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Digital Twins for Asset Management of Civil Structures: Perceived Potential and Practical Applications
Luleå University of Technology, Department of Civil, Environmental and Natural Resources Engineering, Structural and Fire Engineering.ORCID iD: 0000-0002-5267-2605
2024 (English)Doctoral thesis, comprehensive summary (Other academic)
Abstract [en]

The Engineering and Construction (E&C) industry has vast potential to leverage technology for solving current asset management issues, with significant environmental and financial benefits. This study investigates the use of Digital Twins (DTs) for asset management of civil structures, identifying a gap between the perceived potential of DTs and practical applications due to misconceptions, industry fragmentation, and lack of standardizations. To address this, a literature review and experimental programs were conducted, leading to the development and validation of a proof-of-concept DT platform applied to two case studies. The study concludes with a purpose-driven DT roadmap to address the gap between potential and practical applications in the E&C industry.

Background: the integration of Building Information Modeling (BIM) and DTs for asset management in construction offers a promising solution to improve current processes, which are often time-consuming or inefficient. With technology rapidly advancing and the advent of Industry 4.0, there is a growing belief in the transformative potential of DTs to address longstanding challenges within the industry. By leveraging these innovative tools, stakeholders aim to enhance operational efficiency, optimize maintenance practices, and ultimately revolutionize infrastructure asset management.

Aims and objectives: this study aims to investigate the use of DTs to improve asset management processes within the E&C industry. The objectives include a thorough investigation of DTs, establishing their purpose within the industry, proposing a replicable DT methodology, demonstrating the methodology through case studies, and addressing the gap between potential and practical applications to promote DT dissemination.

Methodological approach:

i. Identify problem: thorough literature review and DT investigation (Paper I).

ii. Define solution: understand the purpose of DT applications in E&C (Paper II).

iii. Methodology and Demonstration: propose and demonstrate a replicable DT methodology through experimental work, digital modelling, and case studies (Papers III, IV, and V).

iv. Evaluation: propose a purpose-driven DT roadmap to evaluate the impact of applications, address the gap between potential and applications, and promote widespread DT adoption (Paper VI).

Results: the main results include a deep DT investigation, experimental work with a reinforced concrete beam, snow galleries and a trough bridge, digital models using BIM and finite elements, a scalable DT platform methodology demonstrated in two case studies, and a roadmap from conclusions and lessons learned to promote DT adoption in the industry.

Conclusions: given the particularities of the E&C industry and its assets, DTs can primarily benefit asset management and maintenance processes by enabling real-time monitoring, predictive maintenance, and data integration for improved safety and efficiency. To address the gap between potential and practical applications, two paradigm shifts are proposed: shifting the perception of DTs from a digital model to integrated technology tools, and adopting a generalizable, purpose-focused approach instead of context-specific frameworks.

Place, publisher, year, edition, pages
Luleå: Luleå University of Technology, 2024.
Series
Doctoral thesis / Luleå University of Technology 1 jan 1997 → …, ISSN 1402-1544
Keywords [en]
digital twins, BIM, asset management, Engineering & Construction, case studies
National Category
Building Technologies
Research subject
Structural Engineering
Identifiers
URN: urn:nbn:se:ltu:diva-105312ISBN: 978-91-8048-562-3 (print)ISBN: 978-91-8048-563-0 (electronic)OAI: oai:DiVA.org:ltu-105312DiVA, id: diva2:1855611
Public defence
2024-09-17, E632, Luleå University of Technology, Luleå, 10:00 (English)
Opponent
Supervisors
Available from: 2024-05-02 Created: 2024-05-02 Last updated: 2024-09-03Bibliographically approved
List of papers
1. Asset Management of Existing Concrete Bridges Using Digital Twins and BIM: a State-of-the-Art Literature Review
Open this publication in new window or tab >>Asset Management of Existing Concrete Bridges Using Digital Twins and BIM: a State-of-the-Art Literature Review
2022 (English)In: Nordic Concrete Research, ISSN 0800-6377, Vol. 66, no 1, p. 91-111Article, review/survey (Refereed) Published
Abstract [en]

The need to optimize investments in bridge maintenance has created a demand for improved bridge management systems (BMS). Outdated practices in bridge inspection and constant advances in information technology have also contributed to this demand. The use of Digital Twins (DT), although well established in other industries, is still incipient for asset management and structural analysis of bridges. There is a great deal of research on Building Information Modelling (BIM) for bridge inspection, but its post-construction potential is still under-explored. This study presents a state-of-the-art review of the literature on asset management for bridges using digital models such as BIM and digital twins. The review was conducting using a systematic approach. Despite the rapid increase in research on DT and the amount of existing research on BIM, several gaps remain to be addressed, such as the lack of consensus about the definition of digital twins, which has led to wrongful categorisation of digital models as DT. The complex data flow and software compatibility required to develop a functional DT have hindered the exploitation of their full potential so far. The integration of BIM post-construction to BMS and existing automation technologies can also significantly improve current practices of bridge management.

