Fault Diagnostics of Roller Bearings Using Dimension Theory
- 18 May 2020
- journal article
- research article
- Published by ASME International in Journal of Nondestructive Evaluation, Diagnostics and Prognostics of Engineering Systems
- Vol. 4 (1) , 1-11
Abstract
Rolling bearings accomplishes a smoother force transmission between relative components of high production volume systems. An impending fault may cause system malfunction and its maturation lead to a catastrophic failure of the system that increases the possibility of unscheduled maintenance or an expensive shutdown. These critical states demand a robust failure diagnosis scheme for bearings. The present paper demonstrates a novel way to develop a dynamic model for the rotor-bearing system using dimensional analysis (DA) considering significant geometric, operating, and thermal parameters of the system. The vibration responses of faulty spherical roller bearings are investigated under various operating conditions for validation of the developed model. Multivariable regression analysis is performed to expose the potential of the approach in the detection of the bearing failure. Results obtained unveil the simple and reliable nature of the dynamic modeling using DA.Keywords
This publication has 28 references indexed in Scilit:
- A New Model for Estimating Vibrations Generated in the Defective Rolling Element BearingsJournal of Vibration and Acoustics, 2011
- A Dynamic Model for Vibration Studies of Deep Groove Ball Bearings Considering Single and Multiple Defects in RacesJournal of Tribology, 2010
- Nonlinear dynamic modeling of surface defects in rolling element bearing systemsJournal of Sound and Vibration, 2009
- An Investigation of Rolling Element Vibrations Caused by Local DefectsJournal of Tribology, 2008
- An analysis method for the vibration signal with amplitude modulation in a bearing systemJournal of Sound and Vibration, 2007
- Multi-fault diagnosis of rolling bearing elements using wavelet analysis and hidden Markov model based fault recognitionNDT & E International, 2005
- Non-linear dynamic behaviors of rolling element bearings due to surface wavinessJournal of Sound and Vibration, 2004
- A review of vibration and acoustic measurement methods for the detection of defects in rolling element bearingsTribology International, 1999
- The Effects of Surface Irregularities on Roller Bearing VibrationsJournal of Sound and Vibration, 1993
- Model for the vibration produced by a single point defect in a rolling element bearingJournal of Sound and Vibration, 1984