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Prediction of Properties of Microwave-Hardened Sandmixes Containing Water-Glass with Use of Neural Networks

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Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
Presented are results of a research on the possibility of using artificial neural networks for forecasting mechanical and technological parameters of moulding sands containing water-glass, hardened in the innovative microwave heating process. Trial predictions were confronted with experimental results of examining sandmixes prepared on the base of high-silica sand, containing various grades of sodium water-glass and additions of a wetting agent. It was found on the grounds of obtained values of tensile strength and permeability that, with use of artificial neural networks, it is possible complex forecasting mechanical and technological properties of these materials after microwave heating and the obtained data will be used in further research works on application of modern analytic methods for designing production technology of high-quality casting cores and moulds.
Rocznik
Strony
99--104
Opis fizyczny
Bibliogr. 18 poz., rys., tab., wykr.
Twórcy
  • Wroclaw University of Technology, Department of Foundry Engineering, Plastics and Automation, Smoluchowskiego 25, 50-372 Wrocław, Poland
autor
  • Wroclaw University of Technology, Department of Foundry Engineering, Plastics and Automation, Smoluchowskiego 25, 50-372 Wrocław, Poland
autor
  • Wroclaw University of Technology, Department of Foundry Engineering, Plastics and Automation, Smoluchowskiego 25, 50-372 Wrocław, Poland
Bibliografia
  • [1] Jelinek, P. & Polzin, H. (2003). Strukturuntersuchungen und Festigkeitseigenschaften von Natrium-Silkat-Bindern. Giesserei-Praxis. 2, 51-60.
  • [2] Wang Jina, Fan Zitian & Zan Xiaolei. (2009). Properties of sodium silicate sand hardened by microwave heating. China Foundry. 6(03), 191-196.
  • [3] Stachowicz, M. & Granat, K. (2014). Possibilities of reclamation of microwave-hardened molding sands with water glass. Archives of Metallurgy and Materials. 59(2), 757-760.
  • [4] Stachowicz, M., Granat, K. & Nowak, D. (2010). Studies on the possibility of more effective use of water glass thanks to application of selected methods of hardening. Archives of Foundry Engineering. 10(spec. 2), 135-140.
  • [5] Jelinek, P. (2005). Development of inorganic binders for dehydrative microwave hardening. VIII Conference of Foundry Engineering Technical 2005 Nowa Sól. 12-13.05.2005. 5-13 (in Polish).
  • [6] Samsonowicz, Z. (1974). Reasonable hardening of sandmixes containing water-glass blown-through with carbon dioxide. Foundry Review. 24(10), 309-311. (in Polish).
  • [7] Małachowska, A., Stachowicz, M. & Granat, K. (2012) Innovative microwave hardening of water-glass containing sandmixes in technical-economic approach. Archives of Foundry Engineering. 12(1), 75-80.
  • [8] Granat, K., Nowak, D., Pigiel, M., Stachowicz, M. & Wikiera, R. (2009). Determination of application possibilities of microwave heating in the curing process of water glass molding sands with fluid esters. Part 1. Archives of Foundry Engineering. 9(1), 45-50.
  • [9] Granat, K., Nowak, D., Pigiel, M., Stachowicz, M. & Wikiera, R. (2007). The influence of microwave curing time and water glass kind on the properties of molding sands. Archives of Foundry Engineering. 7(4), 79-82.
  • [10] Stachowicz, M., Granat, K. & Nowak, D. (2013). Dielectric hardening method of sandmixes containing hydrated sodium silicate. Metalurgija. 52(2), 169-172.
  • [11] Jakubski, J. & Dobosz, S. M. (2010). Selected parameters of moulding sands for designing quality control systems. Archives of Foundry Engineering. 10(3), 11-16.
  • [12] Jakubski, J. & Dobosz, S. M. (2010). The usage of data mining tools for green moulding sands quality control. Archives of Metallurgy and Materials. 55(3), 843-849.
  • [13] Jakubski, J., Dobosz, S. M. & Major-Gabryś, K. (2011). Active binder content as a factor of the control system of the moulding sand quality. Archives of Foundry Engineering. 11(1), 49-52.
  • [14] Stachowicz, M., Granat, K., Nowak, D. & Haimann, K. (2013). Effect of hardening methods of moulding sands with water glass on structure of bonding bridges. Archives of Foundry Engineering. 10(3), 123-128.
  • [15] An online manual of statistics. http://www.statsoft.pl/textbook/stathome.html. StatSoft, Inc., 1984-2011 (in Polish).
  • [16] Lewandowski, J.L. (1997). Materials for casting molds. Kraków: Scientific Publishing House Akapit. (in Polish).
  • [17] Tadeusiewicz, R. (1993). Neural networks. Warszawa: Akademicka Oficyna Wydawnicza RM. (in Polish).
  • [18] Bishop, Ch. M. (1995). Neural Networks for Pattern Recognition. Oxford: Clarendon Press.
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-7bb29aea-ea5f-47dd-8e7e-001270848b57
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