Deep learning of subsurface flow via theory-guided neural network

Computer Science

• Deep Learning Method 100%
• Neural Network 100%
• Neural Network Model 75%
• Deep Neural Network 25%
• Expert Knowledge 25%
• Learning Process 12%
• Driven Approach 12%
• Supervised Learning 12%
• Transfer Learning 12%
• Generalizability 12%
• Training Data 12%
• Physical Constraint 12%
• Active Research 12%
• Scientific Knowledge 12%
• Data Simulation 12%
• Partial Differential Equation 12%
• Boundary Condition 12%

INIS

• learning 100%
• neural networks 100%
• data 46%
• engineering 33%
• constraints 26%
• control 20%
• losses 13%
• prediction 13%
• simulation 6%
• reliability 6%
• performance 6%
• equations 6%
• partial differential equations 6%
• accuracy 6%
• boundary conditions 6%
• transients 6%

Chemical Engineering

• Neural Network 100%
• Deep Learning Method 100%
• Deep Neural Network 15%
• Supervised Learning 7%
• Transfer of Learning 7%
• Transfer Learning 7%