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Multifidelity adaptive kriging metamodel based on discretization error bounds

Multifidelity adaptive kriging metamodel based on discretization error bounds

Authors :
Valentine Rey
Franck Schoefs
Ludovic Mell
Source :
International Journal for Numerical Methods in Engineering.
Publication Year :
2020
Publisher :
Wiley, 2020.

Abstract

This paper presents an approach to build a multi-fidelity kriging metamodel from finite element computations on different meshes for stuctural reliability assessment. The proposed method takes advantage of the computation of bounds on the dis-cretization error, which enables to guarantee the state (safe or failure) of each computation of the performance function. An algorithm to build the meta-model from the different levels of fidelity and estimate the failure probability is provided. Illustrations are presented on a two dimensional mechanical crack opening problem. Bounds on the failure probability are also post-processed.

Details

ISSN :
10970207 and 00295981
Database :
OpenAIRE
Journal :
International Journal for Numerical Methods in Engineering
Accession number :
edsair.doi...........3a1865a3f46ff163eedc1d2e28c23e15
Full Text :
https://doi.org/10.1002/nme.6451