Mobile Mapping, Machine Learning and Digital Twin for Road Infrastructure Monitoring and Maintenance: Case Study of Mohammed VI Bridge in Morocco

Hakdaoui, Sofia; Emran, Anas; Faiz, Oumghar

doi:10.1109/morgeo49228.2020.9121882

Cited by 30 publications

(14 citation statements)

References 12 publications

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“…In the design phase, the BIM can be used to provide a 3D representation of building components [16,[29][30][31][32][33]35,[37][38][39][40][41][42]. For example, in 2020, Sofia et al created a BIM model of a cable bridge to obtain its geometric characteristics in order to include it in an urban environment and observe its performance [44]. The BIM can also be used to provide ontological information [35], which can then be used to perform simulations to provide early optimisation of the building construction and exploitation (such as energy consumption [29,35] or carbon emission [32,37,38]).…”

Section: Help To Create a Dtmentioning

confidence: 99%

“…The specification of the data needed to effectively evaluate the system can be performed by the different actors of the project using the centralised DT. It allows for collaboration, allowing all the actors to contribute their own expertise in the data they need to effectively monitor the building [26,34,44,51]. Varé et al have proposed a digital representation of a nuclear container that can be used by different teams (research, measurement and engineering) to exchange the information they need [51].…”

Section: Improvements For Monitoringmentioning

confidence: 99%

“…We observed that many researchers have highlighted the improvements that specific and BIM-based DT can bring to such planning. Some authors have used prediction algorithms (e.g., machine learning, neural networks and linear regression) to visualise the later degradation and remaining life of equipment [15,22,39,44,46,48,53,57,58,[60][61][62][63][64]. Tahmasebinia et al use such algorithms to estimate the impact of long-term dead load creep and shrinkage on the Sydney Opera House [61].…”

Section: Improvements For Planningmentioning

confidence: 99%

See 2 more Smart Citations

BIM-Based Digital Twin and XR Devices to Improve Maintenance Procedures in Smart Buildings: A Literature Review

Noblecourt²,

et al. 2021

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In recent years, the use of digital twins (DT) to improve maintenance procedures has increased in various industrial sectors (e.g., manufacturing, energy industry, aerospace) but is more limited in the construction industry. However, the operation and maintenance (O&M) phase of a building’s life cycle is the most expensive. Smart buildings already use BIM (Building Information Modeling) for facility management, but they lack the predictive capabilities of DT. On the other hand, the use of extended reality (XR) technologies to improve maintenance operations has been a major topic of academic research in recent years, both through data display and remote collaboration. In this context, this paper focuses on reviewing projects using a combination of these technologies to improve maintenance operations in smart buildings. This review uses a combination of at least three of the terms “Digital Twin”, “Maintenance”, “BIM” and “Extended Reality”. Results show how a BIM can be used to create a DT and how this DT use combined with XR technologies can improve maintenance operations in a smart building. This paper also highlights the challenges for the correct implementation of a BIM-based DT combined with XR devices. An example of use is also proposed using a diagram of the possible interactions between the user, the DT and the application framework during maintenance operations.

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Section: Help To Create a Dtmentioning

confidence: 99%

Section: Improvements For Monitoringmentioning

confidence: 99%

Section: Improvements For Planningmentioning

confidence: 99%

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BIM-Based Digital Twin and XR Devices to Improve Maintenance Procedures in Smart Buildings: A Literature Review

Noblecourt²,

et al. 2021

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“…Human Collaborator [98][99][100][101][102] Multi-Platform [101,[103][104][105] Infrastructural Sensors [106][107][108] Asset Integrity Inspection [109][110][111] System of Systems [112][113][114] Figure 13.7: Spectator view from a HoloLens where the user is utilizing the HoloLens to interact with a model of an offshore wind farm and examine the effects on the windows [14].…”

Section: Symbiotic Relationship Referencesmentioning

confidence: 99%

The Future Workplace: A Symbiotic System of Systems Environment

McConnell¹,

Mitchell²,

Donaldson³

et al. 2021

Cyber-Physical Systems

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“…Modelling BIM approach provide spatial and temporal representations of data in 3D and 4D formats of structures such as buildings, strata plans, terrain, property lines and utilities such as electrical, water and sewer lines (Sofia, Anas, and Faïz 2020). These representations combined with advanced analysis can be used by policy makers as a support for proactive decision making but also as a basis for communication between public and private institutions, administrations, and companies for the management of operations and activities vital to their business continuity under the current pandemic.…”

Section: Digital Surrogates In Combination With Building Informationmentioning

confidence: 99%

Smart Pandemic Management Through a Smart, Resilient and Flexible Decision-Making System

Mezzour

Boudanga

Benhadou

2020

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci.

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Abstract. Over the last few years, the world has seen many social, industrial, and technological revolutions. The latter has enabled a combination of expertise from different fields in order to manage a wide range of multidimensional issues such as integrated societies and industrial ecosystems achievement, urban planning, transport management, sustainable development and environmental protection and currently pandemics management. Super smart society's vision that is driving the 5.0 social revolutions is at the heart of the current situation that requires system resilience, sustainability, proactivity, interoperability and collaborative intelligence between society, economy, and industry. Establishing communication bridges between different entities, of different natures and with different objectives implies solutions that reinforce the development of efficient, dynamic, and communicating business models on a large scale, merging cyber and physical spaces. Through this paper we explored the potential of digital twins for the development of a new vision of world global dynamics under the aegis of a virus whose parameters are still elusive to date.

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Mobile Mapping, Machine Learning and Digital Twin for Road Infrastructure Monitoring and Maintenance: Case Study of Mohammed VI Bridge in Morocco

Cited by 30 publications

References 12 publications

BIM-Based Digital Twin and XR Devices to Improve Maintenance Procedures in Smart Buildings: A Literature Review

BIM-Based Digital Twin and XR Devices to Improve Maintenance Procedures in Smart Buildings: A Literature Review

The Future Workplace: A Symbiotic System of Systems Environment

Smart Pandemic Management Through a Smart, Resilient and Flexible Decision-Making System

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