Self-adapting handover parameters optimization for SDN-enabled UDN

W Huang, M Wu, Z Yang, K Sun… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Increasing the deployment density of small base stations (SBS) is a key method designed to
satisfy high data traffic in 5th generation mobile network (5G). However, a large number of …

Intelligent handover algorithm for vehicle-to-network communications with double-deep Q-learning

K Tan, D Bremner, J Le Kernec… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
For vehicle-to-network communications, handover (HO) management enables vehicles to
maintain the connection with the network while transiting through coverage areas of different …

Advanced mobility robustness optimization models in future mobile networks based on machine learning solutions

W Tashan, I Shayea, S Aldirmaz-Çolak, OA Aziz… - IEEE …, 2022 - ieeexplore.ieee.org
Ultra-dense heterogeneous networks (HetNets) are deployment scenarios in the advent of
fifth generation (5G) and beyond network generations. A massive number of small base …

Efficient drone mobility support using reinforcement learning

Y Chen, X Lin, T Khan… - 2020 IEEE wireless …, 2020 - ieeexplore.ieee.org
Flying drones can be used in a wide range of applications and services from surveillance to
package delivery. To ensure robust control and safety of drone operations, cellular networks …

Enabling proportionally-fair mobility management with reinforcement learning in 5G networks

A Prado, F Stöckeler, F Mehmeti… - IEEE Journal on …, 2023 - ieeexplore.ieee.org
Mobility management in 5G is challenging, and at higher frequencies, a larger number of
cells is needed to provide similar coverage to that in 4G. Consequently, Base Stations (BSs) …

Mobility management for cellular-connected UAVs: A learning-based approach

MMU Chowdhury, W Saad… - 2020 IEEE international …, 2020 - ieeexplore.ieee.org
The pervasiveness of the wireless cellular network can be a key enabler for the deployment
of autonomous unmanned aerial vehicles (UAVs) in beyond visual line of sight scenarios …

[HTML][HTML] Network slicing for beyond 5G systems: An overview of the smart port use case

RM Sohaib, O Onireti, Y Sambo, MA Imran - Electronics, 2021 - mdpi.com
As the idea of a new wireless communication standard (5G) started to circulate around the
world, there was much speculation regarding its performance, making it necessary to carry …

Mobility Management for Cellular-Connected UAVs: Model Based Versus Learning Based Approaches for Service Availability

IA Meer, M Ozger, D Schupke… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Mobility management for terrestrial users is mostly concerned with avoiding radio link failure
for the edge users where the cell boundaries are defined. The problem becomes interesting …

Voronoi-based handover self-optimization technique for handover ping-pong reduction in 5G networks

W Tashan, I Shayea, S Aldirmaz-Colak… - … on Wireless Networks …, 2023 - ieeexplore.ieee.org
The extensive use of small base stations (BSs) in the fifth Generation (5G) raises the
probability of handover (HO) which will subsequently increase the incidences of handover …

[HTML][HTML] Machine learning: A catalyst for THz wireless networks

AAA Boulogeorgos, E Yaqub, M Di Renzo… - Frontiers in …, 2021 - frontiersin.org
With the vision to transform the current wireless network into a cyber-physical intelligent
platform capable of supporting bandwidth-hungry and latency-constrained applications, both …