DocumentCode :
1367895
Title :
Study of the impact of MPEG-1 correlations on video-sources statistical multiplexing
Author :
Conti, Marco ; Gregori, Enrico ; Larsson, Andreas
Author_Institution :
Istituto CNUCE, CNR, Pisa, Italy
Volume :
14
Issue :
7
fYear :
1996
fDate :
9/1/1996 12:00:00 AM
Firstpage :
1455
Lastpage :
1471
Abstract :
Variable bit-rate (VBR) video is expected to become increasingly important with the large scale deployment of broadband-integrated services networks (B-ISDNs). While the modeling of VBR video sources has received significant attention, there is no widely accepted model which lends itself to mathematical analysis. Furthermore, new video compression standards are emerging, such as the MPEG family. A detailed statistical analysis of a long sample of a movie encoded with an MPEG-1 algorithm highlights that traffic generated by an MPEG-1 encoder has both a high degree of burstiness (peak/average ratio greater than five) and a strong long-term correlation (positive correlation lasts for ten/twenty minutes). In this paper, we propose and analyze a Markov model which captures both the burstiness and the temporal dependencies of MPEG traffic. Furthermore, we show that our model is a flexible traffic generator which is suitable for studying statistical multiplexing issues. Specifically, we study both the multiplexing of a VBR video source with low priority traffic and the multiplexing of several VBR video sources. The results obtained show that the long-term correlation significantly affects the tail of the delay distribution even for lightly loaded networks. The presence of a long range dependence in the MPEG traffic significantly reduces the gain in terms of network utilization which can be achieved with statistical multiplexing of i.i.d. sources
Keywords :
Markov processes; correlation methods; multiplexing; source coding; statistical analysis; telecommunication standards; telecommunication traffic; variable rate codes; video coding; B-ISDN; MPEG; MPEG-1 correlations; Markov model; VBR video sources; broadband-integrated services networks; burstiness; delay distribution; i.i.d. sources; independent identically distributed sources; long range dependence; movie; network utilization; statistical analysis; traffic; traffic generator; variable bit-rate video; video compression standards; video-sources statistical multiplexing; B-ISDN; Large-scale systems; Mathematical analysis; Mathematical model; Motion pictures; Statistical analysis; Telecommunication traffic; Traffic control; Transform coding; Video compression;
fLanguage :
English
Journal_Title :
Selected Areas in Communications, IEEE Journal on
Publisher :
ieee
ISSN :
0733-8716
Type :
jour
DOI :
10.1109/49.536491
Filename :
536491
Link To Document :
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