Skip to main content
Erschienen in: Journal of Intelligent Manufacturing 5/2014

01.10.2014

Optimization technique by genetic algorithms for international logistics

verfasst von: Kazuhiro Takeyasu, Masaaki Kainosho

Erschienen in: Journal of Intelligent Manufacturing | Ausgabe 5/2014

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

In recent years, sea and air transport has become a big trend. Getting an optimal solution with minimum costs (freight cost, warehouse cost) under certain constraints (delivery due date etc.) must be sought. Formerly, we made a mathematical formulation of the fundamental case (a single supply site and a single demand site with multiple delivery dates/different delivery quantities) and next we expanded the objective function from considering transportation costs to considering transportation costs and warehouse stock fees. Under certain constraints, a minimum cost was pursued. In this paper, the objective function is expanded to the scheme which considers a reduced cost for the volume of lots. Here, a reduced cost by the discount of volume is also taken into account when multiple lots are transported using the same type of transport. A new selection method, “Multi-step tournament selection method” which is suitable for this problem is devised and utilized in this paper. Numerical examples are examined for the cases in which the discount of volume is considered. Theoretical optimal solution is derived by using genetic algorithm. An application of genetic algorithm to International Logistics is executed before by us. In this paper, the further expansion of constraints is executed and fruitful result is obtained, which contributes to the real management of International Logistics for the better decision making.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

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!

