Energy-Efficient Task Offloading Based on Differential Evolution in Edge Computing System With Energy Harvesting

被引:30
|
作者
Sun, Yingying [1 ,5 ]
Song, Chunhe [2 ,3 ,4 ,5 ]
Yu, Shimao [2 ,3 ,4 ,5 ]
Liu, Yiyang [2 ,3 ,4 ,5 ]
Pan, Hao [1 ]
Zeng, Peng [2 ,3 ,4 ,5 ]
机构
[1] Shenyang Univ Chem Technol, Coll Informat Engn, Shenyang 110142, Peoples R China
[2] Chinese Acad Sci, Shenyang Inst Automat, State Key Lab Robot, Shenyang 110016, Peoples R China
[3] Chinese Acad Sci, Key Lab Networked Control Syst, Shenyang 110016, Peoples R China
[4] Chinese Acad Sci, Inst Robot & Intelligent Mfg, Shenyang 110169, Peoples R China
[5] Chinese Acad Sci, Shenyang Inst Automat, Shenyang 110016, Peoples R China
来源
IEEE ACCESS | 2021年 / 9卷
基金
中国国家自然科学基金;
关键词
Edge computing; task offloading; energy harvesting; differential evolutionary algorithm;
D O I
10.1109/ACCESS.2021.3052901
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
To optimize the energy efficiency of edge computing system with energy harvesting, this paper proposes an energy-efficient task offloading method optimized by differential evolution. First, a wireless edge computing network model is established to analyze the energy harvesting, task offloading and task calculation of the system, as well as the total number of calculated bits and total energy consumption of the system. Second, according to the total number of calculated bits and total energy consumption of the system, an objective function is established to optimize the energy efficiency of system, and a differential evolution based optimization method is proposed, with which the optimal energy efficiency of system calculation, offloading time, calculation time and frequency are obtained. Experimental results show that the proposed method can not only achieve better convergence effect, but also can effectively solve the energy shortage problem of the micro-equipment and extend the service life of the equipment.
引用
收藏
页码:16383 / 16391
页数:9
相关论文
共 50 条
  • [1] Energy-Efficient Dynamic Task Offloading for Energy Harvesting Mobile Cloud Computing
    Zhang, Yongqiang
    He, Jianbo
    Guo, Songtao
    [J]. 2018 IEEE INTERNATIONAL CONFERENCE ON NETWORKING, ARCHITECTURE AND STORAGE (NAS), 2018,
  • [2] Energy-Efficient Task Offloading for Distributed Edge Computing in Vehicular Networks
    Lin, Zhijian
    Yang, Jianjie
    Wu, Celimuge
    Chen, Pingping
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2024, 73 (09) : 14056 - 14061
  • [3] Energy-Efficient Task Offloading and Resource Scheduling for Mobile Edge Computing
    Yu, Hongyan
    Wang, Quyuan
    Guo, Songtao
    [J]. 2018 IEEE INTERNATIONAL CONFERENCE ON NETWORKING, ARCHITECTURE AND STORAGE (NAS), 2018,
  • [4] Energy-Efficient Multimedia Task Assignment and Computing Offloading for Mobile Edge Computing Networks
    Sun, Yang
    Wei, Tingting
    Li, Huixin
    Zhang, Yanhua
    Wu, Wenjun
    [J]. IEEE ACCESS, 2020, 8 (08): : 36702 - 36713
  • [5] Energy-Efficient Task Caching and Offloading Strategy in Mobile Edge Computing Systems
    Chen, Qian
    Liu, Zhoubin
    Ruan, Linna
    Wang, Zixiang
    Shao, Sujie
    Qi, Feng
    [J]. SECURITY WITH INTELLIGENT COMPUTING AND BIG-DATA SERVICES, 2020, 895 : 824 - 837
  • [6] Energy Efficient Task Offloading in NOMA-Based Mobile Edge Computing System
    Hua, Meihui
    Tian, Hui
    Ni, Wanli
    Fan, Shaoshuai
    [J]. 2019 IEEE 30TH ANNUAL INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR AND MOBILE RADIO COMMUNICATIONS (PIMRC), 2019, : 770 - 776
  • [7] Energy-efficient cooperative offloading for mobile edge computing
    Shi, Wenjun
    Wu, Jigang
    Chen, Long
    Zhang, Xinxiang
    Wu, Huaiguang
    [J]. WIRELESS NETWORKS, 2023, 29 (06) : 2419 - 2435
  • [8] Energy-efficient Autonomic Offloading in Mobile Edge Computing
    Luo, Changqing
    Salinas, Sergio
    Li, Ming
    Li, Pan
    [J]. 2017 IEEE 15TH INTL CONF ON DEPENDABLE, AUTONOMIC AND SECURE COMPUTING, 15TH INTL CONF ON PERVASIVE INTELLIGENCE AND COMPUTING, 3RD INTL CONF ON BIG DATA INTELLIGENCE AND COMPUTING AND CYBER SCIENCE AND TECHNOLOGY CONGRESS(DASC/PICOM/DATACOM/CYBERSCI, 2017, : 581 - 588
  • [9] Energy-efficient cooperative offloading for mobile edge computing
    Wenjun Shi
    Jigang Wu
    Long Chen
    Xinxiang Zhang
    Huaiguang Wu
    [J]. Wireless Networks, 2023, 29 : 2419 - 2435
  • [10] Energy-Efficient Computation Offloading in Collaborative Edge Computing
    Lin, Rongping
    Xie, Tianze
    Luo, Shan
    Zhang, Xiaoning
    Xiao, Yong
    Moran, Bill
    Zukerman, Moshe
    [J]. IEEE INTERNET OF THINGS JOURNAL, 2022, 9 (21) : 21305 - 21322