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The continuous annealing production line (CAPL) is shown in Fig. 1, in which the most important stages mainly consist of heating, soaking, slow cooling, rapid cooling, over-aging and quenching. During production, the strips are firstly welded one by one in the welding mill and then pickled to remove oxide scale. After that, each strip will be processed continuously through heating furnace (HF), soaking furnace (SF), slow cooling furnace (SCF), fast cooling furnace (FCF), over-aging furnace (OAF), and quenching furnace (QF). Finally, the strip will be coiled after processed by the skin pass mill (SPM). The setting of control variables in stages from heating to skin pass mill directly determine the strip quality and energy consumption of CAPL. The production process operation optimization is located between the production scheduling layer and the process control layer in the automation system of CAPL. Its task is A Data-Driven Multiobjective Dynamic Robust Modeling and Operation Optimization for Continuous Annealing Production Process