Towards a Generalised Information Modell: A Bayesian Network Approach for PPR-Representation

June 11, 2025·
Alexander Bott
Jan Baumgärtner
Jan Baumgärtner
,
Nicolaus Klein
,
Alexander Puchta
,
Jürgen Fleischer
· 0 min read
Abstract
The advancement of Industry 4.0 necessitates the abstraction of production processes to develop software-defined value streams. Existing approaches often suffer from limitations such as inflexibility and lack of scalability when individually modelling complex, heterogeneous production processes. These limitations hinder effective integration and interoperability within the Industry 4.0 framework. Given these challenges, this approach introduces an innovative one size fits all information model, enabling comprehensive capability matching across diverse production systems. The proposed graph-based methodology enables the probabilistic description of products and their features resulting from various production processes. This also enables the representation and investigation of their part-specific dependencies. The developed graph-based representation will be demonstrated on a complex product through elemental manufacturing processes. This standardises the description format of these production technologies. This crucial standardisation enables addressing the complexities of modern industrial processes. It also supports deploying software-defined value streams, optimising efficiency and adaptability in smart manufacturing environments
Type
Publication
In Lecture Notes in Production Engineering, pp. 167-177, Springer
publications
Jan Baumgärtner
Authors
Head of Research Industrial Robotics & Scientific Coordinator of CRC 1574
Hi I am Jan! I am a researcher working at the intersection of robotics and manufacturing. My work focuses on intelligent robotic manufacturing systems, where reconfigurable hardware and autonomous reasoning systems meet to enable autonomous and circular production. I also coordinate the Industrial Robotics research at wbk Institute of Production Science, KIT, as well as the Collaborative Research Centre 1574 Circular Factory for the Perpetual Innovative Product.