Fault Diagnosis of Rotating Electrical Machines in Transient Regime Using a Single Stator Current's FFT

被引:94
作者
Sapena-Bano, Angel [1 ]
Pineda-Sanchez, Manuel [1 ]
Puche-Panadero, Ruben [1 ]
Martinez-Roman, Javier [1 ]
Matic, Dragan [2 ]
机构
[1] Univ Politecn Valencia, Dept Elect Engn, Valencia 46022, Spain
[2] Univ Novi Sad, Dept Comp & Control Engn, Novi Sad 402920, Serbia
关键词
Condition monitoring; discrete wavelet packet transform (DWPT); discrete wavelet transform (DWT); fault diagnosis; Fourier transforms (FTs); harmonic wavelet; signal processing; DISCRETE WAVELET TRANSFORM; ROTOR INDUCTION MACHINES; HARMONIC WAVELETS; FREQUENCY-ANALYSIS; SIGNAL ANALYSIS; TIME-FREQUENCY; MOTORS; CLASSIFICATION; IDENTIFICATION; VIBRATION;
D O I
10.1109/TIM.2015.2444240
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The discrete wavelet transform (DWT) has attracted a rising interest in recent years to monitor the condition of rotating electrical machines in transient regime, because it can reveal the time-frequency behavior of the current's components associated to fault conditions. Nevertheless, the implementation of the wavelet transform (WT), especially on embedded or low-power devices, faces practical problems, such as the election of the mother wavelet, the tuning of its parameters, the coordination between the sampling frequency and the levels of the transform, and the construction of the bank of wavelet filters, with highly different bandwidths that constitute the core of the DWT. In this paper, a diagnostic system using the harmonic WT is proposed, which can alleviate these practical problems because it is built using a single fast Fourier transform of one phase's current. The harmonic wavelet was conceived to perform musical analysis, hence its name, and it has spread into many fields, but, to the best of the authors' knowledge, it has not been applied before to perform fault diagnosis of rotating electrical machines in transient regime using the stator current. The simplicity and performance of the proposed approach are assessed by comparison with other types of WTs, and it has been validated with the experimental diagnosis of a 3.15-MW induction motor with broken bars.
引用
收藏
页码:3137 / 3146
页数:10
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