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基于小波包和EMD的滚动轴承故障诊断研究 被引量:3

Roller Bearing Fault Diagnosis Based on Wavelet Packet and EMD
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摘要 经验模态分解由于采用了三次样条插值的方法筛分内模函数,在实际应用中存在模式混叠、在低频段产生多余IMF分量等问题。文中以内模函数定义为出发点,提出一种基于小波包的筛分方法,并通过设定以小波能量比为条件的门限值,提高了小波包分解的自适应性和效率。通过仿真信号和滚动轴承故障振动信号的检验,证明了该方法的可行性和有效性。 Due to applying cubic spline interpolation to sift intrinsic mode functions (IMF) from signal, empirical mode decomposition may generate a series of problem as the phenomena of mode mixing and undesirable IMFs at low frequency region. Here, a sifting method based on wavelet packet was introduced, Starting with definition of intrinsic mode function, through setting the threshold on wavelet energy proportion, it increased the adaptability and efficiency of wavelet packet decomposition. After testing by simulated signals and the rolling bearing fault vibration signal, the feasible and effective of the method proved.
作者 张璇 张进明
出处 《微计算机信息》 北大核心 2008年第34期158-159,157,共3页 Control & Automation
关键词 经验模态分解 小波包分解 内模函数 小波能量 Empirical Mode Decomposition Wavelet Packet Intrinsic Mode Function Wavelet Energy
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  • 1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:151
  • 2周国柱,苏旭武,罗先礼,杨光友.小波包在蚕茧无损质量检测中的应用[J].微计算机信息,2005,21(12S):96-98. 被引量:1
  • 3崔锦泰.小波分析导论[M].西安:西安交通大学出版社,1995..
  • 4Nikolaou N G.Rolling element bearing fault diagnosis using wavelet packets[C].NDT&E International 35,2002,197-205
  • 5Z.K.Peng,Peter W.Tse,F.L.Chu.An improved Hilbert Huang transform and its application in vibration signal analysis[J].Journal of Sound and Vibration,2005,286:187-205.
  • 6N.E.Huang,Z.Shen,S R.Long,M.Wu,H.Shih,et al.The empirical mode decomposition and the Hilbert spectrum for non-linear and non-stationary time series analysis[J].Proceedings of the Royal Society of London Series A-Mathematical Physical and Engineering Sciences,1998,454:903-995.
  • 7Z.Peng,P.Tse,F.Chu.A comparison study of improved Hilbert Huang transform and wavelet transform:application to fault diagnosis for rolling bearing[J].Mechanical Systems and Signal Processing,2005,19:974-988.
  • 8Marcus Datig,Torsten Schlurmann.Performance and limitation of the Hlibert Huang transformation(HHT) with an application to irregular water waves[J].Ocean Engineering,2004,31:1783-1834.
  • 9于德介,程军圣,杨宇.Hilbert-Huang变换在滚动轴承故障诊断中的应用[J].中国机械工程,2003,14(24):2140-2142. 被引量:33

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