Cargando…

A Holistic Approach to Cooling System Selection and Injection Molding Process Optimization Based on Non-Dominated Sorting

This study applied a holistic approach to the problem of controlling the temperature of critical areas of tools using conformal cooling. The entire injection molding process is evaluated at the tool design stage using four criteria, one from each stage of the process cycle, to produce a tool with ef...

Descripción completa

Detalles Bibliográficos
Autores principales: Gotlih, Janez, Brezocnik, Miran, Pal, Snehashis, Drstvensek, Igor, Karner, Timi, Brajlih, Tomaz
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9696673/
https://www.ncbi.nlm.nih.gov/pubmed/36432969
http://dx.doi.org/10.3390/polym14224842
_version_ 1784838369735344128
author Gotlih, Janez
Brezocnik, Miran
Pal, Snehashis
Drstvensek, Igor
Karner, Timi
Brajlih, Tomaz
author_facet Gotlih, Janez
Brezocnik, Miran
Pal, Snehashis
Drstvensek, Igor
Karner, Timi
Brajlih, Tomaz
author_sort Gotlih, Janez
collection PubMed
description This study applied a holistic approach to the problem of controlling the temperature of critical areas of tools using conformal cooling. The entire injection molding process is evaluated at the tool design stage using four criteria, one from each stage of the process cycle, to produce a tool with effective cooling that enables short cycle times and ensures good product quality. Tool manufacturing time and cost, as well as tool life, are considered in the optimization by introducing a novel tool-efficiency index. The multi-objective optimization is based on numerical simulations. The simulation results show that conformal cooling effectively cools the critical area of the tool and provides the shortest cycle times and the lowest warpage, but this comes with a trade-off in the tool-efficiency index. By using the tool-efficiency index with non-dominated sorting, the number of relevant simulation cases could be reduced to six, which greatly simplifies the decision regarding the choice of cooling system and process parameters. Based on the study, a tool with conformal cooling channels was made, and a coolant inlet temperature of 20 °C and a flow rate of 5 L/min for conformal and 7.5–9.5 L/min for conventional cooling channels were selected for production. The simulation results were validated by experimental measurements.
format Online
Article
Text
id pubmed-9696673
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-96966732022-11-26 A Holistic Approach to Cooling System Selection and Injection Molding Process Optimization Based on Non-Dominated Sorting Gotlih, Janez Brezocnik, Miran Pal, Snehashis Drstvensek, Igor Karner, Timi Brajlih, Tomaz Polymers (Basel) Article This study applied a holistic approach to the problem of controlling the temperature of critical areas of tools using conformal cooling. The entire injection molding process is evaluated at the tool design stage using four criteria, one from each stage of the process cycle, to produce a tool with effective cooling that enables short cycle times and ensures good product quality. Tool manufacturing time and cost, as well as tool life, are considered in the optimization by introducing a novel tool-efficiency index. The multi-objective optimization is based on numerical simulations. The simulation results show that conformal cooling effectively cools the critical area of the tool and provides the shortest cycle times and the lowest warpage, but this comes with a trade-off in the tool-efficiency index. By using the tool-efficiency index with non-dominated sorting, the number of relevant simulation cases could be reduced to six, which greatly simplifies the decision regarding the choice of cooling system and process parameters. Based on the study, a tool with conformal cooling channels was made, and a coolant inlet temperature of 20 °C and a flow rate of 5 L/min for conformal and 7.5–9.5 L/min for conventional cooling channels were selected for production. The simulation results were validated by experimental measurements. MDPI 2022-11-10 /pmc/articles/PMC9696673/ /pubmed/36432969 http://dx.doi.org/10.3390/polym14224842 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Gotlih, Janez
Brezocnik, Miran
Pal, Snehashis
Drstvensek, Igor
Karner, Timi
Brajlih, Tomaz
A Holistic Approach to Cooling System Selection and Injection Molding Process Optimization Based on Non-Dominated Sorting
title A Holistic Approach to Cooling System Selection and Injection Molding Process Optimization Based on Non-Dominated Sorting
title_full A Holistic Approach to Cooling System Selection and Injection Molding Process Optimization Based on Non-Dominated Sorting
title_fullStr A Holistic Approach to Cooling System Selection and Injection Molding Process Optimization Based on Non-Dominated Sorting
title_full_unstemmed A Holistic Approach to Cooling System Selection and Injection Molding Process Optimization Based on Non-Dominated Sorting
title_short A Holistic Approach to Cooling System Selection and Injection Molding Process Optimization Based on Non-Dominated Sorting
title_sort holistic approach to cooling system selection and injection molding process optimization based on non-dominated sorting
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9696673/
https://www.ncbi.nlm.nih.gov/pubmed/36432969
http://dx.doi.org/10.3390/polym14224842
work_keys_str_mv AT gotlihjanez aholisticapproachtocoolingsystemselectionandinjectionmoldingprocessoptimizationbasedonnondominatedsorting
AT brezocnikmiran aholisticapproachtocoolingsystemselectionandinjectionmoldingprocessoptimizationbasedonnondominatedsorting
AT palsnehashis aholisticapproachtocoolingsystemselectionandinjectionmoldingprocessoptimizationbasedonnondominatedsorting
AT drstvensekigor aholisticapproachtocoolingsystemselectionandinjectionmoldingprocessoptimizationbasedonnondominatedsorting
AT karnertimi aholisticapproachtocoolingsystemselectionandinjectionmoldingprocessoptimizationbasedonnondominatedsorting
AT brajlihtomaz aholisticapproachtocoolingsystemselectionandinjectionmoldingprocessoptimizationbasedonnondominatedsorting
AT gotlihjanez holisticapproachtocoolingsystemselectionandinjectionmoldingprocessoptimizationbasedonnondominatedsorting
AT brezocnikmiran holisticapproachtocoolingsystemselectionandinjectionmoldingprocessoptimizationbasedonnondominatedsorting
AT palsnehashis holisticapproachtocoolingsystemselectionandinjectionmoldingprocessoptimizationbasedonnondominatedsorting
AT drstvensekigor holisticapproachtocoolingsystemselectionandinjectionmoldingprocessoptimizationbasedonnondominatedsorting
AT karnertimi holisticapproachtocoolingsystemselectionandinjectionmoldingprocessoptimizationbasedonnondominatedsorting
AT brajlihtomaz holisticapproachtocoolingsystemselectionandinjectionmoldingprocessoptimizationbasedonnondominatedsorting