Energy-Optimal and Delay-Bounded Computation Offloading in Mobile Edge Computing with Heterogeneous Clouds

被引:0
|
作者
Zhao, Tianchu [1 ]
Zhou, Sheng [1 ]
Song, Linqi [2 ]
Jiang, Zhiyuan [3 ]
Guo, Xueying [4 ]
Niu, Zhisheng [1 ]
机构
[1] Tsinghua Univ, Beijing Natl Res Ctr Informat Sci & Technol, Dept Elect Engn, Beijing 100080, Peoples R China
[2] City Univ Hong Kong, Comp Sci Dept, Hong Kong 999077, Peoples R China
[3] Shanghai Univ, Sch Commun & Informat Engn, Shanghai 200444, Peoples R China
[4] Univ Calif Davis, Dept Comp Sci, Davis, CA 95616 USA
基金
国家重点研发计划;
关键词
mobile edge computing; heterogeneous clouds; energy saving; delay bounds; dynamic programming; EFFICIENT RESOURCE-ALLOCATION; ALGORITHM; RADIO;
D O I
暂无
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
By Mobile Edge Computing ( MEC), computation-intensive tasks are offloaded from mobile devices to cloud servers, and thus the energy consumption of mobile devices can be notably reduced. In this paper, we study task offloading in multi- user MEC systems with heterogeneous clouds, including edge clouds and remote clouds. Tasks are forwarded from mobile devices to edge clouds via wireless channels, and they can be further forwarded to remote clouds via the Internet. Our objective is to minimize the total energy consumption of multiple mobile devices, subject to bounded-delay requirements of tasks. Based on dynamic programming, we propose an algorithm that minimizes the energy consumption, by jointly allocating bandwidth and computational resources to mobile devices. The algorithm is of pseudo-polynomial complexity. To further reduce the complexity, we propose an approximation algorithm with energy discretization, and its total energy consumption is proved to be within a bounded gap from the optimum. Simulation results show that, nearly 82.7% energy of mobile devices can be saved by task offloading compared with mobile device execution.
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页码:191 / 210
页数:20
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