Structuring Complex System for Digital Twin Development: A Systematic Scoping Review

Complex systems, characterised by high interconnectedness and unpredictability, demand structured approaches to support decision-making, system integration, and operational efficiency. This study aims to develop a comprehensive understanding of these systems to facilitate the implementation of Digital Twins (DTs) in Complex Operations Environments (COEs). A Systematic Literature Review (SLR), following PRISMA methodology, is conducted and complemented by a grounded theory approach to identify, organise, and synthesise system characteristics. The result is a hierarchical conceptualisation comprising eight core categories that capture the essential dimensions of complexity, including: Process and System Interoperability, Human Relationships, Behaviour/ Nature, Products and Services, Multi-processes, Performance, System Structure, and Management and Skill Requirements. This framework offers a structured foundation for designing and implementing DT-based decision support in COEs.

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Publication Details

Journal
IEEE Access
Published
2025-01-01
DOI
https://doi.org/10.1109/access.2025.3610067
Citations
2
Primary Topic
Digital Transformation in Industry
Type
article
Field-Weighted Citation Impact
2.48
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article

Structuring Complex System for Digital Twin Development: A Systematic Scoping Review

Américo Azevedo, António Almeida, Raziyeh Ghanbarifard
2 citations
IEEE Access
Digital Transformation in Industry
2.48
article

Structuring Complex System for Digital Twin Development: A Systematic Scoping Review

Américo Azevedo, António Almeida, Raziyeh Ghanbarifard
article en
2 citations

Abstract

Complex systems, characterised by high interconnectedness and unpredictability, demand structured approaches to support decision-making, system integration, and operational efficiency. This study aims to develop a comprehensive understanding of these systems to facilitate the implementation of Digital Twins (DTs) in Complex Operations Environments (COEs). A Systematic Literature Review (SLR), following PRISMA methodology, is conducted and complemented by a grounded theory approach to identify, organise, and synthesise system characteristics. The result is a hierarchical conceptualisation comprising eight core categories that capture the essential dimensions of complexity, including: Process and System Interoperability, Human Relationships, Behaviour/ Nature, Products and Services, Multi-processes, Performance, System Structure, and Management and Skill Requirements. This framework offers a structured foundation for designing and implementing DT-based decision support in COEs.

IEEE AccessVol. 13
Universidade do Porto (PT)
Openalex Percentile: Top 9%
Digital Transformation in Industry
2.48
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Structuring Complex System for Digital Twin Development: A Systematic Scoping Review — Américo Azevedo, António Almeida, et al. · IEEE Access (2025) | TGRS Research Map | TGRS