A comparative study of deep and shallow predictive techniques for hot metal temperature prediction in blast furnace ironmaking.

•In blast furnace ironmaking, it is crucial to predict hot metal temperature (HMT).•Deep and shallow predictive methods were applied to an industrial blast furnace.•Both the current time and multi-step-ahead HMT predictions were investigated.•The prediction performance and computational time of ten methods were evaluated.