. The multiple …

Deep Learning for Dynamic Resource Management in 5G Networks: A Review

DH Hussein, S Abdulwahab, S Askar - The Indonesian Journal of …, 2025‏ - ijcs.net
Dynamic resource management is important for 5G wireless networks to ensure they are
efficient, scalable, and can handle growing connectivity demands while maintaining quality …