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