A comparative study of genetic algorithm components in simulation-based optimisation

Birkan Can, Andreas Beham, Cathal Heavey

Publikation: Beitrag in Buch/Bericht/TagungsbandKonferenzbeitragBegutachtung

22 Zitate (Scopus)

Abstract

In this paper, we present a comparative study of different stochastic components of genetic algorithms for simulationbased optimisation of the buffer allocation problem. We explore the effects of elements such as operators, fitness assignment strategies and elitism. Three different recombination operators, incorporated with constraint handling mechanisms such as repair and penalty functions, are examined. Under the shed of the experiments, we incorporate problem specific knowledge to further enhance the practicality of GA in decision making for buffer allocation problem.

OriginalspracheEnglisch
TitelProceedings of the 2008 Winter Simulation Conference, WSC 2008
Seiten1829-1837
Seitenumfang9
DOIs
PublikationsstatusVeröffentlicht - 2008
Veranstaltung2008 Winter Simulation Conference, WSC 2008 - Miami, FL, USA/Vereinigte Staaten
Dauer: 7 Dez 200810 Dez 2008

Publikationsreihe

NameProceedings - Winter Simulation Conference
ISSN (Print)0891-7736

Konferenz

Konferenz2008 Winter Simulation Conference, WSC 2008
Land/GebietUSA/Vereinigte Staaten
OrtMiami, FL
Zeitraum07.12.200810.12.2008

Fingerprint

Untersuchen Sie die Forschungsthemen von „A comparative study of genetic algorithm components in simulation-based optimisation“. Zusammen bilden sie einen einzigartigen Fingerprint.

Zitieren