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Product quality prediction method and system in production and manufacturing process, medium and equipment

A product quality and manufacturing process technology, applied in the field of product quality prediction, can solve problems such as economic loss and slow speed, and achieve the effects of improving accuracy, controllable manufacturing process, and improving process flow

Active Publication Date: 2020-04-10
国机智能技术研究院有限公司
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  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, at present, most enterprises use the method of manual sampling to control product quality. This method is not only slow, but also if a large number of unqualified products appear, it will cause huge economic losses.

Method used

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  • Product quality prediction method and system in production and manufacturing process, medium and equipment
  • Product quality prediction method and system in production and manufacturing process, medium and equipment
  • Product quality prediction method and system in production and manufacturing process, medium and equipment

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Embodiment Construction

[0012] The principles and features of the present invention are described below in conjunction with the accompanying drawings, and the examples given are only used to explain the present invention, and are not intended to limit the scope of the present invention.

[0013] figure 1 A schematic flowchart of a method for predicting product quality in a manufacturing process provided by an embodiment of the present invention. Such as figure 1 As shown, the method includes:

[0014] Obtain sample data, perform data preprocessing on the sample data; determine at least one key process in the whole process of manufacturing; create a corresponding key process prediction model for the at least one key process; use the sample data of the key process to analyze the key The process prediction model is trained and corrected; the key process prediction model is used to predict the key process, and the prediction result of the key process is obtained; the whole process prediction model of t...

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Abstract

The invention relates to a product quality prediction method and system in a production and manufacturing process, a medium and equipment. The method comprises the following steps: carrying out data preprocessing on acquired sample data; determining a key process; creating a key process prediction model for the key process; training and correcting the key process prediction model; performing key process prediction by utilizing the key process prediction model to obtain a prediction result of the key process; creating a whole-process prediction model of the whole process according to the prediction result of the key process; training and correcting the whole process prediction model; and predicting the product quality by using the whole-process prediction model. According to the method, thekey process in the product manufacturing process is predicted, and the prediction result of the key process is used as an input quantity for predicting the overall product quality, so that the accuracy of product quality prediction is improved, and the production and manufacturing process is controllable; and the product problem source can be traced conveniently, so that the technological processis improved.

Description

technical field [0001] The invention relates to the technical field of product quality prediction, in particular to a method, system, medium and equipment for product quality prediction in a manufacturing process. Background technique [0002] At present, in the process of industrial production, high-quality products can not only bring high profits to enterprises, but also enhance the popularity and recognition of corporate brands. pivotal role. However, at present, most enterprises adopt the method of manual sampling inspection for product quality control. This method is not only slow, but also if a large number of unqualified products appear, it will cause huge economic losses. Contents of the invention [0003] The technical problem to be solved by the present invention is to provide a product quality prediction method, system, medium and equipment in the manufacturing process for the problems existing in the prior art. [0004] In order to solve the above technical p...

Claims

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Application Information

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IPC IPC(8): G06K9/62G06N3/04G06N3/08G06Q10/04G06Q10/06G06Q50/04
CPCG06N3/08G06Q10/04G06Q10/06395G06Q50/04G06N3/044G06N3/045G06F18/23Y02P90/30
Inventor 王源涛高云鹏孔祥君刘曙
Owner 国机智能技术研究院有限公司
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