Title :
Condition monitoring system for characterization of electric motor ball bearings with distributed fault using fuzzy inference tools
Author :
Navarro, L. ; Delgado, M. ; Urresty, J. ; Cusidó, J. ; Romeral, L.
Author_Institution :
Electron. Eng. Dept., Univ. Politec. de Catalunya, Terrassa, Spain
Abstract :
The present work shows a condition monitoring system applied to electric motors ball bearings. Unlike most of the previous work on this area, which is mainly focused on the location of single-point defects in bearing components - inner and outer races, cage or ball faults -, this research covers wide range irregularities which are very often more difficult to analyse. In addition to traditional techniques like vibration and current signals, high frequency current bearing pulses and acoustic emissions are also analysed. High frequency bearings current pulses are acquired using motors especially modified. This modification isolates ball bearings from the motor stator frame, except for a bearing housing single point connected to ground through a proper cable where the pulses signal is measured. A multivariable fuzzy inference analysis approach is presented to get around the diagnosis difficulty.
Keywords :
ball bearings; computerised monitoring; condition monitoring; electric motors; fault diagnosis; inference mechanisms; stators; condition monitoring system; distributed fault; distributed fault diagnosis; electric motor ball bearings; fuzzy inference tools; motor stator frame; multivariable fuzzy inference analysis; pulse signal measurement; Acoustic emission; Acoustic pulses; Ball bearings; Condition monitoring; Electric motors; Frequency; Fuzzy systems; Pulse measurements; Signal analysis; Stators; bearings condition monitoring; electromechanical actuator; fault anticipation system; fuzzy inference system;
Conference_Titel :
Instrumentation and Measurement Technology Conference (I2MTC), 2010 IEEE
Conference_Location :
Austin, TX
Print_ISBN :
978-1-4244-2832-8
Electronic_ISBN :
1091-5281
DOI :
10.1109/IMTC.2010.5488092