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Calculating method of plastic injection moulding technological window

A technology of injection molding and process window, applied in the field of plastic injection molding, which can solve problems such as large amount of calculation, difficult technical description, high-dimensional nonlinearity of process window, etc.

Active Publication Date: 2014-12-10
HUAZHONG UNIV OF SCI & TECH
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  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0007] In view of the above defects or improvement needs of the prior art, the present invention provides a calculation method for the process window of plastic injection molding, which overcomes the problems of high dimensionality and nonlinearity of the process window, difficulty in description and large amount of calculation in the prior art

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  • Calculating method of plastic injection moulding technological window
  • Calculating method of plastic injection moulding technological window
  • Calculating method of plastic injection moulding technological window

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Embodiment Construction

[0072] In order to make the object, technical solution and advantages of the present invention clearer, the present invention will be further described in detail below in conjunction with the accompanying drawings and embodiments. It should be understood that the specific embodiments described here are only used to explain the present invention, not to limit the present invention. In addition, the technical features involved in the various embodiments of the present invention described below can be combined with each other as long as they do not constitute a conflict with each other.

[0073] The principle of the invention is to calculate the process window of plastic injection molding through fast simulation and support vector machine, so as to solve the problems of difficult description and large amount of calculation caused by the non-linear process window.

[0074] Support vector machine is a classification method based on the VC dimension theory of statistical learning th...

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Abstract

The invention provides a calculating method of a plastic injection moulding technological window. The method comprises the following steps: selecting types of technological parameters, determining factors of an orthogonal test, determining the level of each factor according to the value range of the technological parameters, and selecting an orthogonal table according to the numbers of factors and levels; calculating pressure distribution, melt temperature distribution and shearing speed distribution of a product in a moulding process, and calculating the inlet maximum pressure, the melt maximum temperature difference and the maximum shearing speed; evaluating each technological parameter combination in the orthogonal table in the second step according to the calculating result to establish quality evaluation of the product; training a training sample by a support vector sorting machine according to the quality evaluation of the product to calculate an optimal solution and a threshold value; and constructing a discriminant according to the training sample, the optimal solution and the threshold value to describe the technological window of selected parameters. The method provided by the invention is free from comprehensive tests, the calculated amount of numerical simulation is less, and the high-dimensional non-linear technological window can be directly described through a discrimination function.

Description

technical field [0001] The invention belongs to the technical field of plastic injection molding, and more specifically relates to a calculation method for a process window of plastic injection molding. Background technique [0002] In the injection molding process, the process parameters of melt temperature, mold temperature, VP switching position, injection rate, holding pressure, and holding time are the main factors that determine the quality of plastic injection molding products. Its setting mainly depends on the experience and level of the craftsman at present. However, due to the wide variety of plastic materials and various mold structures, it is difficult to set manual process parameters, low production efficiency, low yield, poor repeatability, and difficult to guarantee quality. [0003] Injection molding process parameters need to have strong robustness in actual production to ensure the stable production of products. Due to the differences in the power, struct...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): B29C45/76
CPCB29C45/766B29C2945/76913
Inventor 周华民张云李德群崔树标黄志高李俊聪高煌李阳
Owner HUAZHONG UNIV OF SCI & TECH
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