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  4. Towards a conceptual guideline for an economical assessment of manufacturing process data
 
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2026
Journal Article
Title

Towards a conceptual guideline for an economical assessment of manufacturing process data

Abstract
Data will have an exponentially increasing economic value in the coming years. To harness the economic potential of data e.g. due to machine learning, data sharing is helpful to create the large amount of data needed to train models. For sharing data, the definition of prices for datasets is crucial. While current approaches exclusively take the data science perspective to evaluate the value of data based on quality dimensions, the consideration of a multidimensional assessability for transparent pricing is missing. The contribution of this paper is to sketch a conceptual guideline for assessing sensory-captured manufacturing process data from multidimensional perspectives.
Author(s)
Mayer, Johannes
Rheinisch-Westfälische Technische Hochschule Aachen
Kaufmann, Tobias
Rheinisch-Westfälische Technische Hochschule Aachen
Niemietz, Philipp
Rheinisch-Westfälische Technische Hochschule Aachen
Bergs, Thomas  
Fraunhofer-Institut für Produktionstechnologie IPT  
Journal
Procedia CIRP  
Conference
Conference on Intelligent Computation in Manufacturing Engineering 2024  
Open Access
File(s)
Download (656.94 KB)
Rights
CC BY-NC-ND 4.0: Creative Commons Attribution-NonCommercial-NoDerivatives
DOI
10.1016/j.procir.2026.01.052
10.24406/publica-7693
Additional link
Full text
Language
English
Fraunhofer-Institut für Produktionstechnologie IPT  
Keyword(s)
  • data assessment

  • data pricing

  • guideline

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