Abstract:
Abstract — A commonly accepted traffic model for a large population of Internet users consists of a multiplex of Poisson-arriving heavy-tailed streams with the same constant rate (M/G / ). We show that even though such regular model provides an accurate description of long-range dependence, the marginal distribution variance is underestimated, resulting in erroneous calculation of overflow probability in network simulations. On the other hand, we show that the traffic variability due to the marginal distribution variance can be the limiting factor for performance in the gigabit speed Next Generation Internet, rather than the long-range dependence features present in today’s traffic. Keywords—Internet performance analysis, heavy-tails, long-range dependence, traffic measurements. I.
Citations
|
872
|
Self-similarity in world wide web traffic: evidence and possible causes
– Crovella, Bestavros
- 1997
|
|
507
|
Self-similarity through high-variability: Statistical analysis of Ethernet LAN traffic at the source level
– Willinger, Taqqu, et al.
- 1997
|
|
384
|
Wide-area internet traffic patterns and characteristics
– Thompson, Miller, et al.
- 1997
|
|
268
|
Experimental Queueing Analysis with Long-Range Dependent Packet Traffic
– Erramilli, Narayan, et al.
- 1996
|
|
179
|
On the use of fractional Brownian motion in the theory of connectionless networks
– Norros
- 1995
|
|
151
|
Proof of a fundamental result in self-similar traffic modeling
– Taqqu, Willinger, et al.
- 1997
|
|
100
|
Stable Non-Gaussian Random Processes
– Samorodnitsky, Taqqu
- 1994
|
|
46
|
On self-similar traffic in ATM queue: Definitions, overflow probability bound, and cell delay distribution
– Tsybakov, Georganas
- 1997
|
|
23
|
Analysis and modeling of World Wide Web traffic for capacity dimensioning of Internet access lines
– Nabe, Murata, et al.
- 1999
|
|
13
|
C.Qiao “A New Optical Burst Switching Protocol for Supporting Quality of Service
– Yoo
- 1998
|
|
7
|
Analysis of Internet Services in IP over ATM networks
– Aracil, Morato, et al.
- 1999
|