Application of the control theory for modelling austenite-ferrite phase transformation in steels
Ivan Milenin![]()
, Monika Pernach
, Maciej Pietrzyk![]()
AGH University of Science and Technology, al. Mickiewicza 30, 30-059 Kraków, Poland.
DOI:
https://doi.org/10.7494/cmms.2015.2.0537
Abstract:
Problem of the phase transformation kinetics is investigated in the paper. Experimental observations and results of modelling showed that, when temperature changes are imposed, then the response of the material represented by the kinetics of changes of volume fraction of the new phase, is similar to the response of the second order inertia term in electrical systems. Therefore, possibility of application of the control theory to simulations of austenite-ferrite phase transformation in steels was the main objective of the paper. Equilibrium state was determined as a function of the temperature using ThermoCalc software. Description of the kinetics of phase transformation in transient states by the second order differential equation was proposed. Time constants in this equation were introduced as functions of the temperature. Identification of the model parameters was performed using inverse analysis of the results of dilatometric tests. Model based on the control theory was applied to describe changes of the new phase volume fraction as response to the changes of the temperature. Performed numerical tests confirmed good predictive capabilities of the model.
Cite as:
Milenin, I., Pernach, M., & Pietrzyk, M. (2015). Application of the control theory for modelling austenite-ferrite phase transformation in steels. Computer Methods in Materials Science, 15(2), 327-335. https://doi.org/10.7494/cmms.2015.2.0537
Article (PDF):

Keywords:
Control theory, Phase transformation model, Identification
Publication dates:
Received: 12.01.2015, accepted: 04.03.2015, published:
Publication type:
Original scientific paper
References:
Avrami, M., 1939, Kinetics of phase change I, J. Chem. Phys., 7, 1103-1112.
Donnay, B., Herman, J.C., Leroy, V., Lotter, U., Grossterlinden, C R., Pircher, H., 1996, Microstructure evolution of C-Mn N steels in the hot deformation process: the STRIPCAM C model, Proc. 2nd Conf. Modeling of Metal Rolling Processes, (eds), Beynon, J.H., Ingham, P., Teichert, H., L A Waterson, K., London, 23-35. R
Halder, C., Madej, Ł., Pietrzyk, M., 2014, Discrete micro-scale A cellular automata model for modelling phase transfor- M mation during heating of dual phase steels, Archives of N Civil and Mechanical Engineering, 14, 96-103.
Johnson, W.A., Mehl, R.F., 1939, Reaction kinetics in processes D O of nucleation and growth, Transactions AIME, 135, 416- H 442. M Kirsch, A., 1996, An Introduction to the Mathematical Theory of R Inverse Problems, Springer.
Koistinen, D.P., Marburger, R.E., 1959, A general equation pre- U P scribing the extent of the austenite-martensite transfor- M O mation in pure iron-carbon alloys and plain carbon steels, C Acta Metallurgica, 7, 59-60.
Kolmogorov, A.,A 1937, statistical theory for the recrystallisation of metals, Akad. Nauk SSSR, Izv., Ser. Matem, 1, 355-359. – 334
Kuziak, R., Zalecki, W., Szeliga, D., Pietrzyk, M., 2014, Problem zastosowania symulacji fizycznych do identyfikacji modeli materiałów, Mechanik, 87, 634-653, (in Polish).
Lan, Y.J., Li, D.Z., Li, Y.Y., 2004, Modeling austenite decomposition into ferrite at different cooling rate in low-carbon steel with cellular automaton method, Acta Materialia, 52, 1721-1729.
Leblond, J.B., Devaux, J., 1984, A new kinetic model for anisotropic thermal metallurgical transformations in steel including effect of austenite grain size, Acta Metallurgica, 32, 137- 146.
Mecozzi, M.G., Militzer, M., Sietsma, J., van Der Zwaag, S., 2008, The role of nucleation behavior in phase-field simu- lations of the austenite to ferrite transformation, Metallur- gical and Materials Transactions A, 39A, 1237-1247.
Militzer, M., 2011, Phase field modeling of microstructure evolution in steels, Current Opinion in Solid State and Materials Science, 15, 106-115.
Pernach, M., Pietrzyk, M., 2008, Numerical solution of the diffu- sion equation with moving boundary applied to modeling of the austenite-ferrite phase transformation, Computa- tional Materials Science, 44, 783-791.
Pietrzyk, M., Kuc, D., 2010, Internal variable model of metallic materials, accounting for twinning, Rudy Metale Nieżelazne, 55, 598-602.
Pietrzyk, M., Madej, Ł., Rauch, Ł., Gołąb, R., 2010, Multiscale modeling of microstructure evolution during laminar cool- ing of hot rolled DP steels, Archives of Civil and Mechan- ical Engineering, 10, 57-67.
Pietrzyk, M., Kuziak, R., 2012, Modelling phase transformations in steel, in: Microstructure evolution in metal forming processes, (eds), Lin, J., Balint, D., Pietrzyk, M., Wood- head Publishing, Oxford, 145-179.
Pietrzyk, M., Kuziak, R., Radwański, K., Szeliga, D., 2014, Physical and numerical simulation of the continuous annealing of DP steel strips, Steel Research International, 85, 99-111.
Scheil, E., 1935, Anlaufzeit der Austenitumwandlung, Archiv. für Eissenhüttenwesen, 12, 565-567.
Simmons, J.P., Shen, C., Wang, Y., 2000, Phase field modeling of simultaneous nucleation and growth by explicitly incorporating nucleation events, Scripta Materialia, 43, 935-942.
Suehiro, M., Senuma, T., Yada, H., Sato, K., 1992, Application of mathematical model for predicting microstructural evolution to high carbon steels, ISIJ International, 32, 433-439.
Svyetlichnyy, D., 2004, Zastosowanie technik teorii sterowania sztucznych sieci neuronowych w modelowaniu on-line walcowania wyrobów płaskich, Publ. Wydział Inżynierii Procesowej, Materiałowej Fizyki Stosowanej, Politechnika Częstochowska, Częstochowa (in Polish).
Szeliga, D., Gawąd, J., Pietrzyk, M., 2006, Inverse analysis for identification of rheological and friction models in metal forming, Computer Methods in Applied Mechanics and Engineering, 195, 6778-6798.
Szeliga, D., 2012, Selection of the appropriate phase transfor- mation model for design of laminar cooling and continu- ous annealing of DP steels, Computer Methods in Materi- als Science, 12, 70-84.
Zhang, L., Zhang, C.B., Wang, Y.M., Wang, S.Q., Ye, H.Q., 2003, A cellular automaton investigation of the transfor- mation from austenite to ferrite during continuous cool- ing, Acta Materialia, 51, 5519-5527.