Maintaining the temperature of liquid steel in ladle required range affects quality casted billets, reduces energy consumption, and guarantees smooth control melting sequence. Measuring its is a challenging task industrial settings, often hindered by safety concerns expensive nature equipment. This paper presents models which enable prediction cooling rate for variable production parameters, i....