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Traceband: A fast, low overhead and accurate tool for available bandwidth estimation and monitoring

机译:跟踪带:一种快速,低开销且准确的工具,用于可用带宽估计和监视

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摘要

Available bandwidth estimation techniques are being used in network monitoring and management tools to provide information about the utilization of the network and verify the compliance of service level agreements. However, the use of these techniques in other applications and network environments is limited by the long convergence times, accuracy errors, and the amount of overhead that they introduce. In this paper, we introduce Traceband, a hidden Markov model-based technique for end-to-end available bandwidth estimation and monitoring that improves these performance metrics and therefore promises to expand the use of these techniques in other scenarios. Traceband is evaluated and compared with Spruce and Pathload using Poisson and self-similar cross-traffic. Experimental results in a controlled environment with Poisson cross-traffic demonstrate that Traceband is as accurate as Spruce and Pathload but considerably faster, and introduces less overhead. Traceband's convergence time is demonstrated using bursty cross-traffic, as it is the only tool that accurately reacts to zero-traffic periods, which may be particularly useful for those applications that need to make decisions in real time. Using self-similar traffic, Traceband's mean accuracy and variability degrade with the Hurst parameter but it still performs within reasonable limits. A general and optional moving average algorithm is also introduced to solve these issues.
机译:网络监视和管理工具中使用了可用的带宽估计技术,以提供有关网络利用率的信息并验证服务水平协议的符合性。但是,这些技术在其他应用程序和网络环境中的使用受到收敛时间长,准确性错误以及它们引入的开销量的限制。在本文中,我们介绍了Traceband,这是一种基于隐马尔可夫模型的端到端可用带宽估计和监视技术,可改善这些性能指标,因此有望在其他情况下扩展这些技术的使用。使用Poisson和自相似交叉流量对Traceband进行评估并与Spruce和Pathload进行比较。在具有Poisson交叉流量的受控环境中的实验结果表明,Traceband与Spruce和Pathload一样准确,但速度更快,并且开销更少。 Traceband的收敛时间使用突发性交叉流量进行了演示,因为它是唯一能够准确响应零流量周期的工具,这对于需要实时决策的应用程序特别有用。使用自相似流量,Traceband的平均准确性和可变性会随Hurst参数而降低,但仍会在合理范围内发挥作用。还引入了通用和可选的移动平均算法来解决这些问题。

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