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A Garch-based adaptive playout delay algorithm for VoIP

机译:基于Garch的VoIP自适应播放延迟算法。

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摘要

Network delay, packet loss and network delay variability (jitter) are important factors that impact on perceived voice quality in VoIP networks. An adaptive playout buffer is used in a VoIP terminal to overcome jitter. Such a buffer-control must operate a trade-off between the buffer-induced delay and any additional packet loss rate. In this paper, a Carch-based adaptive playout algorithm is proposed which is capable of operating in both inter-talk-spurt and intra-talkspurt modes. The proposed new model is based on a Garch model approach; an ARMA model is used to model changes in the mean and the variance. In addition, a parameter estimation procedure is proposed, termed Direct Carch whose cost function is designed to implement a desired packet loss rate whilst minimising the probability of consecutive packet losses occurring. Simulations were carried out to evaluate the performance of the proposed algorithm using recorded VoIP traces. The main result is as follows; given a target Packet Loss Rate (PLR) the Direct Garch algorithm produces parameter estimates which result in a PLR closer than other algorithms. In addition, the proposed Direct Garch algorithm offers the best trade-off between additional buffering delay and Packet Loss Rate (PLR) compared with other traditional algorithms.
机译:网络延迟,分组丢失和网络延迟可变性(抖动)是影响VoIP网络中感知语音质量的重要因素。 VoIP终端中使用自适应播放缓冲区来克服抖动。这种缓冲器控制必须在缓冲器引起的延迟和任何附加的分组丢失率之间进行折衷。在本文中,提出了一种基于Carch的自适应播放算法,该算法能够在串扰模式和串扰模式下工作。提出的新模型基于Garch模型方法; ARMA模型用于对均值和方差的变化进行建模。另外,提出了一种参数估计程序,称为直接传送(Direct Carch),其成本函数被设计为实现期望的分组丢失率,同时使连续分组丢失发生的可能性最小。使用记录的VoIP跟踪进行了仿真,以评估所提出算法的性能。主要结果如下:在给定目标丢包率(PLR)的情况下,直接Garch算法产生的参数估计值导致PLR比其他算法更接近。此外,与其他传统算法相比,提出的Direct Garch算法在附加缓冲延迟和丢包率(PLR)之间提供了最佳折衷。

著录项

  • 来源
    《Computer networks》 |2010年第17期|p.3108-3122|共15页
  • 作者单位

    Electrical & Electronic Engineering, College of Engineering and Informatics, National University of Ireland, Galway, Ireland;

    rnComputer Laboratory, University of Cambridge, UK;

    rnElectrical & Electronic Engineering, College of Engineering and Informatics, National University of Ireland, Galway, Ireland;

    rnComputer Laboratory, University of Cambridge, UK;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    ARMA; carch; playout delay; time series forecasting; voIP;

    机译:ARMA;ch播出延迟;时间序列预测;网络电话;

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