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Beyond digital shadows: Digital Twin used for monitoring earthwork operation in large infrastructure projects.

Published version
Peer-reviewed

Repository DOI


Change log

Authors

Rogage, Kay 
Mahamedi, Elham 
Brilakis, Ioannis 

Abstract

Current research on Digital Twin (DT) is largely focused on the performance of built assets in their operational phases as well as on urban environment. However, Digital Twin has not been given enough attention to construction phases, for which this paper proposes a Digital Twin framework for the construction phase, develops a DT prototype and tests it for the use case of measuring the productivity and monitoring of earthwork operation. The DT framework and its prototype are underpinned by the principles of versatility, scalability, usability and automation to enable the DT to fulfil the requirements of large-sized earthwork projects and the dynamic nature of their operation. Cloud computing and dashboard visualisation were deployed to enable automated and repeatable data pipelines and data analytics at scale and to provide insights in near-real time. The testing of the DT prototype in a motorway project in the Northeast of England successfully demonstrated its ability to produce key insights by using the following approaches: (i) To predict equipment utilisation ratios and productivities; (ii) To detect the percentage of time spent on different tasks (i.e., loading, hauling, dumping, returning or idling), the distance travelled by equipment over time and the speed distribution; and (iii) To visualise certain earthwork operations.

Description

Acknowledgements: We owe gratitude to our industry research partners, BIM Academy, BuildStream, Walters and Costain, and their experts who provided invaluable input and support during the reserch.

Keywords

Data analytics, Data pipeline, Digital Twin, Earthwork, Machine learning

Journal Title

AI Civil Eng

Conference Name

Journal ISSN

2097-0943
2730-5392

Volume Title

1

Publisher

Springer Science and Business Media LLC
Sponsorship
EPSRC (EP/V056441/1)
European Commission Horizon 2020 (H2020) Industrial Leadership (IL) (955269)
Highways England Company (Unknown)
European Commission Horizon 2020 (H2020) Marie Sk?odowska-Curie actions (101034337)
Engineering and Physical Sciences Research Council (EP/P013848/1)