PHYSICS-INFORMED MULTITASK LEARNING FOR MATERIAL DEVELOPMENT

Keyphrases

• Material Development 100%
• Multi-task Learning 100%
• Physics-informed 100%
• Strain Energy 50%
• Material Response 50%
• Large Design Space 50%
• Convolutional Neural Network 50%
• Numerical Simulation 25%
• Popular 25%
• Material System 25%
• Computationally Expensive 25%
• Structure-property Relationships 25%
• Physics-based 25%
• Loading Conditions 25%
• Complex Microstructure 25%
• Material Design 25%
• Heterogeneous Materials 25%
• Material-based 25%
• Material Structure 25%
• Material Behavior 25%
• Unseen 25%
• Energy-based 25%
• Transferability 25%
• Physical Experiment 25%
• Displacement Energy 25%
• Material Microstructure 25%
• Robust Performance 25%
• Learning Task 25%
• Response Predictors 25%
• Limited Training Data 25%
• Deep Learning Model 25%
• MNIST 25%
• Convolutional Neural Network Model 25%
• Multi-task Learning Model 25%

Material Science

• Heterogeneous Material 100%
• Materials Design 100%
• Materials Structure 100%