Machine learning aided holistic handover optimization for emerging networks
In the wake of network densification and multi-band operation in emerging cellular networks,
mobility and handover management is becoming a major bottleneck. The problem is further …
mobility and handover management is becoming a major bottleneck. The problem is further …
Data driven optimization of inter-frequency mobility parameters for emerging multi-band networks
Densification and multi-band operation in 5G and beyond pose an unprecedented
challenge for mobility management, particularly for inter-frequency handovers. The …
challenge for mobility management, particularly for inter-frequency handovers. The …
A data-driven self-optimization solution for inter-frequency mobility parameters in emerging networks
Densification and multi-band operation means inter-frequency handovers can become a
bottleneck for mobile user experience in emerging cellular networks. The challenge is …
bottleneck for mobile user experience in emerging cellular networks. The challenge is …
Predictive handover strategy in 6g and beyond: A deep and transfer learning approach
I Panitsas, A Mudvari, A Maatouk… - arXiv preprint arXiv …, 2024 - arxiv.org
Next-generation cellular networks will evolve into more complex and virtualized systems,
employing machine learning for enhanced optimization and leveraging higher frequency …
employing machine learning for enhanced optimization and leveraging higher frequency …
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 …
Evolutionary 4G/5G network architecture assisted efficient handover signaling
Future wireless networks are expected to be ultra-dense and heterogeneous not just in
terms of the number and type of base stations but also in terms of the number of users and …
terms of the number and type of base stations but also in terms of the number of users and …
Machine-learning-based predictive handover
A Masri, T Veijalainen, H Martikainen… - 2021 IFIP/IEEE …, 2021 - ieeexplore.ieee.org
Good mobility performance is critical in cellular networks for ensuring that each user is
always connected to the best possible cell and that the handovers are executed timely to …
always connected to the best possible cell and that the handovers are executed timely to …
A survey on handover optimization in beyond 5G mobile networks: Challenges and solutions
Handover (HO) management is essential in mobile cellular networks. It ensures seamless
connectivity to the User Equipment (UE) while moving from one Base Station (BS) to another …
connectivity to the User Equipment (UE) while moving from one Base Station (BS) to another …
[HTML][HTML] Velocity-aware handover self-optimization management for next generation networks
The fifth generation (5G) network is an upcoming standard for wireless communications that
coexists with the current 4G network to increase the throughput. The deployment of ultra …
coexists with the current 4G network to increase the throughput. The deployment of ultra …
Self-Optimization of Handover Control Parameters for 5G Wireless Networks and Beyond
Fifth-generation (5G) networks consist of relatively smaller cells compared to legacy
networks. Therefore, a user will take a shorter time toward the cell edge. This exposes the …
networks. Therefore, a user will take a shorter time toward the cell edge. This exposes the …