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混沌时间序列的一种降噪算法 被引量:8

An Algorithm for De-Noising of Chaotic Data
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摘要 基于奇异谱分析的基本思想 ,提出了一种降低混沌信号中噪声的算法。对一个混沌时间序列进行奇异谱分析 ,得到各个主分量和经验正交函数 ,选择合适的阶次重构信号 ,即可得到降噪后的混沌时间序列。 A new algorithm based on singular spectrum a na lysis for de-noising of chaotic time series is proposed in this paper. By carry ing out the singular spectrum analysis on a chaotic time series, the principal c omponents and empirical orthogonal functions are obtained. The de-noised chaoti c time series is reconstructed by choosing appropriate order of principal compon ents and empirical orthogonal functions. The numerical results show the validity of this method
作者 刘元峰 赵玫
出处 《机械科学与技术》 CSCD 北大核心 2003年第4期538-539,546,共3页 Mechanical Science and Technology for Aerospace Engineering
基金 国家重点基础研究发展规划项目(G19980 2 0 32 1) "十五"国家科技攻关计划项目 ( 2 0 0 1BA 2 0 4 B0 5- K H KZ0 0 0 9)资助
关键词 奇异谱分析 混沌序列 降噪 算法 Singular spectrum analysis De-noising Chaoti c time series
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参考文献3

  • 1杨文献,姜节胜.奇异谱技术在机械信号分析中的应用研究[J].机械科学与技术,2000,19(z1):9-10. 被引量:7
  • 2Vautard R,Ghil M. Singular spectrum analysis in nonlinear dynamics, with applications to paleoclimatic time series[J].Physica D, 1989,35:395-424.
  • 3Vautard R, Yiou P,Ghil M. Singular-spectrum analysis: a toolkit for short, noisy chaotic signals[J]. Fhysica D, 1992,58:95-126.

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  • 1王太勇,王正英,胥永刚,李瑞欣.基于SVD降噪的经验模式分解及其工程应用[J].振动与冲击,2005,24(4):96-98. 被引量:39
  • 2何田,刘献栋,李其汉.噪声背景下检测突变信息的奇异值分解技术[J].振动工程学报,2006,19(3):399-403. 被引量:31
  • 3Seok J W,Bae K S.Speech Enhancement with Reduction of Noise Components in the Wavelet Domain[A].Proc of the ICASSP[C].Munich,1997,2:1323-1326.
  • 4Lu C T,Wang H C.Enhancement of Single Channel Speech Based on Masking Property and Wavelet Transform[J].Speech Communication,2003,41(2-3):409-427.
  • 5Medina C A,Aleaim A,Apolinario J A.Wavelet De-noising of Speech Using Neural Networks for Threshold Selection[J].Electronics Letters,2003,39(25):1869-1871.
  • 6Mallat S G,杨力华.信号处理的小波导引[M].北京:机械工业出版社,2002:340-358.
  • 7Donoho D L.De-noising by Soft-thresholding[J].IEEE Trans on Information Theory,1995,41(3):613-627.
  • 8Zhang X P,Desai M T.Adaptive De-noising Based on SURE Risk[J].IEEE Signal Processing Letters,1998,5(10):265-267.
  • 9Vautard R,Yiou P,Ghil M.Singular-spectrum Analysis:A Toolkit for Short Noisy Chaotic Signals[J].Physica D,1992,58(1-4):95-126.
  • 10Alexandros Leontitsis,Tassos Bountis,Jenny Pagge.An Adaptive Way for Improving Noise Reduction Using Local Geometric Projection[J].Chaos,2004,14(1):106-110.

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