1. Application of MMD in Gear Fault Feature Extraction under Variable Rotation Speed Working Conditions.
- Author
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ZHANG Kang, TIAN Zeyu, CHEN Xiangmin, LIAO Lida, and WU Jiateng
- Subjects
GEARING machinery vibration ,ROTATIONAL motion ,SPEED ,DECOMPOSITION method - Abstract
Under variable working conditions, the components of gear fault vibration signals had complex time-frequency characteristics that crossing multiple time scales or overlapping time-frequency domains. The traditional decomposition method could not decompose this kind of signals based on local time-scale characteristics. A new MMD method was introduced. The MMD method innovatively regarded the mono-component signals as a linear combination of eigenvectors with different weight coefficients. By iteratively optimizing the weight coefficients, the corresponding component signals were obtained. The problems that large amount of data reduced the decomposition efficiency when MMD analyzed the actual vibration signals with high sampling rate was solved. And the MMD method was applied to analyse gear fault vibration signals under variable rotating speed working conditions.The results show that the method may effectively decompose to the overlapping fault component signals in time-frequency domain, and has obvious advantages compare to the traditional method based on time-scale characteristics.Combined with order analysis, the gear fault feature information may be extracted clearly and accurately. [ABSTRACT FROM AUTHOR]
- Published
- 2022
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