Overcoming 5G ultra-density with game theory: Alpha-beta pruning aided conflict detection

T Bilen, B Canberk - Pervasive and Mobile Computing, 2020 - Elsevier
The capacity and coverage needs of 5G NR (New Radio) networks are satisfied by
deploying a high number of small cells in the coverage area of a macro cell. In 5G Dual …

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 …

Deep-mobility: A deep learning approach for an efficient and reliable 5g handover

RA Paropkari, A Thantharate… - … Conference on Wireless …, 2022 - ieeexplore.ieee.org
5G cellular networks are being deployed all over the world and this architecture supports
ultra-dense network (UDN) deployment. Small cells have a very important role in providing …

Machine learning-based recommender systems to achieve self-coordination between SON functions

T Bag, S Garg, DFP Rojas… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
The deployment, operation and maintenance of complex cellular networks are managed
autonomously by multiple concurrently executing Self-Organizing Network (SON) functions …

Cognitive network function for mobility robustness optimization in cellular networks

S Parameswaran, T Bag, S Garg… - 2022 IEEE Wireless …, 2022 - ieeexplore.ieee.org
Self Organizing Networks (SON) aim at automating different network management functions,
thereby improving their efficiency while reducing the operational expenditures. There are …

A KPI-Based Self-Optimization Algorithm for Inter-Frequency Handover in 4G/5G Networks

M Skocaj, A Orsi, F Franchini… - 2021 Joint European …, 2021 - ieeexplore.ieee.org
Inter-Frequency Handover (IFHO) is the procedure accounting for the handover of User
Equipment (UE) from a serving frequency layer to another. Its proper functioning depends on …

[图书][B] Optimization of Handover, Survivability, Multi-Connectivity and Secure Slicing in 5G Cellular Networks Using Matrix Exponential Models and Machine Learning

RA Paropkari - 2022 - search.proquest.com
This works proposes optimization of cellular handovers, cellular network survivability
modeling, multi-connectivity and secure network slicing using matrix exponentials and …

[PDF][PDF] Benefits and limits of machine learning for the implicit coordination on SON functions

DF Preciado Rojas - core.ac.uk
Due to the introduction of new network functionalities in next-generation mobile networks,
eg, slicing or multi-antenna systems, as well as the coexistence of multiple radio access …