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Erschienen in: Structural and Multidisciplinary Optimization 6/2015

01.06.2015 | RESEARCH PAPER

Advanced approximations for sequential optimization with discrete material interpolations

verfasst von: Rafael T. L. Ferreira, José A. Hernandes

Erschienen in: Structural and Multidisciplinary Optimization | Ausgabe 6/2015

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Abstract

The DMO (discrete material optimization) technique is employed in structural synthesis dealing with the selection of a material belonging to a group of candidate materials. It has mainly been employed in the optimization for orientation of layers of composite laminates. The DMO is based on an interpolation in the form of a weighted sum of candidate materials. The weights are nonlinear functions of penalized design variables that are solved by continuous optimization, leading to proper material selection. The preferred way of solution has been by sequential approximate optimization (SAO), based on Taylor series approximations (TSA) as surrogate functions of the structural responses. However, due to the complexity of the DMO formulation the classical local surrogate techniques become of questionable efficiency in adequately capturing structural response behavior. To improve the quality of the surrogate models, it is here proposed the use of the weighting functions to form intermediate design variables in terms of which a higher quality TSA is created. Improvements in the convergence characteristics of the SAO is observed, opening new perspectives to the efficient application of the DMO concept.

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Metadaten
Titel
Advanced approximations for sequential optimization with discrete material interpolations
verfasst von
Rafael T. L. Ferreira
José A. Hernandes
Publikationsdatum
01.06.2015
Verlag
Springer Berlin Heidelberg
Erschienen in
Structural and Multidisciplinary Optimization / Ausgabe 6/2015
Print ISSN: 1615-147X
Elektronische ISSN: 1615-1488
DOI
https://doi.org/10.1007/s00158-014-1216-6

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