论文标题
使用未编码的缓存放置缓存的索引编码方法
An Index Coding Approach to Caching with Uncoded Cache Placement
论文作者
论文摘要
缓存是一种有效的方法,可以通过在用户的本地高速缓存内存中存储一些内容,即使在不了解用户后来的需求的情况下,也可以通过存储一些内容来减少网络流量拥塞。 Maddah-Ali和Niesen提出了与缓存用户广播频道的两相(位置阶段和交付阶段)编码的缓存策略。本文研究了在缓存中未编码的内容的约束下的相同模型,也就是说,当文件的位简单地复制在库中时。当缓存内容未编码并且用户的需求显示时,缓存问题可以连接到索引编码问题。本文着重于通过使用该工作中已知或新开发的索引编码问题的工具来得出缓存问题的基本性能限制。首先,根据“无环索引编码相反结合”提出了在未编码缓存放置约束下的缓存问题的匡威结合。当文件数不小于用户数量,而新得出的索引编码可实现的方案否则,这种相反的绑定被Maddah-Ali和Niesen的方案证明是可以实现的。提出的索引编码可实现的方案基于分布式源编码,并严格改进了广泛使用的“复合(索引)编码”可实现的界限及其改进,并且具有独立的利益。因此,本文发现的重要结果是,仅通过考虑具有编码放置阶段的策略,就有可能对Maddah-Ali和Niesen提出的编码缓存问题的进步。 Yu等人的最新工作。但是,与本文所示的结果相比,编码的缓存放置最多可以是网络负载的一半。
Caching is an efficient way to reduce network traffic congestion during peak hours, by storing some content at the user's local cache memory, even without knowledge of user's later demands. Maddah-Ali and Niesen proposed a two-phase (placement phase and delivery phase) coded caching strategy for broadcast channels with cache-aided users. This paper investigates the same model under the constraint that content is placed uncoded within the caches, that is, when bits of the files are simply copied within the caches. When the cache contents are uncoded and the users' demands are revealed, the caching problem can be connected to an index coding problem. This paper focuses on deriving fundamental performance limits for the caching problem by using tools for the index coding problem that were either known or are newly developed in this work. First, a converse bound for the caching problem under the constraint of uncoded cache placement is proposed based on the "acyclic index coding converse bound". This converse bound is proved to be achievable by the Maddah-Ali and Niesen's scheme when the number of files is not less than the number of users, and by a newly derived index coding achievable scheme otherwise. The proposed index coding achievable scheme is based on distributed source coding and strictly improves on the widely used "composite (index) coding" achievable bound and its improvements, and is of independent interest. An important consequence of the findings of this paper is that advancements on the coded caching problem posed by Maddah-Ali and Niesen are thus only possible by considering strategies with coded placement phase. A recent work by Yu et al. has however shown that coded cache placement can at most half the network load compared to the results presented in this paper.