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Symmetry in material property relationships: A tool for the discovery of new alloys

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Symmetry in material property relationships: A tool for the discovery of new alloys. / Toda-Caraballo, Isaac; Galindo, Enrique I.Nava; Rivera-Díaz, Pedro E.J.del Castillo.
TMS 2013 142nd Annual Meeting and Exhibition, Annual Meeting. Wiley-Blackwell, 2013. p. 311-318.

Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Chapter

Harvard

Toda-Caraballo, I, Galindo, EIN & Rivera-Díaz, PEJDC 2013, Symmetry in material property relationships: A tool for the discovery of new alloys. in TMS 2013 142nd Annual Meeting and Exhibition, Annual Meeting. Wiley-Blackwell, pp. 311-318. https://doi.org/10.1002/9781118663547.ch39

APA

Toda-Caraballo, I., Galindo, E. I. N., & Rivera-Díaz, P. E. J. D. C. (2013). Symmetry in material property relationships: A tool for the discovery of new alloys. In TMS 2013 142nd Annual Meeting and Exhibition, Annual Meeting (pp. 311-318). Wiley-Blackwell. https://doi.org/10.1002/9781118663547.ch39

Vancouver

Toda-Caraballo I, Galindo EIN, Rivera-Díaz PEJDC. Symmetry in material property relationships: A tool for the discovery of new alloys. In TMS 2013 142nd Annual Meeting and Exhibition, Annual Meeting. Wiley-Blackwell. 2013. p. 311-318 doi: 10.1002/9781118663547.ch39

Author

Toda-Caraballo, Isaac ; Galindo, Enrique I.Nava ; Rivera-Díaz, Pedro E.J.del Castillo. / Symmetry in material property relationships : A tool for the discovery of new alloys. TMS 2013 142nd Annual Meeting and Exhibition, Annual Meeting. Wiley-Blackwell, 2013. pp. 311-318

Bibtex

@inbook{b82349c90bb143648716124743d5f819,
title = "Symmetry in material property relationships: A tool for the discovery of new alloys",
abstract = "Metals and alloys have been indispensable for technological progress, which proceeds along with the discovery of new materials. Nevertheless, only a fraction of the possible ternary systems is known. Statistical inference methods are used to study the complexity and regularity of materials properties. Properties originating from atomic-level interactions are accurately described employing a linear regression analysis; properties incorporating microstructural and thermal history require a balance between physical and statistical modelling. In spite of this, there is a remarkable degree of symmetry among all properties. By employing a principal component analysis it is proven that ten essential material properties can be described in a three dimensional space; from which Ashby diagrams constitute a particular case. A surprisingly compact model emerges to design new alloys with required properties.",
keywords = "Alloy design, Ashby diagrams, Linear regression models, New materials, Principal component analysis, Property prediction",
author = "Isaac Toda-Caraballo and Galindo, {Enrique I.Nava} and Rivera-D{\'i}az, {Pedro E.J.del Castillo}",
year = "2013",
month = jan,
day = "1",
doi = "10.1002/9781118663547.ch39",
language = "English",
isbn = "9781118605813",
pages = "311--318",
booktitle = "TMS 2013 142nd Annual Meeting and Exhibition, Annual Meeting",
publisher = "Wiley-Blackwell",

}

RIS

TY - CHAP

T1 - Symmetry in material property relationships

T2 - A tool for the discovery of new alloys

AU - Toda-Caraballo, Isaac

AU - Galindo, Enrique I.Nava

AU - Rivera-Díaz, Pedro E.J.del Castillo

PY - 2013/1/1

Y1 - 2013/1/1

N2 - Metals and alloys have been indispensable for technological progress, which proceeds along with the discovery of new materials. Nevertheless, only a fraction of the possible ternary systems is known. Statistical inference methods are used to study the complexity and regularity of materials properties. Properties originating from atomic-level interactions are accurately described employing a linear regression analysis; properties incorporating microstructural and thermal history require a balance between physical and statistical modelling. In spite of this, there is a remarkable degree of symmetry among all properties. By employing a principal component analysis it is proven that ten essential material properties can be described in a three dimensional space; from which Ashby diagrams constitute a particular case. A surprisingly compact model emerges to design new alloys with required properties.

AB - Metals and alloys have been indispensable for technological progress, which proceeds along with the discovery of new materials. Nevertheless, only a fraction of the possible ternary systems is known. Statistical inference methods are used to study the complexity and regularity of materials properties. Properties originating from atomic-level interactions are accurately described employing a linear regression analysis; properties incorporating microstructural and thermal history require a balance between physical and statistical modelling. In spite of this, there is a remarkable degree of symmetry among all properties. By employing a principal component analysis it is proven that ten essential material properties can be described in a three dimensional space; from which Ashby diagrams constitute a particular case. A surprisingly compact model emerges to design new alloys with required properties.

KW - Alloy design

KW - Ashby diagrams

KW - Linear regression models

KW - New materials

KW - Principal component analysis

KW - Property prediction

U2 - 10.1002/9781118663547.ch39

DO - 10.1002/9781118663547.ch39

M3 - Chapter

AN - SCOPUS:85018912629

SN - 9781118605813

SP - 311

EP - 318

BT - TMS 2013 142nd Annual Meeting and Exhibition, Annual Meeting

PB - Wiley-Blackwell

ER -