Research map / Probabilistic and scientific modeling / Dynamical systems
Seeing the Wind: Visual Wind Speed Prediction with a Coupled Convolutional and Recurrent Neural Network
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add temporal mean subtraction to the ResNet-18 features (ablation) | ResNet-18 + LSTM · Adjacent Flag Test Set | Measurable Range RMSE (m/s): 3.10 -> 1.85 | Helped |
| Add temporal mean subtraction to the ResNet-18 features (ablation) | ResNet-18 + LSTM · Tunnel Test Set | Measurable Range RMSE (m/s): 9.61 -> 1.82 | Helped |
| Add temporal mean subtraction to the ResNet-18 features (ablation) | ResNet-18 + LSTM · Flag Validation Set | Overall RMSE (m/s): 1.37 -> 1.42 | No clear effect |
| Add temporal mean subtraction to the ResNet-18 features (ablation) | ResNet-18 + LSTM · Tree Validation Set | Overall RMSE (m/s): 1.53 -> 1.63 | No clear effect |
| Use clips within the measurable wind-speed range | LSTM-NM · Flag Validation Set | RMSE (m/s): 1.42 -> 1.37 | Helped |
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