Modelling of cooling of coiled strips in bell-type annealing furnaces using artificial intelligence methods
AGH University of Science and Technology.
DOI:
https://doi.org/10.7494/cmms.2004.3.0059
Abstract:
The objective of the paper is evaluation of effectiveness of the artificial intelligence methods in modelling of cooling process in bell-type annealing furnaces. Artificial neural networks (ANN) and expert system (ES) – based on the ID3 algorithm – were applied to the approximation of cooling curves in bell-type annealing furnaces. The results of the artificial intelligence approach were compared with the linear and non-linear regression methods. The results of modelling of cooling process by the classical model of heat exchange are also presented in the paper.
Cite as:
Talar, J., Kusiak, J. (2004). Modelling of cooling of coiled strips in bell-type annealing furnaces using artificial intelligence methods. Computer Methods in Materials Science, 4(3), 98 – 104. https://doi.org/10.7494/cmms.2004.3.0059
Article (PDF):

Keywords:
References:
Apterman, W.N., Dwiejrin, E.G., Tymczak, W.M. (1965). Kołpakowyje pieczi. Metałłurgija, Moskwa.
Brandt, S. (1976). Metody statystyczne i obliczeniowe analizy danych. PWN, Warszawa.
Draper, N.R., Smith, H. (1973). Analiza regresji stosowana. PWN, Warszawa.
Hopgood, A. A. (2000). Intelligent Systems for Engincers and Scientists. CRC Press. Instrukcja technologiczna wyżarzania blachy w piecach kołpakowych w walcowni blach na zimno, 1999, HTS S.A.
Krivandin, V., Markov, B. (1980). Metallurgical Furnaces. Mir Publishers, Moscow.
Masters, T. (1996). Sieci neuronowe w praktyce. WNT, Warszawa.
Mulawka, J. (1996). Systemy ekspertowe. WNT, Warszawa.
Przybyłowicz, K. (1994). Metaloznawstwo. WNT, Warszawa.
Quinlan, J.R. (1986). Induction of decision trees. Machine Learning 1, 81-106.
Quinlan, J.R. (1993). C4.5: Programs for Machine Learning. Morgan Kaufmann.
Senkara, T. (1981). Obliczenia cieplne pieców grzewezych w hutnictwie. Slask, Katowice.
Staub, E. (1994). Metaloznawstwo. SWT, Katowice.
Tadeusiewicz, R. (1993). Sieci neuronowe. Akad. Ofic. Wyd. RM, Warszawa.
Talar, J. (2003). Komputerowy model wspomagania operacyjnych decyzji technologicznych w walcowni zimnej blach. Praca Doktorska, AGH, Krakow.
Talar, J., Kusiak, J. (2002). Application of the artificial neural network to prediction of cooling time of coils of cold rolled sheets. Proc. Conf. AIMech2002 (Methods of Artificial Intelligence in Mechanics and Mechanical Engineering), ed. Burczyński T., Cholewa W., Gliwice, 421-424.
Żugaj, W. (1978). Rozkład temperatur w kregu blachy w czasie wyżarzania rekrystalizującego w piecu kołpakowym firmy Heurtey. praca magisterska, AGH, Kraków.