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Belief Propagation for Energy Efficiency Maximization in Wireless Heterogeneous Networks

Authors
Lee, Sang HyunKim, MintaeShin, HunminLee, Inkyu
Issue Date
Jan-2021
Publisher
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
Keywords
Energy-efficiency maximization; belief propagation; wireless heterogeneous networks
Citation
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, v.20, no.1, pp.56 - 68
Indexed
SCIE
SCOPUS
Journal Title
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS
Volume
20
Number
1
Start Page
56
End Page
68
URI
https://scholar.korea.ac.kr/handle/2021.sw.korea/50238
DOI
10.1109/TWC.2020.3023079
ISSN
1536-1276
Abstract
In this article, we study an energy efficient management of two-tier heterogeneous cellular networks (HetNets) which consist of one macro base station (BS) and multiple micro base stations. This article presents a distributed user association algorithm that maximizes the network-wide energy efficiency (EE) in HetNets. A subset of BSs that support only a small number of users can be turned off to save the energy consumption. By turning off BSs in the HetNet and offloading serving users to adjacent active BSs, the network-wide energy consumption is minimized, while the sum throughput is maximized. To solve the problem efficiently, we introduce a new approach based on a message-passing framework and derive a distributed load balancing algorithm. The proposed method provides a very efficient solution with reduced computational complexity compared to existing schemes. Simulation results verify that the proposed algorithm outperforms other conventional load balancing strategies.
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공과대학 (School of Electrical Engineering)
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