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User Centric Clustering for Designing Ultradense Networks: Architecture, Objective Functions, and Design Guidelines - 2019

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User Centric Clustering for Designing Ultradense Networks: Architecture, Objective Functions, and Design Guidelines | S-Logix

Research Area:  Machine Learning

Abstract:

User-centric (UC) clustering, an innovative design principle for ultradense networks (UDNs), supports dynamically fluctuating adaptive network topologies. In this article, we introduce the UC-UDN architecture and provide a tutorial on UC clustering design by generalizing the problem under practical constraints. In the context of UC clustering, we briefly present various promising methods that represent constraint options and also provide a pair of case studies focused on design tradeoffs. Finally, the salient future directions of UCUDNs are identified.

Keywords:  
Handover
Measurement
Network topology
Computer architecture
Optimization
Reinforcement learning

Author(s) Name:  Yan Lin; Rong Zhang; Luxi Yang; Chunguo Li

Journal name:  IEEE Vehicular Technology Magazine

Conferrence name:  

Publisher name:  IEEE

DOI:  10.1109/MVT.2019.2903741

Volume Information:  Volume: 14