On the scaling of digital twins by aggregation

Abstract We discuss the emerging technology of digital twins (DTs) and the expected demands as they scale to represent increasingly complex, interconnected systems. Several examples are presented to illustrate core use cases, highlighting a progression to represent both natural and engineered systems. The forthcoming challenges are discussed around a hierarchy of scales , which recognises systems of increasing aggregation. Broad implications are discussed, encompassing sensing, modelling, and deployment, alongside ethical and privacy concerns. Importantly, we endorse a modular and peer-to-peer view for aggregate (interconnected) DTs. This mindset emphasises that DT complexity emerges from the framework of connections (Wagg et al. [2024, The philosophical foundations of digital twinning, Preprint ]) as well as the (interpretable) units that constitute the whole.

Publication Details

Journal
Apollo (University of Cambridge)
Published
2024-11-22
DOI
https://doi.org/10.17863/cam.113652
Primary Topic
Digital Transformation in Industry
Type
article
Field-Weighted Citation Impact
0.00

Funders

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article

On the scaling of digital twins by aggregation

Apollo (University of Cambridge)
Digital Transformation in Industry
article

On the scaling of digital twins by aggregation

article en

Abstract

Abstract We discuss the emerging technology of digital twins (DTs) and the expected demands as they scale to represent increasingly complex, interconnected systems. Several examples are presented to illustrate core use cases, highlighting a progression to represent both natural and engineered systems. The forthcoming challenges are discussed around a hierarchy of scales , which recognises systems of increasing aggregation. Broad implications are discussed, encompassing sensing, modelling, and deployment, alongside ethical and privacy concerns. Importantly, we endorse a modular and peer-to-peer view for aggregate (interconnected) DTs. This mindset emphasises that DT complexity emerges from the framework of connections (Wagg et al. [2024, The philosophical foundations of digital twinning, Preprint ]) as well as the (interpretable) units that constitute the whole.

Apollo (University of Cambridge)
UK Research and Innovation, European Commission, Horizon 2020 Framework Programme, Engineering and Physical Sciences Research Council
Openalex Percentile: Top 48%
Digital Transformation in Industry
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On the scaling of digital twins by aggregation · Apollo (University of Cambridge) (2024) | TGRS Research Map | TGRS