FEA-Net: A physics-guided data-driven model for efficient mechanical response prediction

Mathematics

• Finite Element Analysis 100%
• Data-driven 98%
• Physics 71%
• Prediction 69%
• Multiphysics 31%
• Model 28%
• Composite Materials 26%
• Learning Algorithm 25%
• Prior Knowledge 25%
• Microstructure 24%
• Architecture 23%
• Mechanical Systems 22%
• Neural Networks 20%
• Predict 20%
• Meaning 19%
• Learning 19%
• Verify 17%
• Partial differential equation 15%
• Demonstrate 12%
• Concepts 11%

Engineering & Materials Science

• Physics 74%
• Finite element method 53%
• Partial differential equations 17%
• Deep neural networks 16%
• Convolutional neural networks 15%
• Learning algorithms 14%
• Microstructure 11%
• Composite materials 10%

Physics & Astronomy

• physics 54%
• predictions 46%
• learning 37%
• inference 19%
• partial differential equations 16%
• composite materials 10%
• microstructure 10%