• DocumentCode
    719690
  • Title

    Vibration signature analysis using variable Tukey window: A case study on Bearing Fault Data

  • Author

    Dubey, Rahul ; Agrawal, Dheeraj

  • Author_Institution
    Dept. of Electron. & Commun., Maulana Azad Nat. Inst. of Technol., Bhopal, India
  • fYear
    2015
  • fDate
    28-30 May 2015
  • Firstpage
    540
  • Lastpage
    544
  • Abstract
    The bearing is used to provide free linear movement to the moving part or for free rotation around a fixed axis. When the machine is in use, the multi component vibration signals are generated. These vibration signals can be captured by accelerometers. Vibration signal analysis is a very effective tool in finding bearing fault. The methods based on empirical mode decomposition (EMD) have been used for bearing fault diagnosis in mechanical systems. Boundary distortion is considered as a serious problem in the application of EMD. High values of Kurtosis analysis of the IMFs due to boundary distortion may mislead to faults, even if the fault is not present. In EMD process, the boundary distortion of successive IMFs increases, a variable Tukey window is used in this paper to address the increasing boundary distortion problem. In the analyze method boundary distortion problem is minimized by using a variable window for all IMFs.
  • Keywords
    condition monitoring; machine bearings; mechanical engineering computing; signal processing; vibrations; EMD; Kurtosis analysis; accelerometer; bearing fault; boundary distortion; empirical mode decomposition; free linear movement; multicomponent vibration signal; variable Tukey window; vibration signature analysis; Frequency modulation; Iron; Robustness; Transforms; Bearing; EMD; Hilbert transform; IMF; Signal Processing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Industrial Instrumentation and Control (ICIC), 2015 International Conference on
  • Conference_Location
    Pune
  • Type

    conf

  • DOI
    10.1109/IIC.2015.7150801
  • Filename
    7150801