DocumentCode :
2363529
Title :
Multiplicative multifractal process based modeling of broadband traffic processes: variable bit rate video traffic
Author :
Krishna, Murali ; Gadre, Vikram ; Desai, Uday
Author_Institution :
Dept. of Electr. Eng., Indian Inst. of Technol., Bombay, India
fYear :
2002
fDate :
2002
Abstract :
We have developed a new approach to model broadband network traffic based on multiplicative multifractal models. We propose a VVGM (variable variance Gaussian multiplier) multiplicative multifractal model for modeling VBR traffic. The results of the detailed statistical and performance analysis on the original and the synthesized traces are presented. The results of the proposed model on comparison with the traditionally used fARIMA and the wavelet based video traffic process are shown to be significantly better
Keywords :
Gaussian processes; autoregressive moving average processes; broadband networks; fractals; queueing theory; statistical analysis; telecommunication traffic; visual communication; wavelet transforms; VBR video traffic; broadband network traffic; broadband traffic; fARIMA; multiplicative multifractal model; multiplicative multifractal process; performance analysis; queue length distribution; queueing simulation results; statistical analysis; synthesized traces; variable bit rate video traffic; variable variance Gaussian multiplier; wavelet based video traffic; Analysis of variance; Bandwidth; Bit rate; Context modeling; Delay; Fractals; Performance analysis; Queueing analysis; System performance; Traffic control;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Broadband Communications, 2002. Access, Transmission, Networking. 2002 International Zurich Seminar on
Conference_Location :
Zurich
Print_ISBN :
0-7803-7257-3
Type :
conf
DOI :
10.1109/IZSBC.2002.991758
Filename :
991758
Link To Document :
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