DocumentCode :
3564741
Title :
A Prediction Scheme for VBR Video Traffic Using a Fast Orthogonal Search Algorithm
Author :
Hassan, Mohamed ; Atia, Mohamed ; Noureldin, Aboelmagd
Author_Institution :
Electr. Eng. Dept., American Univ. of Sharjah, Sharjah, United Arab Emirates
fYear :
2014
Firstpage :
542
Lastpage :
547
Abstract :
In this paper, we propose a fast autoregressive prediction scheme that takes into consideration the characteristics of variable-bit-rate (VBR) encoded video. The proposed scheme is based on the fast orthogonal search (FOS) algorithm and is characterized by its low computational complexity in addition to its accuracy in predicting the sizes of video frames. In addition, the proposed scheme handles the short-term and long-term dependence inherent in the sizes of the video frames without the need to assume any specific distribution. Simulation and numerical investigations are carried out to study the efficacy of the proposed predictors on video sequences with different spatial and temporal contents.
Keywords :
autoregressive processes; image sequences; search problems; video signal processing; FOS algorithm; VBR video traffic; fast autoregressive prediction scheme; fast orthogonal search algorithm; long-term dependence; short-term dependence; variable-bit-rate encoded video; video sequences; Bit rate; Prediction algorithms; Predictive models; Resource management; Streaming media; Transform coding; Video sequences; FOS; Orthogonal search; Traffic modeling; Traffic prediction; VBR video;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Modelling and Simulation (UKSim), 2014 UKSim-AMSS 16th International Conference on
Print_ISBN :
978-1-4799-4923-6
Type :
conf
DOI :
10.1109/UKSim.2014.121
Filename :
7046124
Link To Document :
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