Skip to main content
Top

2021 | OriginalPaper | Chapter

Investigations into Some Parameters of Vibration Signal of Faulty Bearings with Wavelet Transform

Authors : Sidra Khanam, N. Tandon

Published in: Recent Developments in Acoustics

Publisher: Springer Singapore

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

The vibration signals generated by a rotor bearing system are greatly influenced by the occurrence of a fault on the bearings. Monitoring of parameters like peak, overall rms, kurtosis, crest factor, and power from the time domain signal reveals the status of health of bearings supporting the rotor and serves as the easiest approach. However, the majority of these parameters give an estimation of the overall health of the system and not just the bearings. This work addresses the use of Discrete Wavelet Transform (DWT) to filter the bearing related signal and then monitor the health of bearing. The work also discusses on the selection of appropriate sampling frequency for the collection of time domain signal and demonstrates the dependence of parameters on the same. The results indicate that the use of DWT for a signal with higher sampling frequency has increased the accuracy of prediction of estimation of the defect.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Tandon N, Choudhury A (1999) A review of vibration and acoustic measurement methods for the detection of defects in rolling element bearings. Tribol Int 32:469–480CrossRef Tandon N, Choudhury A (1999) A review of vibration and acoustic measurement methods for the detection of defects in rolling element bearings. Tribol Int 32:469–480CrossRef
2.
go back to reference Patil MS, Mathew J, RajendraKumar PK (2008) Bearing signature analysis as a medium for fault detection: a review. ASME J. Tribol 130(1):14001CrossRef Patil MS, Mathew J, RajendraKumar PK (2008) Bearing signature analysis as a medium for fault detection: a review. ASME J. Tribol 130(1):14001CrossRef
3.
go back to reference Tandon N, Nakra BC (1992) Comparison of vibration and acoustic measurement techniques for the condition monitoring of rolling element bearings. Tribol Int 25(3):205–212CrossRef Tandon N, Nakra BC (1992) Comparison of vibration and acoustic measurement techniques for the condition monitoring of rolling element bearings. Tribol Int 25(3):205–212CrossRef
4.
go back to reference Tandon N (1994) A comparison of some vibration parameters for the condition monitoring of rolling element bearings. Measurement 12:285–289CrossRef Tandon N (1994) A comparison of some vibration parameters for the condition monitoring of rolling element bearings. Measurement 12:285–289CrossRef
5.
go back to reference Shakya P, Darpe AK, Kulkarni MS (2013) Vibration-based fault diagnosis in rolling element bearings: ranking of various time, frequency and time-frequency domain data-based damage identification parameters. Int J Cond Monit 3(2):1–10 Shakya P, Darpe AK, Kulkarni MS (2013) Vibration-based fault diagnosis in rolling element bearings: ranking of various time, frequency and time-frequency domain data-based damage identification parameters. Int J Cond Monit 3(2):1–10
6.
go back to reference Patidar S, Soni PK (2013) An overview on vibration analysis techniques for the diagnosis of rolling element bearing faults. Int J Eng 4(5):1804–1809 Patidar S, Soni PK (2013) An overview on vibration analysis techniques for the diagnosis of rolling element bearing faults. Int J Eng 4(5):1804–1809
7.
go back to reference Peng Z, Chu F (2004) Application of the wavelet transform in machine condition monitoring and fault diagnostics: a review with bibliography. Mech Syst Signal Process 18:199–221CrossRef Peng Z, Chu F (2004) Application of the wavelet transform in machine condition monitoring and fault diagnostics: a review with bibliography. Mech Syst Signal Process 18:199–221CrossRef
8.
go back to reference Yan R, Gao RX, Chen X (2014) Wavelets for fault diagnosis of rotary machines: a review with applications. Sig Process 96:1–15CrossRef Yan R, Gao RX, Chen X (2014) Wavelets for fault diagnosis of rotary machines: a review with applications. Sig Process 96:1–15CrossRef
9.
go back to reference Chebil J, Noel G, Mesbah M, Deriche M (2009) Wavelet decomposition for the detection and diagnosis of faults in rolling element bearings. Jordan J Mech Ind Eng 3(4):260–267 Chebil J, Noel G, Mesbah M, Deriche M (2009) Wavelet decomposition for the detection and diagnosis of faults in rolling element bearings. Jordan J Mech Ind Eng 3(4):260–267
10.
go back to reference Prabhakar S, Mohanty AR, Sekhar A (2002) Application of discrete wavelet transform for detection of ball bearing race faults. Tribol Int 35(12):793–800CrossRef Prabhakar S, Mohanty AR, Sekhar A (2002) Application of discrete wavelet transform for detection of ball bearing race faults. Tribol Int 35(12):793–800CrossRef
11.
go back to reference Kumar R, Singh M (2013) Outer race defect width measurement in taper roller bearing using discrete wavelet transform of vibration signal. Measurement 46(1):537–545CrossRef Kumar R, Singh M (2013) Outer race defect width measurement in taper roller bearing using discrete wavelet transform of vibration signal. Measurement 46(1):537–545CrossRef
12.
go back to reference Khanam S, Tandon N, Dutt JK (2014) Fault size estimation in the outer race of ball bearing using discrete wavelet transform of the vibration signal. Procedia Technol. 14:12–19CrossRef Khanam S, Tandon N, Dutt JK (2014) Fault size estimation in the outer race of ball bearing using discrete wavelet transform of the vibration signal. Procedia Technol. 14:12–19CrossRef
14.
go back to reference Ingarashi T, Noda B, Matsushima E (1980) A study on the prediction of abnormalities in rolling bearing. JSLE Int 1:7176 Ingarashi T, Noda B, Matsushima E (1980) A study on the prediction of abnormalities in rolling bearing. JSLE Int 1:7176
Metadata
Title
Investigations into Some Parameters of Vibration Signal of Faulty Bearings with Wavelet Transform
Authors
Sidra Khanam
N. Tandon
Copyright Year
2021
Publisher
Springer Singapore
DOI
https://doi.org/10.1007/978-981-15-5776-7_23

Premium Partners