Title :
Modeling of MPEG-4 Video Traffic Using a Multifractal Cascade with Autoregressive Multipliers
Author :
Coelho Rocha, Flavio Geraldo ; Teles Vieira, Flavio Henrique
Author_Institution :
Univ. Fed. de Goias (UFG), Goiania, Brazil
Abstract :
In this paper we propose a video traffic model based on a multifractal multiplicative cascade. In our proposal, we assume that the cascade multipliers can be efficiently described by autoregressive models in each cascade scale. This multiplicative cascade model with autoregressive process based multipliers is used for GOP (Group of Pictures) level traffic modeling as well as for frame level traffic modeling. Aiming to validate the model, we performed statistical and queue behavior analysis of the video traffic processes generated using the proposed model. We also verified the model performance in capturing the real MPEG-4 video traffic characteristics compared to other multifractal models.
Keywords :
autoregressive processes; telecommunication traffic; video coding; video communication; GOP level traffic modeling; MPEG-4 video traffic; autoregressive models; autoregressive multipliers; frame level traffic modeling; group of pictures; multifractal multiplicative cascade; queue behavior analysis; Analytical models; Computational modeling; Discrete wavelet transforms; Fractals; Mathematical model; Numerical models; Transform coding; MPEG-4; Multifractal Analysis; Video Traffic Model;
Journal_Title :
Latin America Transactions, IEEE (Revista IEEE America Latina)
DOI :
10.1109/TLA.2011.6031001