Joint Offloading and Computation Energy Efficiency Maximization in a Mobile Edge Computing System

被引:162
|
作者
Sun, Haijian [1 ]
Zhou, Fuhui [1 ]
Hu, Rose Qingyang [1 ]
机构
[1] Utah State Univ, Dept Elect & Comp Engn, Logan, UT 84322 USA
基金
中国国家自然科学基金; 美国国家科学基金会;
关键词
Mobile edge computing; partial offloading; computation energy efficiency;
D O I
10.1109/TVT.2019.2893094
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 proposes a new algorithm to evaluate the performance of the mobile edge computing system. Specifically, a new metric called computation efficiency is defined as the number of calculated data bits divided by the corresponding energy consumption. In order to compute the required data timely, we combine two schemes, local computing and data offloading, into a joint computation algorithm. An optimization problem is formulated with the objective to maximize the sum of computation efficiency among users with weighting factors. With iterative and gradient descent methods, the problem can be solved efficiently. Simulation results show that the proposed scheme outperforms traditional approaches. In addition, the tradeoff study between local computing and data offloading reveals that when data size is small, local computing plays a more important role, but when the size grows, data offloading becomes preferable.
引用
收藏
页码:3052 / 3056
页数:5
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