Multi-fidelity Data Aggregation using Convolutional Neural Networks

Mathematics

• Data Aggregation 100%
• Fidelity 73%
• Neural Networks 54%
• Framework 9%
• High Accuracy 5%
• Relationships 4%
• Hybrid Simulation 4%
• Multiscale Simulation 4%
• Convolution 4%
• Engineering 4%
• Testing 3%
• Nonlinear Mapping 3%
• High Resolution 3%
• Multiresolution 3%
• High-dimensional Data 3%
• Simulation Experiment 3%
• Imaging 3%
• Architecture 3%
• Error Estimation 3%
• Local Field 2%
• Computational Cost 2%
• Experimental Data 2%
• Aggregation 2%
• Collocation Method 2%
• Flexibility 2%
• Interpolate 2%
• Costs 2%
• Strategy 1%
• Observation 1%
• Modeling 1%
• Simulation 1%
• Numerical Examples 1%
• Derivative 1%
• Range of data 1%
• Form 1%
• Model 0%

Engineering & Materials Science

• Convolutional neural networks 52%
• Agglomeration 50%
• Convolution 16%
• Testing 8%
• Deep neural networks 8%
• Error analysis 7%
• Interpolation 7%
• Derivatives 6%
• Imaging techniques 6%
• Costs 6%
• Neural networks 5%
• Experiments 2%

Physics & Astronomy

• convolution integrals 5%
• simulation 3%
• costs 3%
• engineering 3%
• collocation 2%
• interpolation 2%
• flexibility 2%
• high resolution 1%