Short-term state forecasting on 1Sec case study (I) 1.0 (test)
0.01NMAEPersistence
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Persistenceel=false, hyd=false2025.07 | 0.01 | 0.15 | |
| GNNel=true, hyd=false2025.07 | 0.02 | 0.1 | |
| HGNNel=true, hyd=true2025.07 | 0.02 | 0.09 | |
| GATel=true, hyd=false2025.07 | 0.02 | 0.1 | |
| HGAT-Del=true, hyd=true2025.07 | 0.02 | 0.09 | |
| HGATel=true, hyd=true2025.07 | 0.02 | 0.09 | |
| LSTM*el=true, hyd=false2025.07 | 0.05 | 0.15 | |
| 1D-CNN*el=true, hyd=false2025.07 | 0.12 | 0.21 | |
| StemGNNel=true, hyd=false2025.07 | 0.16 | 0.23 | |
| StemGNNel=true, hyd=true2025.07 | 0.24 | 0.42 | |
| LSTMel=true, hyd=true2025.07 | 0.43 | 1.38 | |
| 1D-CNNel=true, hyd=true2025.07 | 1.16 | 3.89 |