The autocorrelation of double intermittency maps and the simulation of computer packet traffic

Since the discovery in the early 1990s that packet traffic exhibits long-range dependence, there has been considerable interest in finding a system that could generate reliable pseudo-traffic traces. One such system is a one-dimensional chaotic map. We examine a particular instance of such maps. It is non-smooth, but its nature is such that analytical results are easier to obtain. In particular we derive a theorem about the asymptotics of the autocorrelation. In the subsequent discussion, it is argued that to get a relevant description of packet traffic, one needs to venture beyond first- and second-order statistics.

[1]  Martino Barenco Packet traffic in computer networks , 2002 .

[2]  Wang Statistical physics of temporal intermittency. , 1989, Physical review. A, General physics.

[3]  Raul J. Mondragon,et al.  Chaotic maps for network control: traffic modeling and queueing performance analysis , 1999, Optics East.

[4]  Mark Holland Slowly mixing systems and intermittency maps , 2004, Ergodic Theory and Dynamical Systems.

[5]  William Feller,et al.  An Introduction to Probability Theory and Its Applications , 1951 .

[6]  Ra Ul,et al.  A Model of Packet Traffic Using a Random Wall Model , 1999 .

[7]  Walter Willinger,et al.  On the self-similar nature of Ethernet traffic , 1993, SIGCOMM '93.

[8]  Makoto Mori ON THE INTERMITTENCY OF A PIECEWISE LINEAR MAP , 1993 .

[9]  Azer Bestavros,et al.  Self-similarity in World Wide Web traffic: evidence and possible causes , 1996, SIGMETRICS '96.

[10]  Walter Willinger,et al.  Proof of a fundamental result in self-similar traffic modeling , 1997, CCRV.

[11]  Will E. Leland,et al.  High time-resolution measurement and analysis of LAN traffic: Implications for LAN interconnection , 1991, IEEE INFCOM '91. The conference on Computer Communications. Tenth Annual Joint Comference of the IEEE Computer and Communications Societies Proceedings.

[12]  Walter Willinger,et al.  On the Self-Similar Nature of Ethernet Traffic ( extended version ) , 1995 .

[13]  L. Young Recurrence times and rates of mixing , 1999 .

[14]  Parag Pruthi,et al.  An application of deterministic chaotic maps to model packet traffic , 1995, Queueing Syst. Theory Appl..

[15]  Parag Pruthi,et al.  Chaotic Maps As Models of Packet Traffic , 1994 .