Looking for breakthrough ideas for innovation challenges? Try Patsnap Eureka!

Gear case coupling modulation signal separation method based on inner product transformation and correlation filtering

A modulation signal and correlation filtering technology, which is applied in the measurement of ultrasonic/acoustic/infrasonic waves, measuring devices, instruments, etc., can solve the problem of single-pass analytical method or adaptive method, unclear physical meaning of dictionary atoms, difficult smooth modulation of wavelet transform and shock modulation etc.

Active Publication Date: 2015-01-28
SOUTH CHINA UNIV OF TECH
View PDF2 Cites 18 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

When there are distributed and concentrated faults in the gearbox at the same time, because the modulation sideband characteristics of the two faults on the spectrum are consistent, the smooth modulation and the shock modulation are coupled with each other, and the traditional spectrum analysis and demodulation analysis are difficult to diagnose the fault.
Especially when the meshing frequency and natural frequency of the gearbox overlap, even the wavelet transform, which has many advantages, is difficult to effectively separate the smooth modulation and the shock modulation for fault diagnosis; wavelet analysis also requires the basis function to be orthogonal, in terms of signal separation has greater limitations
The sparse decomposition method has advantages in separating multi-component signals, but the sparse dictionary can only be constructed through the analytical method or the adaptive method, the physical meaning of dictionary atoms is not clear, the versatility is not good, and the anti-noise performance is poor

Method used

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
View more

Image

Smart Image Click on the blue labels to locate them in the text.
Viewing Examples
Smart Image
  • Gear case coupling modulation signal separation method based on inner product transformation and correlation filtering
  • Gear case coupling modulation signal separation method based on inner product transformation and correlation filtering
  • Gear case coupling modulation signal separation method based on inner product transformation and correlation filtering

Examples

Experimental program
Comparison scheme
Effect test

Embodiment Construction

[0062] The present invention will be further described in detail below in conjunction with the embodiments and the accompanying drawings, but the embodiments of the present invention are not limited thereto.

[0063] like Figure 12 , the gear box coupled modulation signal separation method based on inner product transformation and correlation filtering, comprising the steps in the following order:

[0064] (1) Carry out experiments on the gearbox to collect surface vibration acceleration response signals near the bearing seat;

[0065] (2) Record the input working speed of the gearbox; select a section of vibration data for FFT transformation to obtain the amplitude spectrum;

[0066] (3) According to the gearbox operating conditions, structural parameters and vibration response characteristics, an analytical dictionary for smooth modulation signals is constructed;

[0067] (4) Through the inner product transformation and cyclic iteration of the smooth modulation analysis d...

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

PUM

No PUM Login to View More

Abstract

The invention discloses a gear case coupling modulation signal separation method based on inner product transformation and correlation filtering. According to the method, on the basis of the structure parameter (like the number Z of teeth) and the operational state (like the rotating frequency fn), a parsing dictionary Ds(t) capable of representing a stable modulation signal is constructed; an inherent frequency fd and a damping ratio Xi that correspond to the impact are identified in a gear case vibration acceleration signal x(t) by using a correlation filter method and an adaptive dictionary Dc(t) capable representing an impact modulation signal is constructed; and according to inner product transformation and correlation analyzing of the x(t), the Ds(t), and the Dc(t), sparse decomposition is carried out on the x(t) so as to obtain a primary function DS(t) and a coefficient Ai that are capable of expressing a stable modulation signal as well as a primary function DC (t) and a coefficient Bi that are capable of expressing an impact modulation signal, and separation is carried out to obtain a stable modulation signal Dpw(t) that is equal to sigma Ai DS (t) and an impact modulation signal Dcj(t) equal to sigma Bi DC (t). The method for constructing a parsing dictionary has advantages of both the parsing method and the adaptive method; and the physical significance is explicit. No complete orthogonality is required and the universality is high. The coupling modulation separation result is precise and reliable; and the anti-noise performance is good. A defect that the weak impact can not be extracted easily according to the traditional method can be overcome.

Description

technical field [0001] The invention relates to the fields of power machinery and signal processing, in particular to a gearbox coupling modulation signal separation method based on inner product transformation and correlation filtering. Background technique [0002] When the gearbox has tooth distribution defects or damage faults, the amplitude of the vibration signal will change during the gear meshing process, resulting in a smooth modulation of the amplitude. The modulated vibration response model can be represented by formula (2-1). Where: x m is the amplitude of the mth order meshing frequency component, is the phase of the mth order meshing frequency component, f z is the gear meshing frequency; A m,k is the amplitude of the kth order component of the mth order amplitude modulation function, α m,k its phase, f n is the rotational frequency of the defective gear shaft. [0003] [0004] The spectrum obtained by Fourier transforming x(t) is the meshing freque...

Claims

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

Application Information

Patent Timeline
no application Login to View More
IPC IPC(8): G01H17/00
Inventor 何国林丁康焦新涛杨志坚黄奕宏吴悠
Owner SOUTH CHINA UNIV OF TECH
Who we serve
  • R&D Engineer
  • R&D Manager
  • IP Professional
Why Patsnap Eureka
  • Industry Leading Data Capabilities
  • Powerful AI technology
  • Patent DNA Extraction
Social media
Patsnap Eureka Blog
Learn More
PatSnap group products