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Semidynamic Cell-Clustering Algorithm Based on Reinforcement Learning in Cooperative Transmission System.

Authors :
Chung, Byung Chang
Cho, Dong-Ho
Source :
IEEE Systems Journal; Dec2018, Vol. 12 Issue 4, p3853-3856, 4p
Publication Year :
2018

Abstract

In this paper, we propose a novel method of managing a semidynamic cluster through the use of a reinforcement learning. We derive some concepts from reinforcement learning that could be suitable for cooperative networks. We also verify the performance of proposed algorithm by means of a simulation, in which we examined spectral efficiency and convergence properties. The proposed algorithm represents a considerable improvement for edge users in particular. In addition, we analyze the complexity of the clustering schemes. Our proposed algorithm is effective in the environment where there is a limited computational resource. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
19328184
Volume :
12
Issue :
4
Database :
Complementary Index
Journal :
IEEE Systems Journal
Publication Type :
Academic Journal
Accession number :
133211254
Full Text :
https://doi.org/10.1109/JSYST.2017.2769679