Title :
Traffic characterization for traffic engineering purposes: analysis of Funet data
Author :
Juva, Ilmari ; Susitaival, Riikka ; Peuhkuri, Markus ; Aalto, Samuli
Author_Institution :
Networking Lab., Helsinki Univ. of Technol., Espoo, Finland
Abstract :
For Internet traffic engineering purposes, it is important to characterize traffic volumes typically over 5-minute intervals. Based on measurements made in a local network at Lucent in winter 1999, Cao et al., (2000) proposed a moving IID Gaussian model for the characterization of 5-minute traffic volumes, with a power-law relationship between the mean and the variance. In this paper we analyze novel measurements gathered from a 2.5 Gbps link in the Finnish university network (Funet) in summer 2004. We investigate the validity of the moving IID Gaussian model and the proposed mean-variance relationship when the measurement interval is varying from 1 second to 5 minutes. As a result, we find that the Gaussian assumption is much more justified with current core link rates. The mean-variance relationship seems, indeed, to follow a power-law with exponent approximately equal to 1.3 in our data set. However, the IID assumption concerning the standardized residual is not verified, but we find a clear positive correlation between adjacent 5-minute volumes, and only slightly weaker negative correlation for traffic volumes with distance 20-30 minutes. In addition, we demonstrate that the same phenomenon is already prevailing in the Lucent data set.
Keywords :
Gaussian distribution; Internet; telecommunication links; telecommunication traffic; 1 s to 5 mins; 2.5 Gbit/s; 20 to 30 mins; Finnish university network; Funet data; Internet traffic engineering; Lucent data set; local network; mean-variance relationship; moving IID Gaussian model; power-law relationship; traffic characterization; Data analysis; Data engineering; IP networks; Laboratories; Measurement standards; Power engineering and energy; Protocols; Telecommunication traffic; Time measurement; Traffic control;
Conference_Titel :
Next Generation Internet Networks, 2005
Print_ISBN :
0-7803-8900-X
DOI :
10.1109/NGI.2005.1431694