Categorization of Data Analytics Projects in Smart Manufacturing

The emergence of the Internet of Things and Industry 4.0 has transformed production processes, with data analytics and AI playing key roles. Smart Manufacturing projects often appear ambiguous due to interconnected terms. Data analytics is foundational, involving specific goals, evaluation of current infrastructure, and small-scale pilot projects. Having a structured map tailored to Smart Manufacturing is invaluable for identifying an optimal starting point for data analytics projects. The primary objective is to provide a comprehensive overview of data analytics in the context of Smart Manufacturing and to answer the research question regarding identified categories and data analytics projects.

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Publication Details

Published
2024-12-15
DOI
https://doi.org/10.1109/bigdata62323.2024.10825954
Citations
2
Primary Topic
Digital Transformation in Industry
Type
article
Field-Weighted Citation Impact
0.70
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article

Categorization of Data Analytics Projects in Smart Manufacturing

Daniel Staegemann, Matthias Pohl, Christian Haertel, Klaus Turowski
2 citations
Digital Transformation in Industry
0.70
article

Categorization of Data Analytics Projects in Smart Manufacturing

Daniel Staegemann, Matthias Pohl, Christian Haertel, Klaus Turowski
article en
2 citations

Abstract

The emergence of the Internet of Things and Industry 4.0 has transformed production processes, with data analytics and AI playing key roles. Smart Manufacturing projects often appear ambiguous due to interconnected terms. Data analytics is foundational, involving specific goals, evaluation of current infrastructure, and small-scale pilot projects. Having a structured map tailored to Smart Manufacturing is invaluable for identifying an optimal starting point for data analytics projects. The primary objective is to provide a comprehensive overview of data analytics in the context of Smart Manufacturing and to answer the research question regarding identified categories and data analytics projects.

Deutsches Zentrum für Luft- und Raumfahrt e. V. (DLR) (DE), Otto-von-Guericke-Universität Magdeburg (DE)
Industry, innovation and infrastructure
Openalex Percentile: Top 23%
Digital Transformation in Industry
0.70
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