Unravelling the materials genome : Symmetry relationships in alloy properties

Toda-Caraballo, Isaac and Galindo-Nava, Enrique I. and Rivera-Díaz-Del-Castillo, Pedro E.J. (2013) Unravelling the materials genome : Symmetry relationships in alloy properties. Journal of Alloys and Compounds, 566. pp. 217-228. ISSN 0925-8388

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Abstract

Metals and alloys have been indispensable for technological progress, but only a fraction of the possible ternary systems (combinations of three elements) is known. Statistical inference methods combined with physical models are presented to discover new systems of enhanced properties. It is demonstrated that properties originating from atomic-level interactions can be described employing a linear regression analysis, but properties incorporating microstructural and thermal history effects require a balance between physical and statistical modelling. In spite of this, there is a remarkable degree of symmetry among all properties, and by employing a principal components analysis it is shown that ten properties essential to engineering can be described well in a three dimensional space. This will aid in the discovery of novel alloying systems.

Item Type:
Journal Article
Journal or Publication Title:
Journal of Alloys and Compounds
Uncontrolled Keywords:
/dk/atira/pure/subjectarea/asjc/2200/2211
Subjects:
?? alloy designashby diagramskocks-mecking theoryprincipal component analysisproperty predictionthermostatistical modelmechanics of materialsmechanical engineeringmetals and alloysmaterials chemistry ??
ID Code:
125556
Deposited By:
Deposited On:
25 May 2018 12:52
Refereed?:
Yes
Published?:
Published
Last Modified:
11 Sep 2024 12:52