Resolving the Feedback Bottleneck of Multi-Antenna Coded Caching

被引:18
作者
Lampiris, Eleftherios [1 ,2 ]
Bazco-Nogueras, Antonio [2 ,3 ]
Elia, Petros [2 ]
机构
[1] Tech Univ Berlin, Commun & Informat Theory Grp CommIT, D-10587 Berlin, Germany
[2] Eurecom, Commun Syst Dept, F-06410 Sophia Antipolis, France
[3] IMDEA Networks Inst, Madrid 28918, Spain
基金
欧洲研究理事会;
关键词
Coded caching; multi-antenna transmission; channel state information; feedback cost; cache-aided MISO; AIDED INTERFERENCE MANAGEMENT; MISO BROADCAST CHANNEL; FUNDAMENTAL LIMITS; STATE INFORMATION; ALTERNATING CSIT; CONTENT DELIVERY; OF-FREEDOM; COMMUNICATION; ALIGNMENT; TRADEOFF;
D O I
10.1109/TIT.2021.3139013
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Multi-antenna cache-aided wireless networks were thought to suffer from a severe feedback bottleneck, since achieving the maximal Degrees-of-Freedom (DoF) performance required feedback from all served users for the known transmission schemes. These feedback costs match the caching gains and thus scale with the number of users. In the context of the L-antenna Multiple-Input Single Output broadcast channel with K receivers, each having normalized cache size gamma, we pair a fundamentally novel algorithm together with a new information-theoretic converse and identify the optimal tradeoff between feedback costs and DoF performance, by showing that having channel state information from only C < L served users implies an optimal one-shot linear DoF of C + K gamma. As a side consequence of this, we also now understand that the well known DoF performance L + K gamma is in fact exactly optimal. In practice, the above means that we are able to disentangle caching gains from feedback costs, thus achieving unbounded caching gains at the mere feedback cost of the multiplexing gain. This further solidifies the role of caching in boosting multi-antenna systems; caching now can provide unbounded DoF gains over multi-antenna downlink systems, at no additional feedback costs. The above results are extended to also include the corresponding multiple transmitter scenario with caches at both ends.
引用
收藏
页码:2331 / 2348
页数:18
相关论文
共 65 条
  • [1] [Anonymous], 2017, P IEEE INT C COMMUNI
  • [2] The Wiretap Channel With Generalized Feedback: Secure Communication and Key Generation
    Bassi, German
    Piantanida, Pablo
    Shamai , Shlomo
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 2019, 65 (04) : 2213 - 2233
  • [3] Bazco-Nogueras A., 2021, P IEEE INF THEOR WOR, P1
  • [4] On the Degrees-of-Freedom of the K-User Distributed Broadcast Channel
    Bazco-Nogueras, Antonio
    de Kerret, Paul
    Gesbert, David
    Gresset, Nicolas
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 2020, 66 (09) : 5642 - 5659
  • [5] Bergel I., 2020, IEEE WORKSHOP SIGNAL
  • [6] On the achievable throughput of a multiantenna Gaussian broadcast channel
    Caire, G
    Shamai, S
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 2003, 49 (07) : 1691 - 1706
  • [7] Treating Content Delivery in Multi-Antenna Coded Caching as General Message Sets Transmission: A DoF Region Perspective
    Cao, Youlong
    Tao, Meixia
    [J]. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2019, 18 (06) : 3129 - 3141
  • [8] Fundamental Storage-Latency Tradeoff in Cache-Aided MIMO Interference Networks
    Cao, Youlong
    Tao, Meixia
    Xu, Fan
    Liu, Kangqi
    [J]. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2017, 16 (08) : 5061 - 5076
  • [9] Chen J., 2012, ARXIV12053474
  • [10] On the Two-User MISO Broadcast Channel With Alternating CSIT: A Topological Perspective
    Chen, Jinyuan
    Elia, Petros
    Jafar, Syed Ali
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 2015, 61 (08) : 4345 - 4366