异构用户D2D网络的空间效率和动态缓存

Victoria G. Crawford, Alan Kuhnle, M. A. Alim, M. Thai
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引用次数: 2

摘要

以前用于设备到设备(D2D)通信的缓存方法在非高峰时间缓存流行文件。由于内容的流行度可能会迅速发展或提前不可用,我们提出了一种灵活的蜂窝设备缓存方法,其中文件随着文件流行度的发展而动态地缓存或不缓存。动态缓存激发了一个空间效率优化问题最小文件放置(MFP),即在最少的缓存空间中缓存单个文件,以确保指定的缓存命中率。为了估计未来的缓存命中率,我们使用了设备的历史异构接触和请求模式。我们提出了一种双标准贪心算法,并将该算法结合到一种动态方法中,用于从流行度分布不断变化的文件库中进行缓存。在广泛的实验评估中,我们分析了移动设备缓存方法的有效性,并证明了其优于其他静态接触模式感知缓存和替代动态方法的优势。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Space-Efficient and Dynamic Caching for D2D Networks of Heterogeneous Users
Previous approaches to caching for Device-to-Device (D2D) communication cache popular files during off-peak hours. Since the popularity of content may evolve quickly or be unavailable in advance, we propose a flexible approach to cellular device caching where files are cached or uncached dynamically as file popularity evolves Dynamic caching motivates a space-efficient optimization problem Minimum File Placement (MFP), which is to cache a single file in the least amount of cache space to ensure a specified cache hit rate. In order to estimate the future cache hit rate, we use historical heterogeneous contact and request patterns of the devices. We present a bicriteria greedy algorithm for MFP and incorporate this algorithm into a dynamic approach to caching from a library of files with evolving popularity distribution. In an extensive experimental evaluation, we analyze the effectiveness of our approach to mobile device caching and demonstrate its advantages over other static contact-pattern-aware caching and alternative dynamic approaches.
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