“…The most basic type of a validation is to conduct a case study, in which a heuristic comparison between simulated heats and selected heats from an industrial EAF is conducted. [ 32,34,53,64,91–94,123,124 ] A common validation approach utilized in the majority of the presented noncommercial models [ 27,35,38,42,43,48,54,62,65,103,104,125–133 ] is to formulate a physical model with the literature data and validate it using point data from the refining period or tapping of industrial EAF. While steel and slag temperature and composition have high relevance to EAF operations, the lack of continuous variables in model training and validation makes it harder to analyze the sources of errors and makes it very challenging to validate the results during the heat.…”