Vector Coded Caching Multiplicatively Increases the Throughput of Realistic Downlink Systems

被引:5
|
作者
Zhao, Hui [1 ]
Bazco-Nogueras, Antonio [2 ]
Elia, Petros [1 ]
机构
[1] EURECOM, Commun Syst Dept, F-06410 Sophia Antipolis, France
[2] MDEA Networks Inst, Madrid 28918, Spain
基金
欧洲研究理事会;
关键词
Coded caching; linear precoding; multi-antenna transmission; random matrix analysis; downlink systems; MASSIVE MIMO; FUNDAMENTAL LIMITS; PERFORMANCE ANALYSIS; NETWORKS; ANTENNAS; GAINS;
D O I
10.1109/TWC.2022.3213475
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The recent introduction of vector coded caching has revealed that multi-rank transmissions in the presence of receiver-side cache content can dramatically ameliorate the file-size bottleneck of coded caching and substantially boost performance in error-free wire-like channels. In this work, we employ large-matrix analysis to explore the effect of vector coded caching in realistic wireless multi-antenna downlink systems. For a given downlink MISO system already optimized to exploit both multiplexing and beamforming gains, and for a fixed set of antenna and SNR resources, our analysis answers a simple question: What is the multiplicative throughput boost obtained from introducing reasonably-sized receiver-side caches that can pre-store information content? The derived closed-form expressions capture various linear precoders, and a variety of practical considerations such as power dissemination across signals, realistic SNR values, as well as feedback costs. The schemes are very simple (we simply collapse precoding vectors into a single vector), and the recorded gains are notable. For example, for 32 transmit antennas, a received SNR of 20 dB, a coherence bandwidth of 300 kHz, a coherence period of 40 ms, and under realistic file-size and cache-size constraints, vector coded caching is here shown to offer a multiplicative throughput boost of about 310% with ZF/RZF precoding and a 430% boost in the performance of already optimized MF-based (cacheless) systems. Interestingly, vector coded caching also accelerates channel hardening to the benefit of feedback acquisition, often surpassing 540% gains over traditional hardening-constrained cacheless downlink systems.
引用
收藏
页码:2683 / 2698
页数:16
相关论文
共 50 条
  • [1] Mobility Increases Throughput of Wireless Device-to-Device Networks with Coded Caching
    Shabani, Ahmad
    Shariatpanahi, Seyed Pooya
    Shah-Mansouri, Vahid
    Khonsari, Ahmad
    [J]. 2016 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2016,
  • [2] Vector Coded Caching Greatly Enhances Massive MIMO
    Zhao, Hui
    Bazco-Nogueras, Antonio
    Elia, Petros
    [J]. 2022 IEEE 23RD INTERNATIONAL WORKSHOP ON SIGNAL PROCESSING ADVANCES IN WIRELESS COMMUNICATION (SPAWC), 2022,
  • [3] Throughput Analysis of Decentralized Coded Content Caching in Cellular Networks
    Kiskani, Mohsen Karimzadeh
    Sadjadpour, Hamid R.
    [J]. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2017, 16 (01) : 663 - 672
  • [4] From Uncoded Prefetching to Coded Prefetching in Coded Caching Systems
    Zhang, Kai
    Tian, Chao
    [J]. 2018 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY (ISIT), 2018, : 2087 - 2091
  • [5] Network Throughput Gain of Multicast With User Caching in Heavy Traffic Downlink
    Hong, Jun-Pyo
    Chae, Seong Ho
    Lee, Kisong
    [J]. IEEE ACCESS, 2018, 6 : 26626 - 26635
  • [6] Coded Caching in Land Mobile Satellite Systems
    Zhao, Hui
    Bazco-Nogueras, Antonio
    Elia, Petros
    [J]. IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC 2022), 2022, : 4571 - 4576
  • [7] Coded Caching for Heterogeneous Systems: An Optimization Perspective
    Ibrahim, Abdelrahman M.
    Zewail, Ahmed A.
    Yener, Aylin
    [J]. IEEE TRANSACTIONS ON COMMUNICATIONS, 2019, 67 (08) : 5321 - 5335
  • [8] Beamforming in Wireless Coded-Caching Systems
    Madhusudan, Sneha
    Madapatha, Charitha
    Makki, Behrooz
    Guo, Hao
    Svensson, Tommy
    [J]. 2023 IEEE FUTURE NETWORKS WORLD FORUM, FNWF, 2024,
  • [9] Coded Caching under Heterogeneous User Preferences: An Effective Throughput Perspective
    Lu, Yawei
    Chen, Wei
    Poor, H. Vincent
    [J]. ICC 2019 - 2019 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2019,
  • [10] Coded Prefetching and Efficient Delivery in Decentralized Caching Systems
    Zhang, Kai
    Tian, Chao
    Li, Husheng
    [J]. 2017 IEEE 18TH INTERNATIONAL WORKSHOP ON SIGNAL PROCESSING ADVANCES IN WIRELESS COMMUNICATIONS (SPAWC), 2017,