Multi-fidelity neural optimization machine for Digital Twins

Mathematics

• Fidelity 86%
• Optimization 52%
• Data Aggregation 32%
• Neural Networks 17%
• Multiresolution 14%
• Design for Manufacturing 13%
• High Accuracy 12%
• Decision Support 9%
• Heterogeneous Materials 9%
• Finite Element Simulation 9%
• Computational Simulation 9%
• Gradient Descent Method 9%
• Integrated Model 8%
• Stochastic Gradient 8%
• Scanning 7%
• Simulation 7%
• High Resolution 7%
• Simulation Model 7%
• Engineering Application 7%
• Framework 7%
• Manufacturing 6%
• Integrate 6%
• Computational Cost 6%
• Experimental Data 6%
• Defects 6%
• Model 6%
• Irregular 5%
• Objective function 5%
• Internal 5%
• Prediction 5%
• Minimise 4%
• Mesh 4%
• Costs 4%
• Testing 4%
• Strategy 4%
• Partial 4%
• Design 3%
• Numerical Examples 3%
• Relationships 3%
• Demonstrate 3%

Engineering & Materials Science

• Digital twin 100%
• Convolutional neural networks 26%
• Agglomeration 25%
• Steepest descent method 12%
• Pore size 11%
• Scanning 7%
• Defects 6%
• Testing 5%
• Costs 3%