Application of artificial neural networks to determine the parameters of extrusion process

• Autorzy: Nowotyńska I.

Warianty tytułu

PL

Zastosowanie sztucznych sieci neuronowych do określania parametrów procesu wyciskania

• Języki publikacji: EN

Abstrakty

EN

In this article the method of determination of the extrusion load value of layered composites by using artificial neural networks on the basis of experimental database was presented. The aim of our research was to build and carry out analysis regression and prognostic models of ANN by using Statistica Neural Networks software. Finally, results of neural models were verified with experimental results. Obtained results confirmed possibility of ANN model application as effective tool to determine the value of the extrusion load of layered composites.

Słowa kluczowe

EN

artificial neural networks; layered composites; load extrusion

PL

sztuczne sieci neuronowe; kompozyty warstwowe; siła wyciskania

• Wydawca: Wydawnictwo Politechniki Lubelskiej
• Czasopismo: Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska
• Rocznik: 2011
• Tom: nr 4
• Strony: 8--10
• Opis fizyczny: Bibliogr. 10 poz., il.

Twórcy

autor

Nowotyńska I.

• Politechnika Rzeszowska, Wydział Zarządzania,

Bibliografia

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• [3] Jorjani E., SChehreh Chelgani S., Sh. Mesroghli, Application of artificial neural networks to predict chemical desulfurization of Tabas coal. Fuel 87 2008, p. 2727-2734.
• [4] Mehmet Sirac Ozerdem, Sedat Kolukisa, Artificial Neural Network approach to predict mechanical properties of hot rolled, nonresulfurized, AISI 10xx series carbon steel bars. J Mat Proc Techn 199 200, p. 437-439.
• [5] Statistica Neural Network, Addendum for version 4, Statsoft, Tulsa 1999.
• [6] Su-Hai Hsiang, Huey-Lin Ho, Application of finite element method and artificial neural network to the die design of radial forging processes, Int J Adv Manuf Technol 2004, 24 p. 700-707.
• [7] Tadeusiewicz R., Sieci neuronowe, Akad. Oficyna Wydawnicza RM, Warszawa, 1993
• [8] Tadeusiewicz R, Sieci neuronowe, WNT, Warszawa, 1998.
• [9] Wang J., Wu X., Thompson P., Flitman A., A neural network approach to investigating the geometrical influence on wrinkling in sheet metal forming, J. Mat. Proc. Techn., 105 2000, p. 215-220
• [10] Zasadziński J., Libura W., Force parameters in extrusion of metals through convex dies, 4th ICTP, Beijing, 1993, p. 605-6