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2012 | OriginalPaper | Buchkapitel

Fault Diagnosis of Gearbox Based on Interpolated DFT with the Maximum Sidelobe Decay Windows

verfasst von : Lin Cong, Qiang Miao, Zhimin Liu, Liu Liu, Chao Tang

Erschienen in: Engineering Asset Management and Infrastructure Sustainability

Verlag: Springer London

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Abstract

As a flexible maintenance strategy, condition based maintenance (CBM) has been accepted by industry due to its efficiency in many engineering practices. Fault character extraction and diagnosis is a very important step in the process of CBM implementation. In order to enhance the efficiency and accuracy of diagnosis, it is a crucial task to improve the estimation accuracy of amplitude, frequency, and phase of signal. In this paper, zoom IpDFT is proposed to decompose signal and extract dominant signatures, which can reflect fault condition variation of machinery. Moreover, a novel index called Fault Index is established to describe condition development trend. In order to detect occurrence of early fault, a dynamic threshold is defined. Then, one set of vibration data collected from gearbox is used to validate the proposed method. Through comparison with other indices using gearbox vibration data, the proposed index with its dynamic threshold can not only describe the gear condition development trend with fast computation speed, but also detect the occurrence of early fault both automatically and artificially.

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Literatur
1.
Zurück zum Zitat Jardine AKS, Lin D, Banjevic D (2006) A review on machinery diagnostics and prognostics implementing condition-based maintenance. Mech Syst Signal Process 20:1483–1510CrossRef Jardine AKS, Lin D, Banjevic D (2006) A review on machinery diagnostics and prognostics implementing condition-based maintenance. Mech Syst Signal Process 20:1483–1510CrossRef
2.
Zurück zum Zitat Marple SL (1987) Digital spectral analysis. Prentice-Hall, Englewood Cliffs Marple SL (1987) Digital spectral analysis. Prentice-Hall, Englewood Cliffs
3.
Zurück zum Zitat Ramos Pedro M, Cruz Serra A (2009) Comparison of frequency estimation algorithms for power quality assessment. Measurement 42(9):1312–1317CrossRef Ramos Pedro M, Cruz Serra A (2009) Comparison of frequency estimation algorithms for power quality assessment. Measurement 42(9):1312–1317CrossRef
4.
Zurück zum Zitat Shi DF, Qu LS, Gindy NN (2005) General interpolated fast fourier transform: a new tool for diagnosing large rotating machinery. J Vib Acoust 127/361 Shi DF, Qu LS, Gindy NN (2005) General interpolated fast fourier transform: a new tool for diagnosing large rotating machinery. J Vib Acoust 127/361
5.
Zurück zum Zitat Offelli C, Petri D (1992) The influence of windowing on the accuracy of multifrequency signal parameters estimation. IEEE Trans Instrum Meas 41(2):256–261CrossRef Offelli C, Petri D (1992) The influence of windowing on the accuracy of multifrequency signal parameters estimation. IEEE Trans Instrum Meas 41(2):256–261CrossRef
6.
Zurück zum Zitat Nutall AH (1981) Some windows with very good sidelobe behaviour. IEEE Trans Acoust Speech Signal Process 29(1):84–91CrossRef Nutall AH (1981) Some windows with very good sidelobe behaviour. IEEE Trans Acoust Speech Signal Process 29(1):84–91CrossRef
7.
Zurück zum Zitat Belega D (2005) The maximum sidelobe decay windows L’Académie Roumaine. Rev Roumaine Sci Tech Sér Electrotech Energ 50(3):349–356 Belega D (2005) The maximum sidelobe decay windows L’Académie Roumaine. Rev Roumaine Sci Tech Sér Electrotech Energ 50(3):349–356
8.
Zurück zum Zitat Belega D, Dallet D (2009) Multifrequency signal analysis by interpolated DFT method with maximum sidelobe decay windows. Measurement 42:420–426CrossRef Belega D, Dallet D (2009) Multifrequency signal analysis by interpolated DFT method with maximum sidelobe decay windows. Measurement 42:420–426CrossRef
9.
Zurück zum Zitat Moyer EA, Stork RF (1977) The zoom FFT using complex modulation. Acoustics, speech, and signal processing. IEEE International Conference on ICASSP’77 2:78–81 Moyer EA, Stork RF (1977) The zoom FFT using complex modulation. Acoustics, speech, and signal processing. IEEE International Conference on ICASSP’77 2:78–81
10.
Zurück zum Zitat Wang D, Miao Q, Kang R (2009) Robust health evaluation of gearbox subject to tooth failure with wavelet decomposition. J Sound Vib 324:1141–1157CrossRef Wang D, Miao Q, Kang R (2009) Robust health evaluation of gearbox subject to tooth failure with wavelet decomposition. J Sound Vib 324:1141–1157CrossRef
11.
Zurück zum Zitat Lin DM, Wiseman M, Banjevic D, Jardine AKS (2004) An approach to signal processing and condition-based maintenance for gearboxes subject to tooth failure. Mech Syst Signal Process 18(5):993–1007CrossRef Lin DM, Wiseman M, Banjevic D, Jardine AKS (2004) An approach to signal processing and condition-based maintenance for gearboxes subject to tooth failure. Mech Syst Signal Process 18(5):993–1007CrossRef
Metadaten
Titel
Fault Diagnosis of Gearbox Based on Interpolated DFT with the Maximum Sidelobe Decay Windows
verfasst von
Lin Cong
Qiang Miao
Zhimin Liu
Liu Liu
Chao Tang
Copyright-Jahr
2012
Verlag
Springer London
DOI
https://doi.org/10.1007/978-0-85729-493-7_12