4.5 Article

Fundamental Limits of Wireless Caching Under Mixed Cacheable and Uncacheable Traffic

期刊

IEEE TRANSACTIONS ON INFORMATION THEORY
卷 67, 期 7, 页码 4747-4767

出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TIT.2021.3078890

关键词

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

资金

  1. European Research Council (ERC) [789190]
  2. ERC (project DUALITY) [725929]

向作者/读者索取更多资源

This study focuses on cache-aided wireless communication scenarios, where a separation-based scheme is proposed to achieve a balance between information delivery time and non-content communication rates in single-transmitter, single-antenna wireless networks. The scheme demonstrates near-optimal performance by effectively utilizing asymmetric wireless channel gains to communicate considerable non-content traffic while maintaining minimal content delivery time.
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.

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