DocumentCode
581363
Title
Experimental comparison between diagnostic indicators for bearing fault detection in synchronous machine by spectral Kurtosis and energy analysis
Author
Obeid, Ziad ; Picot, Antoine ; Poignant, Sylvain ; Régnier, Jérémi ; Darnis, Olivier ; Maussion, Pascal
Author_Institution
LAPLACE (Lab. PLAsma et Conversion d´´Energie); ENSEEIHT, Univ. de Toulouse, Toulouse, France
fYear
2012
fDate
25-28 Oct. 2012
Firstpage
3901
Lastpage
3906
Abstract
In this paper, some indicators are developed for efficient detection of bearing defaults in high speed synchronous machines. These indicators are based on the analysis of stator current. As bearing defect signatures can be tracked through amplitude increase of some current harmonics, two specific indicators have been built based on energy considerations and on the Spectral Kurtosis analysis. These indicators are tested on a real industrial fan equipped with ceramic balls, in its environment. Several measurements for different operating points are tested to validate the approach and to its robustness during long time tests. From an experimental comparison between a healthy fan and another with damaged bearings, a frequency selection is performed to identify the frequency ranges where the energy is the most sensitive to the considered faults. This actuator is used in an air conditioning fan in aeronautic applications.
Keywords
air conditioning; fans; fault diagnosis; machine bearings; machine testing; spectral analysis; stators; synchronous machines; air conditioning fan; bearing defect signatures; bearing fault detection; ceramic balls; diagnostic indicators; energy analysis; frequency selection; industrial fan; spectral kurtosis analysis; stator current analysis; synchronous machine; Bandwidth; Degradation; Heating; ISO standards; Pulse width modulation; Robustness; Bearing fault detection; Bearings; Current analysis; Diagnostic; Spectral Kurtosis;
fLanguage
English
Publisher
ieee
Conference_Titel
IECON 2012 - 38th Annual Conference on IEEE Industrial Electronics Society
Conference_Location
Montreal, QC
ISSN
1553-572X
Print_ISBN
978-1-4673-2419-9
Electronic_ISBN
1553-572X
Type
conf
DOI
10.1109/IECON.2012.6389269
Filename
6389269
Link To Document