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| Academic Year |
2022/2023 |
| Name |
Dott. - MI (1367) Architettura, Ingegneria delle Costruzioni e Ambiente Costruito / Architecture, Built Environment and Construction Engineering |
| Programme Year |
1 |
| ID Code |
061962 |
| Course Title |
SUMMER COURSE ON STRUCTURAL HEALTH MONITORING |
| Course Type |
MONO-DISCIPLINARY COURSE |
| Credits (CFU / ECTS) |
5.0 |
| Course Description |
The course is organized within the Erasmus+ Programme.
The main goal of this summer course is to introduce the concept of structural health monitoring (SHM) applied to bridges and special civil structures to MSc and PhD students from several European institutions.
The SHM is posed in the context of a statistical pattern recognition paradigm, rooted in the artificial intelligence field, where machine learning algorithms are essential to perform damage identification, by learning (or modeling) the structural behavior from the experience (past data), following the same principle of the human brain. In order to balance the general concept and the applicability of SHM, this course has been designed to allow students to gain a basic knowledge of SHM with hands-on experiences to demonstrate how SHM can be used for assessing the condition of structural systems, along with the lectures to give some insight into the theory and application examples. Special attention is given to: (i) feature extraction techniques and machine learning algorithms based on Fourier transform, regression models, Mahalanobis distance, and Gaussian mixture models; (ii) a new hybrid learning strategy is presented for damage identification, based on data generated by both monitoring systems and calibrated finite element models with parameter uncertainty; and finally (iii) current challenges and limitations of SHM along with future trends such as digital twins and climate change.
University of Lusofona |
| Scientific-Disciplinary Sector (SSD)
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Alphabetical group
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Name
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Teaching Assignment Details
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From (included)
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To (excluded)
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A
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ZZZZ
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Limongelli Maria Giuseppina
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