A comparative study of predicting high entropy alloy phase fractions with traditional machine learning and deep neural networks
Shusen Liu (ORCID 0000-0002-6455-8391), Brandon Bocklund, James Diffenderfer, Shreya Chaganti, Bhavya Kailkhura, Scott K. McCall (ORCID 0000-0002-7979-4944), Brian Gallagher, Aurélien Perron (ORCID 0000-0002-5280-003X), Joseph T. McKeown (ORCID 0000-0002-8921-4798)
npj Computational Materials 10 (1) 172 (2024) · Springer Science and Business Media LLC
DOI: 10.1038/s41524-024-01335-1
Data: JSON record · id doi:10.1038/s41524-024-01335-1 · metadata: crossref
Roles in ORCHID
- discovery lead (found by Crossref assessment discovery, not read): rank 736, score 102; systems named in title: none
Availability
Read by ORCHID: no. Open-access licence (Crossref license field): https://creativecommons.org/licenses/by-nc-nd/4.0 (vor). Crossref is-referenced-by count: 67 (retrieved 2026-10-23).
Relations
References (Crossref, publisher-deposited) (26)
- Critical assessment and thermodynamic calculation of the ternary system boron-hafnium-titanium (B-Hf-Ti) (1997) [crossref_reference_list]
- Thermodynamic assessment of the Cr-Ta system (1993) [crossref_reference_list]
- Thermodynamic assessments of the phase diagrams of the hafnium-vanadium and vanadium-zirconium systems (2005) [crossref_reference_list]
- An assessment of the Cr-Mo-W system (1988) [crossref_reference_list]
- Thermodynamic optimisation of the Nb-Cr system (1993) [crossref_reference_list]
- Thermodynamic calculation of Nb-Ti-V phase diagram (1994) [crossref_reference_list]
- Thermodynamic assessment of the TiZr system and calculation of the NbTiZr phase diagram (1994) [crossref_reference_list]
- Phase diagram and thermochemical properties of the ZrTa system. An assessment based on Gibbs energy modelling (1995) [crossref_reference_list]
- Probing phase stability in CrMoNbV using cluster expansion method, CALPHAD calculations and experiments (2023) [crossref_reference_list]
- Thermodynamic assessment of the Mo–Zr binary phase diagram (2003) [crossref_reference_list]
- Thermodynamic assessment of the Mo–Nb–Ta system (2004) [crossref_reference_list]
- CALPHAD-type thermodynamic assessment of the Ti–Mo–Cr–V quaternary system (2016) [crossref_reference_list]
- Experimental investigation and thermodynamic modeling of the Ti–V–Zr system (2016) [crossref_reference_list]
- Thermodynamic modeling of the C–W–Zr system (2015) [crossref_reference_list]
- A machine learning–based classification approach for phase diagram prediction (2022) [crossref_reference_list]
- Thermodynamic assessment of the Nb-Ti system (2001) [crossref_reference_list]
- Thermodynamics of the Cr-Ta-W system by combining the Ab Initio and CALPHAD methods (2001) [crossref_reference_list]
- A thermodynamic analysis of the Mo-V and Mo-V-C system (2002) [crossref_reference_list]
- Phase stability of the Hf-Nb system: From first-principles to CALPHAD (2002) [crossref_reference_list]
- A thermodynamic evaluation of the Ta–V system (2004) [crossref_reference_list]
- Thermodynamic assessment of the Hf–Mo and Hf–W systems (2002) [crossref_reference_list]
- Application of<i>ab initio</i>and CALPHAD thermodynamics to Mo-Ta-W alloys (2005) [crossref_reference_list]
- Thermodynamic and kinetic modeling of the Cr-Ti-V system (2002) [crossref_reference_list]
- Critical assessment and thermodynamic calculation of the ternary system C-Hf-Zr (Carbon-Zirconium-Hafnium) (2002) [crossref_reference_list]
- Gibbs Energy Modelling of the Phase Diagram and Thermochemical Properties in the Hf-Ta System (1995) [crossref_reference_list]
- Reevaluation of the Ti-W System and Prediction of the Ti-W-N Phase Diagram (1996) [crossref_reference_list]