Machine learning-based handovers for sub-6 GHz and mmWave integrated vehicular networks
The integration of sub-6 GHz and millimeter wave (mmWave) bands has a great potential to
enable both reliable coverage and high data rate in future vehicular networks. Nevertheless …
enable both reliable coverage and high data rate in future vehicular networks. Nevertheless …
MmWave vehicular beam selection with situational awareness using machine learning
Establishing and tracking beams in millimeter-wave (mmWave) vehicular communication is
a challenging task. Large antenna arrays and narrow beams introduce significant system …
a challenging task. Large antenna arrays and narrow beams introduce significant system …
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 …
Learning-based handover in mobile millimeter-wave networks
S Khosravi, H Shokri-Ghadikolaei… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Millimeter-wave (mmWave) communication is considered as a key enabler of ultra-high data
rates in the future cellular and wireless networks. The need for directional communication …
rates in the future cellular and wireless networks. The need for directional communication …
A vertical handoff method via self-selection decision tree for internet of vehicles
Vehicles often communicate among different networks in Internet of Vehicles (IoVs).
However, existing unstable network statuses and different user preferences result in vehicle …
However, existing unstable network statuses and different user preferences result in vehicle …
[PDF][PDF] Dynamic Q-learning and fuzzy CNN based vertical handover decision for integration of DSRC, mmwave 5G and LTE in internet of vehicles (IoV).
SM Hussain, KM Yusof, KM Yusof - J. Commun., 2021 - eprints.utm.my
Internet of vehicles commonly known as IOV is a newly emerged area which with the help of
internet assisted communication provides the support to the vehicles. Due to the access of …
internet assisted communication provides the support to the vehicles. Due to the access of …
A two-tier machine learning-based handover management scheme for intelligent vehicular networks
N Aljeri, A Boukerche - Ad Hoc Networks, 2019 - Elsevier
With the increasing demand for real-time road safety services and infotainment applications
on vehicles, the development of an efficient wireless mobile communication became crucial …
on vehicles, the development of an efficient wireless mobile communication became crucial …
Breaking the vehicular wireless communications barriers: Vertical handover techniques for heterogeneous networks
JM Marquez-Barja, H Ahmadi… - IEEE Transactions …, 2014 - ieeexplore.ieee.org
End users increasingly expect ubiquitous connectivity while on the move. With a variety of
wireless access technologies available, we expect to always be connected to the technology …
wireless access technologies available, we expect to always be connected to the technology …
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 …
Intelligent dual active protocol stack handover based on double DQN deep reinforcement learning for 5G mmWave networks
The recently proposed dual active protocol stack (DAPS) handover (HO) is one of the
mobility enhancements that can effectively reduce the handover interruption time (HIT) in 5G …
mobility enhancements that can effectively reduce the handover interruption time (HIT) in 5G …