Interference mitigation in HetNets to improve the QoS using Q-learning

MU Iqbal, EA Ansari, S Akhtar - IEEE Access, 2021 - ieeexplore.ieee.org
Small cells (SCs) based ultra-dense heterogeneous networks (HetNets) are one of the
promising solutions for increased coverage and capacity in 5G cellular networks. However …

Improving the QoS in 5G HetNets through cooperative Q-learning

MU Iqbal, EA Ansari, S Akhtar, AN Khan - IEEE Access, 2022 - ieeexplore.ieee.org
Heterogeneous networks are an integral part of the 5G cellular networks as they are one of
the important enabling technologies for increased coverage and capacity. However …

Optimal learning paradigm and clustering for effective radio resource management in 5G HetNets

MU Iqbal, EA Ansari, S Akhtar, M Farooq-i-Azam… - IEEE …, 2023 - ieeexplore.ieee.org
Ultra-dense heterogeneous networks (UDHN) based on small cells are a requisite part of
the future cellular networks as they are proposed as one of the enabling technologies to …

A machine learning approach for power allocation in HetNets considering QoS

R Amiri, H Mehrpouyan, L Fridman… - 2018 IEEE …, 2018 - ieeexplore.ieee.org
There is an increase in usage of smaller cells or femtocells to improve performance and
coverage of next-generation heterogeneous wireless networks (HetNets). However, the …

Analysis of load balancing and interference management in heterogeneous cellular networks

ZH Abbas, F Muhammad, L Jiao - IEEE Access, 2017 - ieeexplore.ieee.org
To meet the current cellular capacity demands, proactive offloading is required in
heterogeneous cellular networks (HetCNets) comprising of different tiers of base stations …

Novel EBBDSA based resource allocation technique for interference mitigation in 5G heterogeneous network

MK Hasan, S Islam, TR Gadekallu, AF Ismail… - Computer …, 2023 - Elsevier
Telecom operators have applied the cell association and load balancing technique with
femtocell (HeNB) in urban dense 5G Heterogeneous networks (HetNets) for reducing loads …

Mobile small cells for further enhanced 5G heterogeneous networks

CH Lee, SH Lee, KC Go, SM Oh, JS Shin… - ETRI …, 2015 - Wiley Online Library
A heterogeneous network (HetNet) is a network topology composed by deploying multiple
HetNets under the coverage of macro cells (MCs). It can improve network throughput, extend …

QoS-aware resource allocation of two-tier HetNet: A Q-learning approach

W AlSobhi, AH Aghvami - 2019 26th International Conference …, 2019 - ieeexplore.ieee.org
Data applications account for the magnitude of traffic generated in the Cellular Networks. To
meet the ever-increasing traffic demand, advancement in resource allocation is crucial …

Dynamic clustering for power effective small cell deployment in HetNet 5G networks

W Dghais, M Souilem, HR Chi… - ICC 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
This paper presents an improved algorithm for small cell (SCs) deployment in the
heterogeneous network (HetNet) future generations of mobile networks. The sequential and …

Analytical study on multi-tier 5G heterogeneous small cell networks: Coverage performance and energy efficiency

Z Xiao, H Liu, V Havyarimana, T Li, D Wang - Sensors, 2016 - mdpi.com
In this paper, we investigate the coverage performance and energy efficiency of multi-tier
heterogeneous cellular networks (HetNets) which are composed of macrocells and different …