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Current applications of thermal analysis in ductile iron production are largely limited to routine monitoring, while its potential for quantitative prediction and resource-efficient process control remains underutilized. This study addresses this gap by establishing direct relationships between melt composition, thermal parameters, and resulting material performance. Sixteen industrial melts of ferritic ductile iron were produced with systematically varied charge compositions and metallurgical treatments. Cooling ...