Mobility Management Paradigm Shift: from Reactive to Proactive Handover using AI/ML

HS Park, H Kim, C Lee, H Lee - IEEE Network, 2024 - ieeexplore.ieee.org
Mobility management is one of the most essential functionalities in mobile networks,
providing seamless services for users. Mobility performance has been one of the main …

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 …

Flexible Mobility Management for 5G and Beyond Ultra-dense Network

이기택 - 2022 - s-space.snu.ac.kr
As new services and applications for next-generation mobile communication emerge, users
of mobile communication systems require a higher data rate than the existing system. In …

Energy-and Cost-Aware Vertical Handover Management in Industrial Integrated Cellular and Wlan Networks Based on Multi-Objective Reinforcement Learning

X Jiang, Q Zhang, Y Yang, L Wei, F Zhou, D Zhu… - Available at SSRN … - papers.ssrn.com
The emergence of wireless networks will empower the smart factory to achieve the next level
of efficiency, connectivity, and flexibility while contributing to the development of a …

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 …

Data Driven Optimization of Inter-Frequency Mobility Parameters for Emerging Networks

M Umar Bin Farooq - 2021 - shareok.org
Densification and multi-band operation means inter-frequency handovers can become a
bottleneck for mobile user experience in emerging cellular networks. The challenge is …

[PDF][PDF] Advanced Mobility Robustness Optimization Models in Future Mobile Networks Based on Machine Learning Solutions

YI DARADKEH - academia.edu
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 …

Double deep reinforcement learning assisted handovers in 5g and beyond cellular networks

S Verma, S Abhirami, A Kumar… - 2023 15th International …, 2023 - ieeexplore.ieee.org
In 5G and beyond cellular networks, the typical cell size has been reducing to provide higher
data rates and meet the low latency requirements. Such ultra-dense deployments of base …

[HTML][HTML] Intelligent coordinated self-optimizing handover scheme for 4G/5G heterogeneous networks

A Alhammadi, WH Hassan, AA El-Saleh, I Shayea… - ICT Express, 2023 - Elsevier
Mobile connections and applications are growing unprecedentedly with the advent and
increasing popularity of wireless services worldwide, which greatly increases the demands …

Auto tuning self-optimization algorithm for mobility management in LTE-A and 5G HetNets

A Alhammadi, M Roslee, MY Alias, I Shayea… - IEEE …, 2019 - ieeexplore.ieee.org
Ultra-dense networks represent the trend for future wireless 5G networks, which can provide
high transmission rates in dense urban environments. However, a massive number of small …