INFLUENCE OF LIPSCHITZ BOUNDS ON THE SPEED OF GLOBAL OPTIMIZATION

Author:

Paulavičius Remigijus1,Žilinskas Julius2

Affiliation:

1. Vilnius University, Institute of Mathematics and Informatics, Akademijos g. 4, LT-08663 Vilnius, Lithuania; Vilnius Pedagogical University, Studentų g. 39, LT-08106 Vilnius, Lithuania

2. Vilnius University, Institute of Mathematics and Informatics, Akademijos g. 4, LT-08663 Vilnius, Lithuania; Vilnius Gediminas Technical University, Saulėtekio al. 11, LT-10223 Vilnius, Lithuania

Abstract

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.

Publisher

Vilnius Gediminas Technical University

Subject

Finance

Cited by 7 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Lipschitz Expensive Global Optimization;Encyclopedia of Optimization;2023

2. Advantages of simplicial partitioning for Lipschitz optimization problems with linear constraints;Optimization Letters;2014-08-03

3. Globally-biased Disimpl algorithm for expensive global optimization;Journal of Global Optimization;2014-04-16

4. Simplicial Global Optimization;SpringerBriefs in Optimization;2014

5. A Parallel DISIMPL for Pile Placement Optimization in Grillage-Type Foundations;2013 Eighth International Conference on P2P, Parallel, Grid, Cloud and Internet Computing;2013-10

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