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
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;
Conference_Titel :
Industrial Instrumentation and Control (ICIC), 2015 International Conference on
Conference_Location :
Pune
DOI :
10.1109/IIC.2015.7150801