Key points are not available for this paper at this time.
• Introduces Dynamic SHAP (D-SHAP) for time-resolved interpretability of batch-process ML models. • D-SHAP reveals when and which variables most influence product quality, closing the accuracy–explainability gap. • Methodology validated on one industrial and two synthetic datasets, confirming broad applicability.
Brunaccioni et al. (Fri,) studied this question.