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Pregled bibliografske jedinice broj: 381617

Mechanical Properties of Ductile Cast Iron Determined by Neural Networks

Žmak, Irena; Filetin, Tomislav
Mechanical Properties of Ductile Cast Iron Determined by Neural Networks // The proceedings of the Third International Conference on Modeling, Simulation and Applied Optimization 2009 / Kucuk, I. ; El-Tarhuni, M. ; Sadek, I. ; Abdulla, J. ; Anabtawi, M. ; Al Jarrah, M. (ur.).
Sharjah: American University of Sharjah, 2009. str. 1-5 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)

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Naslov
Mechanical Properties of Ductile Cast Iron Determined by Neural Networks

Autori
Žmak, Irena ; Filetin, Tomislav

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
The proceedings of the Third International Conference on Modeling, Simulation and Applied Optimization 2009 / Kucuk, I. ; El-Tarhuni, M. ; Sadek, I. ; Abdulla, J. ; Anabtawi, M. ; Al Jarrah, M. - Sharjah : American University of Sharjah, 2009, 1-5

ISBN
978-9948-427-12-4

Skup
The Third International Conference on Modeling, Simulation and Applied Optimization

Mjesto i datum
Sharjah, Ujedinjeni Arapski Emirati, 20.01.2009. - 22.01.2009

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
Determination; Ductile Cast Iron; Mechanical Properties; Neural Networks; Prediction

Sažetak
This paper presents the results of application of artificial neural networks in determination of mechanical properties of ductile cast iron. All data were collected in a Croatian foundry for 147 melts. Error back-propagation training algorithm was applied to train the multilayer networks. The optimal size of the hidden neuron layer was determined through the analysis of error parameters. The optimal slope of the tangent sigmoid activation function was investigated. Neural networks were modeled to predict each mechanical property, namely: tensile strength, yield strength, elongation, and hardness. Input parameters were 13 weight contents of chemical elements in the melt. A comprehensive analysis of errors in predicting mechanical properties of ductile cast iron was made.

Izvorni jezik
Engleski

Znanstvena područja
Strojarstvo



POVEZANOST RADA

Projekti:
120-1201780-1779 - Modeliranje svojstava materijala i parametara procesa (Filetin, Tomislav, MZOS ) ( CroRIS)

Ustanove:
Fakultet strojarstva i brodogradnje, Zagreb

Profili:

Avatar Url Tomislav Filetin (autor)

Avatar Url Irena Žmak (autor)

Poveznice na cjeloviti tekst rada:

Pristup cjelovitom tekstu rada

Citiraj ovu publikaciju:

Žmak, Irena; Filetin, Tomislav
Mechanical Properties of Ductile Cast Iron Determined by Neural Networks // The proceedings of the Third International Conference on Modeling, Simulation and Applied Optimization 2009 / Kucuk, I. ; El-Tarhuni, M. ; Sadek, I. ; Abdulla, J. ; Anabtawi, M. ; Al Jarrah, M. (ur.).
Sharjah: American University of Sharjah, 2009. str. 1-5 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
Žmak, I. & Filetin, T. (2009) Mechanical Properties of Ductile Cast Iron Determined by Neural Networks. U: Kucuk, I., El-Tarhuni, M., Sadek, I., Abdulla, J., Anabtawi, M. & Al Jarrah, M. (ur.)The proceedings of the Third International Conference on Modeling, Simulation and Applied Optimization 2009.
@article{article, author = {\v{Z}mak, Irena and Filetin, Tomislav}, year = {2009}, pages = {1-5}, keywords = {Determination, Ductile Cast Iron, Mechanical Properties, Neural Networks, Prediction}, isbn = {978-9948-427-12-4}, title = {Mechanical Properties of Ductile Cast Iron Determined by Neural Networks}, keyword = {Determination, Ductile Cast Iron, Mechanical Properties, Neural Networks, Prediction}, publisher = {American University of Sharjah}, publisherplace = {Sharjah, Ujedinjeni Arapski Emirati} }
@article{article, author = {\v{Z}mak, Irena and Filetin, Tomislav}, year = {2009}, pages = {1-5}, keywords = {Determination, Ductile Cast Iron, Mechanical Properties, Neural Networks, Prediction}, isbn = {978-9948-427-12-4}, title = {Mechanical Properties of Ductile Cast Iron Determined by Neural Networks}, keyword = {Determination, Ductile Cast Iron, Mechanical Properties, Neural Networks, Prediction}, publisher = {American University of Sharjah}, publisherplace = {Sharjah, Ujedinjeni Arapski Emirati} }

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