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Pseudo-Labeling Optimization Based Ensemble Semi-Supervised Soft Sensor in the Process Industry

Nowadays, soft sensor techniques have become promising solutions for enabling real-time estimation of difficult-to-measure quality variables in industrial processes. However, labeled data are often scarce in many real-world applications, which poses a significant challenge when building accurate sof...

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Principais autores: Youwei Li, Huaiping Jin, Shoulong Dong, Biao Yang, Xiangguang Chen
Format: Artigo
Sprog:Inglês
Udgivet: MDPI AG 2021-12-01
Serier:Sensors
Fag:
soft sensor
unlabeled data
label scarcity
semi-supervised learning
ensemble learning
pseudo labeling
Online adgang:https://www.mdpi.com/1424-8220/21/24/8471
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