Joint User Association and User Scheduling for Load Balancing in Heterogeneous Networks

被引:57
作者
Ge, Xin [1 ]
Li, Xiuhua [1 ]
Jin, Hu [2 ]
Cheng, Julian [3 ]
Leung, Victor C. M. [1 ]
机构
[1] Univ British Columbia, Dept Elect & Comp Engn, Vancouver, BC V6T 1Z4, Canada
[2] Hanyang Univ, Div Elect Engn, Ansan 15588, South Korea
[3] Univ British Columbia, Sch Engn, Kelowna, BC V1V 1V7, Canada
基金
中国国家自然科学基金; 加拿大自然科学与工程研究理事会; 新加坡国家研究基金会;
关键词
CDF-based scheduling; heterogeneous networks; load balancing; user association; RESOURCE-ALLOCATION; CELLULAR NETWORKS; WIRELESS NETWORKS; HETNETS; OPTIMIZATION; SPECTRUM; UTILITY; 5G;
D O I
10.1109/TWC.2018.2808488
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper investigates joint user association (UA) and user scheduling (US) for load balancing over the downlink of a wireless heterogeneous network by formulating a network-wide utility maximization problem. In order to efficiently solve the problem, we first approximate the nonconvex throughput achieved with US to a concave function, and demonstrate that the gap for such an approximation approaches zero when the number of users is sufficiently large. Then, by exploiting a distributed convex optimization technique known as alternating direction method of multipliers, a joint UA and US algorithm, which can be implemented on each user's side and base station (BS)'s side separately, is proposed to obtain the single-BS association and resource allocation solutions. A remarkable feature of the proposed algorithm is that apart from load balancing, multiuser diversity is exploited in the association process to further improve system performance. We also extend the algorithm design to multi-BS association, whereby a user is associated with multiple BSs. The simulation results show the superior performance of the proposed algorithms and underscore the significant benefits of jointly exploiting multiuser diversity and load balancing.
引用
收藏
页码:3211 / 3225
页数:15
相关论文
共 33 条
[11]   On Fair Resource Sharing in Downlink Coordinated Multi-Point Systems [J].
Ge, Xin ;
Jin, Hu ;
Cheng, Julian ;
Leung, Victor C. M. .
IEEE COMMUNICATIONS LETTERS, 2016, 20 (06) :1235-1238
[12]   CDF-Based Scheduling Algorithm for Proportional Throughput Fairness [J].
Ge, Xin ;
Jin, Hu ;
Leung, Victor C. M. .
IEEE COMMUNICATIONS LETTERS, 2016, 20 (05) :1034-1037
[13]   Revisiting Scheduling in Heterogeneous Networks When the Backhaul Is Limited [J].
Ghimire, Jagadish ;
Rosenberg, Catherine .
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2015, 33 (10) :2039-2051
[14]   Downlink Multi-Antenna Heterogeneous Cellular Network With Load Balancing [J].
Gupta, Abhishek K. ;
Dhillon, Harpreet S. ;
Vishwanath, Sriram ;
Andrews, Jeffrey G. .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2014, 62 (11) :4052-4067
[15]   Distributed Linear Precoder Optimization and Base Station Selection for an Uplink Heterogeneous Network [J].
Hong, Mingyi ;
Luo, Zhi-Quan .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2013, 61 (12) :3214-3228
[16]   Fundamental Limits of CDF-Based Scheduling: Throughput, Fairness, and Feedback Overhead [J].
Jin, Hu ;
Jung, Bang Chul ;
Leung, Victor C. M. .
IEEE-ACM TRANSACTIONS ON NETWORKING, 2015, 23 (03) :894-907
[17]   Distributed α-Optimal User Association and Cell Load Balancing in Wireless Networks [J].
Kim, Hongseok ;
de Veciana, Gustavo ;
Yang, Xiangying ;
Venkatachalam, Muthaiah .
IEEE-ACM TRANSACTIONS ON NETWORKING, 2012, 20 (01) :177-190
[18]  
KNOPP R, 1995, ICC '95 - 1995 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS, CONFERENCE RECORD, VOLS 1-3, P331, DOI 10.1109/ICC.1995.525188
[19]   Energy Efficiency Optimization: Joint Antenna-Subcarrier-Power Allocation in OFDM-DASs [J].
Li, Xiuhua ;
Ge, Xin ;
Wang, Xiaofei ;
Cheng, Julian ;
Leung, Victor C. M. .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2016, 15 (11) :7470-7483
[20]   Optimizing User Association and Spectrum Allocation in HetNets: A Utility Perspective [J].
Lin, Yicheng ;
Bao, Wei ;
Yu, Wei ;
Liang, Ben .
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2015, 33 (06) :1025-1039