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Temperature Experiment and Parameter Optimization of Cemented Carbide Tool in Milling 508III Steel
In machining 508III steel, the cemented carbide tool is subjected to a strong periodic thermal load impact, leading to serious tool-chip adhesion and shortening the tool life. Considering the influence of cutting parameters on temperature, temperature experiments and finite element (FE) simulations...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10095953/ https://www.ncbi.nlm.nih.gov/pubmed/37049127 http://dx.doi.org/10.3390/ma16072833 |
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author | Cheng, Yaonan Gai, Xiaoyu Guan, Rui Jin, Yingbo Lu, Mengda |
author_facet | Cheng, Yaonan Gai, Xiaoyu Guan, Rui Jin, Yingbo Lu, Mengda |
author_sort | Cheng, Yaonan |
collection | PubMed |
description | In machining 508III steel, the cemented carbide tool is subjected to a strong periodic thermal load impact, leading to serious tool-chip adhesion and shortening the tool life. Considering the influence of cutting parameters on temperature, temperature experiments and finite element (FE) simulations were carried out based on Box-Behnken experimental design criteria in the response surface method (RSM). Based on the experimental results, A second-order polynomial regression prediction model for temperature was constructed as the optimization objective function based on RSM. A temperature prediction model based on GA-SVM was established to predict temperature change. Taking cutting temperature and efficiency as evaluation indicators, the elitist nondominated sorting genetic algorithm was used to optimize cutting parameters. These findings may be important for the tool life improvement and reasonable parameter selection. |
format | Online Article Text |
id | pubmed-10095953 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-100959532023-04-13 Temperature Experiment and Parameter Optimization of Cemented Carbide Tool in Milling 508III Steel Cheng, Yaonan Gai, Xiaoyu Guan, Rui Jin, Yingbo Lu, Mengda Materials (Basel) Article In machining 508III steel, the cemented carbide tool is subjected to a strong periodic thermal load impact, leading to serious tool-chip adhesion and shortening the tool life. Considering the influence of cutting parameters on temperature, temperature experiments and finite element (FE) simulations were carried out based on Box-Behnken experimental design criteria in the response surface method (RSM). Based on the experimental results, A second-order polynomial regression prediction model for temperature was constructed as the optimization objective function based on RSM. A temperature prediction model based on GA-SVM was established to predict temperature change. Taking cutting temperature and efficiency as evaluation indicators, the elitist nondominated sorting genetic algorithm was used to optimize cutting parameters. These findings may be important for the tool life improvement and reasonable parameter selection. MDPI 2023-04-02 /pmc/articles/PMC10095953/ /pubmed/37049127 http://dx.doi.org/10.3390/ma16072833 Text en © 2023 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 Cheng, Yaonan Gai, Xiaoyu Guan, Rui Jin, Yingbo Lu, Mengda Temperature Experiment and Parameter Optimization of Cemented Carbide Tool in Milling 508III Steel |
title | Temperature Experiment and Parameter Optimization of Cemented Carbide Tool in Milling 508III Steel |
title_full | Temperature Experiment and Parameter Optimization of Cemented Carbide Tool in Milling 508III Steel |
title_fullStr | Temperature Experiment and Parameter Optimization of Cemented Carbide Tool in Milling 508III Steel |
title_full_unstemmed | Temperature Experiment and Parameter Optimization of Cemented Carbide Tool in Milling 508III Steel |
title_short | Temperature Experiment and Parameter Optimization of Cemented Carbide Tool in Milling 508III Steel |
title_sort | temperature experiment and parameter optimization of cemented carbide tool in milling 508iii steel |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10095953/ https://www.ncbi.nlm.nih.gov/pubmed/37049127 http://dx.doi.org/10.3390/ma16072833 |
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