Internet Application Characteristics
Application Arrivals Request Sizes Response Sizes
WWW

Pareto [7]
Heavy-tailed, but
not as much as transfers

?

Pareto for file sizes > 1K [6]
Heavy-tailed
Telnet Session Poisson [1]

?

Fairly Fixed?

Telnet Data
Pareto [1]
Heavy-tailed (Think time)
Packets: Log-normal [1]
Bytes: Log-extreme [2]

?

FTP Session Poisson [1]

Negligible

Fairly Fixed?

FTP Data

Bursty [1]
Network-dependent
(mget operations)

?

Pareto[1]
Very Heavy Upper Tail [1]
SMTP
Not Poisson [1]
(Mailing lists)

?

?

NNTP
Not Poisson [1]
(Flooding)

?

?

X11 Session Poisson? [1]

Negligible

?

X11Connection Not Poisson [1]

?

?


Miscellaneous Sources
Source Distribution
"Self-similar" sources
ON-OFF times with heavy tails [5,6]
Inter-renewal times with infinite variance
VBR video Gamma/Pareto [3]


Characteristics of Aggregate Traffic
Characteristic Distribution
Aggregate
Traffic
(Self-Similar)
Fractional Gaussian Noise[5,6]
Fractional ARIMA [5,6]
Sources generating
self-similar traffic

Pareto [5,6]
ON-OFF sources with inter-renewal
times with infinite variance.  (ON and/or OFF
times have heavy-tails)
Observed WWW
Throughput
Log-normal [4]

Notes: Intensity of self-similarity increases as the aggregate traffic level increases.



References
[1] Vern Paxson and Sally Floyd, "Wide-Area Traffic:  The Failure of Poisson Modeling"
[2] Vern Paxson, "Empirically-Derived Analytic Models of Wide-Area TCP Connections"
[3] Mark Garrett and Walter Willinger "Analysis, Modeling and Generation of Self-Similar VBR Video Traffic"
[4] Hari Balakrishnan, Srinivasan Seshan, Mark Stemm, and Randy Katz, "Analyzing Stability in Wide-Area Network Performance"
[5] Will Leland, Murad S. Taqqu, Walter Willinger, and Daniel Wilson, "On the Self-Similar Nature of Ethernet Traffic (Extended Version)"
[6] Mark Crovella and Azer Bestavros, "Self-Similarity in World Wide Web Traffic: Evidence and Possible Causes"
[7] Carlos R. Cunha, Azer Bestavros, and Mark E. Crovella, "Characteristics of WWW client-based traces"