Uncertainty Quantification in Metallic Additive Manufacturing Through Physics-Informed Data-Driven Modeling

Keyphrases

• Additive Manufacturing 100%
• Uncertainty Quantification 100%
• Data-driven Modeling 100%
• Metal Additive Manufacturing 100%
• Additive Manufacturing Process 50%
• Surrogate Model 50%
• Mechanical Properties 25%
• Computationally Expensive 25%
• Uncertainty Sources 25%
• Macro Level 25%
• Modeling Framework 25%
• Parameter Calibration 25%
• Multiphysics 25%
• Material Microstructure 25%
• Ti-6Al-4V (Ti64) 25%
• Multilevel Data 25%
• Global Sensitivity Analysis 25%
• Manufacturing Model 25%
• Multiphysics Simulation 25%
• Uncertainty Propagation 25%
• Computational Data 25%
• Model Correction 25%

Engineering

• Additive Manufacturing 100%
• Uncertainty Quantification 100%
• Surrogate Model 60%
• Additive Manufacturing Process 40%
• Multiscale 20%
• Process Parameter 20%
• Ti-6al-4v 20%
• Material Microstructure 20%
• Limited Amount 20%

Material Science

• Three Dimensional Printing 100%
• Ti-6Al-4V 14%
• Surrogate Modeling 14%