On the Delay Scaling Laws of Cache Networks

Boram Jin, Seyoung Yun, Daewoo Kim, Jinwoo Shin, Yung Yi, Seongik Hong, Byoung-joon Lee
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引用次数: 1

Abstract

The Internet is becoming more and more content-oriented. CDN (Content Distribution Networks) has been a popular architecture compatible with the current Internet, and a new revolutionary paradigm such as ICN (Information Centric Networking) has studied. One of the main components in both CDN and ICN is considering cache on network. Despite a surge of extensive use of cache in the current and future Internet architectures, analysis on the performance of general cache networks are still quite limited due to complex inter-plays among various components and thus analytical intractability. Due to mathematical tractability, we consider 'static' cache policies and study asymptotic delay performance of those policies in cache networks, in particular, focusing on the impact of heterogeneous content popularities and nodes' geographical 'importances' in caching policies. Furthermore, our simulation results suggest that they perform quite similarly as popular 'dynamic' policies such as LFU (Least-Frequently-Used) and LRU (Least-Recently-Used). We believe that our theoretical findings provide useful engineering implications such as when and how various factors have impact on caching performance.
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缓存网络的延迟缩放规律研究
互联网正变得越来越以内容为导向。CDN (Content Distribution Networks,内容分发网络)已经成为一种与当前Internet兼容的流行架构,并且已经研究了一种新的革命性范例,例如ICN (Information Centric Networking,信息中心网络)。CDN和ICN的主要组成部分之一是考虑网络缓存。尽管在当前和未来的互联网架构中大量使用缓存,但由于各种组件之间复杂的相互作用和分析的复杂性,对一般缓存网络性能的分析仍然相当有限。由于数学上的可追溯性,我们考虑了“静态”缓存策略,并研究了这些策略在缓存网络中的渐近延迟性能,特别是关注异构内容流行度和节点在缓存策略中的地理“重要性”的影响。此外,我们的模拟结果表明,它们的执行与流行的“动态”策略(如LFU(最少使用)和LRU(最近最少使用))非常相似。我们相信我们的理论发现提供了有用的工程启示,例如各种因素何时以及如何影响缓存性能。
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