An Exemplification of Decisions of Machine Learning Classifiers to Predict Handover in a 5G/4G/3G Cellular Communications Network
Mobile applications and high-end Internet-of-Things (loT) devices are progressively
becoming reliant on high-data rates and high endurance content delivery, while the …
becoming reliant on high-data rates and high endurance content delivery, while the …
Handover predictions as an enabler for anticipatory service adaptations in next-generation cellular networks
CL Vielhaus, JVS Busch, P Geuer, A Palaios… - Proceedings of the 20th …, 2022 - dl.acm.org
Next-generation networks are envisioned to be empowered by artificial intelligence with
predictive capabilities. Predicting handovers in high mobility scenarios enables networks …
predictive capabilities. Predicting handovers in high mobility scenarios enables networks …
Handover prediction integrated with service migration in 5G systems
As the research community inclines toward adopting increasingly complex techniques for
future networks, and simple methods are often ignored, being labeled as trivial. In this paper …
future networks, and simple methods are often ignored, being labeled as trivial. In this paper …
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 …
Realistic modeling of handover events in a multi-carrier 5G network: A preliminary step towards COP-KPI relationship realization
M Manalastas - 2020 - shareok.org
The ever-increasing demand for mobile data traffic along with new use cases are set to
make the current cellular network technology obsolete and give rise to a newer and better …
make the current cellular network technology obsolete and give rise to a newer and better …
[PDF][PDF] Machine Learning-assisted Partially Blind Handover Prediction in 5G Network Systems
Handover is the process of transferring a cellular call or data session from one base station
(BS) to another. This process aims to establish reliable and uninterrupted connection …
(BS) to another. This process aims to establish reliable and uninterrupted connection …
Model-Free QoE-Aware Seamless Handoff in Heterogeneous Wireless Networks
Next-generation wireless networks (NGWN) consist of the integration of various
technologies, such as Mobile ad-hoc networks (MANET), Wi-Fi, WiMAX, and LTE which are …
technologies, such as Mobile ad-hoc networks (MANET), Wi-Fi, WiMAX, and LTE which are …
Big data and machine learning driven handover management and forecasting
LP Tung, BSP Lin - 2017 IEEE Conference on Standards for …, 2017 - ieeexplore.ieee.org
Handover (HO), as a key aspect of mobility management, plays an important role in
improving network quality and mobility performance in mobile networks. Especially, in 5G …
improving network quality and mobility performance in mobile networks. Especially, in 5G …
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 …
providing seamless services for users. Mobility performance has been one of the main …
Deep learning-based handover prediction for 5G and beyond networks
JPSH Lima, ÁAM de Medeiros… - ICC 2023-IEEE …, 2023 - ieeexplore.ieee.org
Although the 5G New Radio standard empowers the mobile communication networks with
diverse technologies such as Massive MIMO, mmWave deployments, and much more, some …
diverse technologies such as Massive MIMO, mmWave deployments, and much more, some …