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Stress-strain curve prediction on AlSi10Mg

16.51MAPE (Whole curve)Segmental predictive model with activation-based PIML
16.126818.713421.323.8866Mar 15, 2026

Evaluation results

MethodLinks
Segmental predictive model with activation-based PIML2026.0316.5118.5516.84
Segmental predictive model with loss-based PIML2026.0317.0320.917.04
Segmental predictive model without PIML2026.0325.7628.9923.1
Non-segmental predictive model2026.0326.09——