Fast Estimation of Favorable Parameters of Hot Metal Forming, Using the Fuzzy Logic Method
The paper presents an approach based on the use of the fuzzy logic method as a tool for quick estimation of favorable parameters of hot plastic working of selected alloy and for the identification of those combinations of parameters that should be avoided. The idea and basic principles of operation...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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Polish Academy of Sciences
2023-06-01
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| Series: | Archives of Metallurgy and Materials |
| Subjects: | |
| Online Access: | https://journals.pan.pl/Content/127411/PDF/AMM-2023-2-38-Wojtaszek.pdf |
| _version_ | 1797810353909792768 |
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| author | M. Wojtaszek K. Zyguła |
| author_facet | M. Wojtaszek K. Zyguła |
| author_sort | M. Wojtaszek |
| collection | DOAJ |
| description | The paper presents an approach based on the use of the fuzzy logic method as a tool for quick estimation of favorable parameters of hot plastic working of selected alloy and for the identification of those combinations of parameters that should be avoided. The idea and basic principles of operation of fuzzy controllers for the selection of thermo-mechanical parameters of hot metal forming were presented. The most important information necessary for a quick analysis based on knowledge engineering has been compiled. An example of the fuzzy controller using the information obtained based on plastometric test data and the results of observation of the microstructure state of deformed samples at various temperature and strain rate variants is presented. For the tested alloy, it was shown that the analysis of the parameters of their plastic processing using the fuzzy logic method, based on properly formulated expert knowledge, leads to obtaining satisfactory results. Thus, it was confirmed that fuzzy logic can be successfully used as a tool for quick estimation of correct or unfavorable thermal and mechanical combinations of hot forging processes. |
| first_indexed | 2024-03-13T07:06:29Z |
| format | Article |
| id | doaj.art-558cfb4c01d34e4291136537f205a8a4 |
| institution | Directory Open Access Journal |
| issn | 2300-1909 |
| language | English |
| last_indexed | 2024-03-13T07:06:29Z |
| publishDate | 2023-06-01 |
| publisher | Polish Academy of Sciences |
| record_format | Article |
| series | Archives of Metallurgy and Materials |
| spelling | doaj.art-558cfb4c01d34e4291136537f205a8a42023-06-06T08:16:19ZengPolish Academy of SciencesArchives of Metallurgy and Materials2300-19092023-06-01vol. 68No 2723731https://doi.org/10.24425/amm.2023.142454Fast Estimation of Favorable Parameters of Hot Metal Forming, Using the Fuzzy Logic MethodM. Wojtaszek0https://orcid.org/0000-0001-6942-8388K. Zyguła1https://orcid.org/0000-0002-4586-5281AGH University of Science and Technology, Faculty of Metals Engineering and Industrial Computer Science, Al. Mickiewicza 30, 30-059 Krakow, PolandAGH University of Science and Technology, Faculty of Metals Engineering and Industrial Computer Science, Al. Mickiewicza 30, 30-059 Krakow, PolandThe paper presents an approach based on the use of the fuzzy logic method as a tool for quick estimation of favorable parameters of hot plastic working of selected alloy and for the identification of those combinations of parameters that should be avoided. The idea and basic principles of operation of fuzzy controllers for the selection of thermo-mechanical parameters of hot metal forming were presented. The most important information necessary for a quick analysis based on knowledge engineering has been compiled. An example of the fuzzy controller using the information obtained based on plastometric test data and the results of observation of the microstructure state of deformed samples at various temperature and strain rate variants is presented. For the tested alloy, it was shown that the analysis of the parameters of their plastic processing using the fuzzy logic method, based on properly formulated expert knowledge, leads to obtaining satisfactory results. Thus, it was confirmed that fuzzy logic can be successfully used as a tool for quick estimation of correct or unfavorable thermal and mechanical combinations of hot forging processes.https://journals.pan.pl/Content/127411/PDF/AMM-2023-2-38-Wojtaszek.pdfhot plastic workingknowledge engineeringfuzzy driverplastometric testsmicrostructure |
| spellingShingle | M. Wojtaszek K. Zyguła Fast Estimation of Favorable Parameters of Hot Metal Forming, Using the Fuzzy Logic Method Archives of Metallurgy and Materials hot plastic working knowledge engineering fuzzy driver plastometric tests microstructure |
| title | Fast Estimation of Favorable Parameters of Hot Metal Forming, Using the Fuzzy Logic Method |
| title_full | Fast Estimation of Favorable Parameters of Hot Metal Forming, Using the Fuzzy Logic Method |
| title_fullStr | Fast Estimation of Favorable Parameters of Hot Metal Forming, Using the Fuzzy Logic Method |
| title_full_unstemmed | Fast Estimation of Favorable Parameters of Hot Metal Forming, Using the Fuzzy Logic Method |
| title_short | Fast Estimation of Favorable Parameters of Hot Metal Forming, Using the Fuzzy Logic Method |
| title_sort | fast estimation of favorable parameters of hot metal forming using the fuzzy logic method |
| topic | hot plastic working knowledge engineering fuzzy driver plastometric tests microstructure |
| url | https://journals.pan.pl/Content/127411/PDF/AMM-2023-2-38-Wojtaszek.pdf |
| work_keys_str_mv | AT mwojtaszek fastestimationoffavorableparametersofhotmetalformingusingthefuzzylogicmethod AT kzyguła fastestimationoffavorableparametersofhotmetalformingusingthefuzzylogicmethod |