This paper describes the design, implementation and benchmarking of a framework for automating the process of geometric digital twinning for existing slab and beam-and-slab bridges. Called Lukis, the framework followed a top-down strategy to detect and twin bridge concrete elements in point clouds into an established data format. Existing software packages require modellers to spend many hours generating shapes to fit point-cloud sub-parts. Previous methods can generate surface primitives combined with rule-based classification to produce cuboid and cylinder models. While these methods work well in synthetic datasets or simplified cases, they encounter challenges when dealing with real-world point clouds. This challenge was tackled by investigating the entire workflow of geometric digital twinning for bridges and proposing a new framework to auto-generate bridge objects without needing to generate low-level surface primitives. The framework was implemented on a single software platform. Experiments demonstrated its ability rapidly to twin geometric bridge concrete elements. Compared with manual operation, the framework reduced the overall twinning time by at least 95% while the twinning quality (spatial accuracy) was improved. Lukis is the first framework of its kind to have achieved geometric digital twinning for primary concrete elements of bridges on one platform. It has laid foundations for researchers to generate semantically enriched digital twins.
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5 August 2020
Research Article|
August 05 2020
A benchmarked framework for geometric digital twinning of slab and beam-and-slab bridges Available to Purchase
Ruodan Lu;
School of Architecture, Building and Civil Engineering, Loughborough University, Loughborough, UK
Darwin College, University of Cambridge, Cambridge, UK
(corresponding author: r.lu@lboro.ac.uk)
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Ioannis Brilakis
Ioannis Brilakis
Laing O’Rourke Reader
Department of Engineering, University of Cambridge, Cambridge, UK
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(corresponding author: r.lu@lboro.ac.uk)
Publisher: Emerald Publishing
Received:
September 20 2019
Accepted:
April 08 2020
ICE Publishing: All rights reserved
2019
Proceedings of the Institution of Civil Engineers - Smart Infrastructure and Construction (2020) 172 (1): 3–18.
Article history
Received:
September 20 2019
Accepted:
April 08 2020
Citation
Lu R, Brilakis I (2020), "A benchmarked framework for geometric digital twinning of slab and beam-and-slab bridges". Proceedings of the Institution of Civil Engineers - Smart Infrastructure and Construction, Vol. 172 No. 1 pp. 3–18, doi: https://doi.org/10.1680/jsmic.19.00012
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