Elastic Offloading of Multitasking Applications to Mobile Edge Computing

被引:8
|
作者
Mazouzi, Houssemeddine [1 ]
Achir, Nadjib [1 ]
Boussetta, Khaled [1 ]
机构
[1] Univ Paris 13, Inst Galilee, L2TI, Villetaneuse, France
关键词
Computation offloading; Mobile Edge Computing; Tasks graph;
D O I
10.1145/3345768.3355926
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This paper focuses on offloading multitasking applications to a Mobile Edge Computing (MEC) environment. We address this issue through a mobile user's perspective that is seeking to obtain the execution result of a resource-hungry multitasking application, possibly through offloading some tasks to a mobile multiple edge servers' environment. The completion time of the application is constrained by a predefined strict deadline and the offloading decision aims to minimize the terminal's energy consumption. Moreover, the multitasking application is modeled by a weighted Directed Acyclic Graph (DAG) which characterizes the dependencies between tasks. To tackle this issue, we first model the multitasking offloading problem in a mobile multiple edge servers' environment as a Zero-one Integer Programming problem. Then, we propose an efficient adaptive offloading algorithm, named eTOMEC (Elastic Tasks graph Offloading for MEC), which decides which task must be offloaded and accordingly selects the edge server that will perform the task execution. Compared to many state-of-the-art offloading approaches, our proposal allows parallel offloading of tasks to several edge servers. Assessment results show that our proposal achieves better performances in terms of completion time for the application and energy consumption of the user's terminal.
引用
收藏
页码:307 / 314
页数:8
相关论文
共 50 条
  • [31] Survey on the Methods of Computation Offloading in Mobile Edge Computing
    Zhang, Yi-Lin
    Liang, Yu-Zhu
    Yin, Mu-Jun
    Quan, Han-Yu
    Wang, Tian
    Jia, Wei-Jia
    Jisuanji Xuebao/Chinese Journal of Computers, 2021, 44 (12): : 2406 - 2430
  • [32] On using Edge Computing for computation offloading in mobile network
    Messaoudi, Farouk
    Ksentini, Adlen
    Bertin, Philippe
    GLOBECOM 2017 - 2017 IEEE GLOBAL COMMUNICATIONS CONFERENCE, 2017,
  • [33] Computation offloading and service allocation in mobile edge computing
    Li, Chunlin
    Cai, Qianqian
    Zhang, Chaokun
    Ma, Bingbin
    Luo, Youlong
    JOURNAL OF SUPERCOMPUTING, 2021, 77 (12): : 13933 - 13962
  • [34] Utility Aware Task Offloading for Mobile Edge Computing
    Bi, Ran
    Ren, Jiankang
    Wang, Hao
    Liu, Qian
    Yang, Xiuyuan
    WIRELESS ALGORITHMS, SYSTEMS, AND APPLICATIONS, WASA 2019, 2019, 11604 : 547 - 555
  • [35] Video Offloading in Mobile Edge Computing: Dealing With Uncertainty
    Ma, Weibin
    Mashayekhy, Lena
    IEEE TRANSACTIONS ON MOBILE COMPUTING, 2024, 23 (11) : 10251 - 10264
  • [36] Poster: Adaptive Video Offloading in Mobile Edge Computing
    Ma, Weibin
    Mashayekhy, Lena
    2021 IEEE 41ST INTERNATIONAL CONFERENCE ON DISTRIBUTED COMPUTING SYSTEMS (ICDCS 2021), 2021, : 1130 - 1131
  • [37] On the Optimality of Task Offloading in Mobile Edge Computing Environments
    Alghamdi, Ibrahim
    Anagnostopoulos, Christos
    Pezaros, Dimitrios P.
    2019 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2019,
  • [38] A Survey on Computation Offloading for Mobile Edge Computing Information
    Shan, Xiaoyu
    Li, Peng
    Zhi, Hanxiao
    Han, Zhijie
    2018 IEEE 4TH INTERNATIONAL CONFERENCE ON BIG DATA SECURITY ON CLOUD (BIGDATASECURITY), 4THIEEE INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE AND SMART COMPUTING, (HPSC) AND 3RD IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT DATA AND SECURITY (IDS), 2018, : 248 - 251
  • [39] Vehicular Computation Offloading for Industrial Mobile Edge Computing
    Zhao, Liang
    Yang, Kaiqi
    Tan, Zhiyuan
    Song, Houbing
    Al-Dubai, Ahmed
    Zomaya, Albert Y.
    Li, Xianwei
    IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021, 17 (11) : 7871 - 7881
  • [40] MVR: an Architecture for Computation Offloading in Mobile Edge Computing
    Wei, Xiaojuan
    Wang, Shangguang
    Zhou, Ao
    Xu, Jinliang
    Su, Sen
    Kumar, Sathish
    Yang, Fangchun
    2017 IEEE 1ST INTERNATIONAL CONFERENCE ON EDGE COMPUTING (IEEE EDGE), 2017, : 232 - 235