Digital Twin Anomaly Detection Decision-Making for Bridge Management

MSCA (Marie Skłodowska-Curie)HORIZON-TMA-MSCA-PF-EFID: 101066739
EC Contribution
€2,268
Consortium Size
3 orgs
Start Year
2022
Summary

Bridge infrastructure in Europe has great economic, social and cultural value. Nevertheless, many of the assets which are part of this network are in poor condition, which has been recently evidenced by the collapse of several bridges. The available human and economic resources are simply not enough to repair, maintain or replace all bridges - part of the European network. Therefore, improvements on the current bridge management and operation system is urgently needed.During this fellowship an open-source digital twin anomaly detection decision-making (DTADD) tool will be developed to support the preventive conservation of existing bridges in Europe. This innovative tool will improve the bridge management by aiding the implementation of a reliability-based bridge management approach (RBBMA), thus contributing to bridge cultural heritage (CH) conservation and sustainability by extending their service life and reducing management costs.The DTADD fellowship has two specific objectives. The first objective is to build digital twin (DT) models of heritage/conventional bridges to assess and identify the highest performing anomaly detection algorithm (ADA) for damage and/or significant decay detection. Its second objective is to develop an ADA-informed open-source decision-making tool based on a RBBMA, to assess the need for bridge intervention while explicitly considering the bridge’s CH value.This fellowship will be carried out mainly at OsloMet, Norway, with a six-month secondment at TU Delft, Netherlands. The research experience, skills and knowledge obtained during the fellowship will help the experienced researcher to become a leading international expert on the conservation of bridges and will aid him to achieve his goal of becoming an independent researcher and obtaining a tenure track position. Furthermore, this fellowship is aligned with the Transport action of the European Green Deal as well as with the UN Sustainable Development Goals (SDGs).

Consortium (3)

Project Results (17)

Source: CORDIS, the EU research results database.

Publications (14)
Human role in existing bridge digital twin frameworks, towards Industry 5.0
12th International Conference on Bridge Maintenance, Safety and Management (IABMAS2024)· 2024DOI
Alejandro Jiménez Rios, Vagelis Plevris and Maria Nogal
Industry 5.0 concepts and enabling technologies, towards an enhanced conservation practice: systematic literature review protocol
Open Research Europe· 2024DOI
Alejandro Jiménez Rios, Margarita L. Petrou, Rafael Ramirez, Vagelis Plevris and Maria Nogal
Industry 5.0 Concepts and Enabling Technologies, Towards an Enhanced Conservation Practice: Systematic Literature Review Protocol Checklist
Zenodo· 2024DOI
Alejandro, Jiménez Rios; Margarita, L. Petrou; Rafael, Ramirez; Vagelis, Plevris; Maria, Nogal
Industry 5.0 Concepts and Enabling Technologies, Towards an Enhanced Conservation Practice: Systematic Literature Review Search Strategy Checklist
Zenodo· 2024DOI
Alejandro, Jiménez Rios; Margarita, L. Petrou; Rafael, Ramirez; Vagelis, Plevris; Maria, Nogal
Industry 5.0 Principles and Enabling Technologies, Towards an Enhanced Conservation Practice: Systematic Literature Review Preprint
Zenodo· 2024DOI
Jiménez Rios, Alejandro; L. Petrou, Margarita; Ramirez, Rafael; Plevris, Vagelis; Nogal, Maria
Industry 5.0, towards an enhanced built cultural heritage conservation practice
Journal of Building Engineering· 2024DOI
Alejandro Jiménez Rios, Margarita L. Petrou, Rafael Ramirez, Vagelis Plevris, and Maria Nogal
Towards Enhanced Built Cultural Heritage Conservation Practices: Perceptions on Industry 5.0 Principles and Enabling Technologies Preprint
Zenodo· 2024DOI
Jiménez Rios, Alejandro; Nogal, Maria; Plevris, Vagelis; Ramirez, Rafael; L. Petrou, Margarita
Bridge management through digital twin-based anomaly detection systems: A systematic review
Frontiers in Built Environment· 2023DOI
Alejandro Jiménez Rios; Vagelis Plevris; Maria Nogal
Computational methods applied to earthen historical structures
Frontiers in Built Environment· 2023DOI
Jiménez Rios, Alejandro; Ruiz-Capel, Samuel; Plevris, Vagelis; Nogal, Maria
DTADD Systematic Review Preprint
Zenodo· 2023DOI
Alejandro Jiménez Rios; Vagelis Plevris; Maria Nogal
DTADD Systematic Review Search Strategy (amended)
Zenodo· 2023DOI
Alejandro Jiménez Rios; Vagelis Plevris; Maria Nogal
Synthetic Data Generation for the Creation of Bridge Digital Twins What-If Scenarios
9th ECCOMAS Thematic Conference on Computational Methods in Structural Dynamics and Earthquake Engineering (COMPDYN 2023)· 2023DOI
Alejandro Jiménez Rios, Vagelis Plevris and Maria Nogal
Uncertainties in the Synthetic Data Generation for the Creation of Bridge Digital Twins
5th ECCOMAS Thematic Conference on Uncertainty Quantification in Computational Sciences and Engineering (UNCECOMP 2023)· 2023DOI
Alejandro Jiménez Rios, Vagelis Plevris and Maria Nogal
DTADD Systematic Review Protocol (amended)
Zenodo· 2022DOI
Alejandro Jiménez Rios; Vagelis Plevris; Maria Nogal
Deliverables (2)
Data Management Plan
Other Results (1)
Periodic Reporting for period 1 - DTADD (Digital Twin Anomaly Detection Decision-Making for Bridge Management)