Back to Search Start Over

Space-filling Curves and Multiple Estimates of Hölder Constants in Derivative-free Global Optimization.

Authors :
Lera, Daniela
Sergeyev, Yaroslav D.
Source :
AIP Conference Proceedings; 2016, Vol. 1738 Issue 1, p400008-1-400008-4, 4p, 3 Graphs
Publication Year :
2016

Abstract

In this paper the global optimization problem where the objective function is multiextremal and satisfying the Lipschitz condition over a hyperinterval is considered. An algorithm that uses Peano-type space-filling curves to reduce the original Lipschitz multi-dimensional problem to a univariate one satisfying the Hölder condition is proposed. The algorithm at each iteration applies a new geometric technique working with a number of possible Hölder constants chosen from a set of values varying from zero to infinity showing so that ideas introduced in a popular DIRECT method can be used in the Hölder global optimization, as well. Convergence condition are given. Numerical experiments show quite a promising performance of the new technique. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
0094243X
Volume :
1738
Issue :
1
Database :
Complementary Index
Journal :
AIP Conference Proceedings
Publication Type :
Conference
Accession number :
116125923
Full Text :
https://doi.org/10.1063/1.4952196