期刊文献+

EMD新算法及其应用 被引量:42

Novel EMD Algorithm and Its Application
下载PDF
导出
摘要 经验模态分解(EMD)算法是 Hilbert-Huang 变换(HHT)的核心算法,它的分解效果依赖于包络线的生成算法和端点延拓算法。采用分段幂函数插值算法求包络线,结合一种改进的端点延拓算法,得到了一种新的 EMD 算法。分析了分段幂函数插值算法的收敛精度,从数学角度解释了选取该插值算法的原因。最后,结合一个股票模型的仿真结果说明新的 EMD 算法效果更好。 Empirical mode decomposition (EMD), the core of Hilbert-Huang transformation, is reckoned on the algorithm of the extrama extending and generation of envelope curves. With the piecewise power function and an improved algorithm of extrama extending, a novel EMD algorithm was proposed. An error estimation of the piecewise power function interpolation was proposed to show the advantage of this algorithm. At last, a simulation on a stock model is presented.to show that this novel EMD algorithm is more applicable to analyze the nonlinear and non-stationary signal than the previous EMD algorithm.
出处 《系统仿真学报》 EI CAS CSCD 北大核心 2007年第2期446-447,464,共3页 Journal of System Simulation
基金 国家自然科学基金天元数学基金(A0324647) 河南省高校杰出科研人才创新工程项目(2003KJCX008)。
关键词 HHT算法 EMD分解 信号处理 插值算法 HHT algorithm EMD decomposition signal processing interpolation algorithm
  • 相关文献

参考文献5

  • 1Huang W,Shen Z,Huang NE,Fung YC.Engineering Analysis of Biological Variables:an Example of Blood Pressure Over 1 Day[J].Proc.Natl.Acad.Sci.USA (S1091-6490),1998,95(9):4816-4821.
  • 2Huang NE,Shen Z,Long SR.The Empirical Mode Decomposition and the Hilbert Spectrum for Nonlinear and Non-stationary Time Series Analysis[J].Proc.R.Soc.Ser.A (S1471-2946),1998,454:903-995.
  • 3Huang NE,Wu ML,Qu WD.Applications of Hilbert-Huang Transform to Non-stationary Financial Time Series Analysis[J].Appl.Stochastic Models Bus.Indust (S1524-1904),2003,19(3):245-268.
  • 4钟佑明,金涛,秦树人.希尔伯特-黄变换中的一种新包络线算法[J].数据采集与处理,2005,20(1):13-17. 被引量:43
  • 5段希涛,刘超,江成顺.一种基于Hilbert-Huang变换的正则化图像恢复算法[C]//2004中国控制与决策学术年会论文集.2004:286-288.

二级参考文献9

  • 1Huang N E, Shen Z, Long S R, et al. The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis[J]. J Proc R Soc Lond A, 1998,454:903~995.
  • 2Zhang R C. Applications of nonstationary, nonlinear data processing and analysis in earthquake engineering[A]. Edited by Chien W Z. Proceedings of the 4th International Conference on Nonlinear Mechanics[C]. Shanghai: Shanghai University Publishing House, 2002.721~727.
  • 3Chen J, Xu Y L. Identification of modal damping ratios of structures with closely spaced modal frequencies[J]. Structural Engineering and Mechanics,2002,14(4):417~434.
  • 4Zhong Y M, Qin S R. HHT and a new noise removal method[A]. Edited by Tan J B and Wen X F. Proceedings of the Second International Symposium on Instrumentation Science and Technology[C]. Harbin: Harbin Institute of Technology Publishers, 2002,3: 553~557.
  • 5Loh C H. Application of the empirical mode decomposition-Hilbert spectrum method to identify near-fault ground-motion characteristics and structural responses[J]. Bulletin of the Seismological Society of America,2001,91(5):1339~1357.
  • 6Veltcheva A D. Wave and group transformation by a Hilbert spectrum[J]. Coastal Engineering Journal, 2002,44(4):283~300.
  • 7唐英,孙巧.滚动轴承振动信号的小波奇异性故障检测研究[J].振动工程学报,2002,15(1):111-113. 被引量:16
  • 8钟佑明,秦树人,汤宝平.一种振动信号新变换法的研究[J].振动工程学报,2002,15(2):233-238. 被引量:127
  • 9陈忠,郑时雄.基于经验模式分解(EMD)的齿轮箱齿轮故障诊断技术研究[J].振动工程学报,2003,16(2):229-232. 被引量:53

共引文献43

同被引文献380

引证文献42

二级引证文献242

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部