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2014 | OriginalPaper | Chapter

Cepstral Removal of Periodic Spectral Components from Time Signals

Authors : Robert B. Randall, Nader Sawalhi

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

Publisher: Springer Berlin Heidelberg

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Abstract

The use of the cepstrum for removing components from a signal which manifest themselves as periodic spectral components has previously been described. These include discrete frequency components with uniform spacing such as families of harmonics and modulation sidebands, but also narrow band noise peaks coming from slight random modulation of almost periodic signals, such as higher harmonics of blade pass frequencies. The removal is effected by applying a notch “lifter” to the real cepstrum of the signal, thus removing the targeted components from the log amplitude spectrum, and then combining the modified amplitude spectrum with the original phase spectrum. Not much attention was previously paid to the type of notch lifter, but two different situations occurring in conjunction with analysis of signals from wind turbines showed that different lifters have advantages in different situations. This chapter describes two different approaches, illustrating them with the two examples of application.

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Literature
1.
go back to reference Antoni J, Randall RB (2003) A stochastic model for simulation and diagnostics of rolling element bearings with localised faults. ASME J Vib Acoust 125:282–289CrossRef Antoni J, Randall RB (2003) A stochastic model for simulation and diagnostics of rolling element bearings with localised faults. ASME J Vib Acoust 125:282–289CrossRef
2.
go back to reference Childers DG, Skinner DP, Kemerait RC (1977) The cepstrum: a guide to processing. Proc IEEE 65(10):1428–1443CrossRef Childers DG, Skinner DP, Kemerait RC (1977) The cepstrum: a guide to processing. Proc IEEE 65(10):1428–1443CrossRef
3.
go back to reference Gao Y, Randall RB (1996) Determination of frequency response functions from response measurements. Part I: extraction of poles and zeros from response cepstra. Mech Syst Sig Process 10(3):293–317CrossRef Gao Y, Randall RB (1996) Determination of frequency response functions from response measurements. Part I: extraction of poles and zeros from response cepstra. Mech Syst Sig Process 10(3):293–317CrossRef
4.
go back to reference Randall RB, Peeters B, Antoni J, Manzato S (2012) New cepstral methods of signal pre-processing for operational modal analysis. ISMA 2012, Leuven, Belgium, pp 755–764 Randall RB, Peeters B, Antoni J, Manzato S (2012) New cepstral methods of signal pre-processing for operational modal analysis. ISMA 2012, Leuven, Belgium, pp 755–764
5.
go back to reference Randall RB, Sawalhi N (2011) Editing time signals using the real cepstrum. In: MFPT conference, Virginia Beach Randall RB, Sawalhi N (2011) Editing time signals using the real cepstrum. In: MFPT conference, Virginia Beach
6.
go back to reference Randall RB, Sawalhi N, Marscher W, Walter T, Weiss J (2011) Decomposition of structural vibration for wind turbine diagnosis. In: MFPT conference, Virginia Beach Randall RB, Sawalhi N, Marscher W, Walter T, Weiss J (2011) Decomposition of structural vibration for wind turbine diagnosis. In: MFPT conference, Virginia Beach
Metadata
Title
Cepstral Removal of Periodic Spectral Components from Time Signals
Authors
Robert B. Randall
Nader Sawalhi
Copyright Year
2014
Publisher
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/978-3-642-39348-8_26

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