Search Results for author: Pierre Kerfriden

Found 2 papers, 0 papers with code

Addressing materials' microstructure diversity using transfer learning

no code implementations29 Jul 2021 Aurèle Goetz, Ali Riza Durmaz, Martin Müller, Akhil Thomas, Dominik Britz, Pierre Kerfriden, Chris Eberl

We show that a state-of-the-art UDA approach surpasses the na\"ive application of source domain trained models on the target domain (generalization baseline) to a large extent.

Data Augmentation Domain Generalization +2

A Bayesian multiscale CNN framework to predict local stress fields in structures with microscale features

no code implementations17 Dec 2020 Vasilis Krokos, Viet Bui Xuan, Stéphane P. A. Bordas, Philippe Young, Pierre Kerfriden

Multiscale computational modelling is challenging due to the high computational cost of direct numerical simulation by finite elements.

Decoder

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