Formation enthalpies for transition metal alloys using machine learning

Engineering & Materials Science

• Transition metal alloys 100%
• Enthalpy 52%
• Machine learning 37%
• Thermodynamic properties 19%
• Transition metals 15%
• Binary alloys 14%
• Support vector regression 11%
• Intermetallics 10%
• Sensitivity analysis 9%
• Physics 8%
• Feature extraction 7%
• Metals 6%
• Experiments 3%

Physics & Astronomy

• machine learning 65%
• enthalpy 45%
• transition metals 42%
• thermodynamic properties 16%
• predictions 16%
• sensitivity analysis 12%
• binary alloys 10%
• regression analysis 10%
• shrinkage 10%
• intermetallics 9%
• operators 7%
• physics 6%
• metals 5%

Chemical Compounds

• Transition Metal Alloys 86%
• Enthalpy of Formation 49%
• Thermodynamic Property 15%
• Intermetallic Compound 9%
• Transition Element 6%
• Alloy 5%
• Application 2%