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Bearing fault diagnosis based on amplitude and phase map of Hermitian wavelet transform
Hui Li*, Lihui Fu and Haiqi Zheng
The Journal of Mechanical Science and Technology, vol. 25, no. 11, pp.2731-2740, 2011
Abstract : The rolling element bearing characteristic frequencies contain very little energy and are usually overwhelmed by noise and higher level
of structural vibrations. The continuous wavelet transform enables one to look at the evolution in the time scale joint representation plane.
This makes it very suitable for the detection of singularity generated by localized defects in a mechanical system. However, most applications
of the continuous wavelet transform have widely focused on the use of the Morlet wavelet transform. The complex Hermitian
wavelet is constructed based on the first and the second derivatives of the Gaussian function to detect signal singularities. The Fourier
spectrum of Hermitian wavelet is real, which the Fourier spectrum has no complex phase and the Hermitian wavelet does not affect the
phase of a signal in complex domain. This gives the desirable ability to detect the singularity characteristic of a signal precisely. In this
study, the Hermitian wavelet amplitude and phase map are used in conjunction to detect and diagnose the bearing fault. The Hermitian
wavelet amplitude and phase map are found to show distinctive signatures in the presence of bearing inner race or outer race damage.
The simulative and experimental results show that the Hermitian wavelet amplitude and phase map can extract the transients from strong
noise signals and can effectively diagnose bearing faults.
Keyword : Fault diagnosis; Hermitian wavelet transform; Bearing; Amplitude and phase map; Signal processing |
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