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In this paper,a new fault diagnosis method for industrial process is proposed.Knowledge learning is proposed to build the mathematical model and train the offline data.For process monitoring and fault detection,experience is quite important.In this paper,few experience data is used to be labeled data by experts for extracting knowledge,and online process data can be monitored by using the knowledge.