Evaluating Process Parameter Interdependencies Based on Knowledge Graphs in Manufacturing

Tom Jeleniewski, Aljosha Köcher, Hamied Nabizada, Jonathan Reif, Felix Gehlhoff, Alexander Fay

2025

Abstract

Formal representations of parameter interdependencies are critical for enabling model-based analysis and reasoning in manufacturing process knowledge graphs. While ontologies based on industrial standards allow for structured semantic descriptions, the computability of embedded mathematical expressions remains a challenging task. This paper presents a SPARQL-driven evaluation framework capable of interpreting and resolving process parameter interdependencies within a knowledge graph. The approach supports an evaluation of nested mathematical expressions, contextual data resolution and computation of process relevant results. The implementation demonstrates how semantic process models can be used for decision support and process optimization tasks.

Paper Citation

in Harvard Style

Jeleniewski T., Köcher A., Nabizada H., Reif J., Gehlhoff F. and Fay A. (2025). Evaluating Process Parameter Interdependencies Based on Knowledge Graphs in Manufacturing. In Proceedings of the 17th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management - Volume 2: KEOD; ISBN 978-989-758-769-6, SciTePress, pages 86-96. DOI: 10.5220/0013937100004000

in Bibtex Style

@conference{keod25,
author={Tom Jeleniewski and Aljosha Köcher and Hamied Nabizada and Jonathan Reif and Felix Gehlhoff and Alexander Fay},
title={Evaluating Process Parameter Interdependencies Based on Knowledge Graphs in Manufacturing},
booktitle={Proceedings of the 17th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management - Volume 2: KEOD},
year={2025},
pages={86-96},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0013937100004000},
isbn={978-989-758-769-6},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 17th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management - Volume 2: KEOD
TI - Evaluating Process Parameter Interdependencies Based on Knowledge Graphs in Manufacturing
SN - 978-989-758-769-6
AU - Jeleniewski T.
AU - Köcher A.
AU - Nabizada H.
AU - Reif J.
AU - Gehlhoff F.
AU - Fay A.
PY - 2025
SP - 86
EP - 96
DO - 10.5220/0013937100004000
PB - SciTePress