DocumentCode
3662402
Title
Fault classification of broken rotor bars in induction motors based on envelope current analysis
Author
Mohammed Obaid Mustafa;George Nikolakopoulos;George Georgoulas
Author_Institution
Department of Computer Science, Electrical and Space Engineering, Luleå
fYear
2015
fDate
7/1/2015 12:00:00 AM
Firstpage
795
Lastpage
800
Abstract
In this article a method for the detection of one, two, and three broken bars in induction motors under full load condition is presented. The proposed methodo is based on current envelope analysis. The information obtained from the envelope current is valuable in manifesting and validating the presence of a broken bar fault, since it contains important information about the existence of a fault as well as its severity. The proposed method mainly focuses on the case of steady-state operation under full load. In the established fault diagnosis scheme six features are extracted from the envelope of the current and after the application of a Principal Component Analysis stage are fed to a classifier to perform the diagnosis. Three different classifiers, a linear, a quadratic and a nearest neighbour are investigated for the final stage of the diagnosis. The presented approach manifested promising results using experimental data.
Keywords
"Bars","Rotors","Feature extraction","Stators","Induction motors","Training","Estimation"
Publisher
ieee
Conference_Titel
Industrial Informatics (INDIN), 2015 IEEE 13th International Conference on
ISSN
1935-4576
Electronic_ISBN
2378-363X
Type
conf
DOI
10.1109/INDIN.2015.7281838
Filename
7281838
Link To Document