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