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Functional Parametric Elasto-Dynamics for Efficient Multicomponent Design

Authors :
Jiajun Wu
Chady Ghnatios
Philippe Mordillat
Yves Tourbier
Francisco Chinesta
Source :
Computation; Volume 10; Issue 12; Pages: 218
Publication Year :
2022
Publisher :
Multidisciplinary Digital Publishing Institute, 2022.

Abstract

In industrial settings, engineering products are often divided into separate components for detailed conception. They often require iterative corrections between different designers/teams to optimize the final product with all components assembled into a system. This article proposes a surrogate modeling approach with functional descriptions of parts in the model and aims to accelerate the design and optimization phase in real projects. The approach is applied to a vibration problem of a two-component plate structure, where the model estimates the dynamic behavior of the assembled system when only the properties of each individual part are available. A database is built using high-fidelity numerical simulations, and neural-network-based regressions provide reliable predictions on unseen data.

Details

Language :
English
ISSN :
20793197
Database :
OpenAIRE
Journal :
Computation; Volume 10; Issue 12; Pages: 218
Accession number :
edsair.doi.dedup.....d78335e97faf7548164045b132c14d97
Full Text :
https://doi.org/10.3390/computation10120218