DocumentCode :
3253544
Title :
A new approach for ATM network traffic modeling and simulation
Author :
Daut, David G. ; Yu, Ming
Author_Institution :
Rutgers State Univ., Piscataway, NJ, USA
fYear :
1999
fDate :
1999
Firstpage :
9
Lastpage :
13
Abstract :
The main objective of this paper is to develop a tractable model for self-similar traffic and to apply it to ATM networks. We develop a new traffic model derived from the arrival processes of the type M/G/∞. This modeling method not only provides us an explicit and analytical expression for the self-similar traffic processes, but also sets up a connection between the two most popular self-similar processes. This model has a structure similar to that of a fractional ARIMA, with a driven process of fBm (fractional Brownian motion). But the coefficients of the fBm are derived from the Pareto distribution of the active periods of the arrival process. We also derive an explicit buffer level equation based on the proposed traffic model, which matches Norros´ (1994) storage model. So this method can be also served as a verification of Norros´ assumptions. The queueing behavior of a single server to self-similar input can be analytically investigated with the proposed equation. The effectiveness of these methods has been demonstrated by some practical applications
Keywords :
Brownian motion; Pareto distribution; asynchronous transfer mode; buffer storage; queueing theory; telecommunication traffic; ATM network traffic modeling; Norros storage model; Pareto distribution; arrival processes; buffer level equation; fBm; fractional Brownian motion; queueing behavior; self-similar traffic; Brownian motion; Buffer storage; Communication system traffic control; Electronic mail; Equations; Fractals; Queueing analysis; Stochastic processes; Telecommunication traffic; Traffic control;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Communications, Computers and Signal Processing, 1999 IEEE Pacific Rim Conference on
Conference_Location :
Victoria, BC
Print_ISBN :
0-7803-5582-2
Type :
conf
DOI :
10.1109/PACRIM.1999.799465
Filename :
799465
Link To Document :
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