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The actual industrial process is regarded as a non‐linear multi‐mode process. If the system is described according to the model of the single‐mode or the linear multi‐mode, it will inevitably lead to a large number of false alarms or missed alarms. The fault detection, fault reconstruction, fault amplitude estimation, and prediction for non‐linear multi‐mode process based on the multi‐kernel principal...