Fundamental Limits of Caching in Wireless D2D Networks

被引:421
|
作者
Ji, Mingyue [1 ]
Caire, Giuseppe [1 ]
Molisch, Andreas F. [1 ]
机构
[1] Univ So Calif, Dept Elect Engn, Los Angeles, CA 90089 USA
基金
美国国家科学基金会;
关键词
D2D communication; caching networks; network coding; throughput scaling laws; CONTENT DELIVERY;
D O I
10.1109/TIT.2015.2504556
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We consider a wireless device-to-device (D2D) network where communication is restricted to be single-hop. Users make arbitrary requests from a finite library of files and have pre-cached information on their devices, subject to a per-node storage capacity constraint. A similar problem has already been considered in an infrastructure setting, where all users receive a common multicast (coded) message from a single omniscient server (e.g., a base station having all the files in the library) through a shared bottleneck link. In this paper, we consider a D2D infrastructureless version of the problem. We propose a caching strategy based on deterministic assignment of subpackets of the library files, and a coded delivery strategy where the users send linearly coded messages to each other in order to collectively satisfy their demands. We also consider a random caching strategy, which is more suitable to a fully decentralized implementation. Under certain conditions, both approaches can achieve the information theoretic outer bound within a constant multiplicative factor. In our previous work, we showed that a caching D2D wireless network with one-hop communication, random caching, and uncoded delivery (direct file transmissions) achieves the same throughput scaling law of the infrastructure-based coded multicasting scheme, in the regime of large number of users and files in the library. This shows that the spatial reuse gain of the D2D network is order-equivalent to the coded multicasting gain of single base station transmission. It is, therefore, natural to ask whether these two gains are cumulative, i.e., if a D2D network with both local communication (spatial reuse) and coded multicasting can provide an improved scaling law. Somewhat counterintuitively, we show that these gains do not cumulate (in terms of throughput scaling law). This fact can be explained by noticing that the coded delivery scheme creates messages that are useful to multiple nodes, such that it benefits from broadcasting to as many nodes as possible, while spatial reuse capitalizes on the fact that the communication is local, such that the same time slot can be reused in space across the network. Unfortunately, these two issues are in contrast with each other.
引用
收藏
页码:849 / 869
页数:21
相关论文
共 50 条
  • [1] Fundamental Limits of Distributed Caching in D2D Wireless Networks
    Ji, Mingyue
    Caire, Giuseppe
    Molisch, Andreas F.
    2013 IEEE INFORMATION THEORY WORKSHOP (ITW), 2013,
  • [2] Fundamental Limits of Distributed Caching in Multihop D2D Wireless Networks
    Ji, Mingyue
    Chen, Rong-Rong
    Caire, Giuseppe
    Molisch, Andreas E.
    2017 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY (ISIT), 2017,
  • [3] Fundamental Limits of Caching in D2D Networks With Secure Delivery
    Awan, Zohaib Hassan
    Sezgin, Aydin
    2015 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATION WORKSHOP (ICCW), 2015, : 464 - 469
  • [4] Fundamental Limits of Coded Caching in Request-Robust D2D Communication Networks
    Wang, Wuqu
    Tao, Zhe
    Liu, Nan
    Kang, Wei
    ENTROPY, 2024, 26 (03)
  • [5] Optimal Caching Placement for D2D Assisted Wireless Caching Networks
    Rao, Jun
    Feng, Hao
    Yang, Chenchen
    Chen, Zhiyong
    Xia, Bin
    2016 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2016,
  • [6] A Delay-Aware Caching Algorithm for Wireless D2D Caching Networks
    Li, Yi
    Gursoy, M. Cenk
    Velipasalar, Senem
    2017 IEEE CONFERENCE ON COMPUTER COMMUNICATIONS WORKSHOPS (INFOCOM WKSHPS), 2017, : 456 - 461
  • [7] Wireless Content Caching for Small Cell and D2D Networks
    Gregori, Maria
    Gomez-Vilardebo, Jesus
    Matamoros, Javier
    Gunduz, Deniz
    IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2016, 34 (05) : 1222 - 1234
  • [8] Prefix Caching for Video Streaming in Wireless D2D Networks
    Hou, Hongwei
    Tao, Meixia
    2018 10TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS AND SIGNAL PROCESSING (WCSP), 2018,
  • [9] 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
  • [10] 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,