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Wyszukujesz frazę "phase transformations in the solid state" wg kryterium: Temat


Wyświetlanie 1-2 z 2
Tytuł:
Determination of stresses in the steel pipe during the superficial heat treatment process with helical path
Autorzy:
Kulawik, A.
Sczygiol, N.
Wróbel, J
Powiązania:
https://bibliotekanauki.pl/articles/123006.pdf
Data publikacji:
2016
Wydawca:
Politechnika Częstochowska. Wydawnictwo Politechniki Częstochowskiej
Tematy:
numerical analysis
superficial heat treatment
phase transformations in the solid state
stresses
steel pipe
analiza numeryczna
powierzchowna obróbka cieplna
przemiany fazowe w stanie stałym
naprężenia
rura stalowa
Opis:
In the paper a numerical model for the quench hardening process with the moving heat source of steel pipe made of medium carbon steel have been presented. The constant speed rotation and moving of the pipe was assumed to obtain the path of the heat source in the shape of the helical line. In this model the relationship occurring between thermal phenomena, phase transformation in the solid state and mechanical phenomena have been taken into account. The temperature and stress fields are determined using the copyright software based on the finite element method (three-dimensional tasks). To calculate the phase content in the solid state, the macroscopic model based on the analysis of the CTP diagrams is used. The range of the martensite transformations depends on the value of stresses. In the model the tempering phenomena is also taken into account. In the model of mechanical phenomena the elastic, thermal, structural, plastic strains and transformations plasticity are considered.
Źródło:
Journal of Applied Mathematics and Computational Mechanics; 2016, 15, 1; 79-86
2299-9965
Pojawia się w:
Journal of Applied Mathematics and Computational Mechanics
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Influence of modelling phase transformations with the use of LSTM network on the accuracy of computations of residual stresses for the hardening process
Autorzy:
Wróbel, Joanna
Kulawik, Adam
Powiązania:
https://bibliotekanauki.pl/articles/27311451.pdf
Data publikacji:
2023
Wydawca:
Polska Akademia Nauk. Czasopisma i Monografie PAN
Tematy:
hardening process
temperature
phase transformations in the solid state
effective stresses
numerical modelling
RNN
recurrent neural network
proces hartowania
temperatura
przemiany fazowe w stanie stałym
modelowanie numeryczne
rekurencyjna sieć neuronowa
naprężenie efektywne
Opis:
Replacing mathematical models with artificial intelligence tools can play an important role in numerical models. This paper analyses the modeling of the hardening process in terms of temperature, phase transformations in the solid state and stresses in the elastic-plastic range. Currently, the use of artificial intelligence tools is increasing, both to make greater generalizations and to reduce possible errors in the numerical simulation process. It is possible to replace the mathematical model of phase transformations in the solid state with an artificial neural network (ANN). Such a substitution requires an ANN network that converts time series (temperature curves) into shares of phase transformations with a small training error. With an insufficient training level of the network, significant differences in stress values will occur due to the existing couplings. Long-Short-Term Memory (LSTM) networks were chosen for the analysis. The paper compares the differences in stress levels with two coupled models using a macroscopic model based on CCT diagram analysis and using the Johnson-Mehl-Avrami-Kolmogorov (JMAK) and Koistinen-Marburger (KM) equations, against the model memorized by the LSTM network. In addition, two levels of network training accuracy were also compared. Considering the results obtained from the model based on LSTM networks, it can be concluded that it is possible to effectively replace the classical model in modeling the phenomena of the heat treatment process.
Źródło:
Bulletin of the Polish Academy of Sciences. Technical Sciences; 2023, 71, 4; art. no. e145681
0239-7528
Pojawia się w:
Bulletin of the Polish Academy of Sciences. Technical Sciences
Dostawca treści:
Biblioteka Nauki
Artykuł
    Wyświetlanie 1-2 z 2

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