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Łazarska M.♦, Ranachowski Z., Musiał J.♦, Tański T.♦, Jiang Q.♦, Identification of Phase Transformations in Alloy and Non-Alloy Steel During Austempering Using Acoustic Emission and Neural Network,
Materials, ISSN: 1996-1944, DOI: 10.3390/ma18102198, Vol.18, No.2198, pp.1-16, 2025 Abstract:
This research was carried out for selected alloy (bearing) and non-alloy (tool) steel. The steels were subjected to austempering. The hardening temperature range was from 100 °C to 180 °C. The use of acoustic emission in connection with the artificial neural network (ANN) enabled the analysis and identification of phase changes occurring in steels during austempering. Classification of acoustic emission events was carried out with the help of their energy values and with the use of an artificial neural network. On this basis, it was observed that in the process of isothermal hardening of steel at the applied temperatures, complex transformations of austenite into martensite and bainite occur. In addition, it was found that the research methods used enabled the identification of signal components originating from the phase transformation causing the formation of thin-plate martensite midrib. The use of acoustic methods in the field of bainitic transformation creates the possibility of their application in the industry. Keywords:
bainite, martensite, austempering, acoustic emission (AE), neural networks Affiliations:
| Łazarska M. | - | Kazimierz Wielki University (PL) | | Ranachowski Z. | - | IPPT PAN | | Musiał J. | - | other affiliation | | Tański T. | - | other affiliation | | Jiang Q. | - | other affiliation |
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