Benefits of Cache Assignment on Degraded Broadcast Channels

被引:8
作者
Bidokhti, Shirin Saeedi [1 ]
Wigger, Michele [2 ]
Yener, Aylin [3 ]
机构
[1] Univ Penn, Dept Elect & Syst Engn, Philadelphia, PA 19104 USA
[2] IP Paris, Telecom Paris, LTCI, F-75013 Paris, France
[3] Penn State Univ, Dept Elect Engn, Sch Elect Engn & Comp Sci, State Coll, PA 16802 USA
基金
美国国家科学基金会; 欧洲研究理事会;
关键词
Broadcast channel (BC); caching; capacity-memory tradeoff; Gaussian channels; joint source-channel coding; FUNDAMENTAL LIMITS; DELIVERY;
D O I
10.1109/TIT.2019.2926714
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Degraded K-user broadcast channels (BCs) are studied when the receivers are facilitated with cache memories. Lower and upper bounds are derived on the capacity-memory tradeoff, i.e., on the largest rate of reliable communication over the BC as a function of the receivers' cache sizes, and the bounds are shown to match for interesting special cases. The lower bounds are achieved by two new coding schemes that benefit from 'nonuniform cache assignments'. Lower and upper bounds are also established on the global capacity-memory tradeoff, i.e., on the largest capacity-memory tradeoff that can be attained by optimizing the receivers' cache sizes subject to a total cache memory budget. The bounds coincide when the total cache memory budget is sufficiently small or sufficiently large, where the thresholds depend on the BC statistics. For small cache memories, it is optimal to assign all the cache memory to the weakest receiver. In this regime, the global capacity-memory tradeoff grows by the total cache memory budget divided by the number of files in the system. In other words, a 'perfect global caching gain' is achievable in this regime and the performance corresponds to a system where all the cache contents in the network are available to all receivers. For large cache memories, it is optimal to assign a positive cache memory to every receiver, such that the weaker receivers are assigned larger cache memories compared to the stronger receivers. In this regime, the growth rate of the global capacity-memory tradeoff is further divided by the number of users, which corresponds to a local caching gain. It is observed numerically that a uniform assignment of the total cache memory is suboptimal in all regimes, unless the BC is completely symmetric. For erasure BCs, this claim is proved analytically in the regime of small cache sizes.
引用
收藏
页码:6999 / 7019
页数:21
相关论文
共 30 条
  • [21] Linear Precoding of Finite Alphabet Signals in Multi-Antenna Broadcast Channels
    Wu, Yongpeng
    Wang, Mingxi
    Xiao, Chengshan
    Ding, Zhi
    Gao, Xiqi
    2012 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2012,
  • [22] On the SNR-Evolution of the MMSE Function of Codes for the Gaussian Broadcast and Wiretap Channels
    Bustin, Ronit
    Schaefer, Rafael F.
    Poor, H. Vincent
    Shamai , Shlomo
    IEEE TRANSACTIONS ON INFORMATION THEORY, 2016, 62 (04) : 2070 - 2091
  • [23] On the Benefits of Asymmetric Coded Cache Placement in Combination Networks with End-User Caches
    Wan, Kai
    Ji, Mingyue
    Piantanida, Pablo
    Tuninetti, Daniela
    2018 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY (ISIT), 2018, : 1550 - 1554
  • [24] On capacity region of certain classes of three-receiver broadcast channels with side information
    Bahrami, Sajjad
    Hodtani, Ghosheh Abed
    IET COMMUNICATIONS, 2015, 9 (06) : 795 - 807
  • [25] Manifold Optimization Algorithms for SWIPT over MIMO Broadcast Channels with Discrete Input Signals
    Lu, An-An
    Gao, Xiqi
    Zheng, Yahong Rosa
    Xiao, Chengshan
    2017 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2017,
  • [26] Wyner-Ziv Coding Over Broadcast Channels: Hybrid Digital/Analog Schemes
    Gao, Yang
    Tuncel, Ertem
    IEEE TRANSACTIONS ON INFORMATION THEORY, 2011, 57 (09) : 5660 - 5672
  • [27] Source-Interference Recovery Over Broadcast Channels: Asymptotic Bounds and Analog Codes
    Abou Saleh, Ahmad
    Alajaji, Fady
    Chan, Wai-Yip
    IEEE TRANSACTIONS ON COMMUNICATIONS, 2016, 64 (08) : 3406 - 3418
  • [28] On the Analysis of Energy-Distortion Tradeoff for Zero-Delay Transmission over Gaussian Broadcast Channels
    Sevinc, Ceren
    Tuncel, Ertem
    2019 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY (ISIT), 2019, : 2758 - 2762
  • [29] Finite-Length Linear Schemes for Joint Source-Channel Coding Over Gaussian Broadcast Channels With Feedback
    Murin, Yonathan
    Kaspi, Yonatan
    Dabora, Ron
    Gunduz, Deniz
    IEEE TRANSACTIONS ON INFORMATION THEORY, 2017, 63 (05) : 2737 - 2772
  • [30] Self-Secure Capacity-Achieving Feedback Schemes of Gaussian Multiple-Access Wiretap Channels With Degraded Message Sets
    Dai, Bin
    Li, Chong
    Liang, Yingbin
    Ma, Zheng
    Shamai, Shlomo
    IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2022, 17 : 1583 - 1596