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The specific reheating furnaces mode (SRF) has multi-styles and the interrelations between production cells of SRF are complex. Focusing on these characters, a decision tree based method for production strategies research of SRF is proposed. Firstly, training samples are obtained by execution of the simulation model of SRF. Secondly, decision rules are mined out with the acquired simulation samples base on decision tree algorithm. Finally, the production strategies of SRF are established by the decision rules analysis.