Influence of Lipschitz bounds on the speed of global optimization

Global optimization methods based on Lipschitz bounds have been analyzed and applied widely to solve various optimization problems. In this paper a bound for Lipschitz function is proposed, which is computed using function values at the vertices of a simplex and the radius of the circumscribed sphe...

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Main Authors: Remigijus Paulavičius, Julius Žilinskas
Format: Article
Language:English
Published: Vilnius Gediminas Technical University 2012-04-01
Series:Technological and Economic Development of Economy
Subjects:
Online Access:http://www.bjrbe.vgtu.lt/index.php/TEDE/article/view/4678
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spelling doaj-94cd13402fbb47aab68f8658c159e2962021-07-02T09:33:55ZengVilnius Gediminas Technical UniversityTechnological and Economic Development of Economy2029-49132029-49212012-04-0118110.3846/20294913.2012.661170Influence of Lipschitz bounds on the speed of global optimizationRemigijus Paulavičius0Julius Žilinskas1Vilnius University, Institute of Mathematics and Informatics, Akademijos g. 4, LT-08663 Vilnius, Lithuania; Vilnius Pedagogical University, Studentų g. 39, LT-08106 Vilnius, LithuaniaVilnius University, Institute of Mathematics and Informatics, Akademijos g. 4, LT-08663 Vilnius, Lithuania; Vilnius Gediminas Technical University, Saulėtekio al. 11, LT-10223 Vilnius, Lithuania Global optimization methods based on Lipschitz bounds have been analyzed and applied widely to solve various optimization problems. In this paper a bound for Lipschitz function is proposed, which is computed using function values at the vertices of a simplex and the radius of the circumscribed sphere. The efficiency of a branch and bound algorithm with proposed bound and combinations of bounds is evaluated experimentally while solving a number of multidimensional test problems for global optimization. The influence of different bounds on the performance of a branch and bound algorithm has been investigated. http://www.bjrbe.vgtu.lt/index.php/TEDE/article/view/4678global optimizationLipschitz optimizationLipschitz boundsbranch and bound algorithm
collection DOAJ
language English
format Article
sources DOAJ
author Remigijus Paulavičius
Julius Žilinskas
spellingShingle Remigijus Paulavičius
Julius Žilinskas
Influence of Lipschitz bounds on the speed of global optimization
Technological and Economic Development of Economy
global optimization
Lipschitz optimization
Lipschitz bounds
branch and bound algorithm
author_facet Remigijus Paulavičius
Julius Žilinskas
author_sort Remigijus Paulavičius
title Influence of Lipschitz bounds on the speed of global optimization
title_short Influence of Lipschitz bounds on the speed of global optimization
title_full Influence of Lipschitz bounds on the speed of global optimization
title_fullStr Influence of Lipschitz bounds on the speed of global optimization
title_full_unstemmed Influence of Lipschitz bounds on the speed of global optimization
title_sort influence of lipschitz bounds on the speed of global optimization
publisher Vilnius Gediminas Technical University
series Technological and Economic Development of Economy
issn 2029-4913
2029-4921
publishDate 2012-04-01
description Global optimization methods based on Lipschitz bounds have been analyzed and applied widely to solve various optimization problems. In this paper a bound for Lipschitz function is proposed, which is computed using function values at the vertices of a simplex and the radius of the circumscribed sphere. The efficiency of a branch and bound algorithm with proposed bound and combinations of bounds is evaluated experimentally while solving a number of multidimensional test problems for global optimization. The influence of different bounds on the performance of a branch and bound algorithm has been investigated.
topic global optimization
Lipschitz optimization
Lipschitz bounds
branch and bound algorithm
url http://www.bjrbe.vgtu.lt/index.php/TEDE/article/view/4678
work_keys_str_mv AT remigijuspaulavicius influenceoflipschitzboundsonthespeedofglobaloptimization
AT juliuszilinskas influenceoflipschitzboundsonthespeedofglobaloptimization
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