A Just-In-Time-Learning-Aided Canonical Correlation Analysis Method for Multimode Process Monitoring and Fault Detection

Chen, Zhiwen; Liu, Chang; X. Ding, Steven; Peng, Tao; Yang, Chunhua; Gui, Weihua; A.W. Shardt, Yuri

doi:10.1109/tie.2020.2989708

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A Just-In-Time-Learning-Aided Canonical Correlation Analysis Method for Multimode Process Monitoring and Fault Detection

Shared by NobleBlocks on Apr 28, 2020 • 12:00 AM UTC

Authors:

Zhiwen Chen

Chang Liu

Steven X. Ding

Abstract

In this article, a just-in-time-learning (JITL)-aided canonical correlation analysis (CCA) is proposed for the monitoring and fault detection of multimode processes. A canonical correlation analysis (CCA)-based fault detection method has been applied to single-operating-mode processes. However, CCA ...

Subject

Canonical correlation

Interpretability

Fault detection and isolation

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