In communication networks, traffic measurements serve two main purposes: the characterization of traffic-load patterns and the monitoring of performances. This paper is a study of the applicability of traffic-analysis methods as a means of detecting malfunctions and performance changes in packet data networks through measurements of selected parameters. The main contribution is of a methodological nature and is motivated by the fact that wavelet analysis, which has come to be regarded as a standard approach, is by no means a straightforward method. Controversial results can be found that are not always attributable to the complex nature of the measured object. Careful study of the uncertainty of traffic-parameter estimates is also an important issue, which turns out to be somewhat neglected in the literature. The aim of this paper is twofold: on the one hand, to enhance the model validation process and, on the other hand, to provide for objective assessment of the feasibility of network-monitoring procedures that rely on measurement and model-based diagnostics.

Internet traffic measurement: A critical study of wavelet analysis

BENETAZZO, LUIGINO;NARDUZZI, CLAUDIO;
2007

Abstract

In communication networks, traffic measurements serve two main purposes: the characterization of traffic-load patterns and the monitoring of performances. This paper is a study of the applicability of traffic-analysis methods as a means of detecting malfunctions and performance changes in packet data networks through measurements of selected parameters. The main contribution is of a methodological nature and is motivated by the fact that wavelet analysis, which has come to be regarded as a standard approach, is by no means a straightforward method. Controversial results can be found that are not always attributable to the complex nature of the measured object. Careful study of the uncertainty of traffic-parameter estimates is also an important issue, which turns out to be somewhat neglected in the literature. The aim of this paper is twofold: on the one hand, to enhance the model validation process and, on the other hand, to provide for objective assessment of the feasibility of network-monitoring procedures that rely on measurement and model-based diagnostics.
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11577/2443705
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