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Network-Aware Forward Caching

机译:网络感知转发缓存

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This paper proposes and evaluates a Network Aware Forward Caching approach for determining the optimal deployment strategy of forward caches to a network. A key advantage of this approach is that we can reduce the network costs associated with forward caching to maximize the benefit obtained from their deployment. We show in our simulation that a 37% increase to net benefits could be achieved over the standard method of full cache deployment to cache all POPs traffic. In addition, we show that this maximal point occurs when only 68% of the total traffic is cached.Another contribution of this paper is the analysis we use to motivate and evaluate this problem. We characterize the Internet traffic of 100K subscribers of a US residential broadband provider. We use both layer 4 and layer 7 analysis to investigate the traffic volumes of the flows as well as study the general characteristics of the applications used. We show that HTTP is a dominant protocol and account for 68% of the total downstream traffic and that 34% of that traffic is multimedia. In addition, we show that multimedia content using HTTP exhibits a 83% annualized growth rate and other HTTP traffic has a 53% growth rate versus the 26% over all annual growth rate of broadband traffic. This shows that HTTP traffic will become ever more dominent and increase the potential caching opportunities. Furthermore, we characterize the core backbone traffic of this broadband provider to measure the distance travelled by content and traffic. We find that CDN traffic is much more efficient than P2P content and that there is large skew in the Air Miles between POP in a typical network. Our findings show that there are many opportunties in broadband provider networks to optimize how traffic is delivered and cached.
机译:本文提出并评估了一种网络感知转发缓存方法,用于确定转发缓存到网络的最佳部署策略。这种方法的主要优点是,我们可以减少与正向缓存相关的网络成本,以最大程度地从部署中获得收益。我们在模拟中显示,与完全缓存部署来缓存所有POP流量的标准方法相比,可以将净收益提高37%。此外,我们表明,只有68%的总流量被缓存时,才会出现此最大值。 本文的另一个贡献是我们用来激发和评估这个问题的分析。我们描述了美国住宅宽带提供商的10万订户的互联网流量。我们同时使用第4层和第7层分析来研究流的流量,并研究所用应用程序的一般特征。我们显示HTTP是主要协议,占下游总流量的68%,而该流量的34%是多媒体。此外,我们证明了使用HTTP的多媒体内容的年增长率为83%,其他HTTP流量的增长率为53%,而宽带流量的所有年增长率为26%。这表明HTTP流量将变得越来越重要,并增加了潜在的缓存机会。此外,我们表征了该宽带提供商的核心骨干网流量,以测量内容和流量所经过的距离。我们发现CDN流量比P2P内容要有效得多,而且典型网络中POP之间的“飞行里程”之间存在较大的偏差。我们的发现表明,宽带提供商网络中有许多机会可以优化流量的传输和缓存方式。

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