Mechanical Property Prediction on Nylon polymer samples
20.54MAPE (Young's Modulus)Segmental predictive model with activation-based PIML architecture
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Segmental predictive model with activation-based PIML architectureModel architecture=Segmental, PIML architecture type=activation-based2026.03 | 20.54 | 3.81 | |
| Segmental predictive model with loss-based PIML architectureModel architecture=Segmental, PIML architecture type=loss-based2026.03 | 23.48 | 5.69 | |
| Segmental predictive model without PIML architectureModel architecture=Segmental, PIML architecture type=None2026.03 | 34.68 | 17.79 | |
| Non-segmental predictive modelModel architecture=Non-segmental, PIML architecture type=None2026.03 | 38.98 | 7.1 |