Semantic fusion of SysML elements for model integration utilizing knowledge graphs

ABSTRACT: While top-down System Engineering supports the definition of system boundaries and interfaces, practical implementation often proceeds in a bottom-up manner, resulting in the need for model integration of SysML models. This is currently hindered by inconsistent naming, different abstraction levels, and unclear interfaces. In this work, a novel approach to integration is proposed, utilizing RDF knowledge graphs and LLM-driven entity alignment with similarity thresholds to perform semantic fusion. A practical use case shows correct consolidation based on cosine similarity thresholds.

Authors

Institutions

Publication Details

Journal
Proceedings of the Design Society
Published
2026-07-02
DOI
https://doi.org/10.1017/pds.2026.10645
Primary Topic
Systems Engineering Methodologies and Applications
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Semantic fusion of SysML elements for model integration utilizing knowledge graphs

David Inkermann, Roman Stephan, Simon Gottschalk, Zhiwei Zhou
Proceedings of the Design Society
Systems Engineering Methodologies and Applications
article

Semantic fusion of SysML elements for model integration utilizing knowledge graphs

David Inkermann, Roman Stephan, Simon Gottschalk, Zhiwei Zhou
article en

Abstract

ABSTRACT: While top-down System Engineering supports the definition of system boundaries and interfaces, practical implementation often proceeds in a bottom-up manner, resulting in the need for model integration of SysML models. This is currently hindered by inconsistent naming, different abstraction levels, and unclear interfaces. In this work, a novel approach to integration is proposed, utilizing RDF knowledge graphs and LLM-driven entity alignment with similarity thresholds to perform semantic fusion. A practical use case shows correct consolidation based on cosine similarity thresholds.

Proceedings of the Design SocietyVol. 6
Leibniz University Hannover (DE), Clausthal University of Technology (DE)
Openalex Percentile: Top 9%
Systems Engineering Methodologies and Applications
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.