A hybrid direct-indirect estimator of network internal delays

K. Anagnostakis, M. Greenwald
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引用次数: 3

Abstract

The network tomography problem requires a remote source to estimate network-internal statistics on individual links within the network. Several techniques have been proposed to perform network delay tomography. The most accurate prior techniques directly measured delay by using ICMP Timestamp requests to the head and tail of the measured link. However, routing irregularities in the Internet significantly limited the applicability to individual links (the route to the head of the link had to be a proper prefix of the route to the tail of the link). Alternative techniques with broader coverage are all either less accurate, require new functionality in routers, or require the existence of a network-wide measurement infrastructure. This report presents a network tomography technique that achieves accuracy comparable with the best prior techniques, can measure one-way delays, depends only on existing infrastructure, and is much more widely applicable than previous techniques with comparable accuracy. Our approach is to use a number of probes to directly measure overlapping multi-link segments in the neighborhood of the target link. The delay distributions on these segments are used as input to an inference algorithm that derives an estimate of the queuing delay distribution on the target link. The coverage of this technique is assessed by inspecting many thousands of Internet paths. The accuracy is evaluated through simulation (where knowledge of the real delay distributions is obtainable, and where such real distributions can be compared to the estimated delay distributions).
网络内部时延的直接-间接混合估计
网络断层扫描问题需要一个远程源来估计网络中各个链路的网络内部统计信息。已经提出了几种技术来执行网络延迟断层扫描。最准确的先前技术是通过对被测量链路的头部和尾部使用ICMP时间戳请求来直接测量延迟。然而,Internet中路由的不规则性极大地限制了对单个链路的适用性(到链路头部的路由必须是到链路尾部的路由的适当前缀)。覆盖范围更广的替代技术要么精度较低,要么需要路由器的新功能,要么需要存在全网范围的测量基础设施。本报告提出了一种网络断层扫描技术,其精度可与最好的先前技术相媲美,可以测量单向延迟,仅依赖于现有的基础设施,并且比具有类似精度的先前技术更广泛地适用。我们的方法是使用多个探针直接测量目标链路附近重叠的多链路段。这些段上的延迟分布用作推理算法的输入,该算法派生出目标链路上排队延迟分布的估计。这种技术的覆盖范围是通过检查成千上万的互联网路径来评估的。准确度是通过模拟来评估的(在模拟中,可以获得真实延迟分布的知识,并且可以将这些真实分布与估计的延迟分布进行比较)。
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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