Experimental queueing analysis with long-range dependent packet traffic

A Erramilli, O Narayan… - IEEE/ACM Transactions on …, 1996 - ieeexplore.ieee.org
A Erramilli, O Narayan, W Willinger
IEEE/ACM Transactions on networking, 1996ieeexplore.ieee.org
Traffic measurement studies from a wide range of working packet networks have
convincingly established the presence of significant statistical features that are characteristic
of fractal traffic processes, in the sense that these features span many time scales. Of
particular interest in packet traffic modeling is a property called long-range dependence
(LRD), which is marked by the presence of correlations that can extend over many time
scales. We demonstrate empirically that, beyond its statistical significance in traffic …
Traffic measurement studies from a wide range of working packet networks have convincingly established the presence of significant statistical features that are characteristic of fractal traffic processes, in the sense that these features span many time scales. Of particular interest in packet traffic modeling is a property called long-range dependence (LRD), which is marked by the presence of correlations that can extend over many time scales. We demonstrate empirically that, beyond its statistical significance in traffic measurements, long-range dependence has considerable impact on queueing performance, and is a dominant characteristic for a number of packet traffic engineering problems. In addition, we give conditions under which the use of compact and simple traffic models that incorporate long-range dependence in a parsimonious manner (e.g., fractional Brownian motion) is justified and can lead to new insights into the traffic management of high speed networks.
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