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

Descripción del proyecto

Un estudio más detallado de las interacciones suelo-estructura durante los temblores sísmicos

La respuesta sísmica de una estructura depende de diversos factores: desde su altura hasta el tipo de suelo en el que está situada. La interacción suelo-estructura es importante y un factor que hay que tener en cuenta al diseñar o rehabilitar un edificio. Con esta idea, el proyecto financiado con fondos europeos ReStructure 2.0 desarrollará un marco novedoso basado en los principios de la interacción suelo-estructura, reconociendo el desplazamiento relativo entre muro y suelo retenido como el factor determinante en la respuesta sísmica del sistema muro-suelo. Basados en la combinación de simulaciones computacionales, datos experimentales y de campo, bases de datos relacionales y técnicas de aprendizaje automático, los hallazgos del proyecto serán útiles para garantizar que el proceso de diseño sea más sostenible, asequible y ecológico.

Objetivo

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.

Coordinador

UNIVERSITA DELLA CALABRIA
Aportación neta de la UEn
€ 183 473,28
Dirección
VIA PIETRO BUCCI 7/11/B
87036 Arcavacata Di Rende
Italia

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Región
Sud Calabria Cosenza
Tipo de actividad
Higher or Secondary Education Establishments
Enlaces
Coste total
€ 183 473,28