4 papers
Automatic Mapping of AutomationML Files to Ontologies for Graph Queries and Validation
Tom Westermann, Malte Ramonat, Johannes Hujer +2
AutomationML has seen widespread adoption as an open data exchange format in the automation domain. It is an open and vendor neutral standard based on the extensible markup languag…
Automated Validation of Textual Constraints Against AutomationML via LLMs and SHACL
Tom Westermann, Aljosha Köcher, Felix Gehlhoff
AutomationML (AML) enables standardized data exchange in engineering, yet existing recommendations for proper AML modeling are typically formulated as informal and textual constrai…
Integrating Ontology Design with the CRISP-DM in the context of Cyber-Physical Systems Maintenance
Milapji Singh Gill, Tom Westermann, Gernot Steindl +2
In the following contribution, a method is introduced that integrates domain expert-centric ontology design with the Cross-Industry Standard Process for Data Mining (CRISP-DM). Thi…
Integration of Domain Expert-Centric Ontology Design into the CRISP-DM for Cyber-Physical Production Systems
Milapji Singh Gill, Tom Westermann, Marvin Schieseck +1
In the age of Industry 4.0 and Cyber-Physical Production Systems (CPPSs) vast amounts of potentially valuable data are being generated. Methods from Machine Learning (ML) and Data…