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移动边缘计算中能量感知的动态软实时任务卸载算法

周治华 刘静

计算机与数字工程2024,Vol.52Issue(10):2872-2879,2931,9.
计算机与数字工程2024,Vol.52Issue(10):2872-2879,2931,9.DOI:10.3969/j.issn.1672-9722.2024.10.004

移动边缘计算中能量感知的动态软实时任务卸载算法

Energy-aware Dynamic Soft Real-time Task Offloading Algorithm in Mobile Edge Computing

周治华 1刘静1

作者信息

  • 1. 武汉科技大学计算机科学与技术学院 武汉 430065||智能信息处理与实时工业系统湖北省重点实验室 武汉 430065
  • 折叠

摘要

Abstract

Mobile edge computing can offload computation-intensive tasks to enhance the computational capability of a device and reduce energy consumption.However,existing algorithms cannot efficiently perform computation offloading and resource alloca-tion to reduce the execution cost(weighted sum of energy consumption and completion time)of the device under the soft real-time and parallel dependency constraints of the task,so this paper proposes a distributed computation offloading algorithm to determine the execution location,CPU frequency,and transmission power of the task to reduce the execution cost.In order to achieve the opti-mization goal,firstly,the original optimization problem is modeled as a convex optimization problem,and computational resources are pre-allocated according to the task's deadline,and finally the resource allocation and computational offloading decisions are de-rived by the distributed algorithm.The experimental results show that the algorithm proposed in this paper can effectively reduce the task execution cost as well as reduce the time of task timeout.

关键词

边缘计算/计算卸载/软实时/资源分配/凸优化

Key words

edge computing/computation offloading/soft real-time/resource allocation/convex optimization

分类

信息技术与安全科学

引用本文复制引用

周治华,刘静..移动边缘计算中能量感知的动态软实时任务卸载算法[J].计算机与数字工程,2024,52(10):2872-2879,2931,9.

基金项目

教育厅科学研究计划重点项目(编号:D20201102)资助. (编号:D20201102)

计算机与数字工程

OACSTPCD

1672-9722

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