Parallel Budgeted Optimization Applied to the Design of an Air Duct

Ramunas Girdziusas 1, * Rodolphe Le Riche 1 Fabien Viale 2 David Ginsbourger 3
* Auteur correspondant
1 DEMO
LIMOS - Laboratoire d'Informatique, de Modélisation et d'optimisation des Systèmes, DEMO-ENSMSE - Département Décision en Entreprise : Modélisation, Optimisation
2 OASIS - Active objects, semantics, Internet and security
CRISAM - Inria Sophia Antipolis - Méditerranée , COMRED - COMmunications, Réseaux, systèmes Embarqués et Distribués
Abstract : This work explores the benefits of cloud computing in the development of kriging-based parallel optimization algorithms dedicated to expensive-to-evaluate functions. We first show how the application of a multi-point expected improvement criterion allows to gain insights into the problem of shape optimization in a turbulent fluid flow, which arises in the automobile industry. Our work then proceeds with a variety of experiments conducted on the ProActive PACA Grid cloud. Due to a multiplicative increase in search space dimensionality, the multi-point criterion cannot exploit a large number of computing nodes. Therefore, we employ the criterion with an asynchronous access to the simulation resources, when the available nodes are immediately updated while accounting for the remaining running simulations. Comparisons are made with domain decomposition which is applied here as an alternative parallelization technique. Our experiments indicate weaknesses in the use of the multi-point criterion with a synchronous node access, and benefits when working in the asynchronous mode. Finally, a relatively fast and accurate method is developed for the estimation of the expected improvement at multiple points.
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Rapport
2012
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https://hal.archives-ouvertes.fr/hal-00723427
Contributeur : Ramunas Girdziusas <>
Soumis le : lundi 17 septembre 2012 - 18:07:25
Dernière modification le : vendredi 16 septembre 2016 - 15:17:49
Document(s) archivé(s) le : mardi 18 décembre 2012 - 09:11:06

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  • HAL Id : hal-00723427, version 2

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Ramunas Girdziusas, Rodolphe Le Riche, Fabien Viale, David Ginsbourger. Parallel Budgeted Optimization Applied to the Design of an Air Duct. 2012. <hal-00723427v2>

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