ASSESSMENT OF DUCTILE IRON CASTING PROCESS WITH THE USE OF THE DRSA METHOD
Abstract
The paper introduces a concept of assessment of a ductile iron casting process with use of the rule-based approach, known as DRSA (dominance-based rough set approach). The research was conducted in a large Polish foundry. The collected data concern the chemical composition and mechanical properties of the used ductile cast iron. In the paper, a methodology of creating a rule-based moulding model for the tensile strength was proposed. The quality, sensitivity and accuracy of the model extracted from the data were examined. The studies proved its usefulness in the industrial practice and for aiding of the decision making process.
References
K. Kalinowski, D. Krenczyk, C. Grabowik, Appl. Mech. and Mat., 307 (2013), 470-473.
J. Kozłowski, Supporting foundry process con-trol with advanced methods of artificial neural networks analysis [PhD thesis], Warsaw Universi-ty of Technology, Warsaw, 2009 [in Polish].
M. Polczynski, A. Kochański, Quality Eng., 22 (2010), 169 – 181.
J. Kozlowski, R. Biernacki, D. Myszka et al., Arch. of Foundry Eng., 4 (2004), 249-258 [in Polish].
M. Perzyk, A. Kochański, J. Mat. Proc. Tech., 109 (2009), 305-307.
M. Diering, A. Hamrol, A. Kujawińska, Key Engineering Materials, 637 (2015), 7-11.
M. Diering, K. Dyczkowski, A. Ham-rol, Advances in Intelligent Systems and Compu-ting [A. Herrero et. al.], Springer International Publishing, Switzerland, 2015, p. 415-425.
A. Kochański, Comp. Methods in Mat. Sc., 10 (2010), 25-29.
M. Nazirudeen, M. Sundar, S. Ramakrishnan, A. Lakshmanan Ind. Found. J., 48.4 (2002), 17-24.
M. Saleem, S. Malik, J. Gottschling, D. Hart-mann, World Foundry Congress 2014, Bilbao, Spain.
S. B. Kotsiantis, Informatica 31 (2007), 249-268.
A. Hamrol, A. Kujawińska, M. Piłacińska, M. Rogalewicz, Proc. 11th International QMOD Conference, 2008, Helsingborg, Sweden.
M. Rogalewicz, A. Kujawińska, M. Piłacińska, Manag. and Prod. Eng. Review, Committee of Production Engineering of Polish Academy of Science, 3 (2), Warsaw, 2012.
E. Więcek-Janka, Decisions and games, Pub-lishing House of Poznan University of Technolo-gy, 2011.
J. Błaszczyński, S. Greco, R. Słowiński, Proc. 8th International Conference of Modeling and Simulation – MOSIM’10, 2010, Hammamet, Tunisia.
J. Błaszczyński, S. Greco, R. Słowiński Eng. Appl. of Art. Intell., 25(2) (2012), 284-294.
K. Dembczynski, S. Greco, R., Europ. J. of Op. Res., 198, 2 (2009) 626-636.
L. Zhang, Y. Li , Q. Wang, C. Yan,, Ironmak-ing and Steelmaking, 2015.
A. Soroczyński, Generation of engineering knowledge rules based on registered cases of foundry production [PhD thesis], Warsaw Univer-sity of Technology, Warsaw, 2012 [in Polish].
Research project report, 1988/B/T02/2009/37, 2012, Poznan, Poland [in Polish].
A. Kochański, Inform. in Mat. Tech., 5 (2005), 33-37 [in Polish].
A. Kochański, Predicting the properties of ductile iron with the use of artificial neural net-works [PhD thesis], Warsaw University of Tech-nology, Warsaw, 1999 [in Polish].
M. Perzyk, A. Soroczyński, J. Kozłowski, Arch. of Metall. and Mat., 55 (2010), 879-898.
P. Żywica, A. Wójtowicz, A. Stachowiak, K. Dyczkowski, Improving medical decisions under incomplete data using interval-valued fuzzy ag-gregation, Proc. 2015 Conference of the Interna-tional Fuzzy Systems Association and the Euro-pean Society for Fuzzy Logic and Technology, 2015, p. 577-584.
T. Mauder, C. Sandera, J. Stetina, Steel re-search international, 2015.
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