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2014 | OriginalPaper | Chapter

Spatial Acceleration Modulus for Rolling Elements Bearing Diagnostics

Authors : Michele Cotogno, Marco Cocconcelli, Riccardo Rubini

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

Publisher: Springer Berlin Heidelberg

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Abstract

Rolling Elements Bearing (REB) condition monitoring is mainly based on the analysis of acceleration (vibration) signal in the load direction. This is one of the three components of the acceleration vector in 3D space: the main idea of this paper is the recovery of additional fault information from all the three acceleration vector components by combining them to obtain the modulus of the spatial acceleration (SAM) vector. The REB diagnostic performances of the SAM are investigated and compared to the load direction vibration by means of two rough estimators of the “Signal-to-Noise” ratio (SNR) and the Spectral Kurtosis. The SAM provides a higher SNR than the single load direction. Finally, Spectral Kurtosis driven Envelope analysis is performed for further comparison of the two signals: its results highlight that demodulation of the SAM isn’t strictly necessary to extract the fault features.

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Literature
1.
go back to reference Randall RB, Antoni J (2011) Rolling element bearing diagnostics—a tutorial. Mech Syst Sig Proces 25:485–520CrossRef Randall RB, Antoni J (2011) Rolling element bearing diagnostics—a tutorial. Mech Syst Sig Proces 25:485–520CrossRef
2.
go back to reference Randall RB (2011) Vibration-based condition monitoring: industrial, automotive and aerospace applications. Wiley, West SussexCrossRef Randall RB (2011) Vibration-based condition monitoring: industrial, automotive and aerospace applications. Wiley, West SussexCrossRef
3.
go back to reference Antoni J (2006) The spectral Kurtosis: a useful tool for characterizing non-stationary signals. Mech Syst Sig Proces 20:282–307CrossRef Antoni J (2006) The spectral Kurtosis: a useful tool for characterizing non-stationary signals. Mech Syst Sig Proces 20:282–307CrossRef
4.
go back to reference Antoni J, Randall RB (2006) The spectral Kurtosis: application to the vibratory surveillance and diagnostics of rotating machines. Mech Syst Sig Proces 20:308–331CrossRef Antoni J, Randall RB (2006) The spectral Kurtosis: application to the vibratory surveillance and diagnostics of rotating machines. Mech Syst Sig Proces 20:308–331CrossRef
5.
go back to reference Barszcz T, Randall RB (2009) Application of spectral Kurtosis for detection of a tooth crack in the planetary gear of a wind turbine. Mech Syst Sig Proces 23(4):1352–1365CrossRef Barszcz T, Randall RB (2009) Application of spectral Kurtosis for detection of a tooth crack in the planetary gear of a wind turbine. Mech Syst Sig Proces 23(4):1352–1365CrossRef
6.
go back to reference Cocconcelli M, Zimroz R, Rubini R, Bartelmus W (2012) Kurtosis over energy distribution approach for STFT enhancement in ball bearing diagnostics. In: Proceedings of the second international conference “condition monitoring of machinery in non-stationary operations” CMMNO’2012, pp 51–59 Cocconcelli M, Zimroz R, Rubini R, Bartelmus W (2012) Kurtosis over energy distribution approach for STFT enhancement in ball bearing diagnostics. In: Proceedings of the second international conference “condition monitoring of machinery in non-stationary operations” CMMNO’2012, pp 51–59
7.
go back to reference McFadden PD, Smith JD (1984) Vibration monitoring of rolling element bearings by the high-frequency resonance technique—a review. Tribol Int 17(1):3–10CrossRef McFadden PD, Smith JD (1984) Vibration monitoring of rolling element bearings by the high-frequency resonance technique—a review. Tribol Int 17(1):3–10CrossRef
8.
go back to reference Vrabie VD, Granjon P, Serviere C (2003) Spectral Kurtosis: from definition to application. IEEE-EURASIP workshop on nonlinear signal and image processing, Grado, Italy, 8–11 June 2003 Vrabie VD, Granjon P, Serviere C (2003) Spectral Kurtosis: from definition to application. IEEE-EURASIP workshop on nonlinear signal and image processing, Grado, Italy, 8–11 June 2003
Metadata
Title
Spatial Acceleration Modulus for Rolling Elements Bearing Diagnostics
Authors
Michele Cotogno
Marco Cocconcelli
Riccardo Rubini
Copyright Year
2014
Publisher
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/978-3-642-39348-8_51

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