Mobile edge computing offloading scheme based on improved multi-objective immune cloning algorithm

被引:8
|
作者
Zhu, Si-feng [1 ]
Cai, Jiang-hao [1 ]
Sun, En-lin [1 ]
机构
[1] Tianjin Chengjian Univ, Sch Comp & Informat Engn, Tianjin 300384, Peoples R China
关键词
Mobile edge computing; Offloading decision; Response time; Energy consumption; Load balance; Multi-objective optimization immune algorithm; NONDOMINATED SORTING APPROACH; RESOURCE-ALLOCATION; CLOUD ARCHITECTURE; COST; MINIMIZATION;
D O I
10.1007/s11276-022-03157-9
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In the mobile edge computing scenario, a large number of computing tasks are offloaded to the edge computing server, which may cause the tasks not to be processed on time. In this paper, the response time of the computing tasks, the energy consumption of the mobile terminal device and the load balance of the server were regarded as three optimization objectives, a multi-objective optimization model were set up, and an offloading decision scheme based on multi-objective optimization immune algorithm was proposed. A large number of comparative experiments are done to verify the effectiveness of proposed scheme. Experimental results show that the proposed scheme can make the whole server system achieve a better load balancing state while meeting the requirements of response time and energy consumption.
引用
收藏
页码:1737 / 1750
页数:14
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