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A novel physics-based methodology for the seismic analysis of retaining structures leveraging machine learning techniques

Description du projet

Un regard plus approfondi sur les interactions sol-structure pendant les secousses sismiques

La réponse sismique d’une structure dépend de différents facteurs, comme sa hauteur ou le type de sol sur lequel elle repose. L’interaction sol-structure est importante, c’est pourquoi il y a lieu d’en tenir compte à l’heure de concevoir ou de rénover un bâtiment. Dans cette optique, le projet ReStructure 2.0 financé par l’UE, développera un nouveau cadre fondé sur les principes d’interaction sol-structure qui reconnait le déplacement relatif entre le mur et le sol retenu comme le principal facteur de la réponse sismique du système mur-sol. Tirant parti de la combinaison de simulations informatiques, de données expérimentales et de terrain, de bases de données relationnelles et de techniques d’apprentissage automatique, les résultats du projet s’avèreront utiles afin de faire en sorte que le processus de conception soit plus durable, abordable et écologique.

Objectif

The standard seismic design of retaining structures is based on a century-old theory, that does not account for the actual physical behavior of soil-structure systems. This theory unrealistically assumes that the seismic earth pressure increment is proportional to surface acceleration. Methods based on this theory often lead to conservative design of retaining structures that causes an unsustainable consumption of resources without any benefits on the performance and safety of the construction. Such design approach is against the principles of the European Green Deal that identified the need of cleaner constructions in the Building and Renovation policy area. The main goal of ReStructure 2.0 is to develop a novel physics-based framework based on soil-structure interaction principles, recognizing the relative displacement between wall and retained soil as the driving factor in the seismic response of wall-soil system. The proposed method accounts for soil inhomogeneity and non-linearity, wall flexibility, mass of the wall, and different boundary condition at base and top of the wall. This more adequate design approach can lead to a significant reduction of the resources used during the construction, making the process more sustainable, affordable, and green. This novel approach is based on the combination of computational simulations, experimental and field data, relational databases, and machine learning techniques. Two distinct solutions will be developed: (i) complete frequency-dependent elastodynamic approach, and (ii) simplified single-frequency method. ReStructure 2.0 is tailored around my expertise and profile to give me the opportunity to reach the maturity needed to move forward with my career. This fellowship will allow me to: (i) capitalize on my unique skillset matured in years of international collaborations, (ii) bring back to the EU innovative approaches and methodologies that I developed in the US, and (iii) grow as a researcher, teacher, and mentor.

Coordinateur

UNIVERSITA DELLA CALABRIA
Contribution nette de l'UE
€ 183 473,28
Adresse
VIA PIETRO BUCCI 7/11/B
87036 Arcavacata Di Rende
Italie

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Région
Sud Calabria Cosenza
Type d’activité
Higher or Secondary Education Establishments
Liens
Coût total
€ 183 473,28