UAV-Assisted Mobile Edge Computing: Optimal Design of UAV Altitude and Task Offloading

被引:1
|
作者
Hui, Min [1 ]
Chen, Jian [1 ]
Yang, Long [1 ]
Lv, Lu [1 ]
Jiang, Hai [2 ]
Al-Dhahir, Naofal [3 ]
机构
[1] Xidian Univ, State Key Lab Integrated Serv Networks, Xian 710071, Peoples R China
[2] Univ Alberta, Dept Elect & Comp Engn, Edmonton, AB T6G 1H9, Canada
[3] Univ Texas Dallas, Dept Elect & Comp Engn, Richardson, TX 75080 USA
基金
中国国家自然科学基金;
关键词
Autonomous aerial vehicles; Task analysis; Servers; Stochastic processes; Probabilistic logic; Fading channels; Computational modeling; Mobile edge computing (MEC); stochastic geometry; unmanned aerial vehicle (UAV); air-ground cooperation; RESOURCE-ALLOCATION; NETWORKS; OPTIMIZATION;
D O I
10.1109/TWC.2024.3403536
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper investigates a mobile edge computing (MEC) network assisted by an unmanned aerial vehicle (UAV), where the moving UAV and a fixed ground base station cooperatively provide MEC services for multiple ground users. To evaluate the quality of service under this architecture, we first derive the successful edge computing probability (SECP) to evaluate the service reliability. Given a target SECP requirement, we formulate a service coverage maximization problem by optimizing the UAV altitude and task offloading probability. The problem is hard to solve due to the coupled UAV altitude and task offloading probability in the derived SECP expression. To address this challenge, we first explore some interesting properties of the formulated problem, and then use these properties to develop a golden-section search based method to solve the formulated optimization problem. Numerical results are used to verify the theoretical analysis of our system and demonstrate the efficiency of the proposed scheme.
引用
收藏
页码:13633 / 13647
页数:15
相关论文
共 50 条
  • [1] UAV-Assisted Task Offloading in Edge Computing
    Zhang, Junna
    Zhang, Guoxian
    Wang, Xinxin
    Zhao, Xiaoyan
    Yuan, Peiyan
    Jin, Hu
    IEEE INTERNET OF THINGS JOURNAL, 2025, 12 (05): : 5559 - 5574
  • [2] Task Offloading and Trajectory Optimization for UAV-Assisted Mobile Edge Computing
    Shi, Mengmeng
    Xing, Yanchao
    Guo, Xueli
    Zhu, Xuerui
    Zhu, Ziyao
    Zhou, Jiaqi
    2024 INTERNATIONAL CONFERENCE ON UBIQUITOUS COMMUNICATION, UCOM 2024, 2024, : 432 - 437
  • [3] Joint Trajectory Optimization and Task Offloading for UAV-Assisted Mobile Edge Computing
    Wang, Yipeng
    Liu, Yiming
    Zhang, Jiaxiang
    Liu, Baoling
    2023 IEEE 34TH ANNUAL INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR AND MOBILE RADIO COMMUNICATIONS, PIMRC, 2023,
  • [4] Task Offloading Strategy for UAV-Assisted Mobile Edge Computing with Covert Transmission
    Hu, Zhijuan
    Zhou, Dongsheng
    Shen, Chao
    Wang, Tingting
    Liu, Liqiang
    ELECTRONICS, 2025, 14 (03):
  • [5] Energy Efficient Deployment and Task Offloading for UAV-Assisted Mobile Edge Computing
    Lu, Yangguang
    Chen, Xin
    Zhao, Fengjun
    Chen, Ying
    ALGORITHMS AND ARCHITECTURES FOR PARALLEL PROCESSING, ICA3PP 2021, PT II, 2022, 13156 : 421 - 435
  • [6] Joint task offloading and UAVs deployment for UAV-assisted mobile edge computing
    Shen, Bo
    Gu, Qi
    Yang, Gang
    COMPUTER NETWORKS, 2023, 234
  • [7] Optimal Task-UAV-Edge Matching for Computation Offloading in UAV Assisted Mobile Edge Computing
    Kim, Kitae
    Hong, Choong Seen
    2019 20TH ASIA-PACIFIC NETWORK OPERATIONS AND MANAGEMENT SYMPOSIUM (APNOMS), 2019,
  • [8] Task Offloading in UAV-Assisted Vehicular Edge Computing Networks
    Zhang, Wanjun
    Wang, Aimin
    He, Long
    Sun, Zemin
    Li, Jiahui
    Sun, Geng
    ALGORITHMS AND ARCHITECTURES FOR PARALLEL PROCESSING, ICA3PP 2023, PT VI, 2024, 14492 : 382 - 397
  • [9] UAV-Assisted Task Offloading in Vehicular Edge Computing Networks
    Dai, Xingxia
    Xiao, Zhu
    Jiang, Hongbo
    Lui, John C. S.
    IEEE TRANSACTIONS ON MOBILE COMPUTING, 2024, 23 (04) : 2520 - 2534
  • [10] Task Offloading and Energy Optimization in Hybrid UAV-Assisted Mobile Edge Computing Systems
    Gao, Ang
    Zhang, Shuai
    Zhang, Qian
    Hu, Yansu
    Liu, Shuhua
    Liang, Wei
    Ng, Soon Xin
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2024, 73 (08) : 12052 - 12066