Short-Frequency Fourier Transform for Fault Diagnosis of Induction Machines Working in Transient Regime

被引:122
作者
Burriel-Valencia, Jordi [1 ]
Puche-Panadero, Ruben [1 ]
Martinez-Roman, Javier [1 ]
Sapena-Bano, Angel [1 ]
Pineda-Sanchez, Manuel [1 ]
机构
[1] Univ Politecn Valencia, Inst Energy Engn, E-46022 Valencia, Spain
关键词
Fault diagnosis; induction machines; short-frequency Fourier transform; short-frequency time transform; short-time Fourier transform; spectrogram; time-frequency distributions; WIGNER-VILLE DISTRIBUTION; WAVELET TRANSFORM; HIGH-PERFORMANCE; CROSS-TERMS; MOTORS; SIGNAL; DISTRIBUTIONS; TRACKING;
D O I
10.1109/TIM.2016.2647458
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
Transient-based methods for fault diagnosis of induction machines (IMs) are attracting a rising interest, due to their reliability and ability to adapt to a wide range of IM's working conditions. These methods compute the time-frequency (TF) distribution of the stator current, where the patterns of the related fault components can be detected. A significant amount of recent proposals in this field have focused on improving the resolution of the TF distributions, allowing a better discrimination and identification of fault harmonic components. Nevertheless, as the resolution improves, computational requirements (power computing and memory) greatly increase, restricting its implementation in low-cost devices for performing on-line fault diagnosis. To address these drawbacks, in this paper, the use of the short-frequency Fourier transform (SFFT) for fault diagnosis of induction machines working under transient regimes is proposed. The SFFT not only keeps the resolution of traditional techniques, such as the short-time Fourier transform, but also achieves a drastic reduction of computing time and memory resources, making this proposal suitable for on-line fault diagnosis. This method is theoretically introduced and experimentally validated using a laboratory test bench.
引用
收藏
页码:432 / 440
页数:9
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