Cooperative edge-caching based transmission with minimum effective delay in heterogeneous cellular networks

被引:1
|
作者
Yu, Jiachao [1 ]
Zhai, Chao [1 ]
Dai, Hao [1 ]
Zheng, Lina [1 ]
Li, Yujun [1 ]
机构
[1] Shandong Univ, Sch Informat Sci & Engn, 72 Binhai Rd, Qingdao 266237, Peoples R China
基金
中国国家自然科学基金;
关键词
Edge caching; Probabilistic caching; Effective delay; Heterogeneous cellular networks; Stochastic geometry; PERFORMANCE ANALYSIS; LIMITED BACKHAUL; USER ASSOCIATION; DELIVERY; HETNETS; DESIGN;
D O I
10.1016/j.comcom.2024.107928
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In heterogeneous cellular networks (HCNs), neighboring users often request similar contents asynchronously. Based on the content popularity, base stations (BSs) can download and cache contents when the network is idle, and transmit them locally when the network is busy, which can effectively reduce the backhaul burden and the transmission delay. We consider a two-tier HCN, where macro base stations (MBSs) and small base stations (SBSs) can cooperatively and probabilistically cache contents. Each user is associated to the BS with the maximum average received signal power in any tier. With the cooperative content transfer between MBS tier and SBS tier, users can adaptively obtain contents from BSs or remote content servers. We properly model both wired and wireless delays when a user requests an arbitrary content, and propose the concept of effective delay. Content caching probabilities are optimized using the Marine Predators Algorithm via minimizing the average effective delay. Numerical results show that our proposed cooperative caching scheme achieves much shorter delays than the benchmark caching schemes.
引用
收藏
页数:10
相关论文
共 50 条
  • [41] Delay Analysis of Heterogeneous Cellular Networks
    Zhang, Gongzheng
    Huang, Aiping
    Quek, Tony Q. S.
    Shan, Hangguan
    2015 IEEE 16th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), 2015, : 176 - 180
  • [42] Local Content Cloud based Cooperative Caching Placement for Edge Caching
    Yang, Shiyu
    Fan, Shaoshuai
    Deng, Gang
    Tian, Hui
    2019 IEEE 30TH ANNUAL INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR AND MOBILE RADIO COMMUNICATIONS (PIMRC), 2019, : 527 - 532
  • [43] Edge Caching With Transmission Schedule for Multiuser Multirelay Networks
    Zhou, Fasheng
    Fan, Lisheng
    Lei, Xianfu
    Luo, Gaoyong
    Zhang, Haijun
    Zhao, Junhui
    IEEE COMMUNICATIONS LETTERS, 2018, 22 (04) : 776 - 779
  • [44] Popularity and Size-Aware Caching With Cooperative Transmission in Hybrid Microwave/Millimeter Wave Heterogeneous Networks
    Ochia, Okechukwu E.
    Fapojuwo, Abraham O.
    IEEE TRANSACTIONS ON COMMUNICATIONS, 2021, 69 (07) : 4599 - 4614
  • [45] Cache clouds: Cooperative caching of dynamic documents in edge networks
    Ramaswamy, L
    Liu, L
    Iyengar, A
    25th IEEE International Conference on Distributed Computing Systems, Proceedings, 2005, : 229 - 238
  • [46] Deep Reinforcement Learning for Cooperative Edge Caching in Vehicular Networks
    Xing, Yuping
    Sun, Yanhua
    Qiao, Lan
    Wang, Zhuwei
    Si, Pengbo
    Zhang, Yanhua
    2021 13TH INTERNATIONAL CONFERENCE ON COMMUNICATION SOFTWARE AND NETWORKS (ICCSN 2021), 2021, : 144 - 149
  • [47] MDS Coded Cooperative Caching for Heterogeneous Small Cell Networks
    Liao, Jialing
    Wong, Kai-Kit
    Zhang, Yangyang
    Zheng, Zhongbin
    Yang, Kun
    GLOBECOM 2017 - 2017 IEEE GLOBAL COMMUNICATIONS CONFERENCE, 2017,
  • [48] A novel coalition game based distributed cooperative content caching in mobile edge networks
    Lin, Jie
    Huang, Siqi
    Zhang, Hanlin
    Yang, Xinyu
    Zhao, Peng
    VEHICULAR COMMUNICATIONS, 2023, 44
  • [49] Cooperative Service Caching in Vehicular Edge Computing Networks Based on Transportation Correlation Analysis
    Ling, Chen
    Zhang, Weizhe
    Fan, Qingyang
    Feng, Zebang
    Wang, Jiayin
    Yadav, Rahul
    Wang, Desheng
    IEEE INTERNET OF THINGS JOURNAL, 2024, 11 (12): : 22754 - 22767
  • [50] Impact of network settings on reinforcement learning based caching policy in cooperative edge networks
    Cheng, Xiaobao
    Gao, Minghan
    Gao, Qiang
    Peng, Xiao-Hong
    ICT EXPRESS, 2023, 9 (06): : 1122 - 1127