Place, publisher, year, edition, pages
Walter de Gruyter, 2022
Keywords
digital twins, bridges, bridge maintenance, bridge management systems, BIM, review
National Category
Other Materials Engineering
Research subject
Structural Engineering
Identifiers
urn:nbn:se:ltu:diva-92217 (URN)10.2478/ncr-2021-0020 (DOI)000825200600007 ()
Funder
VinnovaSwedish Research Council FormasSwedish Energy Agency
Note

Validerad;2022;Nivå 2;2022-07-21 (sofila)

Available from: 2022-07-22 Created: 2022-07-22 Last updated: 2024-05-02Bibliographically approved
2. Analysis of Digital Twins in the Construction Industry: Practical Applications, Purpose, and Parallel with other Industries
Open this publication in new window or tab >>Analysis of Digital Twins in the Construction Industry: Practical Applications, Purpose, and Parallel with other Industries
2024 (English)In: Buildings, E-ISSN 2075-5309, Vol. 14, no 5, article id 1361Article, review/survey (Refereed) Published
Abstract [en]

Digital Twins (DT) have become a widely discussed subject, believed to have the potential to solve various problems across different industries, including Engineering & Construction (E&C). However, there is still significant misconception concerning the definition of DT and their purpose within E&C. This study dives deep into identifying DT applications within E&C and the other prominent industries, i.e., Aerospace & Aviation, Manufacturing, Energy & Utilities, Automotive, Healthcare, Smart Cities, Oil & Gas, and Retail. The main challenges to the evolution of DT practical applications are also analyzed. A combination of literature review, multi-case study analysis, and comparative analysis compose the deployed methodology. Standardization and a maturity level classification are proposed to drive progress of the adoption of DT. The distinct aspects of the different industries and their assets are evaluated to the conclusion that DT are better employed to maintenance of structures within E&C. DT have become a well-worn topic, but the abundance of complex theoretical frameworks is met with simple or inexistent practical applications. Therefore, the novelty of this study lays in its comprehensive analysis of DT applications and real-world implementations – a departure from the often-theoretical discussions surrounding DTs.

Place, publisher, year, edition, pages
MDPI, 2024
Keywords
digital twins, practical applications, construction industry, Engineering & Construction, standardization, maturity level
National Category
Computer Systems Production Engineering, Human Work Science and Ergonomics
Research subject
Structural Engineering
Identifiers
urn:nbn:se:ltu:diva-105308 (URN)10.3390/buildings14051361 (DOI)2-s2.0-85194478167 (Scopus ID)
Projects
InfraSweden2030
Funder
VinnovaSwedish Research Council FormasSwedish Energy AgencySvenska Byggbranschens Utvecklingsfond (SBUF)
Note

Validerad;2024;Nivå 2;2024-05-16 (hanlid);

Funder: Skanska Sweden;

Full text license: CC BY 4.0

Available from: 2024-05-02 Created: 2024-05-02 Last updated: 2024-06-20Bibliographically approved
3. Adapting to climate change: snow load assessment of snow galleries on the Iron Ore Line in Northern Sweden
Open this publication in new window or tab >>Adapting to climate change: snow load assessment of snow galleries on the Iron Ore Line in Northern Sweden
Show others...
2024 (English)In: Frontiers in Built Environment, E-ISSN 2297-3362, Vol. 9Article in journal (Refereed) Published
Abstract [en]

The snow galleries along the Iron Ore railway line in northern Sweden have facedproblems in recent years due to increasingly large snow loads, and several gallerieshave been damaged. These incidents motivated an evaluation of the maximumload supported by the galleries before collapse, which is presented in this study. In2021, a monitoring system was installed in one of the main frames of two snowgalleries built in the 1950s to follow up with temperature and displacements,including a trigger that sends out a warning message when a critical load isreached. A literature review on snow loads was performed, followed bycalculations on snow distribution on the galleries based on the Eurocodes andNational Swedish Standards. Finite element 2D and 3D models were created usingAxisVM to accurately assess the efforts in the structural elements. Analysis anddiscussion are complemented by observations from site visits. It was concludedthat the critical loads supported by the galleries are lower than the requirements oftoday’s standards, but since secondary construction elements were damagedbefore the main frames reached their full capacity, no major collapse has yet takenplace. The cobweb effect (load re-distribution between the neighboring elementsin a 3D structure) influenced the behavior of the galleries in the 3D analysis and thecapacity of the main frames proved to be significantly increased compared to the2D assessment.

