An overview of reinforcement learning algorithms for handover management in 5G ultra-dense small cell networks

J Tanveer, A Haider, R Ali, A Kim - Applied Sciences, 2022 - mdpi.com
The fifth generation (5G) wireless technology emerged with marvelous effort to state, design,
deployment and standardize the upcoming wireless network generation. Artificial …

Intelligent handover triggering mechanism in 5G ultra-dense networks via clustering-based reinforcement learning

Q Liu, CF Kwong, S Wei, L Li, S Zhang - Mobile Networks and Applications, 2021 - Springer
Ultra-dense networks (UDNs) are considered as key 5G technologies. They provide mobile
users a high transmission rate and efficient radio resource management. However, UDNs …

A survey of machine learning applications to handover management in 5G and beyond

MS Mollel, AI Abubakar, M Ozturk, SF Kaijage… - IEEE …, 2021 - ieeexplore.ieee.org
Handover (HO) is one of the key aspects of next-generation (NG) cellular communication
networks that need to be properly managed since it poses multiple threats to quality-of …

Machine Learning Empowered Emerging Wireless Networks in 6G: Recent Advancements, Challenges & Future Trends

HMF Noman, E Hanafi, KA Noordin, K Dimyati… - IEEE …, 2023 - ieeexplore.ieee.org
The upcoming 6G networks are sixth-sense next-generation communication networks with
an ever-increasing demand for enhanced end-to-end (E2E) connectivity towards a …

Velocity-aware handover self-optimization management for next generation networks

A Alhammadi, M Roslee, MY Alias, I Shayea… - Applied Sciences, 2020 - mdpi.com
The fifth generation (5G) network is an upcoming standard for wireless communications that
coexists with the current 4G network to increase the throughput. The deployment of ultra …

Adaptive handover decision using fuzzy logic for 5G ultra-dense networks

WS Hwang, TY Cheng, YJ Wu, MH Cheng - Electronics, 2022 - mdpi.com
With the explosive increase in traffic volume in fifth-generation (5G) mobile wireless
networks, an ultra-dense network (UDN) architecture, composed of highly concentrated …

Advanced handover self-optimization approach for 4G/5G HetNets using weighted fuzzy logic control

A Alhammadi, M Roslee, MY Alias… - 2019 15th …, 2019 - ieeexplore.ieee.org
The future fifth generation (5G) wireless communications support the ultra-dense networks
where deployments of a large number of small cells coexist with current 4G networks …

A survey on handover and mobility management in 5G HetNets: current state, challenges, and future directions

Y Ullah, MB Roslee, SM Mitani, SA Khan, MH Jusoh - Sensors, 2023 - mdpi.com
Fifth-generation (5G) networks offer high-speed data transmission with low latency,
increased base station volume, improved quality of service (QoS), and massive multiple …

Intelligent handover decision scheme using double deep reinforcement learning

MS Mollel, AI Abubakar, M Ozturk, S Kaijage… - Physical …, 2020 - Elsevier
Handovers (HOs) have been envisioned to be more challenging in 5G networks due to the
inclusion of millimetre wave (mm-wave) frequencies, resulting in more intense base station …

[HTML][HTML] Handover management over dual connectivity in 5G technology with future ultra-dense mobile heterogeneous networks: A review

SA Khan, I Shayea, M Ergen, H Mohamad - Engineering Science and …, 2022 - Elsevier
Supporting seamless connection through user mobility is a critical challenge that must be
addressed in mobile Heterogeneous Networks (HetNets). The case will become more worse …