Title :
Traffic characterization for QoS provisioning in high-speed networks
Author :
Taralp, Tarkan ; Devetsikiotis, Michael ; Lambadaris, Ioannis
Author_Institution :
Carleton Univ., Ottawa, Ont., Canada
Abstract :
We are developing a new approach to traffic characterization motivated by the traffic queue analysis techniques of effective bandwidth and the use of log moment generating functions. A generic representation of traffic exhibiting non Gaussian marginal and long range dependence is modeled by three dissimilar stochastic models. Generated traces of the model traffic are put to test in a G/D/1/∞ system by computer simulation. Experimentation demonstrates that the marginal and autocorrelation pair of descriptors do not adequately characterize traffic such that different input models with similar marginal autocorrelation produce vastly different queuing behavior. The ability of the new approach to describe and differentiate stochastic traffic is shown to be robust with regard to queuing results, whereas marginal and autocorrelation prove insufficient
Keywords :
autoregressive processes; digital simulation; quality control; queueing theory; telecommunication computing; telecommunication traffic; G/D/1/∞ system; QoS provisioning; autocorrelation pair; computer simulation; dissimilar stochastic models; high speed networks; input models; log moment generating functions; long range dependence; marginal autocorrelation; model traffic; non Gaussian marginal dependence; queuing behavior; queuing results; stochastic traffic; traffic characterization; traffic queue analysis techniques; Autocorrelation; Density functional theory; Distribution functions; High-speed networks; Intelligent networks; Statistical distributions; Steady-state; Stochastic processes; Telecommunication traffic; Traffic control;
Conference_Titel :
System Sciences, 1998., Proceedings of the Thirty-First Hawaii International Conference on
Conference_Location :
Kohala Coast, HI
Print_ISBN :
0-8186-8255-8
DOI :
10.1109/HICSS.1998.649244