论文标题

缓存无线多跳D2D网络的最佳吞吐量分析 - 缩放定律的推导

Optimal Throughput-Outage Analysis of Cache-Aided Wireless Multi-Hop D2D Networks -- Derivations of Scaling Laws

论文作者

Lee, Ming-Chun, Ji, Mingyue, Molisch, Andreas F.

论文摘要

与常规分布方法相比,高速缓存的无线设备对设备(D2D)网络已经证明了视频分布的性能改善。因此,了解此类网络的基本规模行为至关重要。但是,即使对于ZIPF受欢迎程度分布(上限和下限之间的差距不是常数),也没有发现现有的多跳网络缩放定律是最佳的。此外,对于更实际的Mandelbrot-ZIPF(MZIPF)流行度分布的情况,此类网络没有扩展法律结果。因此,我们在这项工作中调查了采用多跳通信的高速缓存无线D2D网络的吞吐性能性能,并根据Poisson Point Process分发了文件请求和用户的MZIPF受欢迎程度分布。我们提出了可实现的内容缓存和交付计划,并分析其性能。通过证明可实现的性能与所提出的外部结合紧密,可以获得最佳的缩放定律。此外,由于ZIPF分布是MZIPF分布的一种特殊情况,因此还获得了考虑ZIPF受欢迎度分布的网络的最佳缩放定律,从而缩小了文献中的差距。

Cache-aided wireless device-to-device (D2D) networks have demonstrated promising performance improvement for video distribution compared to conventional distribution methods. Understanding the fundamental scaling behavior of such networks is thus of paramount importance. However, existing scaling laws for multi-hop networks have not been found to be optimal even for the case of Zipf popularity distributions (gaps between upper and lower bounds are not constants); furthermore, there are no scaling law results for such networks for the more practical case of a Mandelbrot-Zipf (MZipf) popularity distribution. We thus in this work investigate the throughput-outage performance for cache-aided wireless D2D networks adopting multi-hop communications, with the MZipf popularity distribution for file requests and users distributed according to Poisson point process. We propose an achievable content caching and delivery scheme and analyze its performance. By showing that the achievable performance is tight to the proposed outer bound, the optimal scaling law is obtained. Furthermore, since the Zipf distribution is a special case of the MZipf distribution, the optimal scaling law for the networks considering Zipf popularity distribution is also obtained, which closes the gap in the literature.

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