Wind field reconstruction on Wind field masked (test)
2.7546MSEVDW-GNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| VDW-GNNSec. per epoch=0.0041 ± 0.0007, Best epoch=93 ± 41, Parameter count=20,0992025.10 | 2.7546 | 3.2266 | |
| EGNN (1-layer)Sec. per epoch=0.0120 ± 0.0166, Best epoch=448 ± 406, Parameter count=134,4022025.10 | 2.7651 | 2.7651 | |
| GCNSec. per epoch=0.0043 ± 0.0012, Best epoch=41 ± 17, Parameter count=50,4352025.10 | 2.8662 | 3.5242 | |
| GINSec. per epoch=0.0045 ± 0.0030, Best epoch=20 ± 4, Parameter count=50,4352025.10 | 3.1754 | 3.541 | |
| GATSec. per epoch=0.0053 ± 0.0039, Best epoch=54 ± 45, Parameter count=34,1792025.10 | 3.2784 | 3.8239 | |
| TFN (2-layer)Sec. per epoch=0.0128 ± 0.0034, Best epoch=88 ± 65, Parameter count=729,1842025.10 | 3.9898 | 3.9898 | |
| LEGSSec. per epoch=0.0080 ± 0.0003, Best epoch=258 ± 132, Parameter count=21,3192025.10 | 11.2551 | 27.5993 | |
| DD-TNNSec. per epoch=0.0114 ± 0.0003, Best epoch=118 ± 110, Parameter count=17,3742025.10 | 12.7592 | 14.801 |