DocumentCode :
3350777
Title :
Improved MPEG video traffic model based on time series analysis
Author :
Liu, Yawei ; Jiang, Xiaobing ; Feng, Yumin ; Lu, Yanfei
Author_Institution :
Multimedia Lab., Beijing Jiao Tong Univ., Shanghai, China
Volume :
2
fYear :
2004
fDate :
31 Aug.-4 Sept. 2004
Firstpage :
1159
Abstract :
In this paper, a novel improved MPEG video traffic model is presented based on time series analysis, while elimination of trend component and MA process is used and the frame-size probability distribution of traffic predicted is transformed to that of real situation. Considered in prediction error, tail of probability distribution, autocorrelation and self-similarity, our model gives attention to both LRD and SRD, shares almost the same self-similarity with real traffic and can provide good result of prediction on both GOP and frame time scale according to a number of simulations.
Keywords :
correlation theory; data compression; fractals; moving average processes; probability; telecommunication traffic; time series; video coding; LRD; MA process; MPEG video traffic model; autocorrelation; frame-size probability distribution; long range dependence; moving average; prediction error; self-similarity; time series analysis; Information analysis; Layout; Predictive models; Probability distribution; Statistical analysis; Telecommunication traffic; Time series analysis; Traffic control; Transform coding; Video compression;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing, 2004. Proceedings. ICSP '04. 2004 7th International Conference on
Print_ISBN :
0-7803-8406-7
Type :
conf
DOI :
10.1109/ICOSP.2004.1441530
Filename :
1441530
Link To Document :
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