Multi-principal element alloy discovery using directed energy deposition and machine learning

Physics & Astronomy

• characterization 18%
• diffraction 5%
• energy 23%
• exploitation 12%
• hardness 8%
• heat treatment 9%
• learning 12%
• machine learning 100%
• manufacturing 9%
• spectroscopy 5%
• synthesis 24%
• x rays 10%

Engineering & Materials Science

• 3D printers 11%
• Characterization (materials science) 19%
• Chemical analysis 21%
• Heat treatment 9%
• Learning algorithms 9%
• Machine learning 57%
• Nanohardness 16%
• Problem-Based Learning 12%
• Throughput 7%
• X ray diffraction 11%
• X-Ray Emission Spectrometry 14%

Chemical Compounds

• Additive 7%
• Alloy 54%
• Energy 37%
• Energy Dispersive X-Ray Spectroscopy 10%
• Heat Treatment 9%
• X-Ray Diffraction 5%