首页> 外文OA文献 >Modelling and control of broad band traffic using multiplicative multifractal cascades
【2h】

Modelling and control of broad band traffic using multiplicative multifractal cascades

机译:使用乘法多术级联的宽带流量的建模与控制

代理获取
本网站仅为用户提供外文OA文献查询和代理获取服务,本网站没有原文。下单后我们将采用程序或人工为您竭诚获取高质量的原文,但由于OA文献来源多样且变更频繁,仍可能出现获取不到、文献不完整或与标题不符等情况,如果获取不到我们将提供退款服务。请知悉。

摘要

We present the results on the modelling and synthesis of broadband traffic processes namely ethernet inter-arrival times using the VVGM (variable variance gaussian multiplier) multiplicative multifractal model. This model is shown to be more appropriate for modelling network traffic which possess time varying scaling/self-similarity and burstiness. The model gives a simple and efficient technique to synthesise Ethernet inter-arrival times. The results of the detailed statistical and multiffactal analysis performed on the original and the synthesised traces are presented and the performance is compared with other models in the literature, such as the Poisson process, and the Multifractal Wavelet Model (MWM) process. It is also shown empirically that a single server queue preserves the multifractal character of the process by analysing its inter-departure process when fed with the multifractal traces. The result of the existence of a global-scaling exponent for multifractal cascades and its application in queueing theory are discussed. We propose tracking and control algorithms for controlling network congestion with bursty traffic modelled by multifractal cascade processes, characterised by the Holder exponents, the value of which at an interval indicates the burstiness in the traffic at that point. This value has to be estimated and used for the estimation of the congestion and predictive control of the traffic in broadband networks. The estimation can be done by employing wavelet transforms and a Kalman filter based predictor for predicting the burstiness of the traffic.
机译:我们使用VVGM(可变差异高斯乘法器)乘法多法模式模型来介绍宽带交通的建模和合成的建模和合成的结果。该模型被示出更适合建模网络流量,该网络流量具有具有变化的缩放/自相似性和突发的时间。该模型提供了一种简单富有高效的技术来合成以太网到达时间。提出了对原始和合成迹线的详细统计和多型分析的结果,并将性能与文献中的其他模型进行比较,例如泊松过程,以及多分术小波模型(MWM)过程。还经验上示出了单个服务器队列通过分析与多重分型迹线馈送时,通过分析其间离境过程来保留过程的多分术特征。讨论了对多重分级级联的全局缩放指数存在的结果及其在排队理论中的应用。我们提出了用于控制网络拥塞的跟踪和控制算法,通过多法级级联过程模型的突发流量,其特征在于持有者指数,其值在该时间间隔表示该点的流量中的突发。必须估计该值并用于估计宽带网络中交通的拥塞和预测控制。可以通过使用小波变换和基于卡尔曼滤波器的预测器来预测流量的突发来完成估计。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
代理获取

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号