DocumentCode :
26726
Title :
A New Network Traffic Modeling Based in Conservative Multiplicative Cascade with Weights Newton Binomial
Author :
De Godoy Stenico, J.W. ; Lee, Luan L.
Author_Institution :
Univ. Estadual de Campinas (Unicamp), Campinas, Brazil
Volume :
11
Issue :
5
fYear :
2013
fDate :
Sept. 2013
Firstpage :
1143
Lastpage :
1155
Abstract :
In order to robustly characterize today´s network traffic, a new multifractal theory based multiplicative cascade traffic model is proposed. The proposed multiplicative cascade traffic model is conservative in measure with its multiplier weights determined by Binomial Newton expansions. We also derive some major statistical characteristics of this new cascade process enabling generation of synthetic traffic used for traffic model validation and simulation purposes. Experimental investigation results have shown that the proposed model is promising in robust and accurate traffic characterization and modeling for both real wired and wireless traffic outperforming three well-known multifractal models in the literature.
Keywords :
Newton method; cascade networks; fractals; statistical analysis; telecommunication traffic; binomial Newton expansion; conservative multiplicative cascade; multifractal theory; multiplicative cascade traffic model; network traffic modeling; statistical characteristic; synthetic traffic; traffic model validation; wired traffic; wireless traffic; Abstracts; Fractals; IP networks; Robustness; Telecommunication traffic; Weight measurement; Wireless communication; Multifractal Processes; Multiplicative Cascade; Network Traffic;
fLanguage :
English
Journal_Title :
Latin America Transactions, IEEE (Revista IEEE America Latina)
Publisher :
ieee
ISSN :
1548-0992
Type :
jour
DOI :
10.1109/TLA.2013.6684388
Filename :
6684388
Link To Document :
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