Methodology for traffic modeling using two-state Markov-modulated Bernoulli process

Citation
Ch. Ng et al., Methodology for traffic modeling using two-state Markov-modulated Bernoulli process, COMPUT COMM, 22(13), 1999, pp. 1266-1273
Citations number
12
Categorie Soggetti
Information Tecnology & Communication Systems
Journal title
COMPUTER COMMUNICATIONS
ISSN journal
01403664 → ACNP
Volume
22
Issue
13
Year of publication
1999
Pages
1266 - 1273
Database
ISI
SICI code
0140-3664(19990825)22:13<1266:MFTMUT>2.0.ZU;2-W
Abstract
In this paper, we systematically present the methodology of modeling bursty traffic sources using the 2-state Markov Modulated Bernoulli Process (call ed MMBP-2). The technique used can be easily extended to an rn-state MMBP t hough the numerical calculation is complicated. We first defined the parame ters of the model and some processes associated with it, and subsequently e xamined the queue length distribution of an infinite buffer driven by an MM BP-2 with batch arrivals. We next looked at the case where the same buffer is fed by a group of two identical MMBP-2 sources. Instead of deriving the queue length expression, we cast the problem in the framework of the previo us case and made use of the previous results with some modification. Lastly , we looked at the case of a finite buffer driven by two MMBP-2 sources wit h different parameters. We formulated the queue length solution in the fram ework of Markov theory and calculated the Cell Loss Probability (CLP) for t his case. (C) 1999 Elsevier Science B.V. All rights reserved.