Task offloading and parameters optimization of MAR in multi-access edge computing

被引:4
|
作者
Li, Yumei [1 ]
Zhu, Xiumin [1 ]
Song, Shudian [1 ]
Ma, Shuyue [1 ]
Yang, Feng [1 ]
Zhai, Linbo [1 ]
机构
[1] Shandong Normal Univ, Sch Informat Sci & Engn, Jinan, Shandong, Peoples R China
关键词
Energy efficiency; MAR; Mobile edge server; Parameters optimization; Task offloading; MOBILE;
D O I
10.1016/j.eswa.2022.119379
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
With the development of mobile augmented reality (MAR) technology, the demand for MAR applications is increasing. However, MAR is rarely used in mobile devices due to its high computational and energy consumption. In this paper, we study the task offloading and parameters optimization of MAR applied to mobile devices in mobile edge computing. Considering the influence of the MAR client energy consumption, service delay and detection accuracy in the task offloading and parameters optimization process, we design a function to evaluate MAR client energy efficiency. The problem of task offloading and parameters optimization is formulated to minimize energy efficiency function under the limitation of MAR task completion time and wireless bandwidth resources. To solve this problem, we propose a server selection and parameters optimization (SSPO) algorithm to realize client task offloading and parameters optimization. The SSPO algorithm first generates priority queue of tasks. Based on the order of priority queue, tasks are offloaded to appropriate mobile edge server according to the analytic hierarchy process. After that, the parameters are calculated and the tasks are redistributed according to the completion time until the energy efficiency function converges. Simulation results show that the proposed algorithm is better than the comparison algorithm.
引用
收藏
页数:13
相关论文
共 50 条
  • [31] Joint task offloading and resource allocation in vehicle-assisted multi-access edge computing
    Xue, Jianbin
    Hu, Qingchun
    An, Yaning
    Wang, Lu
    COMPUTER COMMUNICATIONS, 2021, 177 : 77 - 85
  • [32] Traffic Data Scheduling of Frequent Application Sets for Task Offloading in Multi-access Edge Computing
    Hu, Yifeng
    Qiu, Tie
    Chi, Jiancheng
    Yang, Xuan
    Wang, Zimu
    Li, Wenguang
    IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC 2022), 2022, : 1605 - 1610
  • [33] Privacy Preserved Secure Offloading in the Multi-access Edge Computing Network
    Sun, Yang
    Li, Na
    Tao, Xiaofeng
    2021 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE WORKSHOPS (WCNCW), 2021,
  • [34] Cooperative service caching and computation offloading in multi-access edge computing
    Zhong, Shijie
    Guo, Songtao
    Yu, Hongyan
    Wang, Quyuan
    COMPUTER NETWORKS, 2021, 189
  • [35] Multi-agent reinforcement learning for task offloading with hybrid decision space in multi-access edge computing
    Wang, Ji
    Zhang, Miao
    Yin, Quanjun
    Yin, Lujia
    Peng, Yong
    AD HOC NETWORKS, 2025, 166
  • [36] Computation Offloading in Resource-Constrained Multi-Access Edge Computing
    Li, Kexin
    Wang, Xingwei
    He, Qiang
    Wang, Jielei
    Li, Jie
    Zhan, Siyu
    Lu, Guoming
    Dustdar, Schahram
    IEEE TRANSACTIONS ON MOBILE COMPUTING, 2024, 23 (11) : 10665 - 10677
  • [37] Dependent tasks offloading based on particle swarm optimization algorithm in multi-access edge computing
    Ma, Shuyue
    Song, Shudian
    Yang, Lingyu
    Zhao, Jingmei
    Yang, Feng
    Zhai, Linbo
    APPLIED SOFT COMPUTING, 2021, 112
  • [38] Joint Optimization Strategy of Computation Offloading and Resource Allocation in Multi-Access Edge Computing Environment
    Li, Huilin
    Xu, Haitao
    Zhou, Chengcheng
    Lu, Xing
    Han, Zhu
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2020, 69 (09) : 10214 - 10226
  • [39] Delay-sensitive tasks offloading in multi-access edge computing
    Song, Shudian
    Ma, Shuyue
    Yang, Lingyu
    Zhao, Jingmei
    Yang, Feng
    Zhai, Linbo
    Expert Systems with Applications, 2022, 198
  • [40] Heuristic Approaches for Computational Offloading in Multi-Access Edge Computing Networks
    Singh, Raghubir
    Armour, Simon
    Khan, Aftab
    Sooriyabandara, Mahesh
    Oikonomou, George
    2020 IEEE 31ST ANNUAL INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR AND MOBILE RADIO COMMUNICATIONS (IEEE PIMRC), 2020,