A QoS-based joint user association and resource allocation scheme in ultra-dense networks

Abstract Ultra-dense networks (UDNs) have become an important architecture for the fifth generation (5G) networks. A large number of small base stations (SBSs) are deployed to provide high-speed and seamless connections for users in the network. However, the advantage of increasing the system capaci...

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Main Authors: Zhiwei Si, Gang Chuai, Weidong Gao, Jinxi Zhang, Xiangyu Chen, Kaisa Zhang
Format: Article
Language:English
Published: SpringerOpen 2021-01-01
Series:EURASIP Journal on Wireless Communications and Networking
Subjects:
Online Access:https://doi.org/10.1186/s13638-020-01882-3
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spelling doaj-67f55207fd6c4cddabb831c78d3cdcc62021-01-10T12:43:55ZengSpringerOpenEURASIP Journal on Wireless Communications and Networking1687-14992021-01-012021112410.1186/s13638-020-01882-3A QoS-based joint user association and resource allocation scheme in ultra-dense networksZhiwei Si0Gang Chuai1Weidong Gao2Jinxi Zhang3Xiangyu Chen4Kaisa Zhang5Key Laboratory of Universal Wireless Communications, Ministry of Education, Beijing University of Posts and TelecommunicationsKey Laboratory of Universal Wireless Communications, Ministry of Education, Beijing University of Posts and TelecommunicationsKey Laboratory of Universal Wireless Communications, Ministry of Education, Beijing University of Posts and TelecommunicationsKey Laboratory of Universal Wireless Communications, Ministry of Education, Beijing University of Posts and TelecommunicationsKey Laboratory of Universal Wireless Communications, Ministry of Education, Beijing University of Posts and TelecommunicationsKey Laboratory of Universal Wireless Communications, Ministry of Education, Beijing University of Posts and TelecommunicationsAbstract Ultra-dense networks (UDNs) have become an important architecture for the fifth generation (5G) networks. A large number of small base stations (SBSs) are deployed to provide high-speed and seamless connections for users in the network. However, the advantage of increasing the system capacity brought by the dense distribution of SBSs comes at the cost of severe inter-cell interference. Although the user-centric virtual cell method has been proposed to solve the interference problem, some challenges have been encountered in practical applications. For example, inter-cell interference still exists to a certain extent, and the cell load may be imbalance. Hence, under the virtual cell architecture, we propose a quality of service (QoS)-based joint user association and resource allocation scheme in UDNs. In order to mitigate the interference, balance cell load and improve the system throughput, a non-convex NP-hard problem is formulated. To effectively solve this problem, we decouple the formulated problem into three sub-problems: user association, physical resource block (PRB) allocation and power allocation. First, we consider the QoS requirements of user equipment (UE) and perform user association based on the PRB estimation method. Then, based on the overlapped virtual cells constructed, we propose a graph-based PRB allocation scheme for reducing virtual inter-cell interference. Moreover, we solve power allocation sub-problem by using the difference of concave (DC) programing method. The simulation results show that our proposed scheme is superior to other schemes in terms of user rates, cell load and system throughput.https://doi.org/10.1186/s13638-020-01882-3Ultra-dense networks (UDNs)Quality of service (QoS)Virtual cellsPRB estimation methodGraph-basedDC programing
collection DOAJ
language English
format Article
sources DOAJ
author Zhiwei Si
Gang Chuai
Weidong Gao
Jinxi Zhang
Xiangyu Chen
Kaisa Zhang
spellingShingle Zhiwei Si
Gang Chuai
Weidong Gao
Jinxi Zhang
Xiangyu Chen
Kaisa Zhang
A QoS-based joint user association and resource allocation scheme in ultra-dense networks
EURASIP Journal on Wireless Communications and Networking
Ultra-dense networks (UDNs)
Quality of service (QoS)
Virtual cells
PRB estimation method
Graph-based
DC programing
author_facet Zhiwei Si
Gang Chuai
Weidong Gao
Jinxi Zhang
Xiangyu Chen
Kaisa Zhang
author_sort Zhiwei Si
title A QoS-based joint user association and resource allocation scheme in ultra-dense networks
title_short A QoS-based joint user association and resource allocation scheme in ultra-dense networks
title_full A QoS-based joint user association and resource allocation scheme in ultra-dense networks
title_fullStr A QoS-based joint user association and resource allocation scheme in ultra-dense networks
title_full_unstemmed A QoS-based joint user association and resource allocation scheme in ultra-dense networks
title_sort qos-based joint user association and resource allocation scheme in ultra-dense networks
publisher SpringerOpen
series EURASIP Journal on Wireless Communications and Networking
issn 1687-1499
publishDate 2021-01-01
description Abstract Ultra-dense networks (UDNs) have become an important architecture for the fifth generation (5G) networks. A large number of small base stations (SBSs) are deployed to provide high-speed and seamless connections for users in the network. However, the advantage of increasing the system capacity brought by the dense distribution of SBSs comes at the cost of severe inter-cell interference. Although the user-centric virtual cell method has been proposed to solve the interference problem, some challenges have been encountered in practical applications. For example, inter-cell interference still exists to a certain extent, and the cell load may be imbalance. Hence, under the virtual cell architecture, we propose a quality of service (QoS)-based joint user association and resource allocation scheme in UDNs. In order to mitigate the interference, balance cell load and improve the system throughput, a non-convex NP-hard problem is formulated. To effectively solve this problem, we decouple the formulated problem into three sub-problems: user association, physical resource block (PRB) allocation and power allocation. First, we consider the QoS requirements of user equipment (UE) and perform user association based on the PRB estimation method. Then, based on the overlapped virtual cells constructed, we propose a graph-based PRB allocation scheme for reducing virtual inter-cell interference. Moreover, we solve power allocation sub-problem by using the difference of concave (DC) programing method. The simulation results show that our proposed scheme is superior to other schemes in terms of user rates, cell load and system throughput.
topic Ultra-dense networks (UDNs)
Quality of service (QoS)
Virtual cells
PRB estimation method
Graph-based
DC programing
url https://doi.org/10.1186/s13638-020-01882-3
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