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
  • [31] Coded Caching in Partially Cooperative D2D Communication Networks
    Tebbi, Ali
    Sung, Chi Wan
    2017 9TH INTERNATIONAL CONGRESS ON ULTRA MODERN TELECOMMUNICATIONS AND CONTROL SYSTEMS AND WORKSHOPS (ICUMT), 2017, : 148 - 153
  • [32] Caching D2D Connections in Small-Cell Networks
    Zhao, Nan
    Liu, Xiaonan
    Chen, Yunfei
    Zhang, Shun
    Li, Zan
    Chen, Bingcai
    Alouini, Mohamed-Slim
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2018, 67 (12) : 12326 - 12338
  • [33] Cooperative Caching and Video Characteristics in D2D Edge Networks
    Kafiloglu, S. Sinem
    Gur, Gurkan
    Alagoz, Fatih
    IEEE COMMUNICATIONS LETTERS, 2020, 24 (11) : 2647 - 2651
  • [34] Optimized Caching and Spectrum Partitioning for D2D Enabled Cellular Systems With Clustered Devices
    Amer, Ramy
    Elsawy, Hesham
    Butt, M. Majid
    Jorswieck, Eduard A.
    Bennis, Mehdi
    Marchetti, Nicola
    IEEE TRANSACTIONS ON COMMUNICATIONS, 2020, 68 (07) : 4358 - 4374
  • [35] Data-Supported Caching Policy Optimization for Wireless D2D Caching Networks
    Han, Shengqian
    Xue, Fei
    Yang, Chenyang
    Liu, Jinyang
    Lin, Fengxu
    IEEE TRANSACTIONS ON COMMUNICATIONS, 2021, 69 (11) : 7618 - 7630
  • [36] Joint Coverage Fnhancement by Power Allocation in Poisson Clustered Out-of-Band D2D Networks
    Tang, Jinchuan
    Chen, Gaojie
    Coon, Justin P.
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2018, 67 (12) : 11537 - 11548
  • [37] Joint Power Control and Resource Allocation for Optimizing the D2D User Performance of Full-Duplex D2D Underlying Cellular Networks
    Zhou, Yuetian
    Cai, Bowen
    Ding, Xue
    SENSORS, 2023, 23 (23)
  • [38] Joint Power and Channel Allocation for D2D Underlaying Cellular Networks With Rician Fading
    Wang, Yinlu
    Chen, Ming
    Huang, Nuo
    Yang, Zhaohui
    Pan, Yijin
    IEEE COMMUNICATIONS LETTERS, 2018, 22 (12) : 2615 - 2618
  • [39] Joint Channel and Power Allocation Based on Stackelberg for D2D Communications in Cellular Networks
    Wang, Xin
    Qian, Zhihong
    Cong, Yuliang
    Wang, Xue
    2020 IEEE GLOBECOM WORKSHOPS (GC WKSHPS), 2020,
  • [40] Deep Reinforcement Learning for Joint Channel Selection and Power Control in D2D Networks
    Tan, Junjie
    Liang, Ying-Chang
    Zhang, Lin
    Feng, Gang
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2021, 20 (02) : 1363 - 1378