Utility Aware Offloading for Mobile-Edge Computing

被引:0
|
作者
Ran Bi [1 ]
Qian Liu [1 ]
Jiankang Ren [1 ]
Guozhen Tan [1 ]
机构
[1] the School of Computer Science and Technology,Dalian University of Technology
基金
中国国家自然科学基金;
关键词
D O I
暂无
中图分类号
TN929.5 [移动通信];
学科分类号
080402 ; 080904 ; 0810 ; 081001 ;
摘要
Mobile-edge computing casts the computation-intensive and delay-sensitive applications of mobile devices onto network edges. Task offloading incurs extra communication latency and energy cost, and extensive efforts have focused on offloading schemes. Many metrics of the system utility are defined to achieve satisfactory quality of experience. However, most existing works overlook the balance between throughput and fairness. This study investigates the problem of finding an optimal offloading scheme in which the objective of optimization aims to maximize the system utility for leveraging between throughput and fairness. Based on Karush-Kuhn-Tucker condition, the expectation of time complexity is analyzed to derive the optimal scheme. A gradient-based approach for utility-aware task offloading is given. Furthermore, we provide an increment-based greedy approximation algorithm with 1+1/(e-1) ratio. Experimental results show that the proposed algorithms can achieve effective performance in utility and accuracy.
引用
收藏
页码:239 / 250
页数:12
相关论文
共 50 条
  • [1] Utility Aware Offloading for Mobile-Edge Computing
    Bi, Ran
    Liu, Qian
    Ren, Jiankang
    Tan, Guozhen
    [J]. TSINGHUA SCIENCE AND TECHNOLOGY, 2021, 26 (02) : 239 - 250
  • [2] Privacy-Aware Offloading in Mobile-Edge Computing
    He, Xiaofan
    Liu, Juan
    Jin, Richeng
    Dai, Huaiyu
    [J]. GLOBECOM 2017 - 2017 IEEE GLOBAL COMMUNICATIONS CONFERENCE, 2017,
  • [3] Utility Aware Task Offloading for Mobile Edge Computing
    Bi, Ran
    Ren, Jiankang
    Wang, Hao
    Liu, Qian
    Yang, Xiuyuan
    [J]. WIRELESS ALGORITHMS, SYSTEMS, AND APPLICATIONS, WASA 2019, 2019, 11604 : 547 - 555
  • [4] Privacy-Aware Online Task Offloading for Mobile-Edge Computing
    Li, Ting
    Liu, Haitao
    Liang, Jie
    Zhang, Hangsheng
    Geng, Liru
    Liu, Yinlong
    [J]. WIRELESS ALGORITHMS, SYSTEMS, AND APPLICATIONS, PT I, 2020, 12384 : 244 - 255
  • [5] Privacy-Aware Online Task Offloading for Mobile-Edge Computing
    Zhu, Dali
    Li, Ting
    Liu, Haitao
    Sun, Jiyan
    Geng, Liru
    Liu, Yinlong
    [J]. WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2021, 2021
  • [6] Freshness-Aware Information Update and Computation Offloading in Mobile-Edge Computing
    Ma, Xiao
    Zhou, Ao
    Sun, Qibo
    Wang, Shangguang
    [J]. IEEE INTERNET OF THINGS JOURNAL, 2021, 8 (16) : 13115 - 13125
  • [7] An Energy-Aware Task Offloading Mechanism in Multiuser Mobile-Edge Cloud Computing
    Li, Lan
    Zhang, Xiaoyong
    Liu, Kaiyang
    Jiang, Fu
    Peng, Jun
    [J]. MOBILE INFORMATION SYSTEMS, 2018, 2018
  • [8] Fairness-Aware Task Offloading and Resource Allocation in Cooperative Mobile-Edge Computing
    Zhou, Jiayun
    Zhang, Xinglin
    [J]. IEEE INTERNET OF THINGS JOURNAL, 2022, 9 (05) : 3812 - 3824
  • [9] Partial Offloading for Latency Minimization in Mobile-Edge Computing
    Ren, Jinke
    Yu, Guanding
    Cai, Yunlong
    He, Yinghui
    Qu, Fengzhong
    [J]. GLOBECOM 2017 - 2017 IEEE GLOBAL COMMUNICATIONS CONFERENCE, 2017,
  • [10] A Multiobjective Computation Offloading Algorithm for Mobile-Edge Computing
    Song, Fuhong
    Xing, Huanlai
    Luo, Shouxi
    Zhan, Dawei
    Dai, Penglin
    Qu, Rong
    [J]. IEEE INTERNET OF THINGS JOURNAL, 2020, 7 (09): : 8780 - 8799