JOURNAL ARTICLE

Rolling Bearings Fault Diagnosis Based on Generalized Demodulation Time-Frequency Analysis Method

Yong Xia BuJian WuJun MaYu Gang FanXiaodong Wang

Year: 2014 Journal:   Advanced materials research Vol: 971-973 Pages: 701-704   Publisher: Trans Tech Publications

Abstract

In view of the characteristics of the non-stationary and multi-component AM-FM signals of vibration signals in the rolling element bearing, the generalized demodulation time-frequency analysis method is used for its fault diagnosis, overcoming the problem that the maximal overlap discrete wavelet packet transform (MODWPT) has no adaptability. First of all, the original vibration signal is took preprocessing by generalized Fourier; Then, using MODWPT to decompose signals after pretreatment and obtaining weights; Once again, the weights are carried out the inverse generalized Fourier transform to get the weights of the original signal; Finally, reconstructing principal component of the original signal to get the Hilbert instantaneous energy spectrum, roller bearing fault diagnoses based on the Hilbert instantaneous energy spectrum. The experimental results show that the method can effectively diagnose rolling bearing fault.

Keywords:
Demodulation Fault (geology) Hilbert–Huang transform Rolling-element bearing Energy (signal processing) Instantaneous phase SIGNAL (programming language) Bearing (navigation) Time–frequency analysis Hilbert transform Fourier transform Vibration Algorithm Wavelet packet decomposition Rotor (electric) Wavelet Acoustics Control theory (sociology) Engineering Mathematics Computer science Wavelet transform Mathematical analysis Artificial intelligence Channel (broadcasting) Physics Telecommunications Statistics Spectral density

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Citation History

Topics

Machine Fault Diagnosis Techniques
Physical Sciences →  Engineering →  Control and Systems Engineering
Fault Detection and Control Systems
Physical Sciences →  Engineering →  Control and Systems Engineering
Gear and Bearing Dynamics Analysis
Physical Sciences →  Engineering →  Mechanical Engineering
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