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A Comparative Study of Deterministic and Stochastic Models of Microstructure Evolution during Multi-Step Hot Deformation of Steels

Modern construction materials, including steels, have to combine strength with good formability. In metallic materials, these features are obtained for heterogeneous multiphase microstructures. Design of such microstructures requires advanced numerical models. It has been shown in our earlier works...

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Autores principales: Oprocha, Piotr, Czyżewska, Natalia, Klimczak, Konrad, Kusiak, Jan, Morkisz, Paweł, Pietrzyk, Maciej, Potorski, Paweł, Szeliga, Danuta
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10179625/
https://www.ncbi.nlm.nih.gov/pubmed/37176196
http://dx.doi.org/10.3390/ma16093316
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author Oprocha, Piotr
Czyżewska, Natalia
Klimczak, Konrad
Kusiak, Jan
Morkisz, Paweł
Pietrzyk, Maciej
Potorski, Paweł
Szeliga, Danuta
author_facet Oprocha, Piotr
Czyżewska, Natalia
Klimczak, Konrad
Kusiak, Jan
Morkisz, Paweł
Pietrzyk, Maciej
Potorski, Paweł
Szeliga, Danuta
author_sort Oprocha, Piotr
collection PubMed
description Modern construction materials, including steels, have to combine strength with good formability. In metallic materials, these features are obtained for heterogeneous multiphase microstructures. Design of such microstructures requires advanced numerical models. It has been shown in our earlier works that models based on stochastic internal variables meet this requirement. The focus of the present paper is on deterministic and stochastic approaches to modelling hot deformation of multiphase steels. The main aim was to survey recent advances in describing the evolution of dislocations and grain size accounting for the stochastic character of the recrystallization. To present a path leading to this objective, we reviewed several papers dedicated to the application of internal variables and statistical approaches to modelling recrystallization. Following this, the idea of the model with dislocation density and grain size being the stochastic internal variables is described. Experiments composed of hot compression of cylindrical samples are also included for better presentation of the utility of this approach. Firstly, an empirical data describing the loads as a function of time during compression and data needed to create histograms of the austenite grain size after the tests were collected. Using the measured data, identification and validation of the models were performed. To present possible applications of the model, it was used to produce a simulation imitating industrial hot-forming processes. Finally, calculations of the dislocation density and the grain size distribution were utilized as inputs in simulations of phase transformations during cooling. Distributions of the ferrite volume fraction and the ferrite grain size after cooling recapitulate the paper. This should give readers good overview on the application of collected equations in practice.
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spelling pubmed-101796252023-05-13 A Comparative Study of Deterministic and Stochastic Models of Microstructure Evolution during Multi-Step Hot Deformation of Steels Oprocha, Piotr Czyżewska, Natalia Klimczak, Konrad Kusiak, Jan Morkisz, Paweł Pietrzyk, Maciej Potorski, Paweł Szeliga, Danuta Materials (Basel) Article Modern construction materials, including steels, have to combine strength with good formability. In metallic materials, these features are obtained for heterogeneous multiphase microstructures. Design of such microstructures requires advanced numerical models. It has been shown in our earlier works that models based on stochastic internal variables meet this requirement. The focus of the present paper is on deterministic and stochastic approaches to modelling hot deformation of multiphase steels. The main aim was to survey recent advances in describing the evolution of dislocations and grain size accounting for the stochastic character of the recrystallization. To present a path leading to this objective, we reviewed several papers dedicated to the application of internal variables and statistical approaches to modelling recrystallization. Following this, the idea of the model with dislocation density and grain size being the stochastic internal variables is described. Experiments composed of hot compression of cylindrical samples are also included for better presentation of the utility of this approach. Firstly, an empirical data describing the loads as a function of time during compression and data needed to create histograms of the austenite grain size after the tests were collected. Using the measured data, identification and validation of the models were performed. To present possible applications of the model, it was used to produce a simulation imitating industrial hot-forming processes. Finally, calculations of the dislocation density and the grain size distribution were utilized as inputs in simulations of phase transformations during cooling. Distributions of the ferrite volume fraction and the ferrite grain size after cooling recapitulate the paper. This should give readers good overview on the application of collected equations in practice. MDPI 2023-04-23 /pmc/articles/PMC10179625/ /pubmed/37176196 http://dx.doi.org/10.3390/ma16093316 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
Oprocha, Piotr
Czyżewska, Natalia
Klimczak, Konrad
Kusiak, Jan
Morkisz, Paweł
Pietrzyk, Maciej
Potorski, Paweł
Szeliga, Danuta
A Comparative Study of Deterministic and Stochastic Models of Microstructure Evolution during Multi-Step Hot Deformation of Steels
title A Comparative Study of Deterministic and Stochastic Models of Microstructure Evolution during Multi-Step Hot Deformation of Steels
title_full A Comparative Study of Deterministic and Stochastic Models of Microstructure Evolution during Multi-Step Hot Deformation of Steels
title_fullStr A Comparative Study of Deterministic and Stochastic Models of Microstructure Evolution during Multi-Step Hot Deformation of Steels
title_full_unstemmed A Comparative Study of Deterministic and Stochastic Models of Microstructure Evolution during Multi-Step Hot Deformation of Steels
title_short A Comparative Study of Deterministic and Stochastic Models of Microstructure Evolution during Multi-Step Hot Deformation of Steels
title_sort comparative study of deterministic and stochastic models of microstructure evolution during multi-step hot deformation of steels
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10179625/
https://www.ncbi.nlm.nih.gov/pubmed/37176196
http://dx.doi.org/10.3390/ma16093316
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