DocumentCode
863764
Title
Long-Range Prediction for Real-Time MPEG Video Traffic: An
Filter Approach
Author
Wang, Chih-Hu ; Chen, Bor-Sen ; Lee, Bore-kuen ; Lee, Tsu-Tian ; Liu, Chien-Nan Jimmy ; Su, Chauchin
Author_Institution
Dept. of Electr. Eng., Nat. Central Univ., Chung-Li
Volume
18
Issue
12
fYear
2008
Firstpage
1771
Lastpage
1775
Abstract
A novel prediction scheme is proposed for real-time MPEG video to predict the burst and long-range dependent traffic. The trend and periodic characteristics of MPEG video traffic are fully captured by a proposed stochastic state-space dynamic model. Then a recursive Hinfin filtering algorithm is proposed to estimate traffic for long-range prediction. Simulation results based on real MPEG traffic data show that the proposed scheme has superior performance and lower complexity than some adaptive neural network methods, such as TDNN, NARX, and Elman neural networks.
Keywords
estimation theory; filtering theory; real-time systems; recursive filters; state-space methods; stochastic processes; telecommunication traffic; video coding; long-range dependent traffic; long-range prediction scheme; real-time MPEG video traffic estimation; recursive Hinfin filtering algorithm; stochastic state-space dynamic model; $H_{infty}$ filter; MPEG video; long-range dependence; state-space method;
fLanguage
English
Journal_Title
Circuits and Systems for Video Technology, IEEE Transactions on
Publisher
ieee
ISSN
1051-8215
Type
jour
DOI
10.1109/TCSVT.2008.2004926
Filename
4625974
Link To Document