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 …
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 …
Prediction-based conditional handover for 5G mm-wave networks: A deep-learning approach
Conditional handover (CHO) is one of several promising mobility enhancements in 5G
networks. By making preparation decisions earlier than in LTE HO, CHO can provide an …
networks. By making preparation decisions earlier than in LTE HO, CHO can provide an …
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 …
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 …
Handover management for next-generation wireless networks: A brief overview
The importance of Heterogeneous Networks (HetNets) is increased after enabling the high
band spectrum such as millimeter Wave (mmWave), in the development of the Fifth …
band spectrum such as millimeter Wave (mmWave), in the development of the Fifth …
On the basics of conditional handover for 5G mobility
H Martikainen, I Viering, A Lobinger… - 2018 IEEE 29th Annual …, 2018 - ieeexplore.ieee.org
We are studying the mobility performance, outage and the signaling overhead of conditional
handover (CHO) in Fifth Generation New Radio (5G NR). We observe that CHO will bring …
handover (CHO) in Fifth Generation New Radio (5G NR). We observe that CHO will bring …
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 …
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 …
Partially blind handovers for mmWave new radio aided by sub-6 GHz LTE signaling
For a base station that supports cellular communications in sub-6 GHz LTE and millimeter
(mmWave) bands, we propose a supervised machine learning algorithm to improve the …
(mmWave) bands, we propose a supervised machine learning algorithm to improve the …