Optimizing Joint Probabilistic Caching and Channel Access for Clustered D2D Networks

被引:3
|
作者
Amer, Ramy [4 ]
Baza, Mohamed [1 ]
Salman, Tara [2 ]
Butt, M. Majid [5 ,6 ]
Alhindi, Ahmad [3 ]
Marchetti, Nicola [4 ]
机构
[1] Coll Charleston, Dept Comp Sci, Charleston, SC USA
[2] Washington Univ, Dept Comp Sci & Engn, St Louis, MO 63110 USA
[3] Umm Al Qura Univ, Dept Comp Sci, Mecca, Saudi Arabia
[4] Trinity Coll Dublin, CONNECT Ctr Future Networks 2, Dublin, Ireland
[5] Nokia Bell Labs, Nozay, France
[6] Trinity Coll Dublin, Dublin, Ireland
基金
爱尔兰科学基金会;
关键词
Index Terms; Caching; channel access; D2D communication;
D O I
10.23919/JCN.2021.000019
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
at mobile devices and leveraging deviceto-device (D2D) communication are two promising approaches to support massive content delivery over wireless networks. Analysis of such D2D caching networks based on a physical interference model is usually carried out by assuming uniformly distributed devices. However, this approach does not capture the notion of device clustering. In this regard, this paper proposes a joint communication and caching optimization framework for clustered D2D networks. Devices are spatially distributed into disjoint clusters and are assumed to have a surplus memory that is utilized to proactively cache files, following a random probabilistic caching scheme. The cache offloading gain is maximized by jointly optimizing channel access and caching scheme. A closed-form caching solution is obtained and bisection search method is adopted to heuristically obtain the optimal channel access probability. Results show significant improvement in the offloading gain reaching up to 10% compared to the Zipf caching baseline.
引用
收藏
页码:433 / 441
页数:9
相关论文
共 50 条
  • [41] Optimal caching scheme in D2D networks with multiple robot helpers
    Lin, Yu
    Song, Hui
    Ke, Feng
    Yan, Weizhao
    Liu, Zhikai
    Cai, Faming
    COMPUTER COMMUNICATIONS, 2022, 181 : 132 - 142
  • [42] Exploiting User Mobility for D2D Assisted Wireless Caching Networks
    Rao, Jun
    Feng, Hao
    Chen, Zhiyong
    2016 8TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS & SIGNAL PROCESSING (WCSP), 2016,
  • [43] Energy Efficiency for Data Offloading in D2D Cooperative Caching Networks
    Wang, Weiguang
    Li, Hui
    Zhang, Wenjie
    Wei, Shanlin
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2020, 2020
  • [44] Caching in Large-Scale Cellular Networks with D2D Assistance
    Demarchou, Eleni
    Psomas, Constantinos
    Krikidis, Ioannis
    PROCEEDINGS OF THE 24TH INTERNATIONAL CONFERENCE ON TELECOMMUNICATIONS (ICT 2017), 2017,
  • [45] Mobility Increases the Data Offloading Ratio in D2D Caching Networks
    Wang, Rui
    Zhang, Jun
    Song, S. H.
    Letaief, K. B.
    2017 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2017,
  • [46] Content Caching and Sharing in D2D Networks based on Content Topology
    Song, Jiongjiong
    Sheng, Min
    Wang, Xijun
    Xu, Chao
    GLOBECOM 2017 - 2017 IEEE GLOBAL COMMUNICATIONS CONFERENCE, 2017,
  • [47] Incentive Mechanism Design for Green Mobile D2D Caching Networks
    Zheng, Qiming
    Shan, Hangguan
    Hou, Fen
    Shi, Zhiguo
    Zhang, Zhaoyang
    IEEE TRANSACTIONS ON GREEN COMMUNICATIONS AND NETWORKING, 2022, 6 (01): : 484 - 499
  • [48] The Benefits of Hybrid Caching in Gauss-Poisson D2D Networks
    Deng, Na
    Haenggi, Martin
    IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2018, 36 (06) : 1217 - 1230
  • [49] Inter-Cluster Cooperation for Wireless D2D Caching Networks
    Amer, Ramy
    Butt, M. Majid
    Bennis, Mehdi
    Marchetti, Nicola
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2018, 17 (09) : 6108 - 6121
  • [50] Cost Efficient Device Caching for D2D Assisted Cellular Networks
    Asadi, Hamze
    Taheri, Hassan
    Shafaie, Danial
    26TH IRANIAN CONFERENCE ON ELECTRICAL ENGINEERING (ICEE 2018), 2018, : 542 - 547