Literatur
Zurück zum Zitat Arai, M., & Masui, Y. (2006). Optimization of maritime container-transportation network through the use of genetic algorithm. Japan Ship-Marine Engineering Society, 4, 55–61. Arai, M., & Masui, Y. (2006). Optimization of maritime container-transportation network through the use of genetic algorithm. Japan Ship-Marine Engineering Society, 4, 55–61.
Zurück zum Zitat Chien, C., Kim, K. H., Liu, B., & Gen, M. (2013). Advanced decision and intelligence technologies for manufacturing and logistics. Journal of Intelligent Manufacturing, 23(6), 2133–2135.CrossRef Chien, C., Kim, K. H., Liu, B., & Gen, M. (2013). Advanced decision and intelligence technologies for manufacturing and logistics. Journal of Intelligent Manufacturing, 23(6), 2133–2135.CrossRef
Zurück zum Zitat Gen, M., & Cheng, R. (2000). Genetic algorithms and engineering optimization. New York: Wiley. Gen, M., & Cheng, R. (2000). Genetic algorithms and engineering optimization. New York: Wiley.
Zurück zum Zitat Gen, M., Altiparamk, F., & Lin, L. (2006). A genetic algorithm for two-stage transportation problem using priority-based encoding. OR Spectrum, 28(3), 337–354.CrossRef Gen, M., Altiparamk, F., & Lin, L. (2006). A genetic algorithm for two-stage transportation problem using priority-based encoding. OR Spectrum, 28(3), 337–354.CrossRef
Zurück zum Zitat Kocaoğlu, B., Gülsün, B., & Tanyaş, M. (2013). A SCOR based approach for measuring a benchmarkable supply chain performance. Journal of Intelligent Manufacturing, 24(1), 113–132.CrossRef Kocaoğlu, B., Gülsün, B., & Tanyaş, M. (2013). A SCOR based approach for measuring a benchmarkable supply chain performance. Journal of Intelligent Manufacturing, 24(1), 113–132.CrossRef
Zurück zum Zitat Kozan, E., & Preston, P. (1999). Genetic algorithms to schedule container transfers at multimodal terminals. International Transactions in Operational Research, 6, 311–329.CrossRef Kozan, E., & Preston, P. (1999). Genetic algorithms to schedule container transfers at multimodal terminals. International Transactions in Operational Research, 6, 311–329.CrossRef
Zurück zum Zitat Lee, L. H., Lee, C. U., & Tan, Y. P. (2007). A multi-objective genetic algorithm for robust flight scheduling using simulation. European Journal of Operational Research, 177, 1948–1968.CrossRef Lee, L. H., Lee, C. U., & Tan, Y. P. (2007). A multi-objective genetic algorithm for robust flight scheduling using simulation. European Journal of Operational Research, 177, 1948–1968.CrossRef
Zurück zum Zitat Okamoto, A., Gen, M., & Sugawara, M. (2006). Integrated data structure and scheduling approach for manufacturing and transportation using hybrid genetic algorithm. Journal of Intelligent Manufacturing, 17(4), 411–422.CrossRef Okamoto, A., Gen, M., & Sugawara, M. (2006). Integrated data structure and scheduling approach for manufacturing and transportation using hybrid genetic algorithm. Journal of Intelligent Manufacturing, 17(4), 411–422.CrossRef
Zurück zum Zitat Okita, K., Ishii, Y., & Takeyasu, K. (2004). Optimization in inter-modal international logistics. In The 5th Asia-Pacific industrial engineering and management systems conference (APIEMS). Gold Coast, Australia. Okita, K., Ishii, Y., & Takeyasu, K. (2004). Optimization in inter-modal international logistics. In The 5th Asia-Pacific industrial engineering and management systems conference (APIEMS). Gold Coast, Australia.
Zurück zum Zitat Sakawa, M., & Tanaka, M. (1995). Genetic algorithm. Tokyo: Asakura Pulishing Co., Ltd. Sakawa, M., & Tanaka, M. (1995). Genetic algorithm. Tokyo: Asakura Pulishing Co., Ltd.
Zurück zum Zitat Seifbarghy, M., & Esfandiari, N. (2013). Modeling and solving a multi-objective supplier quota allocation problem considering transaction costs. Journal of Intelligent Manufacturing, 24(1), 201–209.CrossRef Seifbarghy, M., & Esfandiari, N. (2013). Modeling and solving a multi-objective supplier quota allocation problem considering transaction costs. Journal of Intelligent Manufacturing, 24(1), 201–209.CrossRef
Zurück zum Zitat Takeyasu, K., & Ogura, E. (2006). Optimization of international inter-modal logistics utilizing genetic algorithm. In The proceedings of Asia-Pacific industrial engineering and management systems. Bangkok, Thailand. Takeyasu, K., & Ogura, E. (2006). Optimization of international inter-modal logistics utilizing genetic algorithm. In The proceedings of Asia-Pacific industrial engineering and management systems. Bangkok, Thailand.
Zurück zum Zitat Takeyasu, K., & Kainosho, M. (2007a). Optimization in sea and air transport utilizing genetic algorithm. International Journal of Computational Science, 1(3), 286–301. Takeyasu, K., & Kainosho, M. (2007a). Optimization in sea and air transport utilizing genetic algorithm. International Journal of Computational Science, 1(3), 286–301.
Zurück zum Zitat Takeyasu, K., Kainosho, M. (2007b). Optimization in sea and air transport utilizing genetic algorithm. In The 8th Asia-Pacific industrial engineering and management systems conference(APIEMS) and 2007 Chinese Institute of Industrial Engineers Conference(CIIE). Kaohsiung, Taiwan. Takeyasu, K., Kainosho, M. (2007b). Optimization in sea and air transport utilizing genetic algorithm. In The 8th Asia-Pacific industrial engineering and management systems conference(APIEMS) and 2007 Chinese Institute of Industrial Engineers Conference(CIIE). Kaohsiung, Taiwan.
Zurück zum Zitat Toyama, H., Ida, K., & Teramatsu, C. (2006). A proposal of a genetic algorithm for fixed-charge transportation problem and related numerical experiments. Journal of the Indonesian Medical Association, 57(3), 227–230. Toyama, H., Ida, K., & Teramatsu, C. (2006). A proposal of a genetic algorithm for fixed-charge transportation problem and related numerical experiments. Journal of the Indonesian Medical Association, 57(3), 227–230.
Zurück zum Zitat Versteegh, F., Salido, M. A., & Giret, A. (2010). A holonic architecture for the global road transportation system. Journal of Intelligent Manufacturing, 21(1), 133–144.CrossRef Versteegh, F., Salido, M. A., & Giret, A. (2010). A holonic architecture for the global road transportation system. Journal of Intelligent Manufacturing, 21(1), 133–144.CrossRef
Metadaten
Titel
Optimization technique by genetic algorithms for international logistics
verfasst von
Kazuhiro Takeyasu
Masaaki Kainosho
Publikationsdatum
01.10.2014
Verlag
Springer US
Erschienen in
Journal of Intelligent Manufacturing / Ausgabe 5/2014
Print ISSN: 0956-5515
Elektronische ISSN: 1572-8145
DOI
https://doi.org/10.1007/s10845-013-0823-1

Weitere Artikel der Ausgabe 5/2014

Journal of Intelligent Manufacturing 5/2014 Zur Ausgabe

    Marktübersichten

    Die im Laufe eines Jahres in der „adhäsion“ veröffentlichten Marktübersichten helfen Anwendern verschiedenster Branchen, sich einen gezielten Überblick über Lieferantenangebote zu verschaffen.