Velocity Synchrosqueezing Windowed Fourier Transform for Fault Diagnosis of Fixed-shaft Gearbox Under Nonstationary Conditions

被引:0
|
作者
Guan, Yunpeng [1 ]
Liang, Ming [1 ]
Necsulescu, Dan-Sorin [1 ]
机构
[1] Univ Ottawa, Dept Mech Engn, Ottawa, ON, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
time-frequency analysis; fault diagnosis; synchrosqueezing transform; TURBINE PLANETARY GEARBOX; FREQUENCY; DEMODULATION;
D O I
10.1109/PHM-Chongqing.2018.00133
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The Velocity synchrosqueezing transform (VST) is a good method to analyze the vibration signal for condition monitoring of planetary gearbox under non-stationary conditions. The VST is realized by jointly applying domain mapping, synchrosqueezing transform (SST) and time-freqeuncy representation (TFR) restoration. It features a smear-free result for time-frequency analysis. However the VST has lower frequency resolution in the higher frequency region, this drawback limits its effectiveness in analyzing the vibration signal of fixed-shaft gearbox. To resolve this problem, this paper proposes the velocity synchrosqueezing windowed Fourier transform (VSWFT) method. Compared with the VST, this method employs the synchrosqueezing windowed Fourier transform (SWFT), instead of the SST, to process the angle-domain signal. As the SWFT uses window with fixed window length, it has fixed time-frequency resolution, which is more suitable for analyzing vibration signal of fixed-shaft gearbox. Finally the TFR is restored from the SWFT. The fault, if any, can be diagnosed by identifying the revealed sidebands of meshing frequency in the TFR. The effectiveness of the proposed method is validated using experimental vibration signal collected from a faulty gearbox under a non-stationary condition.
引用
收藏
页码:746 / 752
页数:7
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