Monthly Rainfall Prediction on Thailand TMD Stations Cluster 2 Monthly
74.68RMSEPhysics-informed GAT-detrend + Spatial Season-aware GPD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Physics-informed GAT-detrend + Spatial Season-aware GPDMulti head=8, Hidden Size=16, Number of layers=2, Dropout=0.4, Concat=True, TMD stations=52025.10 | 74.68 | 0.7 | — | |
| Wavelet-LSTMMulti head=8, Hidden Size=16, Number of layers=2, Dropout=0.4, Concat=True, TMD stations=52025.10 | 86.96 | 0.63 | — | |
| LSTMMulti head=8, Hidden Size=16, Number of layers=2, Dropout=0.4, Concat=True, TMD stations=52025.10 | 89.8 | 0.6 | — | |
| GAT-detrendMulti head=8, Hidden Size=16, Number of layers=2, Dropout=0.4, Concat=True, TMD stations=52025.10 | 91.59 | 0.6 | — | |
| EvolveGCNMulti head=8, Hidden Size=16, Number of layers=2, Dropout=0.4, Concat=True, TMD stations=52025.10 | 128.56 | 0.48 | — | |
| GC-LSTMMulti head=8, Hidden Size=16, Number of layers=2, Dropout=0.4, Concat=True, TMD stations=52025.10 | 140.7 | 0.04 | — |