Publications

Structural mechanics

Réseaux de neurones informés par la physique pour l’apprentissage de lois de comportement

Antoine Benady, Ludovic Chamoin, Emmanuel Baranger

IA POUR LES SCIENCES DE L'INGÉNIERIE - 2022

Structural mechanics

Réseaux de neurones informés par la physique pour l’apprentissage de lois de comportement.

L’endommagement des structures mécaniques est une préoccupation permanente en ingénierie, liée à des problématiques de durabilité et de sécurité. La thématique est actuellement l’objet de diverses activité de recherche ; un exemple caractéristique…

Antoine Benady, Ludovic Chamoin, Emmanuel Baranger

25ème Congrès Français de Mécanique 2022 - 2022

Engineering Sciences

Data-based Model Updating, Selection, and Enrichment using the Modified Constitutive Relation Error Concept

In the context of computational engineering, physical systems are classically represented by a mathematical model which can be picked in a hierarchical list of possible models, with increasing complexity, and which is then numerically processed to…

Ludovic Chamoin, Antoine Benady, Sahar Farahbakhsh, Emmanuel Baranger, Martin Poncelet

15th World Congress on Computational Mechanics - 2022

Engineering Sciences

An educational review on distributed optic fiber sensing based on Rayleigh backscattering for damage tracking and structural health monitoring

This paper is a review on distributed optic fiber sensing for structural health monitoring applications, with a focus on technologies relying on the Rayleigh backscattering phenomenon. It addresses the basic physical principles which are involved,…

Ludovic Chamoin, S Farahbakhsh, M Poncelet

Measurement Science and Technology - 2022

Mechanics

Physics-informed neural networks derived from a mCRE functional for constitutive modelling

The damage of mechanical structures is a permanent concern in engineering, related to issues of durability and safety. The theme is currently the subject of various research activities; a typical example is the ERC project DREAM-ON (2021-2026), in…

Antoine Benady, Ludovic Chamoin, Emmanuel Baranger

IUTAM Symposium on Data-driven Mechanics - 2022

Engineering Sciences