Automated Construction and Semantic Interoperability for Digital Twins: Integrating Heterogeneous Data with Large Language Models

Digital twins are increasingly used, as they allow the creation of detailed virtual representations of physical products and systems. They face, however, significant challenges such as heterogeneous data integration and high costs. This article presents an innovative methodology that uses Large Language Models to unify information and automate the generation of Digital Twin models. The proposal comprises several modules, covering the stages of data collection, semantic processing, modular construction and validation of the Digital Twin. In this way, the proposed model guarantees interoperability, efficiency and scalability for various domains.

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Published
2025-05-05
DOI
https://doi.org/10.1109/cai64502.2025.00014
Primary Topic
Semantic Web and Ontologies
Type
article
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article

Automated Construction and Semantic Interoperability for Digital Twins: Integrating Heterogeneous Data with Large Language Models

Tiago Pinto, Luiz E. Luiz, Gonçalo Rijo, João Barroso et al.
Semantic Web and Ontologies
article

Automated Construction and Semantic Interoperability for Digital Twins: Integrating Heterogeneous Data with Large Language Models

Tiago Pinto, Luiz E. Luiz, Gonçalo Rijo, João Barroso, Vítor Filipe, Gonçalo Gomes, Leonardo Pilarski
article en

Abstract

Digital twins are increasingly used, as they allow the creation of detailed virtual representations of physical products and systems. They face, however, significant challenges such as heterogeneous data integration and high costs. This article presents an innovative methodology that uses Large Language Models to unify information and automate the generation of Digital Twin models. The proposal comprises several modules, covering the stages of data collection, semantic processing, modular construction and validation of the Digital Twin. In this way, the proposed model guarantees interoperability, efficiency and scalability for various domains.

University of Trás-os-Montes and Alto Douro (PT), Association for the Development of Douro Viticulture (PT)
Openalex Percentile: Top 92%
Semantic Web and Ontologies
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Automated Construction and Semantic Interoperability for Digital Twins: Integrating Heterogeneous Data with Large Language Models — Tiago Pinto, Luiz E. Luiz, et al. · (2025) | TGRS Research Map | TGRS