Empirical Mode Decomposition Envelope Technique and Mode Mixing Problem in Amplitude Modulation-frequency Modulation Signals

  • HE Liu ,
  • LIN Jianhui ,
  • DING Jianming ,
  • LIU Xinchang
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  • State Key Laboratory of Traction Power, Southwest Jiaotong University, Chengdu 610031

Online published: 2017-01-20

Abstract

Empirical mode decomposition (EMD) is a self-adaptive method and suitable to analysing the non-stationary and nonlinear signals. The envelope technique and mode-mixing problem are the most important topics of the EMD. A nonlinear and nonstationary signal is modeled as a multicomponent amplitude modulation-frequency modulation (AM-FM) signal and each intrinsic mode function (IMF) of the EMD will be modeled as a single AM-FM signal. Through studying the envelope technique of single AM-FM signal and the mode-mixing problem caused by separating multicomponent AM-FM signals with the EMD algorithm, a new necessary condition of envelope and the numerical calculation method of the new conditional envelope algorithm are presented. Based on the new conditional envelope algorithm, a new estimation algorithm for phase and instantaneous frequency of single component AM-FM signal is proposed. A solution is presented to the mode-mixing problem that occurs when multicomponent AM-FM signals are separated. The efficacy of the proposed method is verified by several simulation signals and a measured data of rubbing fault of rotor system.

 

Cite this article

HE Liu , LIN Jianhui , DING Jianming , LIU Xinchang . Empirical Mode Decomposition Envelope Technique and Mode Mixing Problem in Amplitude Modulation-frequency Modulation Signals[J]. Journal of Mechanical Engineering, 2017 , 53(2) : 1 -10 . DOI: 10.3901/JME.2017.02.001

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