Optimizing radial basis functions by d.c. programming and its use in direct search for global derivative-free optimization

In this paper, we address the global optimization of functions subject to bound and linear constraints without using derivatives of the objective function. We investigate the use of derivative-free models based on radial basis functions (RBFs) in the search step of direct-search methods of direction...

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Published inTOP Vol. 20; no. 1; pp. 190 - 214
Main Authors Le Thi, H. A., Vaz, A. I. F., Vicente, L. N.
Format Journal Article
LanguageEnglish
Published Berlin/Heidelberg Springer-Verlag 01.04.2012
Springer
Springer Verlag
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ISSN1134-5764
1863-8279
DOI10.1007/s11750-011-0193-9

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Abstract In this paper, we address the global optimization of functions subject to bound and linear constraints without using derivatives of the objective function. We investigate the use of derivative-free models based on radial basis functions (RBFs) in the search step of direct-search methods of directional type. We also study the application of algorithms based on difference of convex (d.c.) functions programming to solve the resulting subproblems which consist of the minimization of the RBF models subject to simple bounds on the variables. Extensive numerical results are reported with a test set of bound and linearly constrained problems.
AbstractList In this paper, we address the global optimization of functions subject to bound and linear constraints without using derivatives of the objective function. We investigate the use of derivative-free models based on radial basis functions (RBFs) in the search step of direct-search methods of directional type. We also study the application of algorithms based on difference of convex (d.c.) functions programming to solve the resulting subproblems which consist of the minimization of the RBF models subject to simple bounds on the variables. Extensive numerical results are reported with a test set of bound and linearly constrained problems.
Author Le Thi, H. A.
Vaz, A. I. F.
Vicente, L. N.
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  givenname: A. I. F.
  surname: Vaz
  fullname: Vaz, A. I. F.
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  givenname: L. N.
  surname: Vicente
  fullname: Vicente, L. N.
  organization: CMUC, Department of Mathematics, University of Coimbra
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Issue 1
Keywords Global optimization
Radial basis functions
DCA
90C30
90C56
d.c. programming
Search step
90C26
Direct-search methods
Derivative-free optimization
Language English
License http://www.springer.com/tdm
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Snippet In this paper, we address the global optimization of functions subject to bound and linear constraints without using derivatives of the objective function. We...
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Title Optimizing radial basis functions by d.c. programming and its use in direct search for global derivative-free optimization
URI https://link.springer.com/article/10.1007/s11750-011-0193-9
http://www.econis.eu/PPNSET?PPN=715687352
https://hal.univ-lorraine.fr/hal-01636732
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