DocumentCode :
3535062
Title :
Robust multivariate control charts for early detection of broken rotor bars in an induction motors fed by a voltage source inverter
Author :
Garcia-Escudero, Luis A. ; Duque-Perez, Oscar ; Morinigo-Sotelo, Daniel ; Perez-Alonso, Marcelo
Author_Institution :
Dept. of Stat. & Operational Res., Univ. of Valladolid, Valladolid, Spain
fYear :
2011
fDate :
11-13 May 2011
Firstpage :
1
Lastpage :
6
Abstract :
In this paper, we present a work in progress about the development of an expert system to detect incipient faults related to asymmetries in the rotor cage in induction motors fed by Voltage Source Inverters. The expert system is based on a condition monitoring technique based on robust statistical tools, and it makes use of the Fast Fourier Transform to obtain the spectrum of the motor line current and a multiresolution technique using wavelet functions to detect significant peaks in the spectrum and to measure the height of these peaks with respect to the "baseline" signal. Finally, a Quality Control approach based on robust multivariate control charts is applied to detect a progressive deterioration of the rotor cage. This technique has been successfully applied to the early detection of broken bars in induction motors fed by a sinusoidal voltage supply and it is to be adapted to the case of voltage source inverter supply. A case-study is shown in which a cage fault condition was provoked by drilling a hole in one of the bars of an induction motor obtaining different fault conditions by progressively making the hole deeper and a great deal of laboratory tests were performed for each fault condition being the motor supplied by a power converter with a fundamental frequency of 35 Hz.
Keywords :
condition monitoring; control charts; fast Fourier transforms; fault diagnosis; induction motors; invertors; power convertors; quality control; rotors; broken rotor bar detection; condition monitoring technique; fast Fourier transform; fault conditions; frequency 35 Hz; induction motors; multiresolution technique; power converter; quality control approach; robust multivariate control chart; rotor cage; sinusoidal voltage supply; voltage source inverter; wavelet functions; Amplitude modulation; Bars; Condition monitoring; Control charts; Harmonic analysis; Induction motors; Rotors;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Power Engineering, Energy and Electrical Drives (POWERENG), 2011 International Conference on
Conference_Location :
Malaga
ISSN :
2155-5516
Print_ISBN :
978-1-4244-9845-1
Electronic_ISBN :
2155-5516
Type :
conf
DOI :
10.1109/PowerEng.2011.6036514
Filename :
6036514
Link To Document :
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