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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...

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Detalles Bibliográficos
Autores principales: Cheng, Yaonan, Gai, Xiaoyu, Guan, Rui, Jin, Yingbo, Lu, Mengda
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
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.
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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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