From cognitive to circular: A Digital Twin systematic review

This paper aims to clarify the characteristics of Digital Twins (DTs) in their most advanced conceptual development, Cognitive Digital Twins (CDTs), and analyze their support for the implementation of the Circular Economy (CE). A systematic literature review was conducted using a specially developed five-dimensional analytical framework to characterize DT proposals and their potential for CE based on an established framework for circularity strategies. The study indicates that cognitive and hybrid DT approaches tend to cover high levels of interoperability, data flow, system levels, and cognitive processes. However, CDT use in CE demands harmonizing different strategies to cover the complete product lifecycle, which recent research on DTs has not fully addressed. This study is the first to systematically review cognitive digital twins and their relation to circularity, offering an analytical framework that can be expanded for future research in various application areas of Industry 5.0.

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Publication Details

Journal
Journal of Industrial Information Integration
Published
2025-12-24
DOI
https://doi.org/10.1016/j.jii.2025.101051
Primary Topic
Digital Transformation in Industry
Type
article
Field-Weighted Citation Impact
0.00
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article

From cognitive to circular: A Digital Twin systematic review

JAIRO FRANCISCO DE SOUZA, Jorão Gomes, Fabrício Mendonça, António José Baptista et al.
Journal of Industrial Information Integration
Digital Transformation in Industry
article

From cognitive to circular: A Digital Twin systematic review

JAIRO FRANCISCO DE SOUZA, Jorão Gomes, Fabrício Mendonça, António José Baptista, António Lucas Soares
article en

Abstract

This paper aims to clarify the characteristics of Digital Twins (DTs) in their most advanced conceptual development, Cognitive Digital Twins (CDTs), and analyze their support for the implementation of the Circular Economy (CE). A systematic literature review was conducted using a specially developed five-dimensional analytical framework to characterize DT proposals and their potential for CE based on an established framework for circularity strategies. The study indicates that cognitive and hybrid DT approaches tend to cover high levels of interoperability, data flow, system levels, and cognitive processes. However, CDT use in CE demands harmonizing different strategies to cover the complete product lifecycle, which recent research on DTs has not fully addressed. This study is the first to systematically review cognitive digital twins and their relation to circularity, offering an analytical framework that can be expanded for future research in various application areas of Industry 5.0.

Journal of Industrial Information IntegrationVol. 50
Universidade Federal de Juiz de Fora (BR), Vienna University of Economics and Business (AT), University of Vienna (AT), Universidade do Porto (PT), INESC TEC (PT)
Industry, innovation and infrastructure
Openalex Percentile: Top 34%
Digital Transformation in Industry
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