Fault Classification in High-Dimensional Complex Processes Using Semi-Supervised Deep Convolutional Generative Models

In complex industrial processes, process fault detection and classification constitute an important task for reducing production costs and improving product quality. Most existing methods for fault classification assume that sufficient labeled data are available for training. However, label acquisit...

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Veröffentlicht in:IEEE transactions on industrial informatics Jg. 16; H. 4; S. 2868 - 2877
Hauptverfasser: Ko, Taeyoung, Kim, Heeyoung
Format: Journal Article
Sprache:Englisch
Veröffentlicht: Piscataway IEEE 01.04.2020
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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ISSN:1551-3203, 1941-0050
Online-Zugang:Volltext
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