Mobility-Aware Content Caching and User Association for Ultra-Dense Mobile Edge Computing Networks

被引:18
|
作者
Li, Hui [1 ]
Sun, Chuan [1 ]
Li, Xiuhua [1 ]
Xiong, Qingyu [1 ]
Wen, Junhao [1 ]
Wang, Xiaofei [2 ]
Leung, Victor C. M. [3 ,4 ]
机构
[1] Chongqing Univ, Sch Big Data & Software Engn, Chongqing, Peoples R China
[2] Tianjin Univ, Coll Intelligence & Comp, TKLAN, Tianjin, Peoples R China
[3] Shenzhen Univ, Coll Comp Sci & Software Engn, Shenzhen, Peoples R China
[4] Univ British Columbia, Dept Elect & Comp Engn, Vancouver, BC, Canada
基金
国家重点研发计划; 加拿大自然科学与工程研究理事会;
关键词
D O I
10.1109/GLOBECOM42002.2020.9348257
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 tremendous growth of mobile data traffic generated by various devices such as smartphones, smartpads and wearable devices, it is necessary for mobile network operators to introduce revolutionary networking techniques, thereby satisfying service requirements of mobile users. Recently, mobile edge computing (MEC) has been regarded as an effective technique to alleviate the traffic burden on backhaul networks. In this paper, we investigate the issue of mobility-aware content caching and user association for ultra-dense MEC networks by minimizing the system costs. The problem is formulated as a complex pure integer nonlinear programming, which is NP-hard. To address the original long-term optimization problem, we decompose it into a series of one-slot subproblems, and then optimize the short-term subproblem in two phases (i.e., content caching and user association). We further propose a mobility-aware online caching algorithm to achieve content caching, and a lazy re-association algorithm to determine user association based on matching theory. Trace-driven evaluation results demonstrate that the proposed framework has superior performance on reducing system costs.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] A Mobility-aware Proactive Caching Strategy in Heterogeneous Ultra-Dense Networks
    Gao, Ning
    Xu, Xiaodong
    Hou, Yanzhao
    Gao, Lei
    [J]. 2019 IEEE 30TH ANNUAL INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR AND MOBILE RADIO COMMUNICATIONS (PIMRC), 2019, : 538 - 544
  • [2] Mobility-Aware Caching and Computation Offloading in 5G Ultra-Dense Cellular Networks
    Chen, Min
    Hao, Yixue
    Qiu, Meikang
    Song, Jeungeun
    Wu, Di
    Humar, Iztok
    [J]. SENSORS, 2016, 16 (07)
  • [3] Mobility-Aware Service Caching in Mobile Edge Computing for Internet of Things
    Wei, Hua
    Luo, Hong
    Sun, Yan
    [J]. SENSORS, 2020, 20 (03)
  • [4] Energy-Efficient Mobility-Aware Caching Algorithms for Clustered Small Cells in Ultra-Dense Networks
    Keshavarzian, Iman
    Zeinalpour-Yazdi, Zolfa
    Tadaion, Aliakbar
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2019, 68 (07) : 6833 - 6846
  • [5] Mobility-Aware Transmit Beamforming for Ultra-Dense Networks With Sparse Feedback
    Teng, Yinglei
    Sun, Weiqi
    Liu, An
    Yang, Ruizhe
    Lau, Vincent K. N.
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2019, 68 (02) : 1968 - 1972
  • [6] Mobility-Aware Video Prefetch Caching and Replacement Strategies in Mobile-Edge Computing Networks
    Liu, Wei
    Jiang, Yisheng
    Xu, Shanjie
    Cao, Guangyi
    Du, Wei
    Cheng, Yu
    [J]. 2018 IEEE 24TH INTERNATIONAL CONFERENCE ON PARALLEL AND DISTRIBUTED SYSTEMS (ICPADS 2018), 2018, : 687 - 694
  • [7] User-Oriented Task Offloading for Mobile Edge Computing in Ultra-Dense Networks
    Liu, Sige
    Cheng, Peng
    Chen, Zhuo
    Xiang, Wei
    Vucetic, Branka
    Li, Yonghui
    [J]. 2021 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2021,
  • [8] Mobility-Aware Edge Caching and Computing in Vehicle Networks: A Deep Reinforcement Learning
    Le Thanh Tan
    Hu, Rose Qingyang
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2018, 67 (11) : 10190 - 10203
  • [9] Mobility-Aware Coded Edge Caching in Vehicular Networks with Dynamic Content Popularity
    Liu, Wenjie
    Zhang, Haixia
    Ding, Hui
    Li, Dongyang
    Yuan, Dongfeng
    [J]. 2021 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), 2021,
  • [10] Mobility-Aware Multi-User Offloading Optimization for Mobile Edge Computing
    Zhan, Wenhan
    Luo, Chunbo
    Min, Geyong
    Wang, Chao
    Zhu, Qingxin
    Duan, Hancong
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2020, 69 (03) : 3341 - 3356