Traffic Modelling with Stochastic Lindenmayer Systems

Conference: Photonische Netze - 9. ITG-Fachtagung
04/28/2008 - 04/29/2008 at Leipzig, Germany

Proceedings: Photonische Netze

Pages: 7Language: englishTyp: PDF

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Saß, Detlef (University of Stuttgart, Institute of Communication Networks and Computer Engineering (IKR), Pfaffenwaldring 47, 70569 Stuttgart)

Traffic characteristics in communication systems have changed massively in the past. However, these changes are ongoing as this is a continuous process caused by constantly changing technologies, services and usage patterns. Simultaneously, research enabled a refined understanding of traffic characteristics. An important and traffic invariant characteristic is self-similarity and long range dependence. This is also present in the Internet backbone, impacting particularly performance evaluation studies due to its significantly slower decrease of correlations/ variability. Therefore, it essential that traffic models reflect the relevant characteristics of real traffic appearing in current networks and provide additional flexibility for further changes. Lindenmayer System (L-System) based traffic models provide such a flexibility. In this paper, we extend the L-System model to the bit-rate level. We show the good modelling properties of the extended L-System model on basis of artificial traces and real traces of a broad-band user access rate scenario. We describe the developed modifications of the fitting process to accommodate the model extension.