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

Method for calculating roll shaft performance index of flexible material processing device

A technology for processing equipment and flexible materials, applied in computing, computer components, instruments, etc., can solve problems such as data analysis, easy loss of data information, dimension disaster, etc.

Inactive Publication Date: 2018-11-27
GUANGDONG UNIV OF TECH
View PDF5 Cites 9 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, the current performance index of the roller shaft of flexible material processing equipment needs to use many principal components to characterize the performance characteristics of the roller shaft, which makes it difficult to analyze the huge data, resulting in a disaster of dimensionality, and it is easy to lose data information

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
  • Method for calculating roll shaft performance index of flexible material processing device
  • Method for calculating roll shaft performance index of flexible material processing device
  • Method for calculating roll shaft performance index of flexible material processing device

Examples

Experimental program
Comparison scheme
Effect test

Embodiment Construction

[0069] The technical solution of the present invention will be further described below in conjunction with the accompanying drawings and through specific implementation methods.

[0070] First, the vibration data of the roller shaft is collected by the three-axis acceleration sensor, and the vibration data is subjected to sliding average noise reduction to perform data feature extraction, including: time-domain characteristic parameters, frequency-domain characteristic parameters, and time-frequency domain characteristic parameters of the vibration data. Specifically, Absolute mean, root mean square, kurtosis, center frequency, root mean square frequency, standard deviation and energy values ​​of 4 intrinsic mode function components (E(C1), E(C2), E(C3), E( C4)).

[0071] Finally, the extracted feature data is input to the principal component analysis (PCA) weighted fusion module, and the formula used for the calculation of the roll shaft performance degradation index is obtai...

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

A method for calculating a roll shaft performance index of a flexible material processing device comprises the following steps: a step 1: acquiring vibration data of a roll shaft through a three-axisacceleration sensor; a step 2: performing data feature extraction after the vibration data is subjected to sliding average noise reduction, wherein the data feature includes a time domain feature parameter, a frequency domain feature parameter, and a time-frequency domain feature parameter of the vibration data; and a step 3: inputting the data feature into a principal component analysis weightedfusion module, and obtaining a performance degradation index for a roll shaft after the data feature is subjected to dimension reduction. The features of the vibration data of the flexible material processing device mainly include time domain features, frequency domain features and time-frequency domain features. The time domain features, the frequency domain features and the time-frequency domainfeatures are used for calculation of the performance degradation index for the roll shaft, which can comprehensively and accurately evaluate the performance degradation of the roll shaft.

Description

technical field [0001] The invention relates to the technical field of mechanical processing, in particular to a method for calculating the performance index of a roller shaft of a flexible material processing equipment. Background technique [0002] Under the demand of large-scale mass production and high-efficiency manufacturing, the performance of processing equipment determines the quality and efficiency of product manufacturing. Usually the performance of processing equipment is controlled by multiple or even hundreds of parameters, but in fact, only a few key parameters affect the machining equipment. Therefore, when analyzing huge data, in order to avoid the disaster of dimensionality, it is necessary not to lose data. Based on the information, how to screen the main characteristic parameters has become a research hotspot. [0003] The performance of the roller shaft of flexible material processing equipment directly determines the quality and production efficiency o...

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): G06K9/00G06K9/62
CPCG06F2218/08G06F18/2135G06F18/2411
Inventor 邓耀华周慧巧
Owner GUANGDONG 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