Towards an industrial deployment of PZT based SHM processes: A dedicated metamodel for Lamb wave propagation
Résumé
Numerical simulations of Structural Health Monitoring processes based
on wave propagation can be very costly in terms of computation time, especially for
complex aeronautic composite structures, and therefore strongly limits the deployment
of industrial applications. Metamodels build a relatively simple relationship
between inputs and outputs from a set of data and thus can overcome that difficulty.
A metamodel based on radial basis functions interpolation is build in order to predict
a Lamb Wave measurement on a damaged composite plate equipped by a network
of 3 piezoelectric elements. The input parameters describe the position of the
damage. This surrogate model is used to predict the measured signals for new damage
configurations with a limited computational cost. Moreover, this metamodel is
used in a reverse way to solve the inverse problem. A swarm particle optimisation
algorithm seeks to find the position of a damage from a set of simulated signals.This
approach allows us to identify correctly the damage localisation for an unknown
configuration, providing therefore a new method for damage localization.
Domaines
Acoustique [physics.class-ph]Origine | Fichiers produits par l'(les) auteur(s) |
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