Stäbler, Maximilian und Sohlbach, Lukas und Felix, Weidinger und Turnbull, Steffen und Marx-Gómez, Jorge und Langdon, Christoph und Köster, Frank (2025) RODEOS — Robotic Data Ecosystem Semantic Model: Bridging Siloed Robot Systems. ISWC 2025, 2025-11-02, Nara, Japan.
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Kurzfassung
Industry robotics across automotive paint shops, pharmaceutical clean-rooms, and e-commerce warehouses still relies on bespoke data mappings: every new robot arrives with proprietary file formats, capability vocabularies, and safety descriptors, forcing engineering teams into multi-week manual integration cycles. To address this cost and agility gap, we introduce RODEOS—RObotic Data EcOsystem Semantic Model, an emerging, vendor-neutral semantic blueprint co-defined by a consortium of 24 industrial partners. RODEOS extends the W3C DCAT-3 core with robotics-specific classes for raw data, model assets, and executable services, while preserving the lightweight authoring demands voiced in interviews with 17 experts drawn from research institutes, industrial end-users, robotics and automation suppliers, system integrators, IT-infrastructure providers, and the machinery-industry association—thereby capturing a truly holistic cross-domain requirements profile. We conduct a qualitative ablation study comparing JSON schemas generated by an LLM with and without RODEOS schema constraints, finding that schema-guided generation improves precision, coverage, and consistency of the output. These contributions—(i) the RODEOS semantic model, (ii) an LLM-assisted authoring workflow, and (iii) initial empirical validation metrics—aim to accelerate robot-cell integration and lay the groundwork for a community-wide semantic robotics ecosystem.
elib-URL des Eintrags: | https://elib.dlr.de/215878/ | ||||||||||||||||||||||||||||||||
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Dokumentart: | Konferenzbeitrag (Vortrag) | ||||||||||||||||||||||||||||||||
Titel: | RODEOS — Robotic Data Ecosystem Semantic Model: Bridging Siloed Robot Systems | ||||||||||||||||||||||||||||||||
Autoren: |
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Datum: | 2 November 2025 | ||||||||||||||||||||||||||||||||
Referierte Publikation: | Ja | ||||||||||||||||||||||||||||||||
Open Access: | Ja | ||||||||||||||||||||||||||||||||
Gold Open Access: | Nein | ||||||||||||||||||||||||||||||||
In SCOPUS: | Nein | ||||||||||||||||||||||||||||||||
In ISI Web of Science: | Nein | ||||||||||||||||||||||||||||||||
Status: | akzeptierter Beitrag | ||||||||||||||||||||||||||||||||
Stichwörter: | industrial robotics, semantic interoperability, LLM-assisted semantic engineering, vendor-neutral semantics | ||||||||||||||||||||||||||||||||
Veranstaltungstitel: | ISWC 2025 | ||||||||||||||||||||||||||||||||
Veranstaltungsort: | Nara, Japan | ||||||||||||||||||||||||||||||||
Veranstaltungsart: | internationale Konferenz | ||||||||||||||||||||||||||||||||
Veranstaltungsdatum: | 2 November 2025 | ||||||||||||||||||||||||||||||||
HGF - Forschungsbereich: | Luftfahrt, Raumfahrt und Verkehr | ||||||||||||||||||||||||||||||||
HGF - Programm: | Verkehr | ||||||||||||||||||||||||||||||||
HGF - Programmthema: | Verkehrssystem | ||||||||||||||||||||||||||||||||
DLR - Schwerpunkt: | Verkehr | ||||||||||||||||||||||||||||||||
DLR - Forschungsgebiet: | V VS - Verkehrssystem | ||||||||||||||||||||||||||||||||
DLR - Teilgebiet (Projekt, Vorhaben): | V - DiVe - Digital organisiertes Verkehrssystem | ||||||||||||||||||||||||||||||||
Standort: | Ulm | ||||||||||||||||||||||||||||||||
Institute & Einrichtungen: | Institut für KI-Sicherheit | ||||||||||||||||||||||||||||||||
Hinterlegt von: | Stäbler, Maximilian | ||||||||||||||||||||||||||||||||
Hinterlegt am: | 19 Aug 2025 13:37 | ||||||||||||||||||||||||||||||||
Letzte Änderung: | 19 Aug 2025 13:37 |
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