Title :
Long-range dependence in variable-bit-rate video traffic
Author :
Beran, J. ; Sherman, R. ; Taqqu, M.S. ; Willinger, W.
Author_Institution :
Fakultat fur Wirtschaftswissenschaften und Stat., Konstanz Univ., Germany
Abstract :
We analyze 20 large sets of actual variable-bit-rate (VBR) video data, generated by a variety of different codecs and representing a wide range of different scenes. Performing extensive statistical and graphical tests, our main conclusion is that long-range dependence is an inherent feature of VBR video traffic, i.e., a feature that is independent of scene (e.g., video phone, video conference, motion picture video) and codec. In particular, we show that the long-range dependence property allows us to clearly distinguish between our measured data and traffic generated by VBR source models currently used in the literature. These findings give rise to novel and challenging problems in traffic engineering for high-speed networks and open up new areas of research in queueing and performance analysis involving long-range dependent traffic models. A small number of analytic queueing results already exist, and we discuss their implications for network design and network control strategies in the presence of long-range dependent traffic.<>
Keywords :
1/f noise; queueing theory; stochastic processes; telecommunication traffic; video codecs; video signals; 1/f noise; analytic queueing results; codecs; graphical tests; high-speed networks; long-range dependence; long-range dependent traffic; motion picture video; network control strategies; network design; performance analysis; queueing; self-similarity; statistical tests; stochastic modelling; traffic engineering; variable-bit-rate video traffic; video conference; video phone; Codecs; Communication system traffic control; Current measurement; Layout; Motion pictures; Performance evaluation; Queueing analysis; Testing; Traffic control; Videoconference;
Journal_Title :
Communications, IEEE Transactions on