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PCA, as the representative of the traditional global fault monitoring algorithm, is a linear feature extraction algorithm. So global algorithm may cause a lot of false alarms in fault monitoring of fermentation process with nonlinear and multi-stage characteristics. In this paper, the Just In Time Learning (JITL) strategy is introduced into the Kernel Principal Component Analysis (KPCA) algorithm...
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