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Big Data Approach to Batch Process Monitoring: Simultaneous Fault Detection and Diagnosis Using Nonlinear Support Vector Machine-based Feature Selection

This paper presents a novel data-driven framework for process monitoring in batch processes, a critical task in industry to attain a safe operability and minimize loss of productivity and profit. We exploit high dimensional process data with nonlinear Support Vector Machine-based feature selection a...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Veröffentlicht in:Comput Chem Eng
Hauptverfasser: Onel, Melis, Kieslich, Chris A., Guzman, Yannis A., Floudas, Christodoulos A., Pistikopoulos, Efstratios N.
Format: Artigo
Sprache:Inglês
Veröffentlicht: 2018
Schlagworte:
Online Zugang:https://ncbi.nlm.nih.gov/pmc/articles/PMC6205516/
https://ncbi.nlm.nih.gov/pubmed/30386002
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.compchemeng.2018.03.025
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