Wavelet-based VBR video traffic smoothing

被引:3
作者
Ye, DJ [1 ]
Barker, JC
Xiong, ZX
Zhu, WW
机构
[1] Tsinghua Univ, Dept Automat, Beijing 100084, Peoples R China
[2] Texas A&M Univ, Dept Elect Engn, College Stn, TX 77843 USA
[3] Microsoft Res Asia, Beijing 100080, Peoples R China
关键词
traffic smoothing; variable bit rate (VBR) video; video on demand; wavelets;
D O I
10.1109/tmm.2004.830817
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In a typical video application, such as video-on-demand, videos are continuously streamed from a video server to a distributed set of receivers. The constant-quality video compression technique commonly used, variable bit rate (VBR) encoding, produces flows with multiple time-scale rate variability, so smoothing the VBR video traffic within an entire distribution tree presents a challenging task. This paper proposes a novel wavelet-based traffic smoothing (WTS) algorithm. Unlike existing algorithms, the WTS algorithm considers traffic smoothing at multiple resolutions. It results in a pruned version of a full tree, which corresponds to the original VBR traffic. Theoretical analysis and numerical evaluation demonstrate that: 1) WTS performs well across several metrics in smoothing bursty traffic and 2) for a video bit stream with N frames, the computational complexity of WTS is O(N log N).
引用
收藏
页码:611 / 623
页数:13
相关论文
共 37 条
[1]   Wavelet analysis of long-range-dependent traffic [J].
Abry, P ;
Veitch, D .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1998, 44 (01) :2-15
[2]  
[Anonymous], 1993, Ten Lectures of Wavelets
[3]  
BARKER C, 2002, P PACK WORKSH 02 PIT
[4]   LONG-RANGE DEPENDENCE IN VARIABLE-BIT-RATE VIDEO TRAFFIC [J].
BERAN, J ;
SHERMAN, R ;
TAQQU, MS ;
WILLINGER, W .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1995, 43 (2-4) :1566-1579
[5]   DE-NOISING BY SOFT-THRESHOLDING [J].
DONOHO, DL .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1995, 41 (03) :613-627
[6]  
FENG W, 1996, THESIS U MICHIGAN AN
[7]  
FENG W, 1997, J ACM MULTIMEDIA SYS, P297
[8]  
Feng WC, 1997, IEEE INFOCOM SER, P58, DOI 10.1109/INFCOM.1997.635114
[9]   CRITICAL BANDWIDTH ALLOCATION FOR THE DELIVERY OF COMPRESSED VIDEO [J].
FENG, WC ;
SECHREST, S .
COMPUTER COMMUNICATIONS, 1995, 18 (10) :709-717
[10]   Performance Evaluation of Smoothing Algorithms for Transmitting Prerecorded Variable-Bit-Rate Video [J].
Feng, Wu-chi ;
Rexford, Jennifer .
IEEE TRANSACTIONS ON MULTIMEDIA, 1999, 1 (03) :302-313