Iterative matching synchrosqueezing transform and application to rotating machinery fault diagnosis under nonstationary conditions

被引:19
|
作者
Hua, Zehui [1 ]
Shi, Juanjuan [1 ]
Luo, Yang [2 ]
Huang, Weiguo [1 ]
Wang, Jun [1 ]
Zhu, Zhongkui [1 ]
机构
[1] Soochow Univ, Sch Rail Transportat, Suzhou 215131, Peoples R China
[2] Chongqing Univ, Coll Mech Engn, Chongqing 400030, Peoples R China
基金
中国国家自然科学基金;
关键词
Time-frequency analysis; Synchrosqueezing transform; Instantaneous frequency; Signal reconstruction; Machine fault diagnosis; DEMODULATION TRANSFORM; FEATURE-EXTRACTION; FREQUENCY; OPTIMIZATION; REDUCTION; BEARINGS;
D O I
10.1016/j.measurement.2020.108592
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Synchrosqueezing transform (SST) and its advanced version matching SST have been widely used for rotating machinery fault diagnosis. However, the short-time Fourier transform (STFT) based matching SST suffers from extra time-frequency blurriness when the analyzed signal is strongly time-varying and contaminated by noise. A novel method called iterative matching Synchrosqueezing transform is, therefore, proposed by iteratively applying reassignment operations to address the smearing problem of time-frequency representation (TFR). The capability of the proposed method in increasing the readability of TFR is mathematically analyzed. The signal reconstruction is also derived and realized by detecting instantaneous frequency (IF) ridges from the improved TFR. Analyzing results of simulated and experimental signals show that the proposed method could further sharpen the IF ridges and improve the TFR readability. The detailed IF features of vibrations can then be easily identified on the TFRs of the proposed method for rotating machinery fault diagnosis.
引用
收藏
页数:14
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