Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review
Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review
}
TY - GEN
T1 - Discovery of new materials and heat treatments
T2 - 8th International Conference on Processing and Manufacturing of Advanced Materials, THERMEC 2013
AU - Toda-Caraballo, I.
AU - Galindo-Nava, E. I.
AU - Rivera-Díaz-del-Castillo, P. E J
PY - 2014
Y1 - 2014
N2 - Traditionally, the discovery of new materials has been the result of a trial and error process. This has resulted in an extremely time-consuming and expensive process. Models for guiding the discovery of new materials have been developed within the European Accelerated Metallurgy project. The application of statistical techniques to large materials datasets has lead to the discovery of unexpected regularities among their properties. This work focuses on mechanical properties. In particular, the interplay between yield strength, ultimate tensile strength and elongation. A methodology based on principal component analysis, and Kocks-Mecking modelling has led to a tool for finding optimal compositional and heat treatment scenarios. The model is first presented for wide ranges of alloys, and the application to the discovery of new magnesium and ferrous alloys is outlined.
AB - Traditionally, the discovery of new materials has been the result of a trial and error process. This has resulted in an extremely time-consuming and expensive process. Models for guiding the discovery of new materials have been developed within the European Accelerated Metallurgy project. The application of statistical techniques to large materials datasets has lead to the discovery of unexpected regularities among their properties. This work focuses on mechanical properties. In particular, the interplay between yield strength, ultimate tensile strength and elongation. A methodology based on principal component analysis, and Kocks-Mecking modelling has led to a tool for finding optimal compositional and heat treatment scenarios. The model is first presented for wide ranges of alloys, and the application to the discovery of new magnesium and ferrous alloys is outlined.
KW - Alloy design
KW - Ferrous alloys
KW - Magnesium alloys
KW - Prinicpal component analysis
KW - Property prediction
KW - Thermostatistical model
M3 - Conference contribution/Paper
AN - SCOPUS:84904536355
SN - 9783038350736
VL - 783-786
T3 - Materials Science Forum
SP - 2188
EP - 2193
BT - THERMEC 2013
PB - TRANS TECH PUBLICATIONS LTD, BRANDRAIN 6, CH-8707 ZURICH-UETIKON, SWITZERLAND
Y2 - 2 December 2013 through 6 December 2013
ER -