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An adaptive cache management approach in ICN with pre-filter queues

机译:具有预过滤器队列的ICN中的自适应缓存管理方法

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摘要

In Information-Centric Networking (ICN), transmission does not depend on the ends of communication, but on the content itself. In-network cache plays an important role in ICN, it empowers nodes in ICN better mobility. It also shortens serving path, lightens load of server, reduces traffic and time delay, its efficiency seriously affects performance of entire network, and thus cache management in ICN draws much attention of researchers recently. Although there are a lot approaches have been proposed, a cache management scheme with better adaptability and less cost remains to be studied. To this end, we propose State-value-and-Cache-rate-Method (SCMethod) to manage cache resources in ICN, which comprises cache deployment policy and cache replacement policy. In cache level, we add pre-filter queues in front of cache queue to filter out popular content to store in cache. In the perspective of node, according to factors that node's state and relative location on data forwarding path, we define node state and cache rate to select nodes with maximum of state value or minimum cache rate to cache content, and effectively mitigate data redundancy. In order to increase dynamics and adaptive of system for mobility of nodes, we employ cache hit ratio as feedback to dynamically adjust the number of pre-filter queues in every node. With pre-filter queues, we improve Least Recently Used (LRU) cache replacement method. We conduct extensive experiments in simulator Icarus (Saino a al., 2014) with both tree topology and realistic internet topologies, define four metrics to quantitatively evaluate performance of SCMethod and verify its efficacy of reducing latency and load. Simulation results demonstrate that SCMethod we proposed outperform several classic cache schemes of ICN.
机译:在以信息为中心的网络(ICN)中,传输不依赖于通信的目的,而是在内容本身上。在网络中缓存在ICN中发挥着重要作用,它赋予ICN中的节点更好的移动性。它还缩短服务路径,减轻服务器的负载,减少流量和时间延迟,其效率严重影响整个网络的性能,因此ICN中的缓存管理最近引起了研究人员的大量关注。虽然已经提出了很多方法,但是具有更好适应性和成本较低的高速缓存管理方案仍有待研究。为此,我们提出了状态值 - 和缓存速率 - 方法(SCMethod)来管理ICN中的缓存资源,该缓存资源包括缓存部署策略和缓存替换策略。在缓存级别中,我们在缓存队列前面添加过滤器队列,以将流行内容滤除以存储在缓存中。在节点的角度下,根据节点的状态和数据转发路径上的相对位置的因素,我们定义节点状态和高速缓存速率,以选择具有最大状态值或最小高速缓存速率的节点,以缓存内容,并有效地减轻数据冗余。为了增加节点移动性的动态和自适应,我们将缓存命中率作为反馈,以动态调整每个节点中的预过滤器队列数。使用预过滤器队列,我们​​改进最近使用最少(LRU)缓存替换方法。我们在模拟器Icarus(Saino A Al,2014)中进行了广泛的实验,具有树拓扑和现实的互联网拓扑,定义了四个指标,以定量评估Scmethod的性能,并验证其降低延迟和负载的功效。仿真结果表明,SCMethod我们建议优于ICN的几种经典高速缓存方案。

著录项

  • 来源
    《Computer Communications》 |2020年第3期|250-263|共14页
  • 作者单位

    Harbin Engn Univ Informat Secur Res Ctr Harbin 150001 Peoples R China;

    Harbin Engn Univ Informat Secur Res Ctr Harbin 150001 Peoples R China;

    Harbin Engn Univ Informat Secur Res Ctr Harbin 150001 Peoples R China;

    Harbin Engn Univ Informat Secur Res Ctr Harbin 150001 Peoples R China;

    Temple Univ Dept Comp & Informat Sci Philadelphia PA 19122 USA;

    Qatar Univ Dept Comp Sci & Engn Doha Qatar;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Information-centric networking; Cache system; Mobility; Adaptability;

    机译:以信息为中心的网络;缓存系统;移动性;适应性;

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