The Model of Single Smoothed MPEG Traffic Source Based on the D-BMAP Arrival Process with Limited State Space

In this paper we propose the model of single smoothed MPEG traffic source which is based on special type of D-BMAP arrival process. To our knowledge up to date there was no model of smoothed traffic from the single MPEG source which fits well to both purposes simultaneously: analytical evaluation and simulation studies. Our model is responsible for these tasks. Based on statistical analysis of smoothed MPEG traffic we limit the state space of the modulating Markov chain of the DBMAP process which models the smoothed MPEG traffic such that it can allow an analytical analysis of the queuing systems. Our model captures both the histogram of relative frequencies and the autocovariance function (ACF) of single smoothed MPEG traffic source well. In addition, it is simple enough and can be easily used in simulation studies even when there is a need to generate the model “on the fly”. The simplicity of the model stems from that fact that it employs only four states of the modulating Markov chain and does not require additional expansion of the state space. In addition, the model allows the evaluation of lower bound of approximation error of empirical ACF before the construction of the model. We also present the modeling algorithm which can be implemented in software.

[1]  San-qi Li,et al.  On the convergence of traffic measurement and queueing analysis: a statistical-matching and queueing (SMAQ) tool , 1997, TNET.

[2]  Chris Blondia,et al.  Performance analysis of statistical multiplexing of VBR sources , 1992, [Proceedings] IEEE INFOCOM '92: The Conference on Computer Communications.

[3]  Alfio Lombardo,et al.  An accurate and treatable Markov model of MPEG-video traffic , 1998, Proceedings. IEEE INFOCOM '98, the Conference on Computer Communications. Seventeenth Annual Joint Conference of the IEEE Computer and Communications Societies. Gateway to the 21st Century (Cat. No.98.

[4]  Bruce E. Hajek,et al.  On variations of queue response for inputs with the same mean and autocorrelation function , 1998, TNET.

[5]  San-qi Li,et al.  Queue response to input correlation functions: discrete spectral analysis , 1992, [Proceedings] IEEE INFOCOM '92: The Conference on Computer Communications.

[6]  Oliver Rose,et al.  Statistical properties of MPEG video traffic and their impact on traffic modeling in ATM systems , 1995, Proceedings of 20th Conference on Local Computer Networks.

[7]  Yevgeni Koucheryavy,et al.  An analytical evaluation of VoD traffic treatment within the EF-enabled DiffServ ingress and interior nodes , 2003, 10th International Conference on Telecommunications, 2003. ICT 2003..

[8]  Carl D. Meyer,et al.  Matrix Analysis and Applied Linear Algebra , 2000 .

[9]  T. V. Lakshman,et al.  Source models for VBR broadcast-video traffic , 1996, TNET.