Prozessüberwachung durch bildverarbeitende KI

Abstract The proceeding automation of industrial manufacturing processes has reduced human presence on modern shop floors. Since industrial processes are still afflicted with malfunctioning, autonomous monitoring solutions are demanded. This article presents a forming use case in which AI-based image recognition is used to monitor process behaviour and prompt stops when needed. The knowledge base utilized by the AI is obtained by examining descriptive examples of abnormal process behaviour.

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Publication Details

Journal
Zeitschrift für wirtschaftlichen Fabrikbetrieb
Published
2024-10-20
DOI
https://doi.org/10.1515/zwf-2024-1132
Citations
2
Primary Topic
Business Process Modeling and Analysis
Type
article
Field-Weighted Citation Impact
1.06
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article

Prozessüberwachung durch bildverarbeitende KI

Joachim Metternich, Florian Mitschke
2 citations
Zeitschrift für wirtschaftlichen Fabrikbetrieb
Business Process Modeling and Analysis
1.06
article

Prozessüberwachung durch bildverarbeitende KI

Joachim Metternich, Florian Mitschke
article en
2 citations

Abstract

Abstract The proceeding automation of industrial manufacturing processes has reduced human presence on modern shop floors. Since industrial processes are still afflicted with malfunctioning, autonomous monitoring solutions are demanded. This article presents a forming use case in which AI-based image recognition is used to monitor process behaviour and prompt stops when needed. The knowledge base utilized by the AI is obtained by examining descriptive examples of abnormal process behaviour.

Zeitschrift für wirtschaftlichen FabrikbetriebVol. 119(10)
Technische Universität Darmstadt (DE)
Industry, innovation and infrastructure
Openalex Percentile: Top 17%
Business Process Modeling and Analysis
1.06
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