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Erschienen in: Optimization and Engineering 3/2019

12.03.2019 | Research Article

Shape optimization of the ERCOFTAC centrifugal pump impeller using open-source software

verfasst von: Remo De Donno, Antonio Ghidoni, Gianmaria Noventa, Stefano Rebay

Erschienen in: Optimization and Engineering | Ausgabe 3/2019

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Abstract

This paper investigates a surrogate-based optimization technique with a genetic algorithm for fast and robust improvement of centrifugal pump performance. The optimization strategy is based only on open-source software, i.e. Scilab for the geometric parametrization, OpenFOAM for the CFD simulations and DAKOTA for the optimization. This choice aims to achieve widespread diffusion of the proposed methodology. A fully three-dimensional geometry parametrization based on Bézier surfaces is presented, allowing both the impeller and the vaned diffuser to be parametrized. Moreover, we present a comparison of different surrogate models (Kriging and artificial neural network), investigating their performance in pump optimization. We validate the proposed methodology using the ERCOFTAC centrifugal pump, because of the availability of experimental and numerical data. The results of this study demonstrate the potential of surrogate-based optimization techniques to improve the performance of centrifugal pumps.

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Metadaten
Titel
Shape optimization of the ERCOFTAC centrifugal pump impeller using open-source software
verfasst von
Remo De Donno
Antonio Ghidoni
Gianmaria Noventa
Stefano Rebay
Publikationsdatum
12.03.2019
Verlag
Springer US
Erschienen in
Optimization and Engineering / Ausgabe 3/2019
Print ISSN: 1389-4420
Elektronische ISSN: 1573-2924
DOI
https://doi.org/10.1007/s11081-019-09428-3

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