Title :
Testing α-stable processes in modelling broadband teletraffic
Author :
Garroppo, R.G. ; Giordano, S. ; Porcarelli, S. ; Procissi, G.
Author_Institution :
Dept. of Inf. Eng., Pisa Univ., Italy
Abstract :
The paper presents the analysis of the applicability of α-stable processes in traffic modelling. This study is suggested by the goodness of α-stable processes in capturing not only the long range dependence (LRD) of actual traffic, but also the heavy tailness of its marginal distribution. The relevance of this property is proved by means of discrete event simulations carried out considering two different data traffic sets, respectively related to a LAN-to-LAN interconnection and entertainment video service. Errors in the estimation of Hurst parameter and in the evaluation of queueing behaviour are highlighted either analytically and empirically by simulations. In particular the queueing simulations have emphasised the improvements in the performance forecasting introduced by the higher flexibility of α-stable model with respect to the widely used fractional Brownian motion (FBM)
Keywords :
LAN interconnection; broadband networks; discrete event simulation; entertainment; parameter estimation; queueing theory; stability; statistical analysis; telecommunication traffic; visual communication; α-stable model; α-stable process testing; FBM; Hurst parameter estimation errors; LAN-to-LAN interconnection; broadband teletraffic modelling; data traffic sets; discrete event simulations; entertainment video service; fractional Brownian motion; heavy tail marginal distribution; long range dependence; performance forecasting; queueing behaviour; queueing simulations; Analytical models; Brownian motion; Discrete event simulation; Estimation error; LAN interconnection; Parameter estimation; Predictive models; Queueing analysis; Testing; Traffic control;
Conference_Titel :
Communications, 2000. ICC 2000. 2000 IEEE International Conference on
Conference_Location :
New Orleans, LA
Print_ISBN :
0-7803-6283-7
DOI :
10.1109/ICC.2000.853768