Multiobjective Optimization-Based Task Offloading Combined With Power and Resource Allocation in Mobile Edge Computing

被引:1
|
作者
Chai, Zheng-yi [1 ,2 ]
Yuan, Dong [1 ,2 ]
Li, Ya-lun [3 ]
机构
[1] Tiangong Univ, Sch Comp Sci & Technol, Tianjin 300387, Peoples R China
[2] Tiangong Univ, Tianjin Key Lab Autonomous Intelligence Technol &, Tianjin 300387, Peoples R China
[3] Tiangong Univ, Sch Elect & Informat Engn, Tianjin 300387, Peoples R China
来源
IEEE SYSTEMS JOURNAL | 2023年 / 17卷 / 04期
基金
中国国家自然科学基金;
关键词
Index Terms-Mobile edge computing (MEC); multiobjective optimization; power assignment; resource allocation; task offloading; JOINT OPTIMIZATION;
D O I
10.1109/JSYST.2023.3296988
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
For mobile devices with limited computing power, it is a challenging problem to meet the demand of low-delay tasks and reduce their energy consumption and cost in mobile edge computing (MEC). In the multidevice and multiserver computing offloading model in MEC, we consider that each device has different computing power and independent tasks with different computational workload, and combine three optimization objectives of task offloading, power allocation, and resource allocation to construct a multiobjective optimization problem. To solve the abovementioned problem, we propose an efficient multiobjective evolutionary algorithm. Compared with the related algorithms, the proposed method can more effectively minimize the computational delay, device energy consumption, and cost. Simulation results show that the offloading revenue of mobile devices has been significantly optimized.
引用
收藏
页码:5738 / 5749
页数:12
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