Traffic Flow Model Informed Network for Fine-Grained Speed Estimation with Robustness Enhancement

Engineering

• Flow Model 100%
• State Estimation 100%
• Deep Learning 66%
• Observed Data 66%
• Road 33%
• Traffic Control 33%
• Sparsity 33%
• Model Data 33%
• Traffic Management 33%
• Physical Constraint 33%
• Gradient Descent 33%
• Velocity Field 33%

Computer Science

• State Estimation 100%
• Flow Model 100%
• Deep Learning 66%
• Case Study 33%
• Sparsity 33%
• Traffic Control 33%
• Neural Network 33%
• Estimation Method 33%
• Traffic Management 33%
• Data Fusion 33%
• Gradient Descent 33%
• Physical Constraint 33%