Physics Guided Neural Networks for Time-Aware Fairness: An Application in Crop Yield Prediction

Keyphrases

• Physics-informed Neural Networks 100%
• Time-aware 100%
• Crop Yield Prediction 100%
• Crop Yield 75%
• Weather Conditions 50%
• Physics-based Model 50%
• Neural Network Model 50%
• Spatial Fairness 50%
• Process-based 25%
• Soil Properties 25%
• Subsidies 25%
• Yield Data 25%
• Farming Practices 25%
• Spatio-temporal Data 25%
• Physics-aware 25%
• County Level 25%
• Performance Prediction 25%
• Large Region 25%
• Physical Processes 25%
• Policy Strategy 25%
• Physical Knowledge 25%
• Prediction Map 25%
• Iterative Reweighting 25%
• Bilevel Optimization 25%
• Crop Growing 25%
• Intervention Strategies 25%
• Individuals at Risk 25%
• Training Year 25%
• Reweighting Strategy 25%
• Physical Information 25%
• Data Shift 25%

Computer Science

• Neural Network Model 100%
• Neural Network 100%
• Weather Condition 100%
• Temporal Data 50%
• Physical Information 50%
• Growing Process 50%
• Simulated Data 50%
• Predictive Performance 50%
• Bilevel Optimisation 50%