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