Unlock instant, AI-driven research and patent intelligence for your innovation.

Paper sheet tensile strength prediction method and device

A technology of tensile strength and prediction method, which is applied in the direction of prediction, nuclear method, registration/indicating machine work, etc., and can solve the problem of predicting tensile strength, low accuracy, and low accuracy of measurement results of tensile strength of paper sheets, etc. problems, to achieve the effect of improving accuracy and reducing waste of resources

Active Publication Date: 2020-03-24
广州博依特智能信息科技有限公司
View PDF4 Cites 4 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

At present, the measurement of the tensile strength of the paper sheet is mainly realized by manual measurement, and then the evaluation of the paper quality is realized. However, the manual measurement method has low efficiency and low accuracy, and it is difficult to realize the measurement of the product quality of each paper sheet, which makes There are still a large number of substandard paper products in the market
[0003] In the existing technology, a small number of enterprises or quality inspection departments use paper sheet tensile strength measurement equipment to realize the measurement of paper sheet tensile strength, but the existing paper sheet tensile strength measurement equipment only considers the technological conditions of papermaking. The impact of the tensile strength of the paper, resulting in low accuracy of the measurement results of the tensile strength of the paper; not only that, the existing paper tensile strength measurement equipment can only measure the tensile strength according to the existing paper finished products , there is a certain hysteresis, and the tensile strength of the paper cannot be predicted based on the existing paper raw material and process characteristic data, so the paper machine process cannot be adjusted in time according to the prediction results, which is not conducive to reducing the paper production process. waste of resources

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
  • Paper sheet tensile strength prediction method and device
  • Paper sheet tensile strength prediction method and device
  • Paper sheet tensile strength prediction method and device

Examples

Experimental program
Comparison scheme
Effect test

no. 1 example

[0058] see figure 1 , is a schematic flowchart of an embodiment of the method for predicting the tensile strength of a paper sheet provided by the present invention. like figure 1 , the construction method includes step 101 to step 105, each step is as follows:

[0059] Step 101: Obtain N sets of paper production process data; wherein, N is a positive integer greater than 1, and each set of paper production process data includes the first fiber shape data before refining, the refining process data, and the first fiber shape data after refining. Two fiber morphology data, paper machine process data and sheet tensile strength.

[0060] In this embodiment, step 101 is specifically: acquiring the first data of N sets of paper sheet production process; wherein, N is a positive integer greater than 1; preprocessing the first data, removing dirty data or data that cannot be directly analyzed , to obtain N sets of second data; normalize the second data to obtain N sets of third dat...

no. 2 example

[0105] See figure 2 , is a structural schematic diagram of the second embodiment of a paper sheet tensile strength prediction device provided by the present invention. The device includes: a data acquisition module 201 and a prediction module 202 .

[0106] The data acquisition module 201 is used to acquire N sets of paper sheet production process data; wherein, N is a positive integer greater than 1, and each set of paper sheet production process data includes first fiber shape data before refining, refining process data, refining Secondary fiber morphology data, paper machine process data and sheet tensile strength after pulping;

[0107] A prediction module 202, configured to predict the data acquired by the data acquisition module, wherein the prediction module 202 includes a first model construction unit 301, a second model construction unit 302, a third model construction unit 303 and a prediction unit 304;

[0108] The first model construction unit 301 is used to ran...

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 paper sheet tensile strength prediction method and device. The method comprises the steps of acquiring and dividing paper sheet production process data into a training set and a test set; optimizing parameters of an SVM algorithm by utilizing the fiber form data and the pulping process data in the training set to obtain a fiber form soft measurement model; obtaining a tensile strength soft measurement model by utilizing the fiber form data in the training set, the paper machine process data and parameters of a paper sheet tensile strength optimization gradient enhancement regression tree algorithm; testing and adjusting a paper sheet tensile strength soft measurement model formed by combining the two models by using a test set; and carrying out tensile strength prediction on to-be-predicted paper sheet production data by utilizing the adjusted paper sheet tensile strength soft measurement model. By adopting the method and the device, the tensile strength of the to-be-predicted paper sheet production data can be predicted, and the accuracy of a tensile strength prediction result of the to-be-predicted paper sheet production data can be further improved.

Description

technical field [0001] The invention relates to the field of predicting the tensile strength of paper sheets, in particular to a method and device for predicting the tensile strength of paper sheets. Background technique [0002] In recent years, the rapid growth of paper consumption has caused large-scale paper factories to meet market demand, only guaranteeing the output of paper but not the quality of paper, resulting in a large number of unqualified paper products on the market. At present, the measurement of the tensile strength of the paper sheet is mainly realized by manual measurement, and then the evaluation of the paper quality is realized. However, the manual measurement method has low efficiency and low accuracy, and it is difficult to realize the measurement of the product quality of each paper sheet, which makes There are still large quantities of substandard paper products on the market. [0003] In the existing technology, a small number of enterprises or qu...

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): G07C3/00G06Q10/04G06Q50/04G06N20/10
CPCG06N20/10G06Q10/04G06Q50/04G07C3/005Y02P90/30
Inventor 洪蒙纳李继庚江伦蔡杰焕
Owner 广州博依特智能信息科技有限公司