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Recent progress in minimizing the warpage and shrinkage deformations by the optimization of process parameters in plastic injection molding: a review
The quality control of plastic products is an essential aspect of the plastic injection molding (PIM) process. However, the warpage and shrinkage deformations continue to exist because the PIM process is easily interfered with by several related or independent process parameters. Thus, great efforts...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer London
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8831005/ https://www.ncbi.nlm.nih.gov/pubmed/35194289 http://dx.doi.org/10.1007/s00170-022-08859-0 |
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author | Zhao, Nan-yang Lian, Jiao-yuan Wang, Peng-fei Xu, Zhong-bin |
author_facet | Zhao, Nan-yang Lian, Jiao-yuan Wang, Peng-fei Xu, Zhong-bin |
author_sort | Zhao, Nan-yang |
collection | PubMed |
description | The quality control of plastic products is an essential aspect of the plastic injection molding (PIM) process. However, the warpage and shrinkage deformations continue to exist because the PIM process is easily interfered with by several related or independent process parameters. Thus, great efforts have been devoted to optimizing process parameters to minimize the warpage and shrinkage deformations of products during the last decades. In this review, we begin by introducing the manufacturing process in PIM and the cause of warpage and shrinkage deformations, followed by the mechanism about how process parameters, like mold temperature, melt temperature, injection rate, injection pressure, holding pressure, holding and cooling duration, affect those defects. Then, we summarize the recent progress of the design of experiments and four advanced methods (artificial neural networks, genetic algorithm, response surface methodology, and Kriging model) on optimizing process parameters to minimize the warpage and shrinkage deformations. In the end, future perspectives of quality control in injection molding machines are discussed. |
format | Online Article Text |
id | pubmed-8831005 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer London |
record_format | MEDLINE/PubMed |
spelling | pubmed-88310052022-02-18 Recent progress in minimizing the warpage and shrinkage deformations by the optimization of process parameters in plastic injection molding: a review Zhao, Nan-yang Lian, Jiao-yuan Wang, Peng-fei Xu, Zhong-bin Int J Adv Manuf Technol Critical Review The quality control of plastic products is an essential aspect of the plastic injection molding (PIM) process. However, the warpage and shrinkage deformations continue to exist because the PIM process is easily interfered with by several related or independent process parameters. Thus, great efforts have been devoted to optimizing process parameters to minimize the warpage and shrinkage deformations of products during the last decades. In this review, we begin by introducing the manufacturing process in PIM and the cause of warpage and shrinkage deformations, followed by the mechanism about how process parameters, like mold temperature, melt temperature, injection rate, injection pressure, holding pressure, holding and cooling duration, affect those defects. Then, we summarize the recent progress of the design of experiments and four advanced methods (artificial neural networks, genetic algorithm, response surface methodology, and Kriging model) on optimizing process parameters to minimize the warpage and shrinkage deformations. In the end, future perspectives of quality control in injection molding machines are discussed. Springer London 2022-02-10 2022 /pmc/articles/PMC8831005/ /pubmed/35194289 http://dx.doi.org/10.1007/s00170-022-08859-0 Text en © The Author(s), under exclusive licence to Springer-Verlag London Ltd., part of Springer Nature 2022 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Critical Review Zhao, Nan-yang Lian, Jiao-yuan Wang, Peng-fei Xu, Zhong-bin Recent progress in minimizing the warpage and shrinkage deformations by the optimization of process parameters in plastic injection molding: a review |
title | Recent progress in minimizing the warpage and shrinkage deformations by the optimization of process parameters in plastic injection molding: a review |
title_full | Recent progress in minimizing the warpage and shrinkage deformations by the optimization of process parameters in plastic injection molding: a review |
title_fullStr | Recent progress in minimizing the warpage and shrinkage deformations by the optimization of process parameters in plastic injection molding: a review |
title_full_unstemmed | Recent progress in minimizing the warpage and shrinkage deformations by the optimization of process parameters in plastic injection molding: a review |
title_short | Recent progress in minimizing the warpage and shrinkage deformations by the optimization of process parameters in plastic injection molding: a review |
title_sort | recent progress in minimizing the warpage and shrinkage deformations by the optimization of process parameters in plastic injection molding: a review |
topic | Critical Review |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8831005/ https://www.ncbi.nlm.nih.gov/pubmed/35194289 http://dx.doi.org/10.1007/s00170-022-08859-0 |
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