Fundamental Limits of Wireless Caching Under Mixed Cacheable and Uncacheable Traffic

Hamdi Joudeh (Corresponding author), Eleftherios Lampiris, Petros Elia, Giuseppe Caire

Research output: Contribution to journalArticleAcademicpeer-review

8 Citations (Scopus)

Abstract

We consider cache-aided wireless communication scenarios where each user requests both a file from an a-priori generated cacheable library (referred to as ‘content’), and an uncacheable ‘non-content’ message generated at the start of the wireless transmission session. This scenario is easily found in real-world wireless networks, where the two types of traffic coexist and share limited radio resources. We focus on single-transmitter, single-antenna wireless networks with cache-aided receivers, where the wireless channel is modelled by a degraded Gaussian broadcast channel (GBC). For this setting, we study the delay-rate trade-off, which characterizes the content delivery time and non-content communication rates that can be achieved simultaneously. We propose a scheme based on the separation principle, which isolates the coded caching and multicasting problem from the physical layer transmission problem. We show that this separation-based scheme is sufficient for achieving an information-theoretically order-optimal performance, up to a multiplicative factor of 2.01 for the content delivery time, when working in the generalized degrees of freedom (GDoF) limit. We further show that the achievable performance is near-optimal after relaxing the GDoF limit, up to an additional additive factor of 2 bits per dimension for the non-content rates. A key insight emerging from our scheme is that in some scenarios considerable amounts of non-content traffic can be communicated while maintaining the minimum content delivery time, achieved in the absence of non-content messages; compliments of ‘topological holes’ arising from asymmetries in wireless channel gains.
Original languageEnglish
Article number9427217
Pages (from-to)4747-4767
Number of pages21
JournalIEEE Transactions on Information Theory
Volume67
Issue number7
DOIs
Publication statusPublished - 1 Jul 2021

Funding

Manuscript received February 19, 2020; revised November 13, 2020; accepted March 30, 2021. Date of publication May 10, 2021; date of current version June 16, 2021. This work was supported in part by the European Research Council (ERC) (project CARENET) under Grant 789190 and in part by the ERC (project DUALITY) under Grant 725929. This article was presented in part at the 2020 IEEE International Symposium on Information Theory. (Corresponding author: Hamdi Joudeh.) Hamdi Joudeh was with the Faculty of Electrical Engineering and Computer Science, Technische Universität Berlin, 10587 Berlin, Germany. He is now with the Department of Electrical Engineering, Eindhoven University of Technology, 5600 Eindhoven, The Netherlands (e-mail: [email protected]).

FundersFunder number
European Union's Horizon 2020 - Research and Innovation Framework Programme725929, 789190
H2020 European Research Council

    Keywords

    • Wireless sensor networks
    • Wireless networks
    • Multicast communication
    • Signal to noise ratio
    • Receivers
    • Radio transmitters
    • Delays
    • generalized degrees-of-freedom (GDoF)
    • Caching networks
    • coded caching
    • Gaussian broadcast channel
    • Coded caching
    • Generalized degrees-of-freedom (GDoF)

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