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Fuzzy weighted association rule based solution approaches to facility layout problem in cellular manufacturing system

Author

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  • S. Altuntas
  • T. Dereli
  • H. Selim

Abstract

This study aims to propose new solution approaches based on fuzzy weighted association rules for facility layout problem in a cellular manufacturing system. The facility layout problem under concern has two important aspects, namely; fuzzy product route and fuzzy machine weight. Number of machine types as well as the number of machines in each type is determined in order to define a fuzzy product route. A fuzzy set is then assigned for each machine type to match them with appropriate products. Alternative routes for each product and machine weights are defined by fuzzy functions. Market demand is also used to assign weights to the machines. Three solution approaches, namely fuzzy weighted association rule mining (FWARM), Gyenesei's weighted quantitative association rules (WQAR) and normalised weighted association rule mining (NWARM) based approaches, are proposed in this study. To the authors' best knowledge, this is the first attempt which considers fuzzy weighted association rule-based data mining approaches to the facility layout problem. An illustrative example is presented to demonstrate the usefulness of the proposed approaches.

Suggested Citation

  • S. Altuntas & T. Dereli & H. Selim, 2013. "Fuzzy weighted association rule based solution approaches to facility layout problem in cellular manufacturing system," International Journal of Industrial and Systems Engineering, Inderscience Enterprises Ltd, vol. 15(3), pages 253-271.
    • Handle: RePEc:ids:ijisen:v:15:y:2013:i:3:p:253-271
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    Citations

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    Cited by:

    1. Parveen Sharma & Sandeep Singhal, 2016. "Design and evaluation of layout alternatives to enhance the performance of industry," OPSEARCH, Springer;Operational Research Society of India, vol. 53(4), pages 741-760, December.
    2. Mohamed Kashkoush & Hoda ElMaraghy, 2017. "An integer programming model for discovering associations between manufacturing system capabilities and product features," Journal of Intelligent Manufacturing, Springer, vol. 28(4), pages 1031-1044, April.
    3. Kuldeep Lamba & Ravi Kumar & Shraddha Mishra & Shubhangini Rajput, 2020. "Sustainable dynamic cellular facility layout: a solution approach using simulated annealing-based meta-heuristic," Annals of Operations Research, Springer, vol. 290(1), pages 5-26, July.

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