Title :
A Study of Measurement-Based Traffic Models for Network Diagnostics
Author :
Giorgi, Giada ; Narduzzi, Claudio
Author_Institution :
Dept. of Inf. Eng., Padova Univ., Padova
Abstract :
In this paper, the measurement and analysis of network flows are taken into account as a methodology for characterization and diagnosis of network behavior. The accuracy of flow models will be discussed, reviewing the basic underlying assumptions. A modeling approach based on multidomain analysis will be proposed, where flow measurements can be complemented by a limited amount of protocol data gathered from packet headers. By the analysis of experimental data, we argue that, in several situations, traffic may be more appropriately modeled by the superposition of multiple flows with different characteristics, which results in better measurements and improved diagnostic possibilities.
Keywords :
performance evaluation; telecommunication network management; telecommunication traffic; measurement-based traffic models; multidomain analysis; network diagnostics; network flow analysis; network flow measurement; Diagnostics; fractal processes; gamma model; heavy tails; traffic measurement;
Journal_Title :
Instrumentation and Measurement, IEEE Transactions on
DOI :
10.1109/TIM.2008.925730