Cross-Entropy-Based Energy-Efficient Radio Resource Management in HetNets with Coordinated Multiple Points

Energy efficiency and spectrum efficiency are the most important issues for future mobile systems. Heterogeneous networks (HetNets) with coordinated multiple points (CoMP) are wildly approved as a promising solution to meet increasing demands of mobile data traffic and to reduce energy consumptions....

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Main Authors: Jia Yu, Shinsuke Konaka, Masatake Akutagawa, Qinyu Zhang
Format: Article
Language:English
Published: MDPI AG 2016-02-01
Series:Information
Subjects:
Online Access:http://www.mdpi.com/2078-2489/7/1/3
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spelling doaj-6c5ab6bfe23b4eca94046902ee434d8a2020-11-25T00:32:40ZengMDPI AGInformation2078-24892016-02-0171310.3390/info7010003info7010003Cross-Entropy-Based Energy-Efficient Radio Resource Management in HetNets with Coordinated Multiple PointsJia Yu0Shinsuke Konaka1Masatake Akutagawa2Qinyu Zhang3Graduate School of Advanced Technology and Science, Tokushima University, Tokushima 770-8501, JapanGraduate School of Advanced Technology and Science, Tokushima University, Tokushima 770-8501, JapanGraduate School of Advanced Technology and Science, Tokushima University, Tokushima 770-8501, JapanCommunication Engineering Research Center (CERC), Shenzhen Graduate School, Harbin Institute of Technology, Shenzhen 518055, ChinaEnergy efficiency and spectrum efficiency are the most important issues for future mobile systems. Heterogeneous networks (HetNets) with coordinated multiple points (CoMP) are wildly approved as a promising solution to meet increasing demands of mobile data traffic and to reduce energy consumptions. However, hyper-dense deployments and complex coordination mechanisms introduce several challenges in radio resource management (RRM) of mobile communication systems. To address this issue, we present an RRM approach for CoMP-based HetNets, which aims to maximize weighted energy efficiency while guaranteeing the data rate of each transmission. The proposed RRM approach is based on a cross-entropy (CE) optimization method that is an effective and low-complexity heuristic algorithm. Furthermore, we also give the implementations of the proposed RRM approach in centralized and decentralized mode, respectively. At last, extensive simulations are conducted to validate the effectiveness of the proposed schemes.http://www.mdpi.com/2078-2489/7/1/3cross-entropy (CE) methodheterogeneous network (HetNet)coordinated multipoint (CoMP)energy efficiency (EE)
collection DOAJ
language English
format Article
sources DOAJ
author Jia Yu
Shinsuke Konaka
Masatake Akutagawa
Qinyu Zhang
spellingShingle Jia Yu
Shinsuke Konaka
Masatake Akutagawa
Qinyu Zhang
Cross-Entropy-Based Energy-Efficient Radio Resource Management in HetNets with Coordinated Multiple Points
Information
cross-entropy (CE) method
heterogeneous network (HetNet)
coordinated multipoint (CoMP)
energy efficiency (EE)
author_facet Jia Yu
Shinsuke Konaka
Masatake Akutagawa
Qinyu Zhang
author_sort Jia Yu
title Cross-Entropy-Based Energy-Efficient Radio Resource Management in HetNets with Coordinated Multiple Points
title_short Cross-Entropy-Based Energy-Efficient Radio Resource Management in HetNets with Coordinated Multiple Points
title_full Cross-Entropy-Based Energy-Efficient Radio Resource Management in HetNets with Coordinated Multiple Points
title_fullStr Cross-Entropy-Based Energy-Efficient Radio Resource Management in HetNets with Coordinated Multiple Points
title_full_unstemmed Cross-Entropy-Based Energy-Efficient Radio Resource Management in HetNets with Coordinated Multiple Points
title_sort cross-entropy-based energy-efficient radio resource management in hetnets with coordinated multiple points
publisher MDPI AG
series Information
issn 2078-2489
publishDate 2016-02-01
description Energy efficiency and spectrum efficiency are the most important issues for future mobile systems. Heterogeneous networks (HetNets) with coordinated multiple points (CoMP) are wildly approved as a promising solution to meet increasing demands of mobile data traffic and to reduce energy consumptions. However, hyper-dense deployments and complex coordination mechanisms introduce several challenges in radio resource management (RRM) of mobile communication systems. To address this issue, we present an RRM approach for CoMP-based HetNets, which aims to maximize weighted energy efficiency while guaranteeing the data rate of each transmission. The proposed RRM approach is based on a cross-entropy (CE) optimization method that is an effective and low-complexity heuristic algorithm. Furthermore, we also give the implementations of the proposed RRM approach in centralized and decentralized mode, respectively. At last, extensive simulations are conducted to validate the effectiveness of the proposed schemes.
topic cross-entropy (CE) method
heterogeneous network (HetNet)
coordinated multipoint (CoMP)
energy efficiency (EE)
url http://www.mdpi.com/2078-2489/7/1/3
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AT shinsukekonaka crossentropybasedenergyefficientradioresourcemanagementinhetnetswithcoordinatedmultiplepoints
AT masatakeakutagawa crossentropybasedenergyefficientradioresourcemanagementinhetnetswithcoordinatedmultiplepoints
AT qinyuzhang crossentropybasedenergyefficientradioresourcemanagementinhetnetswithcoordinatedmultiplepoints
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