Abstract Modelling the production of silicon in a submerged arc furnace (SAF) requires accounting for wide range timescales different physical and chemical processes: electric current which is used to heat varies over timescale around $10^{-2}\,$ s, whereas flow consumption raw materials occurs several hours. Models generally either include only fast-timescale, or slow-timescale processes. In p...