Detail publikačního výsledku

Integer simulation based optimization by local search

SKLENÁŘ, J.; POPELA, P.

Originální název

Integer simulation based optimization by local search

Anglický název

Integer simulation based optimization by local search

Druh

Článek recenzovaný mimo WoS a Scopus

Originální abstrakt

Simulation-based optimization combines simulation experiments used to evaluate the objective and/or constraint functions with an optimization algorithm. Compared with classical optimization, simulation based optimization brings its specific problems and restrictions. These are discussed in the paper. Evaluation of the objective function is based on time consuming, typically repeated simulation experiments. So we believe that the main objective in selecting the optimization algorithm is minimization of the number of objective function evaluations. In this paper we concentrate on integer optimization that is typical in simulation context. Local search algorithms that try to minimize the number of objective function evaluations are described. Examples with both analytical and simulationbased objective functions are used to demonstrate the performance of the algorithms.

Anglický abstrakt

Simulation-based optimization combines simulation experiments used to evaluate the objective and/or constraint functions with an optimization algorithm. Compared with classical optimization, simulation based optimization brings its specific problems and restrictions. These are discussed in the paper. Evaluation of the objective function is based on time consuming, typically repeated simulation experiments. So we believe that the main objective in selecting the optimization algorithm is minimization of the number of objective function evaluations. In this paper we concentrate on integer optimization that is typical in simulation context. Local search algorithms that try to minimize the number of objective function evaluations are described. Examples with both analytical and simulationbased objective functions are used to demonstrate the performance of the algorithms.

Klíčová slova

Integer optimization; Local search; Simulation

Klíčová slova v angličtině

Integer optimization; Local search; Simulation

Autoři

SKLENÁŘ, J.; POPELA, P.

Rok RIV

2016

Vydáno

30.05.2010

ISSN

1877-0509

Periodikum

Procedia Computer Science

Svazek

1

Číslo

1

Stát

Nizozemsko

Strany od

1341

Strany do

1348

Strany počet

8

BibTex

@article{BUT124192,
  author="Jaroslav {Sklenář} and Pavel {Popela}",
  title="Integer simulation based optimization by local search",
  journal="Procedia Computer Science",
  year="2010",
  volume="1",
  number="1",
  pages="1341--1348",
  issn="1877-0509"
}