作者
Rustam Pirmagomedov, Dmitri Moltchanov, Andrey Samuylov, Antonino Orsino, Johan Torsner, Sergey Andreev, Yevgeni Koucheryavy
发表日期
2022/4/1
期刊
Computer Communications
卷号
187
页码范围
45-58
出版商
Elsevier
简介
Fifth-generation (5G) mobile communications are expected to integrate multiple radio access technologies (RATs) within a unified access network by allowing the user equipment (UE) to utilize them concurrently. As a consequence, mobile users face even more heterogeneous connectivity options, which creates challenges for efficient decision-making when selecting a network dynamically. In this work, with the tools of queuing theory, integral geometry, and optimization theory, we develop a novel mobility-centric analytical methodology for multi-RAT deployments. Particularly, we first contribute a framework for optimal data rate allocation in the network-assisted regime. Then, we characterize the convergence time of the distributed optimization algorithms based on reinforcement learning to reduce the signaling overheads. Our findings suggest that network-assisted strategies may improve the UE throughput by up to …
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