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自相似数据流的Hurst指数小波求解法分析

李永利 刘贵忠 王海军 尚赵伟

李永利, 刘贵忠, 王海军, 尚赵伟. 自相似数据流的Hurst指数小波求解法分析[J]. 电子与信息学报, 2003, 25(1): 100-105.
引用本文: 李永利, 刘贵忠, 王海军, 尚赵伟. 自相似数据流的Hurst指数小波求解法分析[J]. 电子与信息学报, 2003, 25(1): 100-105.
Li Yongli, Liu Guizhong, Wang Haijun, Shang Zhaowei. ON WAVELET-BASED METHODS FOR HURST INDEX ESTIMATION OF SELF-SIMILAR TRAFFIC[J]. Journal of Electronics & Information Technology, 2003, 25(1): 100-105.
Citation: Li Yongli, Liu Guizhong, Wang Haijun, Shang Zhaowei. ON WAVELET-BASED METHODS FOR HURST INDEX ESTIMATION OF SELF-SIMILAR TRAFFIC[J]. Journal of Electronics & Information Technology, 2003, 25(1): 100-105.

自相似数据流的Hurst指数小波求解法分析

ON WAVELET-BASED METHODS FOR HURST INDEX ESTIMATION OF SELF-SIMILAR TRAFFIC

  • 摘要: 该文针对具有自相似性的数据流的特征参数Hurst指数的小波提取方法进行了系统的分析和研究,对现有提取Hurst指数的小波方法给予了归纳和总结。通过大量的实验和分析,研究了消失矩阶数、小波函数以及分解级数的选择对小波法提取Hurst指数的准确性的影响,并得出了一些有意义的结论。
  • W.E. Leland, M. S. Taqqu, W. Willinger, D. V. Wilson, On the self-similar nature of Ethernet traffic (extended version), IEEE/ACM Trans. on Networking, 1994, 2(1), 1-15.[2]J. Beran, R. Sherman, M. S.Taqqu, W. Willinger, Long range dependence in variable bit rate video traffic, IEEE Trans. on Communication, 1995, 43(2/3/4), 1566-1579.[3]P. Abry, D. Veitch, Wavelet analysis of long-range dependent traffic, IEEE Trans. on Information Theory, 1998, 44(1), 2-15.[4]Z. Sahinoglu, S. Tekinay, Multiresolution decomposition and burstiness analysis of traffic traces,Wireless Communications and Networking Conference, WCNC. New Orleans, LA, USA, IEEE,Vol.2, 1999, 560-563.[5]P. Abry, P. Goncalves, P. Flandrin, Wavelet-based spectral analysis of 1/f process, IEEE International Conference on Acoustics, Speech, and Signal Processing, Minneapolis, MN, USA, Vol.3,1993, 237-240.[6]G. Wornell, Signal Processing with Fractal: A Wavelet Based Approach, Prentice Hall, Znc. NJ,1995, 30-57.[7]B. Tsybakov, N. D. Georganas, On self-similar traffic in ATM queues: Definitions, overflow probability bound, and cell delay distribution, IEEE/ACM Trans. on Networking, 1997, 5(3),397-409.[8]S. Giordano, S. Miduri, M. Pagano, F. Russo, S. Tartarelli, A wavelet-based approach to the estimation of the Hurst parameter for self-similar data, International Conference on Digital Signal Processing, DSP 97, Santorini, Greece, Vol.2, 1997, 479-482.Z. Fan, P. Mars, Self-similar traffic generation and parameter estimation using wavelet transform,IEEE Global Telecommunications Conference, Phoenix, AZ, USA, Vol.3, 1997, 1419-1423.[9]Oliver Rose, Statistical properties of MPEG video traffic and their impact on traffic modeling in ATM systems. Proc. of the 20th Annual Conference on Local Computer Networks, Minneapolis,MN, 1995, 397-406.
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出版历程
  • 收稿日期:  2001-08-14
  • 修回日期:  2002-02-15
  • 刊出日期:  2003-01-19

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