Machine-learning phase prediction of high-entropy alloys

Engineering & Materials Science

• High-entropy alloys 100%
• Solid solutions 74%
• Intermetallics 69%
• Machine learning 48%
• Support vector machines 23%
• Neural networks 22%
• Density functional theory 21%
• Learning algorithms 18%
• Testing 11%
• Transition metals 10%
• Atoms 7%
• Enthalpy 7%
• Electrons 7%
• Metals 4%
• Uncertainty 4%

Chemical Compounds

• Intermetallic Compound 70%
• Solid Solution 55%
• Alloy 46%
• Selection Rule 9%
• Density Functional Theory 9%
• Enthalpy of Formation 7%
• Valence 6%
• Orbital 6%
• Chemical Element 5%
• Transition Element 5%
• Electron Particle 3%
• Time 2%
• Application 2%