Cooperative computation offloading combined with data compression in mobile edge computing system

被引:0
|
作者
Li, Hongjian [1 ]
Li, Dongjun [1 ]
Zhang, Xue [1 ]
Sun, Hu [1 ]
机构
[1] Chongqing Univ Posts & Telecommun, Dept Comp Sci & Technol, Chongqing 400065, Peoples R China
来源
JOURNAL OF SUPERCOMPUTING | 2023年 / 79卷 / 12期
关键词
Mobile edge computing; Cooperative computation offloading; Genetic algorithm; Data compression; RESOURCE-ALLOCATION; ALGORITHM;
D O I
10.1007/s11227-023-05200-8
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Cooperative computation offloading (CCO) is a technique to improve computation offloading performance in edge networks through collaboration between edge nodes. CCO can achieve better resource utilization, balance the computational load and further reduce delay to improve the service experience of user equipment (UE). In this paper, we investigate the problem of collaborative computing task offloading scheme and computing resource allocation in mobile edge computing and propose a data compression cooperation computing offloading (DCCO) scheme. To reduce the amount of data transmitted on the UE offloading link, we introduce a Data Compression into CCO and present the computational offloading strategy, collaborative offloading and computational resource allocation problems with the goal of minimizing the weighted sum of delay and energy consumption of the UE under the constraints of UE delay and energy consumption. And an improved genetic algorithm is proposed to solve the problem which is a non-convex mixed-integer problem with binary and continuous variables. The offloading strategy and computational resource allocation correspond to the genes in the genetic algorithm chromosome. The simulation results show that the DCCO scheme can reduce the offloading cost up to 11% compared with the existing schemes. It effectively improves the computation offloading performance of edge network computing.
引用
收藏
页码:13490 / 13518
页数:29
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