AAS Submodel Generator

Industry 4.0 concepts use the Asset Administration Shell (AAS) to represent physical and non-physical assets, facilitating interoperability along the whole product lifecycle. Today, the AAS is barely established in brownfield plants, mainly due to the required manual effort and expert knowledge for setup. This study proposes automated AAS submodel generation, using Large Language Models (LLMs) in order to map data from diverse sources into AAS structures. Experimental results show high accuracy and efficiency. Future work will improve image preprocessing and expand template support.

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Publication Details

Journal
atp magazin
Published
2025-02-07
DOI
https://doi.org/10.17560/atp.v67i1-2.2773
Primary Topic
Service-Oriented Architecture and Web Services
Type
article
Field-Weighted Citation Impact
0.00
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article

AAS Submodel Generator

Dennis Heitkamp, Gesa Benndorf
atp magazin
Service-Oriented Architecture and Web Services
article

AAS Submodel Generator

Dennis Heitkamp, Gesa Benndorf
article en

Abstract

Industry 4.0 concepts use the Asset Administration Shell (AAS) to represent physical and non-physical assets, facilitating interoperability along the whole product lifecycle. Today, the AAS is barely established in brownfield plants, mainly due to the required manual effort and expert knowledge for setup. This study proposes automated AAS submodel generation, using Large Language Models (LLMs) in order to map data from diverse sources into AAS structures. Experimental results show high accuracy and efficiency. Future work will improve image preprocessing and expand template support.

atp magazinVol. 67(1-2)
Fraunhofer Institute of Optronics, System Technologies and Image Exploitation (DE)
Openalex Percentile: Top 98%
Service-Oriented Architecture and Web Services
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