Modeling traffic and statistical gains for multimedia applications

This work addresses the problems of traffic modeling, estimation of packet delay and statistical multiplexing gain for ATM networks. Particular attention is given to variable bit rate (VBR) traffic generated in videoconferencing and entertainment applications. The focus of this work is to understand the impact of traffic correlation and burstiness on quality of service. Traffic models are derived from statistical analyses of VBR traffic measurements. It is shown that correlation in video traffic can be modeled by autoregressive processes with time-varying parameters. The autoregressive model allows statistical multiplexing gains to be estimated. The magnitude of the gain is shown to vary between two to three for the applications considered.

[1]  S. Okubo Video codec standardization in CCITT study group XV , 1989 .

[2]  D. E. Blahut,et al.  The AT&T interactive consumer video services platform , 1994, Proceedings of lst IEEE International Workshop on Community Networking.

[3]  San-qi Li,et al.  Queue response to input correlation functions: discrete spectral analysis , 1993, TNET.

[4]  T. V. Lakshman,et al.  Fundamental Bounds and Approximations for ATM Multiplexers with Applications to Video Teleconferencing , 1995, IEEE J. Sel. Areas Commun..

[5]  J. A. Hartigan,et al.  A k-means clustering algorithm , 1979 .

[6]  Ya-Qin Zhang,et al.  Motion-classified autoregressive modeling of variable bit rate video , 1993, IEEE Trans. Circuits Syst. Video Technol..

[7]  Debasis Mitra,et al.  A New Approach for Allocating Buffers and Bandwidth to Heterogeneous Regulated Traffic in an ATM Node , 1995, IEEE J. Sel. Areas Commun..

[8]  Gunnar Karlsson,et al.  Performance models of statistical multiplexing in packet video communications , 1988, IEEE Trans. Commun..

[9]  Mark W. Garrett,et al.  Modeling and generation of self-similar vbr video traffic , 1994, SIGCOMM 1994.

[10]  Craig Partridge,et al.  Gigabit networking , 1993, Addison-Wesley professional computing series.

[11]  Marcel F. Neuts,et al.  Methods for performance evaluation of VBR video traffic models , 1994, TNET.

[12]  T. V. Lakshman,et al.  Statistical Analysis and Simulation Study of Video Teleconference Traffic in , 1992 .

[13]  Didier Le Gall,et al.  MPEG: a video compression standard for multimedia applications , 1991, CACM.

[14]  John A. Hartigan,et al.  Clustering Algorithms , 1975 .