Stress-strain curve prediction on CF-ABS (test)
8.25MAPE Whole CurveSegmental predictive model with activation-based PIML architecture
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Segmental predictive model with activation-based PIML architecturesegmentation=segmental, architecture=activation-based PIML2026.03 | 8.25 | 7.33 | 8.59 | — | |
| Segmental predictive model with loss-based PIML architecturesegmentation=segmental, architecture=loss-based PIML2026.03 | 9.28 | 13.69 | 7.57 | 0.9881 | |
| Segmental predictive model without PIML architecturesegmentation=segmental, PIML=none2026.03 | 15.36 | 23.41 | 12.14 | — | |
| Non-segmental predictive modelsegmentation=none2026.03 | 23.9 | — | — | — |