Joint Uplink/Downlink Optimization for Backhaul-Limited Mobile Cloud Computing With User Scheduling

被引:52
作者
Al-Shuwaili, Ali [1 ]
Simeone, Osvaldo [1 ]
Bagheri, Alireza [1 ]
Scutari, Gesualdo [2 ]
机构
[1] New Jersey Inst Technol, Dept Elect & Comp Engn, Ctr Wireless Informat Proc, Newark, NJ 07102 USA
[2] Purdue Univ, Dept Ind Engn, W Lafayette, IN 47907 USA
来源
IEEE TRANSACTIONS ON SIGNAL AND INFORMATION PROCESSING OVER NETWORKS | 2017年 / 3卷 / 04期
基金
美国国家科学基金会;
关键词
Application offloading; backhaul; cloudlet; 5G; mobile cloud computing; latency; network MIMO; successive convex approximation; user selection;
D O I
10.1109/TSIPN.2017.2668142
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
Mobile cloud computing enables the offloading of computationally heavy applications, such as for gaming, object recognition or video processing, from mobile users (MUs) to cloudlet or cloud servers, which are connected to wireless access points, either directly or through finite-capacity backhaul links. In this paper, the design of a mobile cloud computing system is investigated by proposing the joint optimization of computing and communication resources with the aim of minimizing the energy required for offloading across all MUs under latency constraints at the application layer. The proposed design accounts for multi-antenna uplink and downlink interfering transmissions, with or without cooperation on the downlink, along with the allocation of backhaul and computational resources and user selection. The resulting design optimization problems are nonconvex, and stationary solutions are computed by means of successive convex approximation techniques. Numerical results illustrate the advantages in terms of energy-latency tradeoff of the joint optimization of computing and communication resources, as well as the impact of system parameters, such as backhaul capacity, and of the network architecture.
引用
收藏
页码:787 / 802
页数:16
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