Easy as ABC: A Lightweight Centrality-Based Caching Strategy for Information-Centric IoT

Jakob Pfender, A. Valera, Winston K.G. Seah
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引用次数: 11

Abstract

In Information-Centric Networking (ICN), the ability to cache content at multiple points in the network is one of the most important factors in the speed and reliability of content delivery. However, in the constrained environment of the Internet of Things (IoT), memory is often a scarce resource, which means that particular focus needs to be placed on how to use the available memory for caching. Previous research has shown that caching heuristics that take network topology into account have great promise, but are often not feasible for use in the IoT as they typically incur high overheads or require extensive knowledge of the topology. We introduce a simple content caching strategy called Approximate Betweenness Centrality (ABC), which makes use of the topology-based heuristics of existing strategies, but requires no knowledge of the network and incurs no communications overhead. We compare this new strategy to several existing ICN caching strategies and evaluate its effectiveness using real IoT devices in a large physical testbed. We show that our lightweight approach can deliver results that are comparable to those of more expensive strategies while incurring almost no additional costs.
简单如ABC:一个轻量级的基于中心的缓存策略,用于以信息为中心的物联网
在信息中心网络(Information-Centric Networking, ICN)中,在网络中的多点缓存内容的能力是影响内容交付速度和可靠性的最重要因素之一。然而,在物联网(IoT)的受限环境中,内存通常是一种稀缺资源,这意味着需要特别关注如何使用可用内存进行缓存。先前的研究表明,考虑网络拓扑的缓存启发式算法具有很大的前景,但通常不适用于物联网,因为它们通常会产生高昂的开销或需要广泛的拓扑知识。我们介绍了一种简单的内容缓存策略,称为近似中间性(Approximate Betweenness Centrality, ABC),它利用了现有策略的基于拓扑的启发式方法,但不需要了解网络,也不会产生通信开销。我们将这种新策略与几种现有的ICN缓存策略进行比较,并在大型物理测试平台中使用真实的物联网设备评估其有效性。我们表明,我们的轻量级方法可以提供与那些更昂贵的策略相当的结果,同时几乎不会产生额外的成本。
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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