On the fundamental limits of caching in combination networks

Mingyue Ji, M. Wong, A. Tulino, J. Llorca, G. Caire, M. Effros, M. Langberg
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引用次数: 65

Abstract

The capacity of caching networks has received considerable attention in the past few years. The problem consists of finding the minimum rate (or load) to deliver all users' requested messages from the sources and/or caches in the network. In particular, the capacity of two network models, shared link caching networks and device-to-device caching networks, is relatively well understood. To advance the understanding of the capacity of more general caching networks, in this paper, we study a class of networks of increasing practical interest, namely, the combination caching networks. These networks are formed by a single source connected to n = (rk) user nodes through a layer of k relay nodes, such that each user node is connected to a unique subset of r relay nodes, and caching takes place at the user nodes only. In this setting, particularly useful to model heterogeneous wireless and wireline networks, we show that, in most parameter regimes, by using a concatenated coded multicasting - combination network coding (CM-CNC) scheme, the achievable maximum link load is inversely proportional to the per-user storage capacity M and to the degree of each user r. In addition, we provide an information theoretic converse and show that the gap between achievability and converse bounds is within a logarithmic factor of the system parameters in most regimes of practical interest.
论组合网络中缓存的基本限制
在过去几年中,缓存网络的容量受到了相当大的关注。这个问题包括找到从网络中的源和/或缓存中传递所有用户请求的消息的最小速率(或负载)。特别是,两种网络模型——共享链接缓存网络和设备到设备缓存网络——的容量已经得到了相对较好的理解。为了促进对更一般的缓存网络容量的理解,在本文中,我们研究了一类越来越实用的网络,即组合缓存网络。这些网络由通过k个中继节点层连接到n = (rk)个用户节点的单个源组成,这样每个用户节点都连接到r个中继节点的唯一子集,并且缓存仅在用户节点上进行。在这种情况下,对模拟异构无线和有线网络特别有用,我们表明,在大多数参数制度下,通过使用串联编码多播-组合网络编码(CM-CNC)方案,可实现的最大链路负载与每个用户存储容量M和每个用户的程度r成反比。此外,我们提供了一个信息论的逆,并表明在大多数实际情况下,可实现界和逆界之间的差距在系统参数的对数因子范围内。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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