Stress-strain curve prediction on Nylon (test)
5.52Mean Absolute Percentage Error (Whole curve)Segmental 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 | 5.52 | 18.52 | 4.87 | — | |
| Segmental predictive model with loss-based PIML architecturesegmentation=segmental, architecture=loss-based PIML2026.03 | 6.53 | 18.27 | 5.86 | 0.9284 | |
| Segmental predictive model without PIML architecturesegmentation=segmental, PIML=none2026.03 | 12.42 | 19.75 | 12.01 | — | |
| Non-segmental predictive modelsegmentation=none2026.03 | 13.42 | — | — | — |