Skip to main content
Top

2015 | OriginalPaper | Chapter

Fitness Function in ABC Algorithm for Uncapacitated Facility Location Problem

Authors : Yusuke Watanabe, Mayumi Takaya, Akihiro Yamamura

Published in: Information and Communication Technology

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

We study the fitness function of the artificial bee colony algorithm applying to solve the uncapacitated facility location problem. Our hypothesis is that the fitness function in the artificial bee colony algorithm is not necessarily suitable for specific optimization problems. We carry out experiments to examine several fitness functions for the artificial bee colony algorithm to solve the uncapacitated facility location problem and show the conventional fitness function is not necessarily suitable.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Abraham, A., Grosan, C., Ramos, V.: Swarm Intelligence in Data Mining. Springer-Verlag, Berlin Heidelberg (2006)CrossRefMATH Abraham, A., Grosan, C., Ramos, V.: Swarm Intelligence in Data Mining. Springer-Verlag, Berlin Heidelberg (2006)CrossRefMATH
4.
go back to reference Karaboga, D.: An Idea Based on Honey Bee Swarm for Numerical Optimization. Erciyes University, Kayseri, Turkey, Technical report-TR06 (2005) Karaboga, D.: An Idea Based on Honey Bee Swarm for Numerical Optimization. Erciyes University, Kayseri, Turkey, Technical report-TR06 (2005)
5.
go back to reference Kole, A., Chakrabarti, P., Bhattacharyya, S.: An ant colony optimization algorithm for uncapacitated facility location problem. Artif. Intell. Appl. 1(1), 55–61 (2014) Kole, A., Chakrabarti, P., Bhattacharyya, S.: An ant colony optimization algorithm for uncapacitated facility location problem. Artif. Intell. Appl. 1(1), 55–61 (2014)
6.
go back to reference Korte, B., Vygen, J.: Combinatorial Optimization: Theory and Algorithms. Springer, Heidelberg (2007)MATH Korte, B., Vygen, J.: Combinatorial Optimization: Theory and Algorithms. Springer, Heidelberg (2007)MATH
7.
go back to reference Kratica, J., Tosic, D., Filipovic, V., Ljubic, I.: Solving the simple plant location problem by genetic algorithm. RAIRO Oper. Res. 35, 127–142 (2001)MathSciNetCrossRefMATH Kratica, J., Tosic, D., Filipovic, V., Ljubic, I.: Solving the simple plant location problem by genetic algorithm. RAIRO Oper. Res. 35, 127–142 (2001)MathSciNetCrossRefMATH
8.
go back to reference Simchi-Levi, D., Kaminsky, P., Simchi-Levi, E.: Designing and Managing the Supply Chain. Concepts, Strategies and Case Studies. McGraw-Hill, Boston (2000)MATH Simchi-Levi, D., Kaminsky, P., Simchi-Levi, E.: Designing and Managing the Supply Chain. Concepts, Strategies and Case Studies. McGraw-Hill, Boston (2000)MATH
9.
go back to reference Tuncbilek, N., Tasgetiren, F., Esnaf, S.: Artificial bee colony optimization algorithm for uncapacitated facility location problems. J. Econ. Soc. Res. 14(1), 1–24 (2012) Tuncbilek, N., Tasgetiren, F., Esnaf, S.: Artificial bee colony optimization algorithm for uncapacitated facility location problems. J. Econ. Soc. Res. 14(1), 1–24 (2012)
10.
go back to reference Yang, X., Cui, Z., Xiao, R., Gandomi, A.H., Karamanoglu, M.: Swarm Intelligence and Bio-Inspired Computation - Theory and Applications. Elsevier, Amsterdam (2013) Yang, X., Cui, Z., Xiao, R., Gandomi, A.H., Karamanoglu, M.: Swarm Intelligence and Bio-Inspired Computation - Theory and Applications. Elsevier, Amsterdam (2013)
Metadata
Title
Fitness Function in ABC Algorithm for Uncapacitated Facility Location Problem
Authors
Yusuke Watanabe
Mayumi Takaya
Akihiro Yamamura
Copyright Year
2015
DOI
https://doi.org/10.1007/978-3-319-24315-3_13

Premium Partner