DocumentCode
433187
Title
A hybrid wavelet framework for modeling VBR video traffic
Author
Dai, Min ; Loguinov, Dmitri ; Radha, Hayder
Author_Institution
Texas A&M Univ., College Station, TX, USA
Volume
5
fYear
2004
fDate
24-27 Oct. 2004
Firstpage
3125
Abstract
Traffic models play an important role in network simulation and performance analysis. This paper presents a frame-level hybrid framework for modeling variable bitrate (VBR) video traffic. To accurately capture long-range dependent (LRD) and short-range dependent (SRD) properties of video traffic, we incorporate elements of wavelet-domain analysis into classical time-domain modeling found in prior work. However, unlike previous studies, we analyze and successfully model both inter-GOP and intra-GOP correlation. Through the use of QQ plots and leaky-bucket simulations, we evaluate the accuracy of our approach and demonstrate that the autocorrelation function and the frame-size distribution of synthetic traffic match those of the original traffic very well. The leaky-bucket simulation also demonstrates that our model effectively preserves the temporal burstiness of the original video and can be used to predict buffer overflow probabilities and network packet loss.
Keywords
probability; telecommunication traffic; video signal processing; visual communication; wavelet transforms; VBR video traffic; autocorrelation function; buffer overflow probability; hybrid wavelet framework; leaky-bucket simulation; long-range dependent property; short-range dependent property; variable bitrate; wavelet-domain analysis; Analytical models; Autocorrelation; Bit rate; Buffer overflow; Performance analysis; Predictive models; Telecommunication traffic; Time domain analysis; Traffic control; Wavelet analysis;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing, 2004. ICIP '04. 2004 International Conference on
ISSN
1522-4880
Print_ISBN
0-7803-8554-3
Type
conf
DOI
10.1109/ICIP.2004.1421775
Filename
1421775
Link To Document