Evolutionary design of strong and stable high entropy alloys using multi-objective optimisation based on physical models, statistics and thermodynamics. (5th April 2018)
- Record Type:
- Journal Article
- Title:
- Evolutionary design of strong and stable high entropy alloys using multi-objective optimisation based on physical models, statistics and thermodynamics. (5th April 2018)
- Main Title:
- Evolutionary design of strong and stable high entropy alloys using multi-objective optimisation based on physical models, statistics and thermodynamics
- Authors:
- Menou, Edern
Toda-Caraballo, Isaac
Rivera-Díaz-del-Castillo, Pedro Eduardo Jose
Pineau, Camille
Bertrand, Emmanuel
Ramstein, Gérard
Tancret, Franck - Abstract:
- Abstract: A new integrated computational HEA design strategy is proposed. It combines a multi-objective genetic algorithm with (i) statistical criteria to guide the formation of a single phase, supplemented by computational thermodynamics (Thermo-Calc) and (ii) models for the estimation of alloy yield stress via solid solution hardening, to be maximised, and alloy density, to be minimised. This strategy is applied to the design of face-centered-cubic (FCC) HEAs and yields several thousands of new alloys. An alloy featuring an interesting combination of predicted stability, strength and density, Al10 Co17 Fe34 Mo5 Ni34 (at%), is chosen among them, fabricated by vacuum arc melting and experimentally tested. The microstructure of this new HEA consists in a single FCC solid solution, as evidenced by X-ray diffraction (XRD), scanning electron microscopy (SEM) and X-ray energy dispersive spectroscopy (EDS) mapping. With a density of 7.95 g⋅cm - 3, a Vickers hardness of 1.78 GPa, a yield stress of 215 MPa and an ultimate tensile strength of 665 MPa in the annealed state, its properties surpass those of existing FCC HEAs of comparable density. Graphical Abstract: Highlights: Models for single-phase stability and solid solution strengthening are integrated within a multi-objective genetic algorithm. Thousands of non-equimolar face-centered-cubic single-phase alloys are designed using this framework. Experiments confirm that the specific strength of one designed alloy surpasses thatAbstract: A new integrated computational HEA design strategy is proposed. It combines a multi-objective genetic algorithm with (i) statistical criteria to guide the formation of a single phase, supplemented by computational thermodynamics (Thermo-Calc) and (ii) models for the estimation of alloy yield stress via solid solution hardening, to be maximised, and alloy density, to be minimised. This strategy is applied to the design of face-centered-cubic (FCC) HEAs and yields several thousands of new alloys. An alloy featuring an interesting combination of predicted stability, strength and density, Al10 Co17 Fe34 Mo5 Ni34 (at%), is chosen among them, fabricated by vacuum arc melting and experimentally tested. The microstructure of this new HEA consists in a single FCC solid solution, as evidenced by X-ray diffraction (XRD), scanning electron microscopy (SEM) and X-ray energy dispersive spectroscopy (EDS) mapping. With a density of 7.95 g⋅cm - 3, a Vickers hardness of 1.78 GPa, a yield stress of 215 MPa and an ultimate tensile strength of 665 MPa in the annealed state, its properties surpass those of existing FCC HEAs of comparable density. Graphical Abstract: Highlights: Models for single-phase stability and solid solution strengthening are integrated within a multi-objective genetic algorithm. Thousands of non-equimolar face-centered-cubic single-phase alloys are designed using this framework. Experiments confirm that the specific strength of one designed alloy surpasses that of alloys with comparable microstructure. … (more)
- Is Part Of:
- Materials & design. Volume 143(2018)
- Journal:
- Materials & design
- Issue:
- Volume 143(2018)
- Issue Display:
- Volume 143, Issue 2018 (2018)
- Year:
- 2018
- Volume:
- 143
- Issue:
- 2018
- Issue Sort Value:
- 2018-0143-2018-0000
- Page Start:
- 185
- Page End:
- 195
- Publication Date:
- 2018-04-05
- Subjects:
- Gaussian process -- CALPHAD -- AlCoFeMoNi -- NSGA-II
Materials -- Periodicals
Engineering design -- Periodicals
Matériaux -- Périodiques
Conception technique -- Périodiques
Electronic journals
620.11 - Journal URLs:
- http://catalog.hathitrust.org/api/volumes/oclc/9062775.html ↗
http://www.sciencedirect.com/science/journal/02641275 ↗
http://www.sciencedirect.com/science/journal/02613069 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.matdes.2018.01.045 ↗
- Languages:
- English
- ISSNs:
- 0264-1275
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5393.974000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 5853.xml