Place, publisher, year, edition, pages
Frontiers Media S.A., 2024
National Category
Geotechnical Engineering
Research subject
Structural Engineering; Operation and Maintenance Engineering
Identifiers
urn:nbn:se:ltu:diva-103663 (URN)10.3389/fbuil.2023.1308401 (DOI)001153302500001 ()2-s2.0-85182688757 (Scopus ID)
Funder
Vinnova, 2021-02456
Note

Validerad;2024;Nivå 1;2024-01-19 (signyg);

Licens full text: CC BY 4.0

Available from: 2024-01-15 Created: 2024-01-15 Last updated: 2024-08-22Bibliographically approved
4. Digital Twins for asset management: case study of snow galleries in northern Sweden
Open this publication in new window or tab >>Digital Twins for asset management: case study of snow galleries in northern Sweden
Show others...
(English)Manuscript (preprint) (Other academic)
Abstract [en]

The use of digital twin (DT) technology within the engineering and construction (E&C) industry is valuable for practical applications in asset management of structures. Functional DT in E&C, however, are still in initial stages of development. Efforts towards standardization of concepts and procedures are necessary to build on existing knowledge and drive progress further on functional DT. This paper proposes a DT of a snow gallery, part of the Iron Ore railway in northern Sweden. The gallery was instrumented with a structural health monitoring (SHM) system that feeds data in real time to the DT, which also includes a 3D model of the gallery. The proposed methodology can be replicated to different structures and scaled for larger amounts of data. The SHM data and the 3D digital model of the snow gallery are connected in a single, integrated platform that enables improved decision-making for maintenance of the gallery. To promote clarity and progress within the field, the proposed DT’s maturity level is classified in terms of autonomy, intelligence, learning, and fidelity. The snow galleries, the SHM system, and the proposed DT are all presented and discussed, following a brief review on DT, the importance of level classification, and predictive maintenance.

Keywords
digital twins, asset management, maintenance, snow load, structural health monitoring, building information modelling, case study, snow galleries
National Category
Construction Management
Research subject
Structural Engineering
Identifiers
urn:nbn:se:ltu:diva-105309 (URN)
Available from: 2024-05-02 Created: 2024-05-02 Last updated: 2024-06-28
5. Digital Twins for asset management: platform for predictive maintenance and Trough Bridge case study
Open this publication in new window or tab >>Digital Twins for asset management: platform for predictive maintenance and Trough Bridge case study
Show others...
(English)Manuscript (preprint) (Other academic)
Abstract [en]

Digital twins (DT) are seen as a transformative solution for the Engineering & Construction (E&C) industry’s challenges. However, there is a gap between DT research and operational applications. This paper proposes a framework for a DT, exemplified by a trough bridge case study at Luleå University of Technology (LTU). Traditional bridge management relies on manual, time-consuming methods, leading to reduced accuracy and reliability. The DT platform integrates a 3D model with real-time Structural Health Monitoring (SHM) data, providing a collaborative environment for asset management. The proposed platform can be scalable to other structures; it facilitates data interpretation and decision-making, offering a step towards enhanced asset management practices. By bridging the gap between potential and operational applications of DT technology, this study contributes to the evolution of efficient asset management practices in the E&C industry.

Keywords
digital twins, bridges, asset management, fibre optic sensors, construction industry
National Category
Infrastructure Engineering
Research subject
Structural Engineering
Identifiers
urn:nbn:se:ltu:diva-105311 (URN)
Available from: 2024-05-02 Created: 2024-05-02 Last updated: 2024-06-28
6. Purpose-driven roadmap for widespread adoption of Digital Twins in the Engineering & Construction industry
Open this publication in new window or tab >>Purpose-driven roadmap for widespread adoption of Digital Twins in the Engineering & Construction industry
(English)Manuscript (preprint) (Other academic)
National Category
Construction Management
Research subject
Structural Engineering
Identifiers
urn:nbn:se:ltu:diva-105310 (URN)
Available from: 2024-05-02 Created: 2024-05-02 Last updated: 2024-05-02

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