Feature extraction method of rotating machinery based on wpt-ceemd

A technology for rotating machinery and feature extraction, which is applied in the testing, measuring devices, instruments, etc. of machine/structural components to achieve the effect of suppressing the problem of modal aliasing and accurately extracting

Active Publication Date: 2018-06-12
NANJING UNIV OF INFORMATION SCI & TECH
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Problems solved by technology

After the two methods are adaptively decomposed, although the frequency aliasing defect of EMD is effectively suppressed, there is still a small amount of modal aliasing in the low frequency part.

Method used

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  • Feature extraction method of rotating machinery based on wpt-ceemd
  • Feature extraction method of rotating machinery based on wpt-ceemd
  • Feature extraction method of rotating machinery based on wpt-ceemd

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Embodiment Construction

[0039] The technical solutions of the present invention will be described in detail below in conjunction with the accompanying drawings.

[0040] Such as figure 1 The flow chart of the present invention shown, the rotating machinery feature extraction method based on WPT-CEEMD, comprises the following steps:

[0041] (1) Acquisition of vibration signals of rotating machinery;

[0042] (2) Perform FFT transformation on the collected vibration signal, and then use WPT transformation to denoise the signal, suppress the useless part in the signal, and enhance the useful part in the signal. The specific process is as follows:

[0043] (a) After selecting a wavelet base and determining the level of decomposition, the signal is decomposed by wavelet packet. The first layer of wavelet packet decomposition divides the signal into high and low frequency bands with 1 / 2 of the sampling frequency as the midpoint. Layer decomposition: The first layer is decomposed into two frequency bands...

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Abstract

The present invention discloses a rotating machinery feature extraction method on the basis of a WPT-CEEMD. The noise part is eliminated or useful frequency bands are extracted by utilizing the good local analysis capability of a WPT, then CEEMD adaptive decomposition is performed, and finally few frequency aliasing parts after decomposition are reused for correction by employing the WPT, so that the extraction of feature frequency signals is realized. Through combination of a WPT and a CEEMD, the rotating machinery feature extraction method on the basis of a WPT-CEEMD overcomes disadvantages of existing frequency aliasing, having no adaptability and the like in a fault diagnosis method.

Description

technical field [0001] The invention belongs to the field of fault diagnosis of mechanical equipment, and in particular relates to a feature extraction method of rotating machinery based on WPT-CEEMD. Background technique [0002] With the rapid development of modern industry and science and technology, industry has become the standard to measure the development of a country's science and technology. Mechanical equipment is the carrier of industrial development, providing key technologies for industrial development, and playing an increasingly important role in the national economy. At the same time, rotating machinery is also becoming more and more large-scale, complex, and sophisticated. The functions of mechanical equipment are increasing, the performance indicators are getting higher and higher, and its composition and structure are becoming more and more complicated. This will inevitably make The probability of failure is greatly increased. [0003] Rolling bearings a...

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G01M7/02G01H17/00
CPCG01H17/00G01M7/02
Inventor 张永宏陶润喆王丽华赵晓平谢阳阳
Owner NANJING UNIV OF INFORMATION SCI & TECH
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