期刊文献+

基于EEMD和THT的齿轮故障诊断方法 被引量:20

Gear Fault Diagnosis Based on Ensemble Empirical Mode Decomposition and Teager-Huang Transform
下载PDF
导出
摘要 提出了一种基于总体平均经验模态分解(ensemble empirical mode decomposition,简称EEMD)和Teager-Huang变换的齿轮箱故障诊断方法,该方法首先运用EEMD方法,将振动信号分解成不同特征时间尺度的单分量固有模态函数,然后用Teager能量算子计算各固有模态函数的瞬时频率和瞬时幅值,得到Teager-Huang变换时频谱。齿轮箱齿轮裂纹故障振动试验信号的研究结果表明,Teager-Huang变换时频谱优于Hilbert-Huang变换时频谱,能有效识别齿轮故障。 A new approach to fault diagnosis of gear crack based on Ensemble Empirical Mode Decomposition(EEMD) and Teager-Huang transform(THT) is presented.First,the original times series data is decomposed into intrinsic oscillation modes by using EEMD approach.Then the Teager Kaiser Energy Operator(TKEO) technique is applied to each intrinsic mode function(IMF).The TKEO can track the modulation energy and estimate the instantaneous amplitude and instantaneous frequency,and the time-frequency distribution can be obtained.Therefore,the characteristics of the gear faults can be recognized according to the time-frequency spectrum.The experimental results show that Teager-Huang transform based on EEMD can effectively diagnose the faults of the gear crack.
出处 《振动.测试与诊断》 EI CSCD 北大核心 2011年第4期496-500,537,共5页 Journal of Vibration,Measurement & Diagnosis
基金 国家自然科学基金资助项目(编号:50375157 50775219) 浙江省自然科学基金资助项目(编号:Y1080040) 河北省教育厅2008年自然科学研究计划资助项目(编号:2008495)
关键词 故障诊断 齿轮 经验模态分解 Teager—Huang变换 信号处理 faults diagnosis gear empirical mode decomposition Teager-Huang transform signal processing
  • 相关文献

参考文献13

  • 1李辉,郑海起,唐力伟.基于经验模态分解的瞬时相位分析方法的应用[J].振动.测试与诊断,2007,27(1):9-12. 被引量:6
  • 2Li Hui, Zheng Haiqi, Tang Liwei. Wigner-Ville distribution based on EMD for faults diagnosis of bearing [J]. Lecture Notes in Computer Science, 2006,4223: 803-812.
  • 3Huang N E, Shen Z, Long S R, et al. The empirical mode decomposition and the Hilbert spectrum for non- linear and non-stationary time series analysis[J].Pro- ceeding of Royal Society London A, 1998, 454: 903- 995.
  • 4Li Hui, Zhang Yuping, Zheng Haiqi. Hilbert-Huang transform and marginal spectrum for detection and di- agnosis of localized defects in roller bearings[J].Jour- nal of Mechanical Science and Technology, 2009, 23 (2):291-301.
  • 5李辉,郑海起,唐力伟.基于EMD和功率谱的齿轮故障诊断研究[J].振动与冲击,2006,25(1):133-135. 被引量:41
  • 6Huang N E, Wu M L, Long S R, et al. A confidence limit for the empirical mode decomposition and Hilbert spectral analysis[J].Proceeding of Royal Society London A, 2003,459:2317-2345.
  • 7Datig M, Schlurmann T. Performance and limitations of the Hilbert-Huang transformation (HHT) with an application to irregular water waves[J]. Ocean Engineering, 2004,31 (9): 1783-1834.
  • 8Wu Zhaohua, Huang Norden E. Ensemble empirical mode Decomposition: a noise-assisted data analysis method [J]. Advances in Adaptive Data Analysis, 2009,1(1) :1-41.
  • 9Maragos P, Kaiser J F, Quatieri T F. Energy separation in signal modulations with application to speech analysis[J]. IEEE Transactions on Signal Processing, 1993,41(10) : 3024-3051.
  • 10Maragos P, Kaiser J F, Quatieri T F. On amplitude and frequency demodulation using energy operators [J]. IEEE Transactions on Signal Processing, 1993, 41(5):1532-1550.

二级参考文献22

  • 1杨宇,于德介,程军圣.基于Hilbert边际谱的滚动轴承故障诊断方法[J].振动与冲击,2005,24(1):70-72. 被引量:78
  • 2杨宇,于德介,程军圣.基于EMD与神经网络的滚动轴承故障诊断方法[J].振动与冲击,2005,24(1):85-88. 被引量:144
  • 3Wu M L,Schubert S,Norden E.Huang.The Development of the South Asian Summer Monsoon and the Intraseasonal Oscillation[J].Journal of Climate,1999(12):2054-2075.
  • 4Datig M,Schlurmann T.Performance and limitations of the Hilbert-Huang transformation(HHT)with an application to irregular water waves[J].Ocean Engineering,2004(31):1783-1834.
  • 5Huang N E,et al.The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis[J].Proceeding of Royal Society London.A,1998(454):903-995.
  • 6Huang W,Shen Z,Norden E,Huang Y C,Fung.Nonlinear Indicial Response of Complex Nonstationary Oscillations as Pulmonary Hypertension Responding to Step Hypoxia[J].Proceedings of the National Academy of Sciences,USA,1999(96):1834-1839.
  • 7Huang W,Shen Z,Norden E.Huang,Fung Y C.Engineering Analysis of Biological Variables:An Example of Blood Pressure over One Day[J].Proceedings of the National Acadademy of Sciences,USA,1998(95):4816-4821.
  • 8Huang W,Shen Z,Norden E.Huang,Fung Y C.Engineering Analysis of Intrinsic Mode and Indicial Response in Biology:the Transient Response of Pulmonary Blood Pressure to Step Hypoxia and Step Recovery[J].Proceedings of the National Academy of Science,USA,1998(95):12766-12771.
  • 9Huang N E,Shen Z,Long S R.A new view of nonlinear water waves:The Hilbert spectrum[J].Annual Review of Fluid Mechanics.1999(31):417-457.
  • 10Wang Liping,Koblinsky C,Howden S,Norden E.Huang.Interannual Variability in the South China Sea from Expendable Bathythermograph Data[J].Journal of Geophysical Research,1999,104((23):509-523.

共引文献58

同被引文献194

引证文献20

二级引证文献136

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