Monthly Rainfall Prediction on Thailand TMD Stations Monthly (Cluster 1)
90.45RMSEPhysics-informed GAT-detrend + Spatial Season-aware GPD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Physics-informed GAT-detrend + Spatial Season-aware GPDMulti head=8, Hidden Size=64, Number of layers=1, Dropout=0.4, Concat=False, TMD stations=62025.10 | 90.45 | 0.72 | — | |
| LSTMMulti head=8, Hidden Size=64, Number of layers=1, Dropout=0.4, Concat=False, TMD stations=62025.10 | 126.69 | 0.61 | — | |
| Wavelet-LSTMMulti head=8, Hidden Size=64, Number of layers=1, Dropout=0.4, Concat=False, TMD stations=62025.10 | 126.9 | 0.56 | — | |
| GAT-detrendMulti head=8, Hidden Size=64, Number of layers=1, Dropout=0.4, Concat=False, TMD stations=62025.10 | 133.65 | 0.5 | — | |
| EvolveGCNMulti head=8, Hidden Size=64, Number of layers=1, Dropout=0.4, Concat=False, TMD stations=62025.10 | 160.9 | 0.34 | — | |
| GC-LSTMMulti head=8, Hidden Size=64, Number of layers=1, Dropout=0.4, Concat=False, TMD stations=62025.10 | 179.11 | -0.01 | — |