Title :
The use of a modified Prony´s method to track the broken rotor bars characteristic frequencies and amplitudes, in three-phase induction motors
Author :
Sahraoui, Mohamed ; Cardoso, Antonio J. Marques ; Ghoggal, Adel
Author_Institution :
LGEB, Univ. of Biskra, Biskra, Algeria
Abstract :
The knowledge of the broken rotor bars characteristic frequencies and amplitudes has a great importance for all related diagnostic methods. The monitoring of motor faults requires a high resolution spectrum to separate different frequency components. The Discrete Fourier Transform (DFT) has been widely used to achieve these requirements. However, DFT can give meaningful information only for stationary harmonics which cannot be guaranteed in real cases. In addition, a long data sequence is necessary for DFT to get high frequency resolution. Nevertheless, the signals are time-varying, and the steady-state conditions can be lost for a long time acquisition. As a solution for these problems, this paper proposes an efficient time-domain technique based on a modified Prony´s method for the estimation of the frequencies/amplitudes of broken rotor bar faults. Using this technique, the stator current is divided into short overlapped time windows, and each one is analyzed by the Least Squares Prony´s method. The proposed technique provides a linear-time frequency/amplitude representation with high frequency resolution and adjustable time resolution. It is shown that this technique allows tracking the frequencies and amplitudes of the sidebands around the fundamental frequency component with a very high accuracy. The efficiency of the proposed method is verified by simulation and experimental tests.
Keywords :
discrete Fourier transforms; fault diagnosis; filtering theory; frequency estimation; induction motors; least squares approximations; rotors; signal resolution; stators; time-domain analysis; MCSA; STLSP; broken rotor bars characteristic frequency estimation; discrete Fourier transform; fault diagnosis; linear-time frequency-amplitude representation; motor current signature analysis; motor fault monitoring; short time least squares Prony method; stationary harmonics; stator current; three-phase induction motors; time windows; time-domain technique; Discrete Fourier transforms; Frequency estimation; Harmonic analysis; Mathematical model; Power harmonic filters; Rotors; Time-frequency analysis; Filtering; Frequency resolution; MCSA; Prony´s method;
Conference_Titel :
Power Electronics, Electrical Drives, Automation and Motion (SPEEDAM), 2014 International Symposium on
Conference_Location :
Ischia
DOI :
10.1109/SPEEDAM.2014.6871940