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
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;
Conference_Titel :
Image Processing, 2004. ICIP '04. 2004 International Conference on
Print_ISBN :
0-7803-8554-3
DOI :
10.1109/ICIP.2004.1421775