Broken rotor bar detection via four-band wavelet packet decomposition of motor current

被引:10
作者
Cekic, Yalcin [1 ]
Eren, Levent [2 ]
机构
[1] Istanbul Gelis Univ, Dept Elect & Elect Engn, Istanbul, Turkey
[2] Izmir Univ Econ, Dept Elect & Elect Engn, Izmir, Turkey
关键词
Induction motors; Broken rotor bars; Wavelet packet decomposition; Multi-band decomposition; CURRENT SIGNATURE ANALYSIS; BEARING DAMAGE DETECTION; STATOR CURRENT; INDUCTION MACHINES; FAULT-DIAGNOSIS; TRANSIENT; HARMONICS;
D O I
10.1007/s00202-017-0674-4
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 induction motor current is nonstationary by nature, and time-scale analysis techniques such as wavelet packet decomposition (WPD) are more suitable for the analysis of the stator current for broken rotor bar detection. But, WPD is very costly in terms of the computational effort when half-band FIR filter banks are used in analysis. The implementation of four-band FIR filter banks in the analysis of a phase current is proposed here to reduce the computational cost. The use of four-band FIR filter banks with FPGA implementation would also provide higher levels of parallel processing capability resulting in further reduction in computational time required for detection of broken rotor bar faults. In WPD, it is also possible to tailor the frequency band size (resolution) so that one frequency band covers all motor fault induced frequencies due to rotor speed variations. Here, the rms value for broken rotor bar fault-related frequency band is compared with the baseline data to detect any broken rotor bar faults.
引用
收藏
页码:1957 / 1962
页数:6
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