75 citations · 282 across the 9 of their papers we have counts for
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cs.LG2020★ 32 cited
A robust solution of a statistical inverse problem in multiscale computational mechanics using an artificial neural network
Florent Pled, Christophe Desceliers, Tianyu Zhang
This work addresses the inverse identification of apparent elastic properties of random heterogeneous materials using machine learning based on artificial neural networks. The prop…
physics.class-ph2020★ 9 cited
Robust Multiscale Identification of Apparent Elastic Properties at Mesoscale for Random Heterogeneous Materials with Multiscale Field Measurements
Tianyu Zhang, Florent Pled, Christophe Desceliers
The aim of this work is to efficiently and robustly solve the statistical inverse problem related to the identification of the elastic properties at both macroscopic and mesoscopic…