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  4. Automated quality assurance as an intelligent cloud service using machine learning
 
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2019
Journal Article
Title

Automated quality assurance as an intelligent cloud service using machine learning

Abstract
The amount of data generated in production systems increases continuously due to the integration of cyber-physical systems and additional sensors. This data contains potentially useful knowledge that can be used to improve production processes and product quality. Machine learning algorithms offer the potential of improvements for quality assurance. However, companies often do not have the necessary know-how to extract this knowledge. This publication therefore presents a service-based system for optical quality assurance using machine learning algorithms. The intelligent cloud service is tested and validated by an industrial use case for transparent injection molded parts.
Author(s)
Schreiber, Martin
Fraunhofer-Institut für Gießerei-, Composite- und Verarbeitungstechnik IGCV  
Klöber-Koch, Jan
Fraunhofer-Institut für Gießerei-, Composite- und Verarbeitungstechnik IGCV  
Bömelburg-Zacharias, Johanna
Fraunhofer-Institut für Gießerei-, Composite- und Verarbeitungstechnik IGCV  
Braunreuther, Stefan
Fraunhofer-Institut für Gießerei-, Composite- und Verarbeitungstechnik IGCV  
Reinhart, Gunther  
Fraunhofer-Institut für Gießerei-, Composite- und Verarbeitungstechnik IGCV  
Journal
Procedia CIRP  
Conference
Global Web Conference "Towards Shifted Production Value Stream Patterns through Inference of Data, Models, and Technology" (CIRPe) 2019  
Open Access
DOI
10.1016/j.procir.2020.01.034
Additional full text version
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Language
English
Fraunhofer-Institut für Gießerei-, Composite- und Verarbeitungstechnik IGCV  
Keyword(s)
  • Qualitätsmanagement

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