A Constrained Multi-objective Computation Offloading Algorithm in the Mobile Cloud Computing Environment

被引:2
|
作者
Liu, Li [1 ]
Du, Yuanyuan [1 ]
Fan, Qi [1 ]
机构
[1] Univ Sci & Technol Beijing, Sch Automat & Elect Engn, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
Mobile cloud computing; Computation offloading; Multi-objective optimization; NSGA-II; EVOLUTIONARY ALGORITHMS; NSGA-II;
D O I
10.3837/tiis.2019.09.001
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Mobile cloud computing (MCC) can offload heavy computation from mobile devices onto nearby cloudlets or remote cloud to improve the performance as well as to save energy for these devices. Therefore, it is essential to consider how to achieve efficient computation offloading with constraints for multiple users. However, there are few works that aim at multi-objective problem for multiple users. Most existing works concentrate on only single objective optimization or aim to obtain a tradeoff solution for multiple objectives by simply setting weight values. In this paper, a multi-objective optimization model is built to minimize the average energy consumption, time and cost while satisfying the constraint of bandwidth. Furthermore, an improved multi-objective optimization algorithm called D-NSGA-II-ELS is presented to get Pareto solutions with better convergence and diversity. Compared to other existing works, the simulation results show that the proposed algorithm can achieve better performance in terms of energy consumption, time and cost while satisfying the constraint of the bandwidth.
引用
收藏
页码:4329 / 4348
页数:20
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