On the Optimality of Task Offloading in Mobile Edge Computing Environments

被引:14
|
作者
Alghamdi, Ibrahim [1 ]
Anagnostopoulos, Christos [1 ]
Pezaros, Dimitrios P. [1 ]
机构
[1] Univ Glasgow, Glasgow, Lanark, Scotland
基金
英国工程与自然科学研究理事会; 欧盟地平线“2020”;
关键词
Mobile edge computing; tasks offloading; optimal stopping theory; sequential decision making; COMPUTATION;
D O I
10.1109/globecom38437.2019.9014081
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Mobile Edge Computing (MEC) has emerged as new computing paradigm to improve the QoS of users' applications. A challenge in MEC is computation (task/data) offloading, whose goal is to enhance the mobile devices' capabilities to face the requirements of new applications. Computation offloading faces the challenges of where and when to offload data to perform computing (analytics) tasks. In this paper, we tackle this problem by adopting the principles of Optimal Stopping Theory contributing with two time-optimized sequential decision making models. A performance evaluation is provided using real world data sets compared with baseline deterministic and stochastic models. The results show that our approach optimizes such decision in single user and competitive users scenarios.
引用
收藏
页数:6
相关论文
共 50 条
  • [41] 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,
  • [42] Consumption Considered Optimal Scheme for Task Offloading in Mobile Edge Computing
    Li Tianze
    Wu Muqing
    Zhao Min
    2016 23RD INTERNATIONAL CONFERENCE ON TELECOMMUNICATIONS (ICT), 2016,
  • [43] Joint task offloading and data caching in mobile edge computing networks
    Zhang, Ni
    Guo, Songtao
    Dong, Yifan
    Liu, Defang
    COMPUTER NETWORKS, 2020, 182
  • [44] Task Offloading Strategy Based on Mobile Edge Computing in UAV Network
    Qi, Wei
    Sun, Hao
    Yu, Lichen
    Xiao, Shuo
    Jiang, Haifeng
    ENTROPY, 2022, 24 (05)
  • [45] QoS Driven Task Offloading With Statistical Guarantee in Mobile Edge Computing
    Li, Qing
    Wang, Shangguang
    Zhou, Ao
    Ma, Xiao
    Yang, Fangchun
    Liu, Alex X.
    IEEE TRANSACTIONS ON MOBILE COMPUTING, 2022, 21 (01) : 278 - 290
  • [46] 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
  • [47] Game Theoretical Task Offloading for Profit Maximization in Mobile Edge Computing
    Teng, Haojun
    Li, Zhetao
    Cao, Kun
    Long, Saiqin
    Guo, Song
    Liu, Anfeng
    IEEE TRANSACTIONS ON MOBILE COMPUTING, 2023, 22 (09) : 5313 - 5329
  • [48] An intelligent approach of task offloading for dependent services in Mobile Edge Computing
    Chen, Jie
    Leng, Yajing
    Huang, Jiwei
    JOURNAL OF CLOUD COMPUTING-ADVANCES SYSTEMS AND APPLICATIONS, 2023, 12 (01):
  • [49] Task offloading based on deep learning for blockchain in mobile edge computing
    Chung-Hua Chu
    Wireless Networks, 2021, 27 : 117 - 127
  • [50] Learning to Coordinate in Mobile-Edge Computing for Decentralized Task Offloading
    Zhang, Bolei
    Tang, Bin
    Xiao, Fu
    IEEE INTERNET OF THINGS JOURNAL, 2023, 10 (01) : 893 - 903