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Alumina ceramics corrosion behaviour estimated by artificial neural networks


Žmak, Irena; Ćurković, Lidija
Alumina ceramics corrosion behaviour estimated by artificial neural networks // DAAAM International Scientific Book 2009 / Katalinić, Branko (ur.).
Vienna, Austria: DAAAM International Vienna, 2009. str. 549-560


Naslov
Alumina ceramics corrosion behaviour estimated by artificial neural networks

Autori
Žmak, Irena ; Ćurković, Lidija

Vrsta, podvrsta i kategorija rada
Poglavlja u knjigama, znanstveni

Knjiga
DAAAM International Scientific Book 2009

Urednik/ci
Katalinić, Branko

Izdavač
DAAAM International Vienna

Grad
Vienna, Austria

Godina
2009

Raspon stranica
549-560

ISBN
978-3-901509-69-8

Ključne riječi
Alumina ceramics, acid corrosion, corrosion kinetics, artificial neural networks, estimation

Sažetak
Artificial neural network models were used for estimation of corrosion behaviour of a cold isostatically pressed (CIP) high-purity alumina ceramics in aqueous HCl solution. Corrosion tests were performed with initial mass concentrations of HCl aqueous solution of 2, 10 and 20 wt. % at room temperature. Immersion times were 24, 48, 72, 120, 168 and 240 hours. Chemical stability was monitored by the amount of Al3+, Mg2+, Ca2+, Na+, Si4+ and Fe3+ ions eluted in different concentrations of HCl solution by means of atomic apsorption spectrometry (AAS), expressed as the amount of eluted ions in mg per square centimetre of test alumina area (μg Mn+/cm2). The initial HCl aqueous solution concentration and immersion time were inputs to the neural network, and the output was the amount of eluted ions (μg Mn+/cm2). Error back-propagation learning algorithm, with Levenberg –Marquardt method, was applied to the feed forward neural networks.

Izvorni jezik
Engleski

Znanstvena područja
Strojarstvo, Temeljne tehničke znanosti



POVEZANOST RADA


Projekt / tema
120-1201780-1779 - Modeliranje svojstava materijala i parametara procesa (Tomislav Filetin, )
120-1201833-1789 - Istraživanje strukture i svojstava tehničke keramike i keramičkih prevlaka (Lidija Ćurković, )

Ustanove
Fakultet strojarstva i brodogradnje, Zagreb