Minimizing Redundancy and Data Requirements of Machine Learning Potential: A Case Study in Interface Combustion

Engineering

• Energy Engineering 100%
• Interface Reaction 100%
• Thermal Conductivity 50%
• Microstructure 50%
• Diffusion Coefficient 50%
• Combustion 50%
• Energy Surface 50%
• Potential Energy 50%
• Complex Potential 50%
• Predictive Capability 50%
• Combustion Stage 50%

Material Science

• Thermal Conductivity 100%
• Solid Propellant 100%
• Diffusivity 100%
• Surface Energy 100%

Chemical Engineering

• Learning System 100%
• Thermal Conductivity 50%
• Neural Network 50%
• Diffusion 50%
• Combustion 50%