A survey of machine learning applications to handover management in 5G and beyond
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 …
networks that need to be properly managed since it poses multiple threats to quality-of …
Intelligent handover decision scheme using double deep reinforcement learning
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 …
inclusion of millimetre wave (mm-wave) frequencies, resulting in more intense base station …
[HTML][HTML] An overview of reinforcement learning algorithms for handover management in 5G ultra-dense small cell networks
The fifth generation (5G) wireless technology emerged with marvelous effort to state, design,
deployment and standardize the upcoming wireless network generation. Artificial …
deployment and standardize the upcoming wireless network generation. Artificial …
PBPHS: a profile-based predictive handover strategy for 5G networks
J Sun, Y Zhang, M Trik - Cybernetics and Systems, 2022 - Taylor & Francis
One of the necessities of mobile networks is uninterrupted access to wireless services,
taking into account the requirements of quality of service. With the development of the fifth …
taking into account the requirements of quality of service. With the development of the fifth …
Advanced handover self-optimization approach for 4G/5G HetNets using weighted fuzzy logic control
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 …
where deployments of a large number of small cells coexist with current 4G networks …
5G handover using reinforcement learning
V Yajnanarayana, H Rydén… - 2020 IEEE 3rd 5G World …, 2020 - ieeexplore.ieee.org
In typical wireless cellular systems, the handover mechanism involves reassigning an
ongoing session handled by one cell into another. In order to support increased capacity …
ongoing session handled by one cell into another. In order to support increased capacity …
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 …
users a high transmission rate and efficient radio resource management. However, UDNs …
Handover control in wireless systems via asynchronous multiuser deep reinforcement learning
In this paper, we propose a two-layer framework to learn the optimal handover (HO)
controllers in possibly large-scale wireless systems supporting mobile Internet-of-Things …
controllers in possibly large-scale wireless systems supporting mobile Internet-of-Things …
Mobility management in 5G and beyond: a novel smart handover with adaptive Time-to-trigger and hysteresis margin
R Karmakar, G Kaddoum… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
The 5th Generation (5G) New Radio (NR) and beyond technologies will support enhanced
mobile broadband, very low latency communications, and huge numbers of mobile devices …
mobile broadband, very low latency communications, and huge numbers of mobile devices …
Handover parameters optimisation techniques in 5G networks
The massive growth of mobile users will spread to significant numbers of small cells for the
Fifth Generation (5G) mobile network, which will overlap the fourth generation (4G) network …
Fifth Generation (5G) mobile network, which will overlap the fourth generation (4G) network …