Task Offloading Scheduling in Mobile Edge Computing Networks

被引:11
|
作者
Wang, Zhonglun [1 ,2 ]
Li, Peifeng [2 ]
Shen, Shuai [2 ]
Yang, Kun [1 ,3 ]
机构
[1] Univ Elect Sci & Technol China, Quzhou Res Inst, Quzhou, Zhejiang, Peoples R China
[2] Univ Elect Sci & Technol China, Chengdu 611731, Peoples R China
[3] Univ Essex, Sch Comp Sci & Elect Engn, Colchester CO4 3SQ, Essex, England
基金
欧盟地平线“2020”;
关键词
Energy minimization; offloading number maximization; mobile edge computing; load balancing; ant colony optimization algorithm; POWER-CONTROL;
D O I
10.1016/j.procs.2021.03.041
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In this paper, we investigate the task scheduling in resource-limited mobile edge computing (MEC) network, where multiple base stations (BSs), each equipped with a MEC server, assist multiple latency-sensitive user equipments (UEs) in computing. We aim to jointly minimize the system energy consumption and maximize the number of offloaded tasks by optimizing the task scheduling between UEs and BSs. A multiple-objective and mix-integer problem is formulated, which is difficult to solve. To tackle the problem, we combine the ant colony optimization (ACO) algorithm with load balancing, and propose an efficient algorithm. The simulation demonstrates the effectiveness of the proposed algorithm. (C) 2021 The Authors. Published by Elsevier B.V.
引用
收藏
页码:322 / 329
页数:8
相关论文
共 50 条
  • [1] Maximum Task Admission by Computing Offloading to Mobile Edge Networks
    Hu, Chia-Cheng
    IEEE SYSTEMS JOURNAL, 2022, 16 (02): : 2592 - 2601
  • [2] Efficient Task Offloading for Mobile Edge Computing in Vehicular Networks
    Han, Xiao
    Wang, Huiqiang
    Yang, Guoliang
    Wang, Chengbo
    INTERNATIONAL JOURNAL OF DIGITAL CRIME AND FORENSICS, 2024, 16 (01)
  • [3] Distributed Task Offloading in Cooperative Mobile Edge Computing Networks
    Wang, Dandan
    Zhu, Hongbin
    Qiu, Chenyang
    Zhou, Yong
    Lu, Jie
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2024, 73 (07) : 10487 - 10501
  • [4] Dependent Task Scheduling and Offloading for Minimizing Deadline Violation Ratio in Mobile Edge Computing Networks
    Liu, Shumei
    Yu, Yao
    Lian, Xiao
    Feng, Yuze
    She, Changyang
    Yeoh, Phee Lep
    Guo, Lei
    Vucetic, Branka
    Li, Yonghui
    IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2023, 41 (02) : 538 - 554
  • [5] A New Approach on Task Offloading Scheduling for Application of Mobile Edge Computing
    Cui, Yuya
    Zhang, Degan
    Zhang, Ting
    Yang, Peng
    Zhu, Haoli
    2021 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), 2021,
  • [6] Computation Task Scheduling and Offloading Optimization for Collaborative Mobile Edge Computing
    Lin, Bin
    Lin, Xiaohui
    Zhang, Shengli
    Wang, Hui
    Bi, Suzhi
    2020 IEEE 26TH INTERNATIONAL CONFERENCE ON PARALLEL AND DISTRIBUTED SYSTEMS (ICPADS), 2020, : 728 - 734
  • [7] Task Offloading and Scheduling in Edge Computing Networks with Dynamic Spectrum Sharing
    Damoulay, Ihsane
    Driouch, Elmandi
    Sabir, Essaid
    2024 IEEE INTERNATIONAL MEDITERRANEAN CONFERENCE ON COMMUNICATIONS AND NETWORKING, MEDITCOM 2024, 2024, : 553 - 558
  • [8] The Meta Distribution of Task Offloading in Stochastic Mobile Edge Computing Networks
    Gu, Yixiao
    Xia, Bin
    Yang, Chenchen
    Chen, Zhiyong
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2022, 71 (11) : 12402 - 12406
  • [9] Joint task offloading and data caching in mobile edge computing networks
    Zhang, Ni
    Guo, Songtao
    Dong, Yifan
    Liu, Defang
    COMPUTER NETWORKS, 2020, 182
  • [10] Distributed Task Offloading Game in Multiserver Mobile Edge Computing Networks
    Chen, Shuang
    Chen, Ying
    Chen, Xin
    Hu, Yuemei
    COMPLEXITY, 2020, 2020