Title :
Predicting quality of service for traffic with long-range fluctuations
Author :
Duffield, N.G. ; Lewis, J.T. ; O´Connell, Neil ; Russell, Raymond ; Toomey, Fergal
Author_Institution :
Dublin City Univ., Ireland
Abstract :
We discuss the implications of self similar models for the problem of estimating loss probabilities in networks, and their validity. We present the tail asymptotics in a queue serviced at constant rate and whose input process has long-range dependence, for example, fractional Brownian motion (FBM) with Hurst parameter H>1/2. Some heterogeneous superpositions of such sources are also treated. We examine the experimental basis for self-similar modelling. If fluctuations in traffic levels can be accounted for by variations in time-dependent external parameters, rather than statistically through parsimonious modelling by FBM, then quality of service predictions may be achieved by applications of techniques familiar for short-range dependent traffic
Keywords :
Brownian motion; fractals; prediction theory; probability; queueing theory; telecommunication networks; telecommunication services; telecommunication traffic; FBM; Hurst parameter; constant rate; experiment; fractional Brownian motion; heterogeneous superpositions; input process; long-range dependence; long-range fluctuations; loss probabilities; quality of service prediction; self similar models; self-similar modelling; short-range dependent traffic; time-dependent external parameters; traffic level fluctuations; Brownian motion; Educational institutions; Ethernet networks; Fluctuations; Predictive models; Proposals; Quality of service; Tail; Telecommunication traffic; Traffic control;
Conference_Titel :
Communications, 1995. ICC '95 Seattle, 'Gateway to Globalization', 1995 IEEE International Conference on
Conference_Location :
Seattle, WA
Print_ISBN :
0-7803-2486-2
DOI :
10.1109/ICC.1995.525214