Open access
Aug 2026
Concrete strength prediction using domain-driven feature engineering and explainable LightGBM
This study integrates domain-informed feature engineering with optimized tree-based ensemble models to benchmark concrete strength prediction on a widely recognized Yeh dataset, with SHAP analysis revealed that the newly engineered features were the most influential predictors.
Ahmed Hereiz, Mennatullah Elsahy, Kenzy Hassan et al.
· Scientific Reports · 0 citations