Monthly Rainfall Prediction on Thailand TMD Stations Monthly (Cluster 3)
103.6RMSEPhysics-informed GAT-detrend + Spatial Season-aware GPD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Physics-informed GAT-detrend + Spatial Season-aware GPDMulti head=8, Hidden Size=128, Number of layers=2, Dropout=0.4, Concat=True, TMD stations=32025.10 | 103.6 | 0.61 | — | |
| LSTMMulti head=8, Hidden Size=128, Number of layers=2, Dropout=0.4, Concat=True, TMD stations=32025.10 | 136.72 | 0.44 | — | |
| GAT-detrendMulti head=8, Hidden Size=128, Number of layers=2, Dropout=0.4, Concat=True, TMD stations=32025.10 | 145.36 | 0.35 | — | |
| Wavelet-LSTMMulti head=8, Hidden Size=128, Number of layers=2, Dropout=0.4, Concat=True, TMD stations=32025.10 | 151.41 | 0.29 | — | |
| EvolveGCNMulti head=8, Hidden Size=128, Number of layers=2, Dropout=0.4, Concat=True, TMD stations=32025.10 | 157.62 | 0.23 | — | |
| GC-LSTMMulti head=8, Hidden Size=128, Number of layers=2, Dropout=0.4, Concat=True, TMD stations=32025.10 | 173.32 | -0.01 | — |