Abstract: Highlights•An online and offline two-stage strategy is presented for column internals performance detection.•A hybrid mechanism-based and data-driven method is proposed for the system.•The internals performance index is online computed for the performance monitoring.•The accuracy and reliability are demonstrated through industrial distillation columns.
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