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Review and Analysis of some Metamodeling Techniques used in Optimization

Abderrahmane Benzaoui 1 Régis Duvigneau 1
1 OPALE - Optimization and control, numerical algorithms and integration of complex multidiscipline systems governed by PDE
CRISAM - Inria Sophia Antipolis - Méditerranée , JAD - Laboratoire Jean Alexandre Dieudonné : UMR6621
Abstract : This papers aims at presenting a review of some metamodels used in optimization. We are interested in particular in the Radial Basis Functions and Kriging metamodels. The theory of these techniques is presented and their implementation is discussed. We present also the differentiation of these metamodels. Furthermore, a slight comparison between Radial Basis Functions and Kriging metamodels is given in ordrer to show their similarities and differences.
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https://hal.inria.fr/inria-00399942
Contributor : Régis Duvigneau <>
Submitted on : Monday, June 29, 2009 - 2:20:56 PM
Last modification on : Tuesday, December 8, 2020 - 9:39:31 AM
Long-term archiving on: : Tuesday, June 15, 2010 - 7:03:35 PM

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Abderrahmane Benzaoui, Régis Duvigneau. Review and Analysis of some Metamodeling Techniques used in Optimization. [Research Report] RR-6973, INRIA. 2009, pp.20. ⟨inria-00399942⟩

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