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2014 | OriginalPaper | Buchkapitel

Envelope Cepstrum Based Method for Rolling Bearing Diagnostics

verfasst von : Milena Martarelli, Paolo Chiariotti, Enrico Primo Tomasini

Erschienen in: Advances in Condition Monitoring of Machinery in Non-Stationary Operations

Verlag: Springer Berlin Heidelberg

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Abstract

The task of identifying a faulty roller element bearing has been so far faced through the use of envelope analysis. As it is well known the main issue linked to such approach is related to the definition of the optimal band-pass filter which can enhance the defect characteristics when the vibration signal is affected by severe noise. The Kurtogram has overcome this limit by letting the optimal band-pass filter be selected in a semi-automatic way, that is by exploiting the potentials of the Spectral Kurtosis. This paper aims at presenting an alternative algorithm which is able to cope with faults characterised by an impulsive-periodic nature. It is well known that faults characterised by periodic-impulsive nature are identifiable by means of cepstral analysis while damages inducing modulation effects are usually assessed via envelope processing. The presented algorithm combine two instruments, since it is based on the Fourier spectrum of the cepstrum squared envelope. Such spectrum allows to isolate the modulation effect by centring the modulating frequency around the DC component. In this paper the algorithm is applied to both synthesized data reproducing typical damaged rolling bearing signals and experimental data. Results achieved by exploiting the proposed algorithm are compared to the ones obtained by applying conventional envelope analysis based on Spectral Kurtosis.

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Literatur
1.
Zurück zum Zitat McFadden PD, Smith JD (1984) Model for the vibration produced by a single point defect in a rolling element bearing. J Sound Vib 96(1):69–82CrossRef McFadden PD, Smith JD (1984) Model for the vibration produced by a single point defect in a rolling element bearing. J Sound Vib 96(1):69–82CrossRef
2.
Zurück zum Zitat Randall RB (2010) Vibration-based condition monitoring. Wiley, New York Randall RB (2010) Vibration-based condition monitoring. Wiley, New York
3.
Zurück zum Zitat Randall RB, Antoni J (2011) Rolling element bearing diagnostics-A tutorial. Mech Syst Sig Process 25(2):485–520CrossRef Randall RB, Antoni J (2011) Rolling element bearing diagnostics-A tutorial. Mech Syst Sig Process 25(2):485–520CrossRef
4.
Zurück zum Zitat Darlow MS, Badgley RH, Hogg GW (1977) Application of high frequency resonance techniques for bearing diagnostics in helicopter gearboxes. Technical Report, USA Army Air Mobility Research and Development Laboratory, pp 74–77 Darlow MS, Badgley RH, Hogg GW (1977) Application of high frequency resonance techniques for bearing diagnostics in helicopter gearboxes. Technical Report, USA Army Air Mobility Research and Development Laboratory, pp 74–77
5.
Zurück zum Zitat Antoni J, Randall RB (2006) The spectral kurtosis: a useful tool for characterising nonstationary signals. Mech Syst Sig Process 20(2):282–307CrossRef Antoni J, Randall RB (2006) The spectral kurtosis: a useful tool for characterising nonstationary signals. Mech Syst Sig Process 20(2):282–307CrossRef
6.
Zurück zum Zitat Antoni J, Randall RB (2006) The spectral kurtosis: application to the vibratory surveillance and diagnostics of rotating machines. Mech Syst Sig Process 20(2):308–331CrossRef Antoni J, Randall RB (2006) The spectral kurtosis: application to the vibratory surveillance and diagnostics of rotating machines. Mech Syst Sig Process 20(2):308–331CrossRef
7.
Zurück zum Zitat Antoni J (2006) Fast computation of the kurtogram for the detection of transient faults. Mech Syst Sig Process 21(1):108–124CrossRef Antoni J (2006) Fast computation of the kurtogram for the detection of transient faults. Mech Syst Sig Process 21(1):108–124CrossRef
8.
Zurück zum Zitat Randall RB, Hee J (1981) Cepstrum analysis, Bruel and Kjaer Technical Review, No. 3 Randall RB, Hee J (1981) Cepstrum analysis, Bruel and Kjaer Technical Review, No. 3
9.
Zurück zum Zitat Rioul O, Vetterli M (1981) Wavelets and signal processing. IEEE Signal Processing Magazine Rioul O, Vetterli M (1981) Wavelets and signal processing. IEEE Signal Processing Magazine
10.
Zurück zum Zitat Rao R, Bopardikar A (1998) Wavelet transforms, introduction to theory and applications. Addison-Wesley, ReadingMATH Rao R, Bopardikar A (1998) Wavelet transforms, introduction to theory and applications. Addison-Wesley, ReadingMATH
12.
Zurück zum Zitat Rosas-Orea MCE, Hernandez-Diaz M et al. (2005) A comparative simulation study of wavelet based denoising algorithms. Proceedings of the 15th international conference on electronics, communications and computers Rosas-Orea MCE, Hernandez-Diaz M et al. (2005) A comparative simulation study of wavelet based denoising algorithms. Proceedings of the 15th international conference on electronics, communications and computers
Metadaten
Titel
Envelope Cepstrum Based Method for Rolling Bearing Diagnostics
verfasst von
Milena Martarelli
Paolo Chiariotti
Enrico Primo Tomasini
Copyright-Jahr
2014
Verlag
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/978-3-642-39348-8_12

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