IEEE/ACM Transactions on Networking · 1996 · 742 citations · 29 references
BusinessComputer EngineeringComputer ScienceComputer NetworksQueuing TheoryStochastic ProcessesNetwork Performance AnalysisQueueing AnalysisQueueing ProcessesQueueing SystemsQueueing TheoryQueuing AnalysisFractional Brownian MotionNetwork Traffic EngineeringNetwork Traffic ModelingQueue DynamicsTime ScalesTraffic ManagementTraffic Management SystemsTraffic Modeling
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.
29
Wide area traffic: the failure of Poisson modeling
Vern Paxson, Sally Floyd · IEEE/ACM Transactions on Networking · 1995 · 3.7K citations · Full text
J. R. M. Hosking · Biometrika · 1981 · 2.5K citations