Constitutive modeling on hyperelasticity (test)
1.094Relative L2 ErroreDAFNO
Evaluation results
| Method | Links | |
|---|---|---|
| eDAFNO# of training samples=10002023.04 | 1.094 | |
| iDAFNO# of training samples=10002023.04 | 1.207 | |
| FNO w/ smooth χ# of training samples=10002023.04 | 1.415 | |
| IFNO w/ smooth χ# of training samples=10002023.04 | 1.509 | |
| Geo-FNO# of training samples=10002023.04 | 2.316 | |
| F-FNO# of training samples=10002023.04 | 3.193 | |
| iDAFNO# of training samples=1002023.04 | 4.214 | |
| eDAFNO# of training samples=1002023.04 | 4.247 | |
| IFNO w/ mask# of training samples=10002023.04 | 4.481 | |
| FNO w/ mask# of training samples=10002023.04 | 4.55 | |
| IFNO w/ smooth χ# of training samples=1002023.04 | 5.088 | |
| UNet# of training samples=10002023.04 | 5.462 | |
| FNO w/ smooth χ# of training samples=1002023.04 | 5.479 | |
| IFNO w/ mask# of training samples=1002023.04 | 7.7 | |
| FNO w/ mask# of training samples=1002023.04 | 7.852 | |
| Geo-FNO# of training samples=1002023.04 | 10.343 | |
| DeepONet# of training samples=10002023.04 | 11.998 | |
| F-FNO# of training samples=1002023.04 | 12.135 | |
| GNO# of training samples=10002023.04 | 13.007 | |
| eDAFNO# of training samples=102023.04 | 16.446 | |
| iDAFNO# of training samples=102023.04 | 16.669 | |
| IFNO w/ smooth χ# of training samples=102023.04 | 17.145 | |
| FNO w/ smooth χ# of training samples=102023.04 | 17.431 | |
| GNO# of training samples=1002023.04 | 18.574 | |
| IFNO w/ mask# of training samples=102023.04 | 19.262 | |
| FNO w/ mask# of training samples=102023.04 | 19.487 | |
| DeepONet# of training samples=1002023.04 | 25.455 | |
| Geo-FNO# of training samples=102023.04 | 28.725 | |
| GNO# of training samples=102023.04 | 29.305 | |
| UNet# of training samples=1002023.04 | 34.467 | |
| DeepONet# of training samples=102023.04 | 35.334 | |
| F-FNO# of training samples=102023.04 | 35.672 | |
| UNet# of training samples=102023.04 | 98.167 |