Deep learning of interfacial curvature: A symmetry-preserving approach for the volume of fluid method

Physics & Astronomy

• learning 56%
• preserving 52%
• curvature 39%
• self organizing systems 37%
• grids 32%
• fluids 30%
• symmetry 30%
• costs 19%
• antisymmetry 19%
• neurons 13%
• emerging 11%
• interfacial tension 11%
• activation 10%
• performance 5%

Mathematics

• Learning 47%
• Curvature 40%
• Symmetry 35%
• Data-driven 29%
• Multilayer Perceptron 25%
• Grid 20%
• Grid Refinement 12%
• Costs 12%
• Artificial Neural Network 11%
• Volume Fraction 11%
• Conserve 11%
• Neural Network Model 10%
• Diverge 9%
• Neuron 8%
• Averaging 8%
• Convergence Properties 7%
• Odd 6%
• Strategy 6%
• Alternatives 5%
• Range of data 5%
• Performance 5%
• Standards 4%
• Model 2%

Engineering & Materials Science

• Multilayer neural networks 53%
• Deep learning 46%
• Fluids 33%
• Neural networks 31%
• Surface tension 27%
• Neurons 24%
• Volume fraction 23%
• Chemical activation 23%
• Costs 19%