Monthly Rainfall Prediction on Thailand TMD Stations Monthly (Cluster 4)
113.57RMSEPhysics-informed GAT-detrend + Spatial Season-aware GPD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Physics-informed GAT-detrend + Spatial Season-aware GPDMulti head=1, Hidden Size=128, Number of layers=2, Dropout=0.4, Concat=True, TMD stations=12025.10 | 113.57 | 0.86 | — | |
| LSTMMulti head=1, Hidden Size=128, Number of layers=2, Dropout=0.4, Concat=True, TMD stations=12025.10 | 130.82 | 0.75 | — | |
| GAT-detrendMulti head=1, Hidden Size=128, Number of layers=2, Dropout=0.4, Concat=True, TMD stations=12025.10 | 133.79 | 0.69 | — | |
| Wavelet-LSTMMulti head=1, Hidden Size=128, Number of layers=2, Dropout=0.4, Concat=True, TMD stations=12025.10 | 133.96 | 0.68 | — | |
| GC-LSTMMulti head=1, Hidden Size=128, Number of layers=2, Dropout=0.4, Concat=True, TMD stations=12025.10 | 142.15 | 0 | — | |
| EvolveGCNMulti head=1, Hidden Size=128, Number of layers=2, Dropout=0.4, Concat=True, TMD stations=12025.10 | 186.85 | 0.39 | — |