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
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;
Journal_Title :
Circuits and Systems for Video Technology, IEEE Transactions on
DOI :
10.1109/TCSVT.2008.2004926