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2011 | vol. 5, iss. 2 | 23--34
Tytuł artykułu

Intelligent Modeling Method Based on Genetic Algorithm for Partner Selection in Virtual Organizations

Treść / Zawartość
Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
The goal of a Virtual Organization is to find the most appropriate partners in terms of expertise, cost wise, quick response, and environment. In this study we propose a model and a solution approach to a partner selection problem considering three main evaluation criteria: cost, time and risk. This multiobjective problem is solved by an improved genetic algorithm (GA) that includes meiosis specific characteristics and step-size adaptation for the mutation operator. The algorithm performs strong exploration initially and exploitation in later generations. It has a high global search ability and a fast convergence rate and also avoids premature convergence. On the basis of the numerical investigations, the incorporation of the proposed enhancements has been successfully proved. (original abstract)
Rocznik
Strony
23--34
Opis fizyczny
Twórcy
autor
  • Constanta Maritime University
  • Constanta "Spiru Haret" University
Bibliografia
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  • Dinu, S., Ciucur, V., 2010. "Improved genetic algorithm for dynamic economic dispatch," 2nd International Conference MEQAPS, Constanta, Romania.
  • Famuyiwa, O., Monplaisir, L., Nepal, B., 2008. "An integrated fuzzy-goal-programming-based framework for selecting suppliers in strategic alliance formation," International Journal of Production Economics, Vol.113(2), pp.862-75.
  • Fischer, M., Jaehn, H., Teich, T., 2004. "Optimizing the selection of partners in production networks," Robotics and Computer-Integrated Manufacturing, Vol.20, pp.593-601.
  • Hoogeveegen, M., Teunissen, W., Vervest, P., Wagenaar, R., 1999. "Modular network design: Using information and communication technology to allocate production tasks in a virtual organization," Decision Sciences, Vol.30(4), pp.1073-103.
  • Ip, W., Yung, K., Wang, D., 2004. "A branch and bound algorithm for sub- contractor selection in agile manufacturing environment," International Journal of Production Economics, Vol.87(2), pp.195-205.
  • Ko, C., Kim, T., Hwang, H., 2001. "External partner selection using tabu search heuristics in distributed manufacturing," International Journal of Production Research, Vol.39(17), pp.3959-974.
  • Li, D., O'Brien, C., 1999. "Integrated decision modeling on supply chain efficiency and effectiveness," International Journal of Production Economics, Vol.59(1-3), pp.147-57.
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  • Murata, T., Ishibuchi, H., Tanaka, H., 1996. "Multi-objective genetic algorithm and its applications to flowshop scheduling," Computers & Industrial Engineering, Vol.30(4), pp.957-68.
  • Stock, G., Greis, N., Kasarda, J., 2000. "Enterprise logistics and supply chain structure: the role of fit," Journal of Operations Management, Vol.18, pp.531-47.
  • Talluri, S., Baker, R., Sarkis, J., 1999. "A framework for designing efficient value chain networks, International Journal of Production Economics," Vol.62, pp.133-144.
  • Tatoglu, E., Glaister, K., 2000. "Strategic motives and partner selection criteria in international joint ventures in Turkey: Perspectives of Western firms and Turkish firms," Journal of Global Marketing, Vol.13(3), pp.53- 92.
  • Yang, D., Kim, S., Nam, C., Min, J., 2007. "Developing a decision model for business process outsourcing," Computers and Operation Research, Vol.34, pp.3769-778.
  • Zhong, Y., Jian, L., Zijun, W., 2009. "An integrated optimization algorithm of GA and ACA-based approaches for modeling virtual enterprise partner selection," SIGMIS Data Base Vol.40(2), pp.37-56.
  • Wang, J., Yang, D., 2007. "Using a hybrid multi-criteria decision aid method for information system outsourcing," Computers and Operations Research, Vol. 34, pp.3691-700.
  • Wu, N., Mao, N., Qian, Y., 1999. "An approach to partner selection in agile manufacturing," Journal of Intelligent Manufacturing, Vol.10(6), pp.519-29.
  • Wu, N., Su, P., 2005. "Selection of partners in virtual enterprise paradigm," Robotics and Computer- Integrated Manufacturing, Vol.21(2), pp.119-31.
Typ dokumentu
Bibliografia
Identyfikatory
Identyfikator YADDA
bwmeta1.element.ekon-element-000171286633

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