Waiting Time Forecasting on Incheon International Airport (ICN) Departure Gates (test)
0.344MAETransformer-based forecasting framework
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Transformer-based forecasting frameworkFacility=DG2-E, Prediction horizon (S)=12, Input window (T)=182026.05 | 0.344 | 0.915 | |
| Transformer-based forecasting frameworkFacility=DG4-W, Prediction horizon (S)=12, Input window (T)=182026.05 | 0.479 | 0.88 | |
| Transformer-based forecasting frameworkFacility=DG4-E, Prediction horizon (S)=12, Input window (T)=182026.05 | 0.62 | 1.069 | |
| Transformer-based forecasting frameworkFacility=DG5-E, Prediction horizon (S)=12, Input window (T)=182026.05 | 0.627 | 1.168 | |
| Transformer-based forecasting frameworkFacility=All Gates (Average), Prediction horizon (S)=12, Input window (T)=18, Prediction length aggregation=Averaged from all prediction lengths, Encoder layers (L)=3, Latent dimension (D)=256, Attention heads (H)=4, Batch size=32, Optimizer=AdamW, Learning rate=1e-4, Epochs=3002026.05 | 0.679 | 1.229 | |
| TransformerFacility=All Gates (Average), Prediction horizon (S)=12, Input window (T)=18, Prediction length aggregation=Averaged from all prediction lengths2026.05 | 0.696 | 1.326 | |
| Transformer-based forecasting frameworkFacility=DG3-E, Prediction horizon (S)=12, Input window (T)=182026.05 | 0.72 | 1.215 | |
| Transformer-based forecasting frameworkFacility=DG2-W, Prediction horizon (S)=12, Input window (T)=182026.05 | 0.817 | 1.669 | |
| Transformer-based forecasting frameworkFacility=DG5-W, Prediction horizon (S)=12, Input window (T)=182026.05 | 0.883 | 1.383 | |
| Seq2Seq LSTMFacility=All Gates (Average), Prediction horizon (S)=12, Input window (T)=18, Prediction length aggregation=Averaged from all prediction lengths2026.05 | 0.892 | 1.652 | |
| Transformer-based forecasting frameworkFacility=DG3-W, Prediction horizon (S)=12, Input window (T)=182026.05 | 0.945 | 1.531 | |
| FFNFacility=All Gates (Average), Prediction horizon (S)=12, Input window (T)=18, Prediction length aggregation=Averaged from all prediction lengths2026.05 | 0.981 | 1.816 |