Integrated Finite Element Neural Network (I-FENN) for non-local continuum damage mechanics

Mathematics

• Continuum Damage Mechanics 100%
• Neural Networks 49%
• Finite Element 41%
• Damage 37%
• Physics 17%
• Jacobian matrix 12%
• Stiffness 11%
• Training 11%
• Computational Cost 10%
• Continuum 9%
• Brittle Materials 8%
• Mesh 8%
• Gradient 8%
• Output 7%
• Numerical Solution 7%
• Computational Mechanics 7%
• Leverage 6%
• Derivative 6%
• Framework 6%
• Gradient Method 5%
• Accelerate 5%
• Computational Efficiency 5%
• Predict 4%
• Profile 4%
• Finite Element Method 4%
• Context 3%
• Numerical Examples 3%
• Series 3%
• Generalization 2%
• Model 1%

Engineering & Materials Science

• Continuum damage mechanics 71%
• Neural networks 31%
• Physics 18%
• Jacobian matrices 12%
• Derivatives 8%
• Computational mechanics 7%
• Stiffness 7%
• Gradient methods 6%
• Brittleness 5%
• Computational efficiency 5%
• Costs 4%
• Finite element method 3%

Physics & Astronomy

• continuums 38%
• damage 37%
• physics 12%
• education 9%
• gradients 9%
• mesh 8%
• stiffness 8%
• computational mechanics 7%
• costs 7%
• shape functions 5%
• brittle materials 5%
• output 5%
• bears 5%
• files 5%
• finite element method 3%
• profiles 2%