2020
DOI: 10.48550/arxiv.2012.11330
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A Bayesian multiscale CNN framework to predict local stress fields in structures with microscale features

Vasilis Krokos,
Viet Bui Xuan,
Stéphane P. A. Bordas
et al.

Abstract: Finite Element Analysis (FEA) for stress prediction in structures with microstructural features is computationally expensive since those features are much smaller than the other geometric features of the structure. The accurate prediction of the additional stress generated by such microstructural features therefore requires a very fine FE mesh. Omitting or averaging the effect of the microstructural features from FEA models is standard practice, resulting in faster calculations of global stress fields, which, … Show more

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