Handover Triggering Prediction with the Two-Step XGBOOST Ensemble Algorithm for Conditional Handover in Non-Terrestrial Networks

E Kim, I Joe - Electronics, 2023 - mdpi.com
A Non-Terrestrial Network (NTN) is a network system that enables service for areas where
terrestrial networks cannot cover. An NTN provides communication services using flying …

Machine learning-based solutions for handover decisions in non-terrestrial networks

MK Dahouda, S Jin, I Joe - Electronics, 2023 - mdpi.com
The non-terrestrial network (NTN) is a network that uses radio frequency (RF) resources
mounted on satellites and includes satellite-based communications networks, high altitude …

An Empirical Study on the Performance of Handover Scheme

F Temız, A Yeşılyurt, A Bölükbaş, Y Ata… - 2022 30th Signal …, 2022 - ieeexplore.ieee.org
Handover (HO) is a key process for network management in terms of uninterrupted data
transmission. In cases where the time-to-trigger (TTT), one of the HO parameters, is not …

Using an Efficient Technique Based on Dynamic Learning Period for Improving Delay in AI‐Based Handover

SI Majid, SW Shah, SNK Marwat… - Mobile Information …, 2021 - Wiley Online Library
The future high‐speed cellular networks require efficient and high‐speed handover
mechanisms. However, the traditional cellular handovers are based upon measurements of …

PBPHS: a profile-based predictive handover strategy for 5G networks

J Sun, Y Zhang, M Trik - Cybernetics and Systems, 2024 - Taylor & Francis
One of the necessities of mobile networks is uninterrupted access to wireless services,
taking into account the requirements of quality of service. With the development of the fifth …

Predictive timely trigger and performance optimization for deterministic handovers

M Tao, F Liu, C Qu - International Journal of Wireless Information Networks, 2015 - Springer
Pre-registration as an important feature in FIMPv6, ensures providing the continuous
mobility services for the end-users roaming across heterogeneous wireless networks, and is …

Direction prediction assisted handover using the multilayer perception neural network to reduce the handover time delays in LTE networks

JF Abuhasnah, FK Muradov - Procedia computer science, 2017 - Elsevier
Nowadays, the rapid increase in the development of the wireless communication, the
Evolved Universal Terrestrial Radio Access (E-UTRA) of the Long Term Evolution (LTE) is …

A handover prediction model and its application to link layer triggers for fast handover

J Park, Y Lim - Wireless personal communications, 2010 - Springer
Cross layer handover schemes are expected to provide seamless services to users on the
move. To achieve this goal, a link layer must timely trigger handover protocols of upper …

Performance Evaluation of Location-based Conditional Handover Scheme using LEO Satellites

J Lee, W Lee, JH Kim - 2023 14th International Conference on …, 2023 - ieeexplore.ieee.org
The high velocity of LEO satellites can result in frequent handover (HO) in non-terrestrial
networks (NTN). In a satellite environment, due to the high altitude, the signal strength …

Enhancing Handover for 5G Mobile Networks using Jump Markov Linear System and Deep Reinforcement Learning

M Chiputa, M Zhang, GGMN Ali, PHJ Chong, H Sabit… - 2021 - preprints.org
The fifth Generation (5G) mobile networks use millimeter Waves (mmWaves) to offer giga bit
data rates. However, unlike microwaves, mmWave links are prone to user and topographic …