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  4. How to quantify the maturity of production processes
 
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2025
Conference Paper
Title

How to quantify the maturity of production processes

Abstract
Quantifying the properties of interest is a basic need in all fields of science and engineering. We propose formal definitions to quantify the maturity of production processes. The definitions are inspired by the concepts of controllability and observability from control theory. But instead of a binary classification of a system as controllable/uncontrollable and observable/unobservable, we consider a probability distribution for the remaining error. From the proposed maturity quantification, the remaining potential for optimizations can be evaluated. This is shown for the example of an electric arc furnace (EAF), for which high-fidelity simulation models are available.
Author(s)
Arabizadeh, Negar
Fraunhofer-Institut für Optronik, Systemtechnik und Bildauswertung IOSB  
Pfrommer, Julius  
Fraunhofer-Institut für Optronik, Systemtechnik und Bildauswertung IOSB  
Beyerer, Jürgen  
Fraunhofer-Institut für Optronik, Systemtechnik und Bildauswertung IOSB  
Mainwork
Machine Learning for Cyber Physical Systems. Proceedings of the Conference ML4CPS 2025  
Conference
Machine Learning for Cyber-Physical Systems Conference 2025  
Language
English
Fraunhofer-Institut für Optronik, Systemtechnik und Bildauswertung IOSB  
Keyword(s)
  • Immature production processes

  • Maturity metrics for production processes

  • Complex system modeling

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