Meshless physics-informed deep learning method for three-dimensional solid mechanics

Keyphrases

• Deep Learning Methods 100%
• Solid Mechanics 100%
• Collocation Method 100%
• Meshless 100%
• Three-dimensional Solid 100%
• Physics-informed Deep Learning 100%
• Finite Element Method 40%
• Partial Differential Equations 40%
• Physical Phenomena 20%
• Neural Network 20%
• Large Deformation 20%
• Material System 20%
• Approximate Solution 20%
• Numerical Methods 20%
• Linear Elasticity 20%
• Spatial Discretization 20%
• Material Type 20%
• Spatial Coordinates 20%
• Data-driven Model 20%
• Structural System 20%
• Deep Learning 20%
• Kinematic Hardening 20%
• Isotropic Hardening 20%
• Deep Learning Model 20%
• Hyperparameters 20%
• Hyperelasticity 20%
• Neo-Hookean 20%
• Structure Deformation 20%
• Von Mises Plasticity 20%

Engineering

• Solid Mechanics 100%
• Deep Learning 100%
• Finite Element Method 66%
• Partial Differential Equation 66%
• Physical Phenomena 33%
• Large Deformation 33%
• Approximate Solution 33%
• Model Parameter 33%
• Numerical Methods 33%
• Deformation Structure 33%
• Linear Elasticity 33%
• Spatial Discretization 33%
• Spatial Coordinate 33%
• Structural System 33%
• Kinematic Hardening 33%
• Isotropic Hardening 33%

Material Science

• Finite Element Method 100%
• Solid Mechanics 100%
• Elasticity 50%
• Large Deformation 50%
• Deformation Structure 50%