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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| Format: | Article |
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MDPI AG
2023-04-01
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| Series: | Materials |
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| Online Access: | https://www.mdpi.com/1996-1944/16/7/2833 |
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| author | Yaonan Cheng Xiaoyu Gai Rui Guan Yingbo Jin Mengda Lu |
| author_facet | Yaonan Cheng Xiaoyu Gai Rui Guan Yingbo Jin Mengda Lu |
| author_sort | Yaonan Cheng |
| collection | DOAJ |
| 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. |
| first_indexed | 2024-03-11T05:32:01Z |
| format | Article |
| id | doaj.art-9cd78dd3a43c498a876b65361395bb2a |
| institution | Directory Open Access Journal |
| issn | 1996-1944 |
| language | English |
| last_indexed | 2024-03-11T05:32:01Z |
| publishDate | 2023-04-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Materials |
| spelling | doaj.art-9cd78dd3a43c498a876b65361395bb2a2023-11-17T17:05:48ZengMDPI AGMaterials1996-19442023-04-01167283310.3390/ma16072833Temperature Experiment and Parameter Optimization of Cemented Carbide Tool in Milling 508III SteelYaonan Cheng0Xiaoyu Gai1Rui Guan2Yingbo Jin3Mengda Lu4School of Mechanical Engineering, Harbin University of Science and Technology, Harbin 150080, ChinaSchool of Mechanical Engineering, Harbin University of Science and Technology, Harbin 150080, ChinaSchool of Mechanical Engineering, Harbin University of Science and Technology, Harbin 150080, ChinaSchool of Mechanical Engineering, Harbin University of Science and Technology, Harbin 150080, ChinaSchool of Mechanical Engineering, Harbin University of Science and Technology, Harbin 150080, ChinaIn 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.https://www.mdpi.com/1996-1944/16/7/2833temperature experimentparameter optimizationresponse surface methodcemented carbide tool508IIIsteel |
| spellingShingle | Yaonan Cheng Xiaoyu Gai Rui Guan Yingbo Jin Mengda Lu Temperature Experiment and Parameter Optimization of Cemented Carbide Tool in Milling 508III Steel Materials temperature experiment parameter optimization response surface method cemented carbide tool 508IIIsteel |
| 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 | temperature experiment parameter optimization response surface method cemented carbide tool 508IIIsteel |
| url | https://www.mdpi.com/1996-1944/16/7/2833 |
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