Joint User Association and Deployment Optimization for Delay-Minimized UAV-Aided MEC Networks

被引:24
|
作者
Han, Zihao [1 ,2 ]
Zhou, Ting [3 ,4 ]
Xu, Tianheng [1 ,4 ]
Hu, Honglin [1 ]
机构
[1] Chinese Acad Sci, Shanghai Adv Res Inst, Shanghai 201210, Peoples R China
[2] Univ Chinese Acad Sci, Sch Elect Elect & Commun Engn, Beijing 100049, Peoples R China
[3] Shanghai Univ, Sch Microelect, Shanghai 200444, Peoples R China
[4] Shanghai Frontier Innovat Res Inst, Shanghai 201100, Peoples R China
关键词
UAV; MEC; task delay; user association; UAV deployment; optimal transport theory;
D O I
10.1109/LWC.2023.3294749
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The development of computation-intensive and delay-sensitive smart applications has put forward great challenge to the current cellular networks. To cope with this challenge, unmanned aerial vehicles (UAVs) providing additional on-demand communication and computing services has become a promising technology. This letter proposes a novel task offloading framework in UAV-aided mobile edge computing (MEC) networks. Specifically, the MEC queuing delay is considered in the formulated problem, where the average task delay is minimized via jointly optimizing user association and UAV deployment. The optimal transport theory is introduced to analyze the user association sub-problem, and the UAV deployment is optimized by the classical particle swarm optimization algorithm. Simulation results show that the delay performance is significantly improved by the proposed algorithm.
引用
收藏
页码:1791 / 1795
页数:5
相关论文
共 50 条
  • [1] Joint User Association and UAV Location Optimization for UAV-Aided Communications
    Xi, Xing
    Cao, Xianbin
    Yang, Peng
    Chen, Jingxuan
    Quek, Tony
    Wu, Dapeng
    IEEE WIRELESS COMMUNICATIONS LETTERS, 2019, 8 (06) : 1688 - 1691
  • [2] A User Association Policy for UAV-aided Time-varying Vehicular Networks with MEC
    Hang, Bingqing
    Zhang, Biling
    Wang, Li
    Wang, Jingling
    Ren, Yong
    Han, Zhu
    2020 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), 2020,
  • [3] User-oriented UAV-aided MEC network Performance optimization
    Xue, Jianbin
    Wu, Qingqing
    Zhang, Haijun
    Guofang Keji Daxue Xuebao/Journal of National University of Defense Technology, 2024, 46 (06): : 166 - 173
  • [4] Joint User Association and Deployment Optimization for Energy-Efficient Heterogeneous UAV-Enabled MEC Networks
    Han, Zihao
    Zhou, Ting
    Xu, Tianheng
    Hu, Honglin
    ENTROPY, 2023, 25 (09)
  • [5] Joint Optimization of Trajectory and User Association via Reinforcement Learning for UAV-Aided Data Collection in Wireless Networks
    Chen, Gong
    Zhai, Xiangping Bryce
    Li, Congduan
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2023, 22 (05) : 3128 - 3143
  • [6] Adaptive Deployment for UAV-Aided Communication Networks
    Wang, Zhe
    Duan, Lingjie
    Zhang, Rui
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2019, 18 (09) : 4531 - 4543
  • [7] Deployment Optimization of UAV-Aided Networks Through a Dynamic Tunable Model
    Liu, Jianghui
    Zhang, Hongtao
    He, Yuan
    IEEE COMMUNICATIONS LETTERS, 2021, 25 (07) : 2348 - 2352
  • [8] Energy Optimization in Massive MIMO UAV-Aided MEC-Enabled Vehicular Networks
    Michailidis, Emmanouel T.
    Miridakis, Nikolaos, I
    Michalas, Angelos
    Skondras, Emmanouil
    Vergados, Dimitrios J.
    Vergados, Dimitrios D.
    IEEE ACCESS, 2021, 9 : 117388 - 117403
  • [9] Joint Precoding Optimization for Secure SWIPT in UAV-Aided NOMA Networks
    Wang, Wei
    Tang, Jie
    Zhao, Nan
    Liu, Xin
    Zhang, Xiu Yin
    Chen, Yunfei
    Qian, Yi
    IEEE TRANSACTIONS ON COMMUNICATIONS, 2020, 68 (08) : 5028 - 5040
  • [10] Joint Resource Allocation and Trajectory Optimization for UAV-Aided Relay Networks
    Hu, Qiyu
    Cai, Yunlong
    Liu, An
    Yu, Guanding
    2019 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2019,